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feature(rate-limit): 新增令牌桶类,用于主动限制调用gpt3.5, dalle接口频率

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goldfishh před 1 rokem
rodič
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3f889ab75f
2 změnil soubory, kde provedl 55 přidání a 1 odebrání
  1. +10
    -1
      bot/chatgpt/chat_gpt_bot.py
  2. +45
    -0
      common/token_bucket.py

+ 10
- 1
bot/chatgpt/chat_gpt_bot.py Zobrazit soubor

@@ -3,6 +3,7 @@
from bot.bot import Bot
from config import conf, load_config
from common.log import logger
from common.token_bucket import TokenBucket
from common.expired_dict import ExpiredDict
import openai
import time
@@ -21,6 +22,10 @@ class ChatGPTBot(Bot):
proxy = conf().get('proxy')
if proxy:
openai.proxy = proxy
if conf().get('rate_limit_chatgpt'):
self.tb4chatgpt = TokenBucket(conf().get('rate_limit_chatgpt', 20))
if conf().get('rate_limit_dalle'):
self.tb4dalle = TokenBucket(conf().get('rate_limit_dalle', 50))

def reply(self, query, context=None):
# acquire reply content
@@ -63,6 +68,8 @@ class ChatGPTBot(Bot):
:return: {}
'''
try:
if conf().get('rate_limit_chatgpt') and not self.tb4chatgpt.get_token():
return {"completion_tokens": 0, "content": "提问太快啦,请休息一下再问我吧"}
response = openai.ChatCompletion.create(
model= conf().get("model") or "gpt-3.5-turbo", # 对话模型的名称
messages=session,
@@ -102,6 +109,8 @@ class ChatGPTBot(Bot):

def create_img(self, query, retry_count=0):
try:
if conf().get('rate_limit_dalle') and not self.tb4dalle.get_token():
return "请求太快了,请休息一下再问我吧"
logger.info("[OPEN_AI] image_query={}".format(query))
response = openai.Image.create(
prompt=query, #图片描述
@@ -118,7 +127,7 @@ class ChatGPTBot(Bot):
logger.warn("[OPEN_AI] ImgCreate RateLimit exceed, 第{}次重试".format(retry_count+1))
return self.create_img(query, retry_count+1)
else:
return "提问太快啦,请休息一下再问我吧"
return "请求太快啦,请休息一下再问我吧"
except Exception as e:
logger.exception(e)
return None


+ 45
- 0
common/token_bucket.py Zobrazit soubor

@@ -0,0 +1,45 @@
import threading
import time


class TokenBucket:
def __init__(self, tpm, timeout=None):
self.capacity = int(tpm) # 令牌桶容量
self.tokens = 0 # 初始令牌数为0
self.rate = int(tpm) / 60 # 令牌每秒生成速率
self.timeout = timeout # 等待令牌超时时间
self.cond = threading.Condition() # 条件变量
self.is_running = True
# 开启令牌生成线程
threading.Thread(target=self._generate_tokens).start()

def _generate_tokens(self):
"""生成令牌"""
while self.is_running:
with self.cond:
if self.tokens < self.capacity:
self.tokens += 1
self.cond.notify() # 通知获取令牌的线程
time.sleep(1 / self.rate)

def get_token(self):
"""获取令牌"""
with self.cond:
while self.tokens <= 0:
flag = self.cond.wait(self.timeout)
if not flag: # 超时
return False
self.tokens -= 1
return True

def close(self):
self.is_running = False


if __name__ == "__main__":
token_bucket = TokenBucket(20, None) # 创建一个每分钟生产20个tokens的令牌桶
# token_bucket = TokenBucket(20, 0.1)
for i in range(3):
if token_bucket.get_token():
print(f"第{i+1}次请求成功")
token_bucket.close()

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