1080 lines
		
	
	
		
			36 KiB
		
	
	
	
		
			Python
		
	
	
	
			
		
		
	
	
			1080 lines
		
	
	
		
			36 KiB
		
	
	
	
		
			Python
		
	
	
	
| import asyncio
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| import hashlib
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| import json
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| import logging
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| from pathlib import Path
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| from typing import Literal, Optional, overload
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| 
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| import aiohttp
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| from aiocache import cached
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| import requests
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| from urllib.parse import quote
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| 
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| from fastapi import Depends, FastAPI, HTTPException, Request, APIRouter
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| from fastapi.middleware.cors import CORSMiddleware
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| from fastapi.responses import FileResponse, StreamingResponse
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| from pydantic import BaseModel
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| from starlette.background import BackgroundTask
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| 
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| from open_webui.models.models import Models
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| from open_webui.config import (
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|     CACHE_DIR,
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| )
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| from open_webui.env import (
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|     MODELS_CACHE_TTL,
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|     AIOHTTP_CLIENT_SESSION_SSL,
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|     AIOHTTP_CLIENT_TIMEOUT,
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|     AIOHTTP_CLIENT_TIMEOUT_MODEL_LIST,
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|     ENABLE_FORWARD_USER_INFO_HEADERS,
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|     BYPASS_MODEL_ACCESS_CONTROL,
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| )
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| from open_webui.models.users import UserModel
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| 
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| from open_webui.constants import ERROR_MESSAGES
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| from open_webui.env import ENV, SRC_LOG_LEVELS
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| 
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| 
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| from open_webui.utils.payload import (
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|     apply_model_params_to_body_openai,
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|     apply_model_system_prompt_to_body,
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| )
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| from open_webui.utils.misc import (
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|     convert_logit_bias_input_to_json,
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| )
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| 
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| from open_webui.utils.auth import get_admin_user, get_verified_user
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| from open_webui.utils.access_control import has_access
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| 
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| 
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| log = logging.getLogger(__name__)
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| log.setLevel(SRC_LOG_LEVELS["OPENAI"])
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| 
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| 
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| ##########################################
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| #
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| # Utility functions
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| #
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| ##########################################
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| 
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| 
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| async def send_get_request(url, key=None, user: UserModel = None):
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|     timeout = aiohttp.ClientTimeout(total=AIOHTTP_CLIENT_TIMEOUT_MODEL_LIST)
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|     try:
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|         async with aiohttp.ClientSession(timeout=timeout, trust_env=True) as session:
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|             async with session.get(
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|                 url,
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|                 headers={
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|                     **({"Authorization": f"Bearer {key}"} if key else {}),
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|                     **(
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|                         {
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|                             "X-OpenWebUI-User-Name": quote(user.name, safe=" "),
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|                             "X-OpenWebUI-User-Id": user.id,
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|                             "X-OpenWebUI-User-Email": user.email,
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|                             "X-OpenWebUI-User-Role": user.role,
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|                         }
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|                         if ENABLE_FORWARD_USER_INFO_HEADERS and user
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|                         else {}
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|                     ),
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|                 },
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|                 ssl=AIOHTTP_CLIENT_SESSION_SSL,
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|             ) as response:
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|                 return await response.json()
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|     except Exception as e:
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|         # Handle connection error here
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|         log.error(f"Connection error: {e}")
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|         return None
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| 
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| 
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| async def cleanup_response(
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|     response: Optional[aiohttp.ClientResponse],
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|     session: Optional[aiohttp.ClientSession],
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| ):
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|     if response:
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|         response.close()
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|     if session:
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|         await session.close()
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| 
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| 
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| def openai_o_series_handler(payload):
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|     """
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|     Handle "o" series specific parameters
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|     """
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|     if "max_tokens" in payload:
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|         # Convert "max_tokens" to "max_completion_tokens" for all o-series models
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|         payload["max_completion_tokens"] = payload["max_tokens"]
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|         del payload["max_tokens"]
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| 
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|     # Handle system role conversion based on model type
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|     if payload["messages"][0]["role"] == "system":
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|         model_lower = payload["model"].lower()
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|         # Legacy models use "user" role instead of "system"
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|         if model_lower.startswith("o1-mini") or model_lower.startswith("o1-preview"):
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|             payload["messages"][0]["role"] = "user"
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|         else:
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|             payload["messages"][0]["role"] = "developer"
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| 
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|     return payload
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| 
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| 
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| ##########################################
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| #
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| # API routes
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| #
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| ##########################################
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| 
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| router = APIRouter()
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| 
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| 
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| @router.get("/config")
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| async def get_config(request: Request, user=Depends(get_admin_user)):
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|     return {
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|         "ENABLE_OPENAI_API": request.app.state.config.ENABLE_OPENAI_API,
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|         "OPENAI_API_BASE_URLS": request.app.state.config.OPENAI_API_BASE_URLS,
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|         "OPENAI_API_KEYS": request.app.state.config.OPENAI_API_KEYS,
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|         "OPENAI_API_CONFIGS": request.app.state.config.OPENAI_API_CONFIGS,
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|     }
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| 
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| 
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| class OpenAIConfigForm(BaseModel):
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|     ENABLE_OPENAI_API: Optional[bool] = None
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|     OPENAI_API_BASE_URLS: list[str]
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|     OPENAI_API_KEYS: list[str]
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|     OPENAI_API_CONFIGS: dict
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| 
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| 
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| @router.post("/config/update")
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| async def update_config(
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|     request: Request, form_data: OpenAIConfigForm, user=Depends(get_admin_user)
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| ):
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|     request.app.state.config.ENABLE_OPENAI_API = form_data.ENABLE_OPENAI_API
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|     request.app.state.config.OPENAI_API_BASE_URLS = form_data.OPENAI_API_BASE_URLS
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|     request.app.state.config.OPENAI_API_KEYS = form_data.OPENAI_API_KEYS
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| 
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|     # Check if API KEYS length is same than API URLS length
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|     if len(request.app.state.config.OPENAI_API_KEYS) != len(
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|         request.app.state.config.OPENAI_API_BASE_URLS
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|     ):
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|         if len(request.app.state.config.OPENAI_API_KEYS) > len(
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|             request.app.state.config.OPENAI_API_BASE_URLS
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|         ):
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|             request.app.state.config.OPENAI_API_KEYS = (
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|                 request.app.state.config.OPENAI_API_KEYS[
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|                     : len(request.app.state.config.OPENAI_API_BASE_URLS)
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|                 ]
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|             )
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|         else:
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|             request.app.state.config.OPENAI_API_KEYS += [""] * (
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|                 len(request.app.state.config.OPENAI_API_BASE_URLS)
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|                 - len(request.app.state.config.OPENAI_API_KEYS)
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|             )
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| 
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|     request.app.state.config.OPENAI_API_CONFIGS = form_data.OPENAI_API_CONFIGS
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| 
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|     # Remove the API configs that are not in the API URLS
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|     keys = list(map(str, range(len(request.app.state.config.OPENAI_API_BASE_URLS))))
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|     request.app.state.config.OPENAI_API_CONFIGS = {
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|         key: value
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|         for key, value in request.app.state.config.OPENAI_API_CONFIGS.items()
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|         if key in keys
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|     }
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| 
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|     return {
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|         "ENABLE_OPENAI_API": request.app.state.config.ENABLE_OPENAI_API,
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|         "OPENAI_API_BASE_URLS": request.app.state.config.OPENAI_API_BASE_URLS,
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|         "OPENAI_API_KEYS": request.app.state.config.OPENAI_API_KEYS,
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|         "OPENAI_API_CONFIGS": request.app.state.config.OPENAI_API_CONFIGS,
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|     }
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| 
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| 
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| @router.post("/audio/speech")
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| async def speech(request: Request, user=Depends(get_verified_user)):
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|     idx = None
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|     try:
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|         idx = request.app.state.config.OPENAI_API_BASE_URLS.index(
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|             "https://api.openai.com/v1"
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|         )
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| 
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|         body = await request.body()
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|         name = hashlib.sha256(body).hexdigest()
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| 
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|         SPEECH_CACHE_DIR = CACHE_DIR / "audio" / "speech"
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|         SPEECH_CACHE_DIR.mkdir(parents=True, exist_ok=True)
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|         file_path = SPEECH_CACHE_DIR.joinpath(f"{name}.mp3")
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|         file_body_path = SPEECH_CACHE_DIR.joinpath(f"{name}.json")
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| 
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|         # Check if the file already exists in the cache
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|         if file_path.is_file():
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|             return FileResponse(file_path)
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| 
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|         url = request.app.state.config.OPENAI_API_BASE_URLS[idx]
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| 
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|         r = None
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|         try:
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|             r = requests.post(
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|                 url=f"{url}/audio/speech",
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|                 data=body,
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|                 headers={
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|                     "Content-Type": "application/json",
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|                     "Authorization": f"Bearer {request.app.state.config.OPENAI_API_KEYS[idx]}",
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|                     **(
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|                         {
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|                             "HTTP-Referer": "https://openwebui.com/",
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|                             "X-Title": "Open WebUI",
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|                         }
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|                         if "openrouter.ai" in url
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|                         else {}
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|                     ),
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|                     **(
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|                         {
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|                             "X-OpenWebUI-User-Name": quote(user.name, safe=" "),
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|                             "X-OpenWebUI-User-Id": user.id,
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|                             "X-OpenWebUI-User-Email": user.email,
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|                             "X-OpenWebUI-User-Role": user.role,
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|                         }
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|                         if ENABLE_FORWARD_USER_INFO_HEADERS
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|                         else {}
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|                     ),
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|                 },
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|                 stream=True,
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|             )
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| 
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|             r.raise_for_status()
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| 
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|             # Save the streaming content to a file
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|             with open(file_path, "wb") as f:
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|                 for chunk in r.iter_content(chunk_size=8192):
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|                     f.write(chunk)
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| 
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|             with open(file_body_path, "w") as f:
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|                 json.dump(json.loads(body.decode("utf-8")), f)
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| 
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|             # Return the saved file
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|             return FileResponse(file_path)
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| 
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|         except Exception as e:
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|             log.exception(e)
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| 
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|             detail = None
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|             if r is not None:
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|                 try:
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|                     res = r.json()
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|                     if "error" in res:
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|                         detail = f"External: {res['error']}"
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|                 except Exception:
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|                     detail = f"External: {e}"
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| 
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|             raise HTTPException(
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|                 status_code=r.status_code if r else 500,
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|                 detail=detail if detail else "Open WebUI: Server Connection Error",
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|             )
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| 
 | |
|     except ValueError:
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|         raise HTTPException(status_code=401, detail=ERROR_MESSAGES.OPENAI_NOT_FOUND)
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| 
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| 
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| async def get_all_models_responses(request: Request, user: UserModel) -> list:
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|     if not request.app.state.config.ENABLE_OPENAI_API:
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|         return []
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| 
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|     # Check if API KEYS length is same than API URLS length
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|     num_urls = len(request.app.state.config.OPENAI_API_BASE_URLS)
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|     num_keys = len(request.app.state.config.OPENAI_API_KEYS)
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| 
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|     if num_keys != num_urls:
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|         # if there are more keys than urls, remove the extra keys
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|         if num_keys > num_urls:
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|             new_keys = request.app.state.config.OPENAI_API_KEYS[:num_urls]
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|             request.app.state.config.OPENAI_API_KEYS = new_keys
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|         # if there are more urls than keys, add empty keys
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|         else:
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|             request.app.state.config.OPENAI_API_KEYS += [""] * (num_urls - num_keys)
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| 
 | |
|     request_tasks = []
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|     for idx, url in enumerate(request.app.state.config.OPENAI_API_BASE_URLS):
 | |
|         if (str(idx) not in request.app.state.config.OPENAI_API_CONFIGS) and (
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|             url not in request.app.state.config.OPENAI_API_CONFIGS  # Legacy support
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|         ):
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|             request_tasks.append(
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|                 send_get_request(
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|                     f"{url}/models",
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|                     request.app.state.config.OPENAI_API_KEYS[idx],
 | |
|                     user=user,
 | |
|                 )
 | |
|             )
 | |
|         else:
 | |
|             api_config = request.app.state.config.OPENAI_API_CONFIGS.get(
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|                 str(idx),
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|                 request.app.state.config.OPENAI_API_CONFIGS.get(
 | |
|                     url, {}
 | |
|                 ),  # Legacy support
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|             )
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| 
 | |
|             enable = api_config.get("enable", True)
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|             model_ids = api_config.get("model_ids", [])
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| 
 | |
|             if enable:
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|                 if len(model_ids) == 0:
 | |
|                     request_tasks.append(
 | |
|                         send_get_request(
 | |
|                             f"{url}/models",
 | |
|                             request.app.state.config.OPENAI_API_KEYS[idx],
 | |
|                             user=user,
 | |
|                         )
 | |
|                     )
 | |
|                 else:
 | |
|                     model_list = {
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|                         "object": "list",
 | |
|                         "data": [
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|                             {
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|                                 "id": model_id,
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|                                 "name": model_id,
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|                                 "owned_by": "openai",
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|                                 "openai": {"id": model_id},
 | |
|                                 "urlIdx": idx,
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|                             }
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|                             for model_id in model_ids
 | |
|                         ],
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|                     }
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| 
 | |
|                     request_tasks.append(
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|                         asyncio.ensure_future(asyncio.sleep(0, model_list))
 | |
|                     )
 | |
|             else:
 | |
|                 request_tasks.append(asyncio.ensure_future(asyncio.sleep(0, None)))
 | |
| 
 | |
|     responses = await asyncio.gather(*request_tasks)
 | |
| 
 | |
|     for idx, response in enumerate(responses):
 | |
|         if response:
 | |
|             url = request.app.state.config.OPENAI_API_BASE_URLS[idx]
 | |
|             api_config = request.app.state.config.OPENAI_API_CONFIGS.get(
 | |
|                 str(idx),
 | |
|                 request.app.state.config.OPENAI_API_CONFIGS.get(
 | |
|                     url, {}
 | |
|                 ),  # Legacy support
 | |
|             )
 | |
| 
 | |
|             connection_type = api_config.get("connection_type", "external")
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|             prefix_id = api_config.get("prefix_id", None)
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|             tags = api_config.get("tags", [])
 | |
| 
 | |
|             for model in (
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|                 response if isinstance(response, list) else response.get("data", [])
 | |
|             ):
 | |
|                 if prefix_id:
 | |
|                     model["id"] = f"{prefix_id}.{model['id']}"
 | |
| 
 | |
|                 if tags:
 | |
|                     model["tags"] = tags
 | |
| 
 | |
|                 if connection_type:
 | |
|                     model["connection_type"] = connection_type
 | |
| 
 | |
|     log.debug(f"get_all_models:responses() {responses}")
 | |
|     return responses
 | |
| 
 | |
| 
 | |
| async def get_filtered_models(models, user):
 | |
|     # Filter models based on user access control
 | |
|     filtered_models = []
 | |
|     for model in models.get("data", []):
 | |
|         model_info = Models.get_model_by_id(model["id"])
 | |
|         if model_info:
 | |
|             if user.id == model_info.user_id or has_access(
 | |
|                 user.id, type="read", access_control=model_info.access_control
 | |
|             ):
 | |
|                 filtered_models.append(model)
 | |
|     return filtered_models
 | |
| 
 | |
| 
 | |
| @cached(ttl=MODELS_CACHE_TTL)
 | |
| async def get_all_models(request: Request, user: UserModel) -> dict[str, list]:
 | |
|     log.info("get_all_models()")
 | |
| 
 | |
|     if not request.app.state.config.ENABLE_OPENAI_API:
 | |
|         return {"data": []}
 | |
| 
 | |
|     responses = await get_all_models_responses(request, user=user)
 | |
| 
 | |
|     def extract_data(response):
 | |
|         if response and "data" in response:
 | |
|             return response["data"]
 | |
|         if isinstance(response, list):
 | |
|             return response
 | |
|         return None
 | |
| 
 | |
|     def merge_models_lists(model_lists):
 | |
|         log.debug(f"merge_models_lists {model_lists}")
 | |
|         merged_list = []
 | |
| 
 | |
|         for idx, models in enumerate(model_lists):
 | |
|             if models is not None and "error" not in models:
 | |
| 
 | |
|                 merged_list.extend(
 | |
|                     [
 | |
|                         {
 | |
|                             **model,
 | |
|                             "name": model.get("name", model["id"]),
 | |
|                             "owned_by": "openai",
 | |
|                             "openai": model,
 | |
|                             "connection_type": model.get("connection_type", "external"),
 | |
|                             "urlIdx": idx,
 | |
|                         }
 | |
|                         for model in models
 | |
|                         if (model.get("id") or model.get("name"))
 | |
|                         and (
 | |
|                             "api.openai.com"
 | |
|                             not in request.app.state.config.OPENAI_API_BASE_URLS[idx]
 | |
|                             or not any(
 | |
|                                 name in model["id"]
 | |
|                                 for name in [
 | |
|                                     "babbage",
 | |
|                                     "dall-e",
 | |
|                                     "davinci",
 | |
|                                     "embedding",
 | |
|                                     "tts",
 | |
|                                     "whisper",
 | |
|                                 ]
 | |
|                             )
 | |
|                         )
 | |
|                     ]
 | |
|                 )
 | |
| 
 | |
|         return merged_list
 | |
| 
 | |
|     models = {"data": merge_models_lists(map(extract_data, responses))}
 | |
|     log.debug(f"models: {models}")
 | |
| 
 | |
|     request.app.state.OPENAI_MODELS = {model["id"]: model for model in models["data"]}
 | |
|     return models
 | |
| 
 | |
| 
 | |
| @router.get("/models")
 | |
| @router.get("/models/{url_idx}")
 | |
| async def get_models(
 | |
|     request: Request, url_idx: Optional[int] = None, user=Depends(get_verified_user)
 | |
| ):
 | |
|     models = {
 | |
|         "data": [],
 | |
|     }
 | |
| 
 | |
|     if url_idx is None:
 | |
|         models = await get_all_models(request, user=user)
 | |
|     else:
 | |
|         url = request.app.state.config.OPENAI_API_BASE_URLS[url_idx]
 | |
|         key = request.app.state.config.OPENAI_API_KEYS[url_idx]
 | |
| 
 | |
|         api_config = request.app.state.config.OPENAI_API_CONFIGS.get(
 | |
|             str(url_idx),
 | |
|             request.app.state.config.OPENAI_API_CONFIGS.get(url, {}),  # Legacy support
 | |
|         )
 | |
| 
 | |
|         r = None
 | |
|         async with aiohttp.ClientSession(
 | |
|             trust_env=True,
 | |
|             timeout=aiohttp.ClientTimeout(total=AIOHTTP_CLIENT_TIMEOUT_MODEL_LIST),
 | |
|         ) as session:
 | |
|             try:
 | |
|                 headers = {
 | |
|                     "Content-Type": "application/json",
 | |
|                     **(
 | |
|                         {
 | |
|                             "X-OpenWebUI-User-Name": quote(user.name, safe=" "),
 | |
|                             "X-OpenWebUI-User-Id": user.id,
 | |
|                             "X-OpenWebUI-User-Email": user.email,
 | |
|                             "X-OpenWebUI-User-Role": user.role,
 | |
|                         }
 | |
|                         if ENABLE_FORWARD_USER_INFO_HEADERS
 | |
|                         else {}
 | |
|                     ),
 | |
|                 }
 | |
| 
 | |
|                 if api_config.get("azure", False):
 | |
|                     models = {
 | |
|                         "data": api_config.get("model_ids", []) or [],
 | |
|                         "object": "list",
 | |
|                     }
 | |
|                 else:
 | |
|                     headers["Authorization"] = f"Bearer {key}"
 | |
| 
 | |
|                     async with session.get(
 | |
|                         f"{url}/models",
 | |
|                         headers=headers,
 | |
|                         ssl=AIOHTTP_CLIENT_SESSION_SSL,
 | |
|                     ) as r:
 | |
|                         if r.status != 200:
 | |
|                             # Extract response error details if available
 | |
|                             error_detail = f"HTTP Error: {r.status}"
 | |
|                             res = await r.json()
 | |
|                             if "error" in res:
 | |
|                                 error_detail = f"External Error: {res['error']}"
 | |
|                             raise Exception(error_detail)
 | |
| 
 | |
|                         response_data = await r.json()
 | |
| 
 | |
|                         # Check if we're calling OpenAI API based on the URL
 | |
|                         if "api.openai.com" in url:
 | |
|                             # Filter models according to the specified conditions
 | |
|                             response_data["data"] = [
 | |
|                                 model
 | |
|                                 for model in response_data.get("data", [])
 | |
|                                 if not any(
 | |
|                                     name in model["id"]
 | |
|                                     for name in [
 | |
|                                         "babbage",
 | |
|                                         "dall-e",
 | |
|                                         "davinci",
 | |
|                                         "embedding",
 | |
|                                         "tts",
 | |
|                                         "whisper",
 | |
|                                     ]
 | |
|                                 )
 | |
|                             ]
 | |
| 
 | |
|                         models = response_data
 | |
|             except aiohttp.ClientError as e:
 | |
|                 # ClientError covers all aiohttp requests issues
 | |
|                 log.exception(f"Client error: {str(e)}")
 | |
|                 raise HTTPException(
 | |
|                     status_code=500, detail="Open WebUI: Server Connection Error"
 | |
|                 )
 | |
|             except Exception as e:
 | |
|                 log.exception(f"Unexpected error: {e}")
 | |
|                 error_detail = f"Unexpected error: {str(e)}"
 | |
|                 raise HTTPException(status_code=500, detail=error_detail)
 | |
| 
 | |
|     if user.role == "user" and not BYPASS_MODEL_ACCESS_CONTROL:
 | |
|         models["data"] = await get_filtered_models(models, user)
 | |
| 
 | |
|     return models
 | |
| 
 | |
| 
 | |
| class ConnectionVerificationForm(BaseModel):
 | |
|     url: str
 | |
|     key: str
 | |
| 
 | |
|     config: Optional[dict] = None
 | |
| 
 | |
| 
 | |
| @router.post("/verify")
 | |
| async def verify_connection(
 | |
|     form_data: ConnectionVerificationForm, user=Depends(get_admin_user)
 | |
| ):
 | |
|     url = form_data.url
 | |
|     key = form_data.key
 | |
| 
 | |
|     api_config = form_data.config or {}
 | |
| 
 | |
|     async with aiohttp.ClientSession(
 | |
|         trust_env=True,
 | |
|         timeout=aiohttp.ClientTimeout(total=AIOHTTP_CLIENT_TIMEOUT_MODEL_LIST),
 | |
|     ) as session:
 | |
|         try:
 | |
|             headers = {
 | |
|                 "Content-Type": "application/json",
 | |
|                 **(
 | |
|                     {
 | |
|                         "X-OpenWebUI-User-Name": quote(user.name, safe=" "),
 | |
|                         "X-OpenWebUI-User-Id": user.id,
 | |
|                         "X-OpenWebUI-User-Email": user.email,
 | |
|                         "X-OpenWebUI-User-Role": user.role,
 | |
|                     }
 | |
|                     if ENABLE_FORWARD_USER_INFO_HEADERS
 | |
|                     else {}
 | |
|                 ),
 | |
|             }
 | |
| 
 | |
|             if api_config.get("azure", False):
 | |
|                 headers["api-key"] = key
 | |
|                 api_version = api_config.get("api_version", "") or "2023-03-15-preview"
 | |
| 
 | |
|                 async with session.get(
 | |
|                     url=f"{url}/openai/models?api-version={api_version}",
 | |
|                     headers=headers,
 | |
|                     ssl=AIOHTTP_CLIENT_SESSION_SSL,
 | |
|                 ) as r:
 | |
|                     if r.status != 200:
 | |
|                         # Extract response error details if available
 | |
|                         error_detail = f"HTTP Error: {r.status}"
 | |
|                         res = await r.json()
 | |
|                         if "error" in res:
 | |
|                             error_detail = f"External Error: {res['error']}"
 | |
|                         raise Exception(error_detail)
 | |
| 
 | |
|                     response_data = await r.json()
 | |
|                     return response_data
 | |
|             else:
 | |
|                 headers["Authorization"] = f"Bearer {key}"
 | |
| 
 | |
|                 async with session.get(
 | |
|                     f"{url}/models",
 | |
|                     headers=headers,
 | |
|                     ssl=AIOHTTP_CLIENT_SESSION_SSL,
 | |
|                 ) as r:
 | |
|                     if r.status != 200:
 | |
|                         # Extract response error details if available
 | |
|                         error_detail = f"HTTP Error: {r.status}"
 | |
|                         res = await r.json()
 | |
|                         if "error" in res:
 | |
|                             error_detail = f"External Error: {res['error']}"
 | |
|                         raise Exception(error_detail)
 | |
| 
 | |
|                     response_data = await r.json()
 | |
|                     return response_data
 | |
| 
 | |
|         except aiohttp.ClientError as e:
 | |
|             # ClientError covers all aiohttp requests issues
 | |
|             log.exception(f"Client error: {str(e)}")
 | |
|             raise HTTPException(
 | |
|                 status_code=500, detail="Open WebUI: Server Connection Error"
 | |
|             )
 | |
|         except Exception as e:
 | |
|             log.exception(f"Unexpected error: {e}")
 | |
|             error_detail = f"Unexpected error: {str(e)}"
 | |
|             raise HTTPException(status_code=500, detail=error_detail)
 | |
| 
 | |
| 
 | |
| def get_azure_allowed_params(api_version: str) -> set[str]:
 | |
|     allowed_params = {
 | |
|         "messages",
 | |
|         "temperature",
 | |
|         "role",
 | |
|         "content",
 | |
|         "contentPart",
 | |
|         "contentPartImage",
 | |
|         "enhancements",
 | |
|         "dataSources",
 | |
|         "n",
 | |
|         "stream",
 | |
|         "stop",
 | |
|         "max_tokens",
 | |
|         "presence_penalty",
 | |
|         "frequency_penalty",
 | |
|         "logit_bias",
 | |
|         "user",
 | |
|         "function_call",
 | |
|         "functions",
 | |
|         "tools",
 | |
|         "tool_choice",
 | |
|         "top_p",
 | |
|         "log_probs",
 | |
|         "top_logprobs",
 | |
|         "response_format",
 | |
|         "seed",
 | |
|         "max_completion_tokens",
 | |
|     }
 | |
| 
 | |
|     try:
 | |
|         if api_version >= "2024-09-01-preview":
 | |
|             allowed_params.add("stream_options")
 | |
|     except ValueError:
 | |
|         log.debug(
 | |
|             f"Invalid API version {api_version} for Azure OpenAI. Defaulting to allowed parameters."
 | |
|         )
 | |
| 
 | |
|     return allowed_params
 | |
| 
 | |
| 
 | |
| def convert_to_azure_payload(url, payload: dict, api_version: str):
 | |
|     model = payload.get("model", "")
 | |
| 
 | |
|     # Filter allowed parameters based on Azure OpenAI API
 | |
|     allowed_params = get_azure_allowed_params(api_version)
 | |
| 
 | |
|     # Special handling for o-series models
 | |
|     if model.startswith("o") and model.endswith("-mini"):
 | |
|         # Convert max_tokens to max_completion_tokens for o-series models
 | |
|         if "max_tokens" in payload:
 | |
|             payload["max_completion_tokens"] = payload["max_tokens"]
 | |
|             del payload["max_tokens"]
 | |
| 
 | |
|         # Remove temperature if not 1 for o-series models
 | |
|         if "temperature" in payload and payload["temperature"] != 1:
 | |
|             log.debug(
 | |
|                 f"Removing temperature parameter for o-series model {model} as only default value (1) is supported"
 | |
|             )
 | |
|             del payload["temperature"]
 | |
| 
 | |
|     # Filter out unsupported parameters
 | |
|     payload = {k: v for k, v in payload.items() if k in allowed_params}
 | |
| 
 | |
|     url = f"{url}/openai/deployments/{model}"
 | |
|     return url, payload
 | |
| 
 | |
| 
 | |
| @router.post("/chat/completions")
 | |
| async def generate_chat_completion(
 | |
|     request: Request,
 | |
|     form_data: dict,
 | |
|     user=Depends(get_verified_user),
 | |
|     bypass_filter: Optional[bool] = False,
 | |
| ):
 | |
|     if BYPASS_MODEL_ACCESS_CONTROL:
 | |
|         bypass_filter = True
 | |
| 
 | |
|     idx = 0
 | |
| 
 | |
|     payload = {**form_data}
 | |
|     metadata = payload.pop("metadata", None)
 | |
| 
 | |
|     model_id = form_data.get("model")
 | |
|     model_info = Models.get_model_by_id(model_id)
 | |
| 
 | |
|     # Check model info and override the payload
 | |
|     if model_info:
 | |
|         if model_info.base_model_id:
 | |
|             payload["model"] = model_info.base_model_id
 | |
|             model_id = model_info.base_model_id
 | |
| 
 | |
|         params = model_info.params.model_dump()
 | |
| 
 | |
|         if params:
 | |
|             system = params.pop("system", None)
 | |
| 
 | |
|             payload = apply_model_params_to_body_openai(params, payload)
 | |
|             payload = apply_model_system_prompt_to_body(system, payload, metadata, user)
 | |
| 
 | |
|         # Check if user has access to the model
 | |
|         if not bypass_filter and user.role == "user":
 | |
|             if not (
 | |
|                 user.id == model_info.user_id
 | |
|                 or has_access(
 | |
|                     user.id, type="read", access_control=model_info.access_control
 | |
|                 )
 | |
|             ):
 | |
|                 raise HTTPException(
 | |
|                     status_code=403,
 | |
|                     detail="Model not found",
 | |
|                 )
 | |
|     elif not bypass_filter:
 | |
|         if user.role != "admin":
 | |
|             raise HTTPException(
 | |
|                 status_code=403,
 | |
|                 detail="Model not found",
 | |
|             )
 | |
| 
 | |
|     await get_all_models(request, user=user)
 | |
|     model = request.app.state.OPENAI_MODELS.get(model_id)
 | |
|     if model:
 | |
|         idx = model["urlIdx"]
 | |
|     else:
 | |
|         raise HTTPException(
 | |
|             status_code=404,
 | |
|             detail="Model not found",
 | |
|         )
 | |
| 
 | |
|     # Get the API config for the model
 | |
|     api_config = request.app.state.config.OPENAI_API_CONFIGS.get(
 | |
|         str(idx),
 | |
|         request.app.state.config.OPENAI_API_CONFIGS.get(
 | |
|             request.app.state.config.OPENAI_API_BASE_URLS[idx], {}
 | |
|         ),  # Legacy support
 | |
|     )
 | |
| 
 | |
|     prefix_id = api_config.get("prefix_id", None)
 | |
|     if prefix_id:
 | |
|         payload["model"] = payload["model"].replace(f"{prefix_id}.", "")
 | |
| 
 | |
|     # Add user info to the payload if the model is a pipeline
 | |
|     if "pipeline" in model and model.get("pipeline"):
 | |
|         payload["user"] = {
 | |
|             "name": user.name,
 | |
|             "id": user.id,
 | |
|             "email": user.email,
 | |
|             "role": user.role,
 | |
|         }
 | |
| 
 | |
|     url = request.app.state.config.OPENAI_API_BASE_URLS[idx]
 | |
|     key = request.app.state.config.OPENAI_API_KEYS[idx]
 | |
| 
 | |
|     # Check if model is from "o" series
 | |
|     is_o_series = payload["model"].lower().startswith(("o1", "o3", "o4"))
 | |
|     if is_o_series:
 | |
|         payload = openai_o_series_handler(payload)
 | |
|     elif "api.openai.com" not in url:
 | |
|         # Remove "max_completion_tokens" from the payload for backward compatibility
 | |
|         if "max_completion_tokens" in payload:
 | |
|             payload["max_tokens"] = payload["max_completion_tokens"]
 | |
|             del payload["max_completion_tokens"]
 | |
| 
 | |
|     if "max_tokens" in payload and "max_completion_tokens" in payload:
 | |
|         del payload["max_tokens"]
 | |
| 
 | |
|     # Convert the modified body back to JSON
 | |
|     if "logit_bias" in payload:
 | |
|         payload["logit_bias"] = json.loads(
 | |
|             convert_logit_bias_input_to_json(payload["logit_bias"])
 | |
|         )
 | |
| 
 | |
|     headers = {
 | |
|         "Content-Type": "application/json",
 | |
|         **(
 | |
|             {
 | |
|                 "HTTP-Referer": "https://openwebui.com/",
 | |
|                 "X-Title": "Open WebUI",
 | |
|             }
 | |
|             if "openrouter.ai" in url
 | |
|             else {}
 | |
|         ),
 | |
|         **(
 | |
|             {
 | |
|                 "X-OpenWebUI-User-Name": quote(user.name, safe=" "),
 | |
|                 "X-OpenWebUI-User-Id": user.id,
 | |
|                 "X-OpenWebUI-User-Email": user.email,
 | |
|                 "X-OpenWebUI-User-Role": user.role,
 | |
|                 **(
 | |
|                     {"X-OpenWebUI-Chat-Id": metadata.get("chat_id")}
 | |
|                     if metadata and metadata.get("chat_id")
 | |
|                     else {}
 | |
|                 ),
 | |
|             }
 | |
|             if ENABLE_FORWARD_USER_INFO_HEADERS
 | |
|             else {}
 | |
|         ),
 | |
|     }
 | |
| 
 | |
|     if api_config.get("azure", False):
 | |
|         api_version = api_config.get("api_version", "2023-03-15-preview")
 | |
|         request_url, payload = convert_to_azure_payload(url, payload, api_version)
 | |
|         headers["api-key"] = key
 | |
|         headers["api-version"] = api_version
 | |
|         request_url = f"{request_url}/chat/completions?api-version={api_version}"
 | |
|     else:
 | |
|         request_url = f"{url}/chat/completions"
 | |
|         headers["Authorization"] = f"Bearer {key}"
 | |
| 
 | |
|     payload = json.dumps(payload)
 | |
| 
 | |
|     r = None
 | |
|     session = None
 | |
|     streaming = False
 | |
|     response = None
 | |
| 
 | |
|     try:
 | |
|         session = aiohttp.ClientSession(
 | |
|             trust_env=True, timeout=aiohttp.ClientTimeout(total=AIOHTTP_CLIENT_TIMEOUT)
 | |
|         )
 | |
| 
 | |
|         r = await session.request(
 | |
|             method="POST",
 | |
|             url=request_url,
 | |
|             data=payload,
 | |
|             headers=headers,
 | |
|             ssl=AIOHTTP_CLIENT_SESSION_SSL,
 | |
|         )
 | |
| 
 | |
|         # Check if response is SSE
 | |
|         if "text/event-stream" in r.headers.get("Content-Type", ""):
 | |
|             streaming = True
 | |
|             return StreamingResponse(
 | |
|                 r.content,
 | |
|                 status_code=r.status,
 | |
|                 headers=dict(r.headers),
 | |
|                 background=BackgroundTask(
 | |
|                     cleanup_response, response=r, session=session
 | |
|                 ),
 | |
|             )
 | |
|         else:
 | |
|             try:
 | |
|                 response = await r.json()
 | |
|             except Exception as e:
 | |
|                 log.error(e)
 | |
|                 response = await r.text()
 | |
| 
 | |
|             r.raise_for_status()
 | |
|             return response
 | |
|     except Exception as e:
 | |
|         log.exception(e)
 | |
| 
 | |
|         detail = None
 | |
|         if isinstance(response, dict):
 | |
|             if "error" in response:
 | |
|                 detail = f"{response['error']['message'] if 'message' in response['error'] else response['error']}"
 | |
|         elif isinstance(response, str):
 | |
|             detail = response
 | |
| 
 | |
|         raise HTTPException(
 | |
|             status_code=r.status if r else 500,
 | |
|             detail=detail if detail else "Open WebUI: Server Connection Error",
 | |
|         )
 | |
|     finally:
 | |
|         if not streaming:
 | |
|             await cleanup_response(r, session)
 | |
| 
 | |
| 
 | |
| async def embeddings(request: Request, form_data: dict, user):
 | |
|     """
 | |
|     Calls the embeddings endpoint for OpenAI-compatible providers.
 | |
| 
 | |
|     Args:
 | |
|         request (Request): The FastAPI request context.
 | |
|         form_data (dict): OpenAI-compatible embeddings payload.
 | |
|         user (UserModel): The authenticated user.
 | |
| 
 | |
|     Returns:
 | |
|         dict: OpenAI-compatible embeddings response.
 | |
|     """
 | |
|     idx = 0
 | |
|     # Prepare payload/body
 | |
|     body = json.dumps(form_data)
 | |
|     # Find correct backend url/key based on model
 | |
|     await get_all_models(request, user=user)
 | |
|     model_id = form_data.get("model")
 | |
|     models = request.app.state.OPENAI_MODELS
 | |
|     if model_id in models:
 | |
|         idx = models[model_id]["urlIdx"]
 | |
|     url = request.app.state.config.OPENAI_API_BASE_URLS[idx]
 | |
|     key = request.app.state.config.OPENAI_API_KEYS[idx]
 | |
|     r = None
 | |
|     session = None
 | |
|     streaming = False
 | |
|     try:
 | |
|         session = aiohttp.ClientSession(trust_env=True)
 | |
|         r = await session.request(
 | |
|             method="POST",
 | |
|             url=f"{url}/embeddings",
 | |
|             data=body,
 | |
|             headers={
 | |
|                 "Authorization": f"Bearer {key}",
 | |
|                 "Content-Type": "application/json",
 | |
|                 **(
 | |
|                     {
 | |
|                         "X-OpenWebUI-User-Name": quote(user.name, safe=" "),
 | |
|                         "X-OpenWebUI-User-Id": user.id,
 | |
|                         "X-OpenWebUI-User-Email": user.email,
 | |
|                         "X-OpenWebUI-User-Role": user.role,
 | |
|                     }
 | |
|                     if ENABLE_FORWARD_USER_INFO_HEADERS and user
 | |
|                     else {}
 | |
|                 ),
 | |
|             },
 | |
|         )
 | |
|         r.raise_for_status()
 | |
|         if "text/event-stream" in r.headers.get("Content-Type", ""):
 | |
|             streaming = True
 | |
|             return StreamingResponse(
 | |
|                 r.content,
 | |
|                 status_code=r.status,
 | |
|                 headers=dict(r.headers),
 | |
|                 background=BackgroundTask(
 | |
|                     cleanup_response, response=r, session=session
 | |
|                 ),
 | |
|             )
 | |
|         else:
 | |
|             response_data = await r.json()
 | |
|             return response_data
 | |
|     except Exception as e:
 | |
|         log.exception(e)
 | |
|         detail = None
 | |
|         if r is not None:
 | |
|             try:
 | |
|                 res = await r.json()
 | |
|                 if "error" in res:
 | |
|                     detail = f"External: {res['error']['message'] if 'message' in res['error'] else res['error']}"
 | |
|             except Exception:
 | |
|                 detail = f"External: {e}"
 | |
|         raise HTTPException(
 | |
|             status_code=r.status if r else 500,
 | |
|             detail=detail if detail else "Open WebUI: Server Connection Error",
 | |
|         )
 | |
|     finally:
 | |
|         if not streaming:
 | |
|             await cleanup_response(r, session)
 | |
| 
 | |
| 
 | |
| @router.api_route("/{path:path}", methods=["GET", "POST", "PUT", "DELETE"])
 | |
| async def proxy(path: str, request: Request, user=Depends(get_verified_user)):
 | |
|     """
 | |
|     Deprecated: proxy all requests to OpenAI API
 | |
|     """
 | |
| 
 | |
|     body = await request.body()
 | |
| 
 | |
|     idx = 0
 | |
|     url = request.app.state.config.OPENAI_API_BASE_URLS[idx]
 | |
|     key = request.app.state.config.OPENAI_API_KEYS[idx]
 | |
|     api_config = request.app.state.config.OPENAI_API_CONFIGS.get(
 | |
|         str(idx),
 | |
|         request.app.state.config.OPENAI_API_CONFIGS.get(
 | |
|             request.app.state.config.OPENAI_API_BASE_URLS[idx], {}
 | |
|         ),  # Legacy support
 | |
|     )
 | |
| 
 | |
|     r = None
 | |
|     session = None
 | |
|     streaming = False
 | |
| 
 | |
|     try:
 | |
|         headers = {
 | |
|             "Content-Type": "application/json",
 | |
|             **(
 | |
|                 {
 | |
|                     "X-OpenWebUI-User-Name": quote(user.name, safe=" "),
 | |
|                     "X-OpenWebUI-User-Id": user.id,
 | |
|                     "X-OpenWebUI-User-Email": user.email,
 | |
|                     "X-OpenWebUI-User-Role": user.role,
 | |
|                 }
 | |
|                 if ENABLE_FORWARD_USER_INFO_HEADERS
 | |
|                 else {}
 | |
|             ),
 | |
|         }
 | |
| 
 | |
|         if api_config.get("azure", False):
 | |
|             api_version = api_config.get("api_version", "2023-03-15-preview")
 | |
|             headers["api-key"] = key
 | |
|             headers["api-version"] = api_version
 | |
| 
 | |
|             payload = json.loads(body)
 | |
|             url, payload = convert_to_azure_payload(url, payload, api_version)
 | |
|             body = json.dumps(payload).encode()
 | |
| 
 | |
|             request_url = f"{url}/{path}?api-version={api_version}"
 | |
|         else:
 | |
|             headers["Authorization"] = f"Bearer {key}"
 | |
|             request_url = f"{url}/{path}"
 | |
| 
 | |
|         session = aiohttp.ClientSession(trust_env=True)
 | |
|         r = await session.request(
 | |
|             method=request.method,
 | |
|             url=request_url,
 | |
|             data=body,
 | |
|             headers=headers,
 | |
|             ssl=AIOHTTP_CLIENT_SESSION_SSL,
 | |
|         )
 | |
|         r.raise_for_status()
 | |
| 
 | |
|         # Check if response is SSE
 | |
|         if "text/event-stream" in r.headers.get("Content-Type", ""):
 | |
|             streaming = True
 | |
|             return StreamingResponse(
 | |
|                 r.content,
 | |
|                 status_code=r.status,
 | |
|                 headers=dict(r.headers),
 | |
|                 background=BackgroundTask(
 | |
|                     cleanup_response, response=r, session=session
 | |
|                 ),
 | |
|             )
 | |
|         else:
 | |
|             response_data = await r.json()
 | |
|             return response_data
 | |
| 
 | |
|     except Exception as e:
 | |
|         log.exception(e)
 | |
| 
 | |
|         detail = None
 | |
|         if r is not None:
 | |
|             try:
 | |
|                 res = await r.json()
 | |
|                 log.error(res)
 | |
|                 if "error" in res:
 | |
|                     detail = f"External: {res['error']['message'] if 'message' in res['error'] else res['error']}"
 | |
|             except Exception:
 | |
|                 detail = f"External: {e}"
 | |
|         raise HTTPException(
 | |
|             status_code=r.status if r else 500,
 | |
|             detail=detail if detail else "Open WebUI: Server Connection Error",
 | |
|         )
 | |
|     finally:
 | |
|         if not streaming:
 | |
|             await cleanup_response(r, session)
 |