api-mapper / routers /openai_v1.py
tanbushi's picture
langchain message to openai
bad204d
from fastapi import APIRouter, Depends
from langchain_core.prompts import ChatPromptTemplate
from datetime import datetime
# import uuid
from global_state import get
from db.tbs_db import TbsDb
from auth import get_current_user
from db_model.user import UserModel
from db_model.chat import ChatModel
router = APIRouter()
db_module_filename = f"{get('project_root')}/db/cloudflare.py"
@router.post("/chat/completions")
async def chat_completions(chat_model:ChatModel, current_user: UserModel = Depends(get_current_user)):
try:
model = chat_model.model
except:
model = ''
if (model=='')or(model is None):
model = await get_default_model()
api_key_info = await get_api_key(model)
api_key = api_key_info.get('api_key', '')
group_name = api_key_info.get('group_name', '')
base_url = api_key_info.get('base_url', '')
if group_name=='gemini': # google api,生成 gemini 的 llm
from langchain_google_genai import ChatGoogleGenerativeAI
llm = ChatGoogleGenerativeAI(
api_key = api_key,
model = model,
)
else: # 下面就是 chatgpt 兼容 api
from langchain_openai import ChatOpenAI
# 初始化 ChatOpenAI 模型
llm = ChatOpenAI(
model = model,
api_key = api_key,
base_url = base_url,
)
# 生成prompt模板
lc_messages = [(message.role, message.content) for message in chat_model.messages]
prompt_template = ChatPromptTemplate.from_messages(lc_messages)
chain = prompt_template | llm
try:
result = chain.invoke({}) # AIMessage 类对象
except Exception as e:
return {'error': str(e)}
# 转换为OpenAI格式
converted_data = convert_to_openai_format(result)
return converted_data
# 从数据库获取默认模型
async def get_default_model():
query = f"SELECT * FROM api_names order by default_order limit 1"
response = TbsDb(db_module_filename, "Cloudflare").get_item(query)
try:
result = response['result'][0]['results'][0]['api_name']
except:
result = ''
return result
async def get_api_key(model):
query = f"""
SELECT an.api_name, ak.api_key, an.base_url, ag.group_name
FROM api_keys ak
JOIN api_groups ag ON ak.api_group_id = ag.id
JOIN api_names an ON an.api_group_id = ag.id
WHERE ak.category='LLM' and an.api_name='{model}' and disabled=0
ORDER BY ak.last_call_at
limit 1
"""
response = TbsDb(db_module_filename, "Cloudflare").get_item(query)
try:
result = response['result'][0]['results'][0]
api_key = result['api_key']
except:
api_key = ''
query = f"update api_keys set last_call_at=datetime('now') where api_key='{api_key}'"
TbsDb(db_module_filename, "Cloudflare").execute_query(query)
return result
def convert_to_openai_format(original_json):
# 创建新的JSON对象
new_json = {
"id": "chatcmpl-123", # 这里可以生成一个唯一的ID,或者使用传入的id
"object": "chat.completion",
"created": int(datetime.now().timestamp()), # 当前时间戳
"choices": [
{
"index": 0,
"message": {
"role": "assistant",
"content": original_json.content # 使用原始内容
},
"finish_reason": "stop"
}
],
"usage": {
"prompt_tokens": original_json.usage_metadata.get("input_tokens",0),
"completion_tokens": original_json.usage_metadata.get("output_tokens", 0),
"total_tokens": original_json.usage_metadata.get("total_tokens", 0)
}
}
return new_json