Files
AstrBot/model/provider/provider_openai_official.py
T
Soulter 9f91b0c92b feat: 1.接入QQ,可以同时在QQ和频道上使用 (beta)
2. 支持临时使用其他语言模型回复(如 /bing hello) #79
perf: 😊1. 优化代码结构,降低耦合度
2. 启动前检查依赖库安装情况
fix: 🤔修复bing模型死锁(正忙)的问题
2023-04-10 00:43:30 +08:00

399 lines
14 KiB
Python

import openai
import json
import time
import os
import sys
from cores.database.conn import dbConn
from model.provider.provider import Provider
import threading
abs_path = os.path.dirname(os.path.realpath(sys.argv[0])) + '/'
key_record_path = abs_path+'chatgpt_key_record'
class ProviderOpenAIOfficial(Provider):
def __init__(self, cfg):
self.key_list = []
if 'api_base' in cfg and cfg['api_base'] != 'none' and cfg['api_base'] != '':
openai.api_base = cfg['api_base']
if cfg['key'] != '' and cfg['key'] != None:
print("[System] 读取ChatGPT Key成功")
self.key_list = cfg['key']
else:
input("[System] 请先去完善ChatGPT的Key。详情请前往https://beta.openai.com/account/api-keys")
# init key record
self.init_key_record()
self.chatGPT_configs = cfg['chatGPTConfigs']
print(f'[System] 加载ChatGPTConfigs: {self.chatGPT_configs}')
self.openai_configs = cfg
# 会话缓存
self.session_dict = {}
# 最大缓存token
self.max_tokens = cfg['total_tokens_limit']
# 历史记录持久化间隔时间
self.history_dump_interval = 20
# 读取历史记录
try:
db1 = dbConn()
for session in db1.get_all_session():
self.session_dict[session[0]] = json.loads(session[1])['data']
print("[System] 历史记录读取成功喵")
except BaseException as e:
print("[System] 历史记录读取失败: " + str(e))
# 读取统计信息
if not os.path.exists(abs_path+"configs/stat"):
with open(abs_path+"configs/stat", 'w', encoding='utf-8') as f:
json.dump({}, f)
self.stat_file = open(abs_path+"configs/stat", 'r', encoding='utf-8')
global count
res = self.stat_file.read()
if res == '':
count = {}
else:
try:
count = json.loads(res)
except BaseException:
pass
# 创建转储定时器线程
threading.Thread(target=self.dump_history, daemon=True).start()
# 人格
self.now_personality = {}
# 转储历史记录的定时器~ Soulter
def dump_history(self):
time.sleep(10)
db = dbConn()
while True:
try:
# print("转储历史记录...")
for key in self.session_dict:
# print("TEST: "+str(db.get_session(key)))
data = self.session_dict[key]
data_json = {
'data': data
}
if db.check_session(key):
db.update_session(key, json.dumps(data_json))
else:
db.insert_session(key, json.dumps(data_json))
# print("转储历史记录完毕")
except BaseException as e:
print(e)
# 每隔10分钟转储一次
time.sleep(10*self.history_dump_interval)
def text_chat(self, prompt, session_id):
# 会话机制
if session_id not in self.session_dict:
self.session_dict[session_id] = []
fjson = {}
try:
f = open(abs_path+"configs/session", "r", encoding="utf-8")
fjson = json.loads(f.read())
f.close()
except:
pass
finally:
fjson[session_id] = 'true'
f = open(abs_path+"configs/session", "w", encoding="utf-8")
f.write(json.dumps(fjson))
f.flush()
f.close()
cache_data_list, new_record, req = self.wrap(prompt, session_id)
retry = 0
response = None
while retry < 5:
try:
response = openai.ChatCompletion.create(
messages=req,
**self.chatGPT_configs
)
break
except Exception as e:
print(e)
if 'You exceeded' in str(e) or 'Billing hard limit has been reached' in str(e) or 'No API key provided' in str(e) or 'Incorrect API key provided' in str(e):
print("[System] 当前Key已超额或者不正常,正在切换")
self.key_stat[openai.api_key]['exceed'] = True
self.save_key_record()
response, is_switched = self.handle_switch_key(req)
if not is_switched:
# 所有Key都超额或不正常
raise e
else:
break
if 'maximum context length' in str(e):
print("token超限, 清空对应缓存")
self.session_dict[session_id] = []
cache_data_list, new_record, req = self.wrap(prompt, session_id)
retry+=1
if retry >= 5:
raise BaseException("连接超时")
self.key_stat[openai.api_key]['used'] += response['usage']['total_tokens']
self.save_key_record()
print("[ChatGPT] "+str(response["choices"][0]["message"]["content"]))
chatgpt_res = str(response["choices"][0]["message"]["content"]).strip()
current_usage_tokens = response['usage']['total_tokens']
# 超过指定tokens, 尽可能的保留最多的条目,直到小于max_tokens
if current_usage_tokens > self.max_tokens:
t = current_usage_tokens
index = 0
while t > self.max_tokens:
if index >= len(cache_data_list):
break
# 保留人格信息
if 'user' in cache_data_list[index] and cache_data_list[index]['user']['role'] != 'system':
t -= int(cache_data_list[index]['single_tokens'])
del cache_data_list[index]
else:
index += 1
# 删除完后更新相关字段
self.session_dict[session_id] = cache_data_list
# cache_prompt = get_prompts_by_cache_list(cache_data_list)
# 添加新条目进入缓存的prompt
new_record['AI'] = {
'role': 'assistant',
'content': chatgpt_res,
}
new_record['usage_tokens'] = current_usage_tokens
if len(cache_data_list) > 0:
new_record['single_tokens'] = current_usage_tokens - int(cache_data_list[-1]['usage_tokens'])
else:
new_record['single_tokens'] = current_usage_tokens
cache_data_list.append(new_record)
self.session_dict[session_id] = cache_data_list
return chatgpt_res
def image_chat(self, prompt, img_num = 1, img_size = "1024x1024"):
retry = 0
image_url = ''
while retry < 5:
try:
# print("test1")
response = openai.Image.create(
prompt=prompt,
n=img_num,
size=img_size
)
# print("test2")
image_url = []
for i in range(img_num):
image_url.append(response['data'][i]['url'])
print(image_url)
break
except Exception as e:
print(e)
if 'You exceeded' in str(e) or 'Billing hard limit has been reached' in str(
e) or 'No API key provided' in str(e) or 'Incorrect API key provided' in str(e):
print("[System] 当前Key已超额或者不正常,正在切换")
self.key_stat[openai.api_key]['exceed'] = True
self.save_key_record()
response, is_switched = self.handle_switch_key(req)
if not is_switched:
# 所有Key都超额或不正常
raise e
else:
break
retry += 1
if retry >= 5:
raise BaseException("连接超时")
return image_url
def forget(self, session_id) -> bool:
self.session_dict[session_id] = []
return True
'''
获取缓存的会话
'''
def get_prompts_by_cache_list(self, cache_data_list, divide=False, paging=False, size=5, page=1):
prompts = ""
if paging:
page_begin = (page-1)*size
page_end = page*size
if page_begin < 0:
page_begin = 0
if page_end > len(cache_data_list):
page_end = len(cache_data_list)
cache_data_list = cache_data_list[page_begin:page_end]
for item in cache_data_list:
prompts += str(item['user']['role']) + ":\n" + str(item['user']['content']) + "\n"
prompts += str(item['AI']['role']) + ":\n" + str(item['AI']['content']) + "\n"
if divide:
prompts += "----------\n"
return prompts
def get_user_usage_tokens(self,cache_list):
usage_tokens = 0
for item in cache_list:
usage_tokens += int(item['single_tokens'])
return usage_tokens
'''
获取统计信息
'''
def get_stat(self):
try:
f = open(abs_path+"configs/stat", "r", encoding="utf-8")
fjson = json.loads(f.read())
f.close()
guild_count = 0
guild_msg_count = 0
guild_direct_msg_count = 0
for k,v in fjson.items():
guild_count += 1
guild_msg_count += v['count']
guild_direct_msg_count += v['direct_count']
session_count = 0
f = open(abs_path+"configs/session", "r", encoding="utf-8")
fjson = json.loads(f.read())
f.close()
for k,v in fjson.items():
session_count += 1
return guild_count, guild_msg_count, guild_direct_msg_count, session_count
except:
return -1, -1, -1, -1
# 包装信息
def wrap(self, prompt, session_id):
# 获得缓存信息
context = self.session_dict[session_id]
new_record = {
"user": {
"role": "user",
"content": prompt,
},
"AI": {},
'usage_tokens': 0,
}
req_list = []
for i in context:
if 'user' in i:
req_list.append(i['user'])
if 'AI' in i:
req_list.append(i['AI'])
req_list.append(new_record['user'])
return context, new_record, req_list
def handle_switch_key(self, req):
# messages = [{"role": "user", "content": prompt}]
while True:
is_all_exceed = True
for key in self.key_stat:
if key == None:
continue
if not self.key_stat[key]['exceed']:
is_all_exceed = False
openai.api_key = key
print(f"[System] 切换到Key: {key}, 已使用token: {self.key_stat[key]['used']}")
if len(req) > 0:
try:
response = openai.ChatCompletion.create(
messages=req,
**self.chatGPT_configs
)
return response, True
except Exception as e:
print(e)
if 'You exceeded' in str(e):
print("[System] 当前Key已超额,正在切换")
self.key_stat[openai.api_key]['exceed'] = True
self.save_key_record()
time.sleep(1)
continue
else:
return True
if is_all_exceed:
print("[System] 所有Key已超额")
return None, False
else:
print("[System] 在切换key时程序异常。")
return None, False
def getConfigs(self):
return self.openai_configs
def save_key_record(self):
with open(key_record_path, 'w', encoding='utf-8') as f:
json.dump(self.key_stat, f)
def get_key_stat(self):
return self.key_stat
def get_key_list(self):
return self.key_list
# 添加key
def append_key(self, key, sponsor):
self.key_list.append(key)
self.key_stat[key] = {'exceed': False, 'used': 0, 'sponsor': sponsor}
self.save_key_record()
self.init_key_record()
# 检查key是否可用
def check_key(self, key):
pre_key = openai.api_key
openai.api_key = key
messages = [{"role": "user", "content": "1"}]
try:
response = openai.ChatCompletion.create(
messages=messages,
**self.chatGPT_configs
)
openai.api_key = pre_key
return True
except Exception as e:
pass
openai.api_key = pre_key
return False
#将key_list的key转储到key_record中,并记录相关数据
def init_key_record(self):
if not os.path.exists(key_record_path):
with open(key_record_path, 'w', encoding='utf-8') as f:
json.dump({}, f)
with open(key_record_path, 'r', encoding='utf-8') as keyfile:
try:
self.key_stat = json.load(keyfile)
except Exception as e:
print(e)
self.key_stat = {}
finally:
for key in self.key_list:
if key not in self.key_stat:
self.key_stat[key] = {'exceed': False, 'used': 0}
# if openai.api_key is None:
# openai.api_key = key
else:
# if self.key_stat[key]['exceed']:
# print(f"Key: {key} 已超额")
# continue
# else:
# if openai.api_key is None:
# openai.api_key = key
# print(f"使用Key: {key}, 已使用token: {self.key_stat[key]['used']}")
pass
if openai.api_key == None:
self.handle_switch_key("")
self.save_key_record()