olivebot/core/fay_core.py

610 lines
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Python
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import difflib
import math
import os
import random
import time
import wave
import socket
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import eyed3
from openpyxl import load_workbook
# 适应模型使用
import numpy as np
# import tensorflow as tf
import fay_booter
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from ai_module import xf_aiui
from ai_module import xf_ltp
from ai_module.ms_tts_sdk import Speech
from core import wsa_server, tts_voice, song_player
from core.interact import Interact
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from core.tts_voice import EnumVoice
from scheduler.thread_manager import MyThread
from utils import util, storer, config_util
from ai_module import yuan_1_0
from ai_module import chatgpt
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import pygame
from utils import config_util as cfg
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class FeiFei:
def __init__(self):
pygame.init()
self.q_msg = '你叫什么名字?'
self.a_msg = 'hi,我叫菲菲英文名是fay'
self.mood = 0.0 # 情绪值
self.item_index = 0
self.deviceSocket = None
self.deviceConnect = None
#启动音频输入输出设备的连接服务
self.deviceSocketThread = MyThread(target=self.__accept_audio_device_output_connect)
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
# 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
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
self.command_keyword = [
[['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'],
[['关闭', '再见', '你走吧'], 'stop'],
[['静音', '闭嘴', '我想静静'], 'mute'],
[['取消静音', '你在哪呢', '你可以说话了'], 'unmute'],
[['换个性别', '换个声音'], 'changeVoice']
]
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# 人设提问关键字
self.attribute_keyword = [
[['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', ],
[['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', ],
[['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', ],
[['你的生肖是什么', '你属什么', ], 'zodiac', ],
[['你是什么座', '你是什么星座', '你的星座是什么', ], 'constellation', ],
[['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', ],
[['你的爱好是什么', '你有爱好吗', '你喜欢什么', '你喜欢做什么'], 'hobby'],
[['联系方式', '联系你们', '怎么联系客服', '有没有客服'], 'contact']
]
# 商品提问关键字
self.explain_keyword = [
[['是什么'], 'intro'],
[['怎么用', '使用场景', '有什么作用'], 'usage'],
[['怎么卖', '多少钱', '售价'], 'price'],
[['便宜点', '优惠', '折扣', '促销'], 'discount'],
[['质量', '保证', '担保'], 'promise'],
[['特点', '优点'], 'character'],
]
self.wsParam = None
self.wss = None
self.sp = Speech()
self.speaking = False
self.last_interact_time = time.time()
self.last_speak_data = ''
self.interactive = []
self.sleep = False
self.__running = True
self.sp.connect() # 预连接
self.last_quest_time = time.time()
self.playing = False
self.muting = False
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def __string_similar(self, s1, s2):
return difflib.SequenceMatcher(None, s1, s2).quick_ratio()
def __read_qna(self, filename) -> list:
qna = []
try:
wb = load_workbook(filename)
sheets = wb.worksheets # 获取当前所有的sheet
sheet = sheets[0]
for row in sheet.rows:
if len(row) >= 2:
qna.append([row[0].value.split(";"), row[1].value])
except BaseException as e:
print("无法读取Q&A文件 {} -> ".format(filename) + str(e))
return qna
def __get_keyword(self, keyword_dict, text):
last_similar = 0
last_answer = ''
for qa in keyword_dict:
for quest in qa[0]:
similar = self.__string_similar(text, quest)
if quest in text:
similar += 0.3
if similar > last_similar:
last_similar = similar
last_answer = qa[1]
if last_similar >= 0.6:
return last_answer
return None
def __play_song(self):
self.playing = True
song_player.play()
self.playing = False
wsa_server.get_web_instance().add_cmd({"panelMsg": ""})
def __get_answer(self, interleaver, text):
if interleaver == "mic":
# 命令
keyword = self.__get_keyword(self.command_keyword, text)
if keyword is not None:
if keyword == "playSong":
MyThread(target=self.__play_song).start()
wsa_server.get_web_instance().add_cmd({"panelMsg": ""})
elif keyword == "stop":
fay_booter.stop()
wsa_server.get_web_instance().add_cmd({"panelMsg": ""})
wsa_server.get_web_instance().add_cmd({"liveState": 0})
elif keyword == "mute":
self.muting = True
self.speaking = True
self.a_msg = "好的"
MyThread(target=self.__say, args=['interact']).start()
time.sleep(0.5)
wsa_server.get_web_instance().add_cmd({"panelMsg": ""})
elif keyword == "unmute":
self.muting = False
return None
elif keyword == "changeVoice":
voice = tts_voice.get_voice_of(config_util.config["attribute"]["voice"])
for v in tts_voice.get_voice_list():
if v != voice:
config_util.config["attribute"]["voice"] = v.name
break
config_util.save_config(config_util.config)
wsa_server.get_web_instance().add_cmd({"panelMsg": ""})
return "NO_ANSWER"
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# 人设问答
keyword = self.__get_keyword(self.attribute_keyword, text)
if keyword is not None:
return config_util.config["attribute"][keyword]
# 全局问答
answer = self.__get_keyword(self.__read_qna(config_util.config['interact']['QnA']), text)
if answer is not None:
return answer
items = self.__get_item_list()
if len(items) > 0:
item = items[self.item_index]
# 跨商品物品问答匹配
for ite in items:
name = ite["name"]
if name != item["name"]:
if name in text or self.__string_similar(text, name) > 0.6:
item = ite
break
# 商品介绍问答
keyword = self.__get_keyword(self.explain_keyword, text)
if keyword is not None:
try:
return item["explain"][keyword]
except BaseException as e:
print(e)
# 商品问答
answer = self.__get_keyword(self.__read_qna(item["QnA"]), text)
if answer is not None:
return answer
return None
def __get_list_answer(self, answers, text):
last_similar = 0
last_answer = ''
for mlist in answers:
for quest in mlist[0]:
similar = self.__string_similar(text, quest)
if quest in text:
similar += 0.3
if similar > last_similar:
last_similar = similar
answer_list = mlist[1]
last_answer = answer_list[random.randint(0, len(answer_list) - 1)]
# print("相似度: {}, 回答: {}".format(last_similar, last_answer))
if last_similar >= 0.6:
return last_answer
return None
def __auto_speak(self):
i = 0
script_index = 0
while self.__running:
time.sleep(0.8)
if self.speaking or self.sleep:
continue
try:
# 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
if i <= 3 and len(self.interactive) > i:
i += 1
interact: Interact = self.interactive[0 - i]
if interact.interact_type == 1:
self.q_msg = interact.data["msg"]
index = interact.interact_type
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# print("index:{0}".format(index))
user_name = interact.data["user"]
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# self.__isExecute = True #!!!!
if index == 1:
answer = self.__get_answer(interact.interleaver, self.q_msg)
if self.muting:
continue
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text = ''
if answer is None:
try:
wsa_server.get_web_instance().add_cmd({"panelMsg": "思考中..."})
util.log(1, '自然语言处理...')
tm = time.time()
cfg.load_config()
if cfg.key_chat_module == 'xfaiui':
text = xf_aiui.question(self.q_msg)
elif cfg.key_chat_module == 'yuan':
text = yuan_1_0.question(self.q_msg)
elif cfg.key_chat_module == 'chatgpt':
text = chatgpt.question(self.q_msg)
else:
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)))
if text == '哎呀,你这么说我也不懂,详细点呗' or text == '':
util.log(1, '[!] 自然语言无语了!')
wsa_server.get_web_instance().add_cmd({"panelMsg": ""})
continue
except BaseException as e:
print(e)
util.log(1, '自然语言处理错误!')
wsa_server.get_web_instance().add_cmd({"panelMsg": ""})
continue
elif answer != 'NO_ANSWER':
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text = answer
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if len(user_name) == 0:
self.a_msg = text
else:
self.a_msg = user_name + '' + text
elif index == 2:
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)][
random.randint(0, 2)]
elif index == 3:
gift = interact.data["gift"]
self.a_msg = '感谢感谢,感谢 {}送给我的{}{}'.format(interact.data["user"], interact.data["amount"], gift[1])
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elif index == 4:
self.a_msg = '感谢关注'
elif index == 5:
msg = ""
for i in range(0, len(interact.data["gifts"])):
user = interact.data["gifts"][i]["user"]
gift = interact.data["gifts"][i]["gift"]
amount = interact.data["gifts"][i]["amount"]
msg += "{}送给我的{}{}".format(user, amount, gift[1])
self.a_msg = '感谢感谢,感谢' + msg
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self.last_speak_data = self.a_msg
self.speaking = True
MyThread(target=self.__say, args=['interact']).start()
else:
i = 0
self.interactive.clear()
config_items = config_util.config["items"]
items = []
for item in config_items:
if item["enabled"]:
items.append(item)
if len(items) > 0:
if self.item_index >= len(items):
self.item_index = 0
script_index = 0
item = items[self.item_index]
script_index = script_index + 1
explain_key = self.__get_explain_from_index(script_index)
if explain_key is None:
self.item_index = self.item_index + 1
script_index = 0
if self.item_index >= len(items):
self.item_index = 0
explain_key = self.__get_explain_from_index(script_index)
explain = item["explain"][explain_key]
if len(explain) > 0:
self.a_msg = explain
self.last_speak_data = self.a_msg
self.speaking = True
MyThread(target=self.__say, args=['script']).start()
except BaseException as e:
print(e)
def __get_item_list(self) -> list:
items = []
for item in config_util.config["items"]:
if item["enabled"]:
items.append(item)
return items
def __get_explain_from_index(self, index: int):
if index == 0:
return "character"
if index == 1:
return "discount"
if index == 2:
return "intro"
if index == 3:
return "price"
if index == 4:
return "promise"
if index == 5:
return "usage"
return None
def on_interact(self, interact: Interact):
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# 合并同类交互
# 进入
if interact.interact_type == 2:
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itr = self.__get_interactive(2)
if itr is None:
self.interactive.append(interact)
else:
newItr = (2, itr.data["user"] + ', ' + interact.data["user"], itr.data["msg"])
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self.interactive.remove(itr)
self.interactive.append(newItr)
# 送礼
elif interact.interact_type == 3:
gifts = []
rm_list = []
for itr in self.interactive:
if itr.interact_type == 3:
gifts.append({
"user": itr.data["user"],
"gift": itr.data["gift"],
"amount": itr.data["amount"]
})
rm_list.append(itr)
elif itr.interact_type == 5:
for gift in itr.data["gifts"]:
gifts.append(gift)
rm_list.append(itr)
if len(rm_list) > 0:
for itr in rm_list:
self.interactive.remove(itr)
self.interactive.append(Interact("live", 5, {"gifts": gifts}))
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# 关注
elif interact.interact_type == 4:
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if self.__get_interactive(2) is None:
self.interactive.append(interact)
else:
self.interactive.append(interact)
MyThread(target=self.__update_mood, args=[interact.interact_type]).start()
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MyThread(target=storer.storage_live_interact, args=[interact]).start()
def __get_interactive(self, interactType) -> Interact:
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for interact in self.interactive:
if interact is Interact and interact.interact_type == interactType:
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return interact
return None
# 适应模型计算
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=[Interact('Fay', 0, {'user': 'Fay', 'msg': self.a_msg})]).start()
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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:
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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:
audio_length = wav_file.getnframes() / float(wav_file.getframerate())
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if audio_length <= config_util.config["interact"]["maxInteractTime"] or say_type == "script":
if config_util.config["interact"]["playSound"]: # 播放音频
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self.__play_sound(file_url)
else:#TODO 发送音频给ue和socket
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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))
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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
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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
2022-06-20 11:05:10 +08:00
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()