mirror of
https://github.com/zhayujie/chatgpt-on-wechat.git
synced 2026-01-19 01:21:01 +08:00
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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@@ -3,6 +3,7 @@
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from bot.bot import Bot
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from config import conf, load_config
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from common.log import logger
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from common.token_bucket import TokenBucket
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from common.expired_dict import ExpiredDict
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import openai
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import time
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@@ -21,6 +22,10 @@ class ChatGPTBot(Bot):
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proxy = conf().get('proxy')
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if proxy:
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openai.proxy = proxy
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if conf().get('rate_limit_chatgpt'):
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self.tb4chatgpt = TokenBucket(conf().get('rate_limit_chatgpt', 20))
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if conf().get('rate_limit_dalle'):
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self.tb4dalle = TokenBucket(conf().get('rate_limit_dalle', 50))
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def reply(self, query, context=None):
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# acquire reply content
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@@ -63,6 +68,8 @@ class ChatGPTBot(Bot):
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:return: {}
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'''
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try:
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if conf().get('rate_limit_chatgpt') and not self.tb4chatgpt.get_token():
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return {"completion_tokens": 0, "content": "提问太快啦,请休息一下再问我吧"}
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response = openai.ChatCompletion.create(
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model= conf().get("model") or "gpt-3.5-turbo", # 对话模型的名称
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messages=session,
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@@ -102,6 +109,8 @@ class ChatGPTBot(Bot):
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def create_img(self, query, retry_count=0):
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try:
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if conf().get('rate_limit_dalle') and not self.tb4dalle.get_token():
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return "请求太快了,请休息一下再问我吧"
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logger.info("[OPEN_AI] image_query={}".format(query))
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response = openai.Image.create(
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prompt=query, #图片描述
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@@ -118,7 +127,7 @@ class ChatGPTBot(Bot):
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logger.warn("[OPEN_AI] ImgCreate RateLimit exceed, 第{}次重试".format(retry_count+1))
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return self.create_img(query, retry_count+1)
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else:
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return "提问太快啦,请休息一下再问我吧"
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return "请求太快啦,请休息一下再问我吧"
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except Exception as e:
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logger.exception(e)
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return None
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45
common/token_bucket.py
Normal file
45
common/token_bucket.py
Normal file
@@ -0,0 +1,45 @@
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import threading
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import time
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class TokenBucket:
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def __init__(self, tpm, timeout=None):
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self.capacity = int(tpm) # 令牌桶容量
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self.tokens = 0 # 初始令牌数为0
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self.rate = int(tpm) / 60 # 令牌每秒生成速率
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self.timeout = timeout # 等待令牌超时时间
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self.cond = threading.Condition() # 条件变量
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self.is_running = True
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# 开启令牌生成线程
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threading.Thread(target=self._generate_tokens).start()
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def _generate_tokens(self):
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"""生成令牌"""
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while self.is_running:
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with self.cond:
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if self.tokens < self.capacity:
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self.tokens += 1
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self.cond.notify() # 通知获取令牌的线程
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time.sleep(1 / self.rate)
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def get_token(self):
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"""获取令牌"""
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with self.cond:
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while self.tokens <= 0:
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flag = self.cond.wait(self.timeout)
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if not flag: # 超时
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return False
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self.tokens -= 1
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return True
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def close(self):
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self.is_running = False
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if __name__ == "__main__":
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token_bucket = TokenBucket(20, None) # 创建一个每分钟生产20个tokens的令牌桶
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# token_bucket = TokenBucket(20, 0.1)
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for i in range(3):
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if token_bucket.get_token():
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print(f"第{i+1}次请求成功")
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token_bucket.close()
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