505 lines
20 KiB
Python
505 lines
20 KiB
Python
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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 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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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
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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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import pygame
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class FeiFei:
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def __init__(self):
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pygame.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.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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# 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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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 __get_answer(self, text):
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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 = self.interactive[0 - i]
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if interact[0] == 1:
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self.q_msg = interact[2]
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index = interact[0]
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# print("index:{0}".format(index))
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user_name = interact[1]
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# self.__isExecute = True #!!!!
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if index == 1:
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answer = self.__get_answer(self.q_msg)
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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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text = xf_aiui.question(self.q_msg)
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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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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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else:
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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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msg = ""
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for index in range(1, len(interact), 4):
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try:
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gift = interact[index + 2]
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gift_name = '礼物'
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if gift[0] != -1:
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gift_name = gift[1]
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msg = msg + "{}送给我的{}个{}，".format(interact[index], interact[index + 3], gift_name)
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except BaseException as e:
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print("[System] 礼物处理错误！")
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print(e)
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self.a_msg = '感谢感谢，感谢' + msg
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elif index == 4:
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self.a_msg = '感谢关注'
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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):
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# 合并同类交互
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# 进入
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if interact[0] == 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[1] + ', ' + interact[1], itr[2])
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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[0] == 3:
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itr = self.__get_interactive(3)
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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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newItrList = []
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newItrList.extend(itr)
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newItrList.append(itr[2])
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newItrList.append(itr[3])
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newItrList.append(itr[4])
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self.interactive.remove(itr)
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self.interactive.append(tuple(newItrList))
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# 关注
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elif interact[0] == 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[0]]).start()
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MyThread(target=storer.storage_live_interact, args=[interact]).start()
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def __get_interactive(self, interactType):
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for interact in self.interactive:
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if interact[0] == 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):
|
|||
|
|
if 0 < index < 8:
|
|||
|
|
self.X[0][index] += 1
|
|||
|
|
# PRED = 1 /(1 + tf.exp(-tf.matmul(tf.constant(self.X,tf.float32), tf.constant(self.W,tf.float32))))
|
|||
|
|
PRED = np.sum(self.X.reshape(-1) * self.W.reshape(-1))
|
|||
|
|
if 0 < index < 8:
|
|||
|
|
print('***PRED:{0}***'.format(PRED))
|
|||
|
|
print(self.X.reshape(-1) * self.W.reshape(-1))
|
|||
|
|
return PRED
|
|||
|
|
|
|||
|
|
# 发送情绪
|
|||
|
|
def __send_mood(self):
|
|||
|
|
while self.__running:
|
|||
|
|
time.sleep(3)
|
|||
|
|
if not self.sleep:
|
|||
|
|
content = {'Topic': 'Unreal', 'Data': {'Key': 'mood', 'Value': self.mood}}
|
|||
|
|
wsa_server.get_instance().add_cmd(content)
|
|||
|
|
|
|||
|
|
# 更新情绪
|
|||
|
|
def __update_mood(self, typeIndex):
|
|||
|
|
perception = config_util.config["interact"]["perception"]
|
|||
|
|
if typeIndex == 1:
|
|||
|
|
try:
|
|||
|
|
result = xf_ltp.get_sentiment(self.q_msg)
|
|||
|
|
chat_perception = perception["chat"]
|
|||
|
|
if result == 2:
|
|||
|
|
self.mood = self.mood + (chat_perception / 200.0)
|
|||
|
|
elif result == 0:
|
|||
|
|
self.mood = self.mood - (chat_perception / 100.0)
|
|||
|
|
except BaseException as e:
|
|||
|
|
print("[System] 情绪更新错误！")
|
|||
|
|
print(e)
|
|||
|
|
|
|||
|
|
elif typeIndex == 2:
|
|||
|
|
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=[(0, '菲菲', 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'.format(math.floor((time.time() - tm) * 1000)))
|
|||
|
|
if result is not None:
|
|||
|
|
# playsound(result)
|
|||
|
|
# with wave.open(result, 'rb') as wav_file:
|
|||
|
|
# wav_length = wav_file.getnframes() / float(wav_file.getframerate())
|
|||
|
|
# time.sleep(wav_length)
|
|||
|
|
MyThread(target=self.__send_audio, args=[result, styleType]).start()
|
|||
|
|
# MyThread(target=self.__play_audio, args=[result]).start()
|
|||
|
|
# MyThread(target=self.__waiting_speaking, args=[result]).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
|
|||
|
|
if audio_length <= config_util.config["interact"]["maxInteractTime"] or say_type == "script":
|
|||
|
|
if config_util.config["interact"]["playSound"]:
|
|||
|
|
self.__play_sound(file_url)
|
|||
|
|
else:
|
|||
|
|
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)
|
|||
|
|
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 __send_audio(self, file_url, say_type):
|
|||
|
|
# try:
|
|||
|
|
# # time.sleep(0.25)
|
|||
|
|
# with wave.open(file_url, 'rb') as wav_file:
|
|||
|
|
# wav_length = wav_file.getnframes() / float(wav_file.getframerate())
|
|||
|
|
# print(wav_length)
|
|||
|
|
# if wav_length <= config_util.config["interact"]["maxInteractTime"] or say_type == "script":
|
|||
|
|
# if config_util.config["interact"]["playSound"]:
|
|||
|
|
# self.__play_sound(file_url)
|
|||
|
|
# else:
|
|||
|
|
# content = {'Topic': 'Unreal', 'Data': {'Key': 'audio', 'Value': os.path.abspath(file_url), 'Time': wav_length, 'Type': say_type}}
|
|||
|
|
# wsa_server.get_instance().add_cmd(content)
|
|||
|
|
# time.sleep(wav_length + 0.5)
|
|||
|
|
# self.speaking = False
|
|||
|
|
# except Exception as e:
|
|||
|
|
# print(e)
|
|||
|
|
|
|||
|
|
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
|
|||
|
|
self.sp.close()
|