v0.4.0 支持任意替换的模型，改进配置文件
好好好好好好好好好
This commit is contained in:
SengokuCola
199
src/plugins/models/utils_model.py
Normal file
199
src/plugins/models/utils_model.py
Normal file
@@ -0,0 +1,199 @@
|
||||
import aiohttp
|
||||
import asyncio
|
||||
import requests
|
||||
import time
|
||||
from typing import Tuple, Union
|
||||
from nonebot import get_driver
|
||||
from ..chat.config import global_config
|
||||
driver = get_driver()
|
||||
config = driver.config
|
||||
|
||||
class LLM_request:
|
||||
def __init__(self, model = global_config.llm_normal,**kwargs):
|
||||
# 将大写的配置键转换为小写并从config中获取实际值
|
||||
try:
|
||||
self.api_key = getattr(config, model["key"])
|
||||
self.base_url = getattr(config, model["base_url"])
|
||||
except AttributeError as e:
|
||||
raise ValueError(f"配置错误：找不到对应的配置项 - {str(e)}")
|
||||
self.model_name = model["name"]
|
||||
self.params = kwargs
|
||||
|
||||
async def generate_response(self, prompt: str) -> Tuple[str, str]:
|
||||
"""根据输入的提示生成模型的异步响应"""
|
||||
headers = {
|
||||
"Authorization": f"Bearer {self.api_key}",
|
||||
"Content-Type": "application/json"
|
||||
}
|
||||
|
||||
# 构建请求体
|
||||
data = {
|
||||
"model": self.model_name,
|
||||
"messages": [{"role": "user", "content": prompt}],
|
||||
**self.params
|
||||
}
|
||||
|
||||
# 发送请求到完整的chat/completions端点
|
||||
api_url = f"{self.base_url.rstrip('/')}/chat/completions"
|
||||
|
||||
max_retries = 3
|
||||
base_wait_time = 15
|
||||
|
||||
for retry in range(max_retries):
|
||||
try:
|
||||
async with aiohttp.ClientSession() as session:
|
||||
async with session.post(api_url, headers=headers, json=data) as response:
|
||||
if response.status == 429:
|
||||
wait_time = base_wait_time * (2 ** retry) # 指数退避
|
||||
print(f"遇到请求限制(429)，等待{wait_time}秒后重试...")
|
||||
await asyncio.sleep(wait_time)
|
||||
continue
|
||||
|
||||
response.raise_for_status() # 检查其他响应状态
|
||||
|
||||
result = await response.json()
|
||||
if "choices" in result and len(result["choices"]) > 0:
|
||||
content = result["choices"][0]["message"]["content"]
|
||||
reasoning_content = result["choices"][0]["message"].get("reasoning_content", "")
|
||||
return content, reasoning_content
|
||||
return "没有返回结果", ""
|
||||
|
||||
except Exception as e:
|
||||
if retry < max_retries - 1: # 如果还有重试机会
|
||||
wait_time = base_wait_time * (2 ** retry)
|
||||
print(f"请求失败，等待{wait_time}秒后重试... 错误: {str(e)}")
|
||||
await asyncio.sleep(wait_time)
|
||||
else:
|
||||
return f"请求失败: {str(e)}", ""
|
||||
|
||||
return "达到最大重试次数，请求仍然失败", ""
|
||||
|
||||
async def generate_response_for_image(self, prompt: str, image_base64: str) -> Tuple[str, str]:
|
||||
"""根据输入的提示和图片生成模型的异步响应"""
|
||||
headers = {
|
||||
"Authorization": f"Bearer {self.api_key}",
|
||||
"Content-Type": "application/json"
|
||||
}
|
||||
|
||||
# 构建请求体
|
||||
data = {
|
||||
"model": self.model_name,
|
||||
"messages": [
|
||||
{
|
||||
"role": "user",
|
||||
"content": [
|
||||
{
|
||||
"type": "text",
|
||||
"text": prompt
|
||||
},
|
||||
{
|
||||
"type": "image_url",
|
||||
"image_url": {
|
||||
"url": f"data:image/jpeg;base64,{image_base64}"
|
||||
}
|
||||
}
|
||||
]
|
||||
}
|
||||
],
|
||||
**self.params
|
||||
}
|
||||
|
||||
# 发送请求到完整的chat/completions端点
|
||||
api_url = f"{self.base_url.rstrip('/')}/chat/completions"
|
||||
|
||||
max_retries = 3
|
||||
base_wait_time = 15
|
||||
|
||||
for retry in range(max_retries):
|
||||
try:
|
||||
async with aiohttp.ClientSession() as session:
|
||||
async with session.post(api_url, headers=headers, json=data) as response:
|
||||
if response.status == 429:
|
||||
wait_time = base_wait_time * (2 ** retry) # 指数退避
|
||||
print(f"遇到请求限制(429)，等待{wait_time}秒后重试...")
|
||||
await asyncio.sleep(wait_time)
|
||||
continue
|
||||
|
||||
response.raise_for_status() # 检查其他响应状态
|
||||
|
||||
result = await response.json()
|
||||
if "choices" in result and len(result["choices"]) > 0:
|
||||
content = result["choices"][0]["message"]["content"]
|
||||
reasoning_content = result["choices"][0]["message"].get("reasoning_content", "")
|
||||
return content, reasoning_content
|
||||
return "没有返回结果", ""
|
||||
|
||||
except Exception as e:
|
||||
if retry < max_retries - 1: # 如果还有重试机会
|
||||
wait_time = base_wait_time * (2 ** retry)
|
||||
print(f"请求失败，等待{wait_time}秒后重试... 错误: {str(e)}")
|
||||
await asyncio.sleep(wait_time)
|
||||
else:
|
||||
return f"请求失败: {str(e)}", ""
|
||||
|
||||
return "达到最大重试次数，请求仍然失败", ""
|
||||
|
||||
def generate_response_for_image_sync(self, prompt: str, image_base64: str) -> Tuple[str, str]:
|
||||
"""同步方法：根据输入的提示和图片生成模型的响应"""
|
||||
headers = {
|
||||
"Authorization": f"Bearer {self.api_key}",
|
||||
"Content-Type": "application/json"
|
||||
}
|
||||
|
||||
# 构建请求体
|
||||
data = {
|
||||
"model": self.model_name,
|
||||
"messages": [
|
||||
{
|
||||
"role": "user",
|
||||
"content": [
|
||||
{
|
||||
"type": "text",
|
||||
"text": prompt
|
||||
},
|
||||
{
|
||||
"type": "image_url",
|
||||
"image_url": {
|
||||
"url": f"data:image/jpeg;base64,{image_base64}"
|
||||
}
|
||||
}
|
||||
]
|
||||
}
|
||||
],
|
||||
**self.params
|
||||
}
|
||||
|
||||
# 发送请求到完整的chat/completions端点
|
||||
api_url = f"{self.base_url.rstrip('/')}/chat/completions"
|
||||
|
||||
max_retries = 3
|
||||
base_wait_time = 15
|
||||
|
||||
for retry in range(max_retries):
|
||||
try:
|
||||
response = requests.post(api_url, headers=headers, json=data, timeout=30)
|
||||
|
||||
if response.status_code == 429:
|
||||
wait_time = base_wait_time * (2 ** retry) # 指数退避
|
||||
print(f"遇到请求限制(429)，等待{wait_time}秒后重试...")
|
||||
time.sleep(wait_time)
|
||||
continue
|
||||
|
||||
response.raise_for_status() # 检查其他响应状态
|
||||
|
||||
result = response.json()
|
||||
if "choices" in result and len(result["choices"]) > 0:
|
||||
content = result["choices"][0]["message"]["content"]
|
||||
reasoning_content = result["choices"][0]["message"].get("reasoning_content", "")
|
||||
return content, reasoning_content
|
||||
return "没有返回结果", ""
|
||||
|
||||
except Exception as e:
|
||||
if retry < max_retries - 1: # 如果还有重试机会
|
||||
wait_time = base_wait_time * (2 ** retry)
|
||||
print(f"请求失败，等待{wait_time}秒后重试... 错误: {str(e)}")
|
||||
time.sleep(wait_time)
|
||||
else:
|
||||
return f"请求失败: {str(e)}", ""
|
||||
|
||||
return "达到最大重试次数，请求仍然失败", ""
|
||||
Reference in New Issue
Block a user