| import asyncio |
| import inspect |
| import json |
| import logging |
| import sys |
| from typing import AsyncGenerator, Generator, Iterator |
|
|
| from fastapi import ( |
| Depends, |
| FastAPI, |
| File, |
| Form, |
| HTTPException, |
| Request, |
| UploadFile, |
| status, |
| ) |
| from pydantic import BaseModel |
| from starlette.responses import Response, StreamingResponse |
|
|
| from open_webui.config import BYPASS_ADMIN_ACCESS_CONTROL |
| from open_webui.constants import ERROR_MESSAGES |
| from open_webui.env import BYPASS_MODEL_ACCESS_CONTROL, GLOBAL_LOG_LEVEL |
| from open_webui.models.functions import Functions |
| from open_webui.models.models import Models |
| from open_webui.models.users import UserModel |
| from open_webui.socket.main import ( |
| get_event_call, |
| get_event_emitter, |
| ) |
| from open_webui.utils.access_control import check_model_access |
| from open_webui.utils.misc import ( |
| add_or_update_system_message, |
| get_last_user_message, |
| openai_chat_chunk_message_template, |
| openai_chat_completion_message_template, |
| prepend_to_first_user_message_content, |
| ) |
| from open_webui.utils.payload import ( |
| apply_model_params_to_body_openai, |
| apply_system_prompt_to_body, |
| ) |
| from open_webui.utils.plugin import ( |
| get_function_module_from_cache, |
| load_function_module_by_id, |
| ) |
|
|
| logging.basicConfig(stream=sys.stdout, level=GLOBAL_LOG_LEVEL) |
| log = logging.getLogger(__name__) |
|
|
|
|
| async def get_function_module_by_id(request: Request, pipe_id: str): |
| function_module, _, _ = await get_function_module_from_cache(request, pipe_id) |
|
|
| if hasattr(function_module, 'valves') and hasattr(function_module, 'Valves'): |
| Valves = function_module.Valves |
| valves = await Functions.get_function_valves_by_id(pipe_id) |
|
|
| if valves: |
| try: |
| function_module.valves = Valves(**{k: v for k, v in valves.items() if v is not None}) |
| except Exception as e: |
| log.exception(f'Error loading valves for function {pipe_id}: {e}') |
| raise e |
| else: |
| function_module.valves = Valves() |
|
|
| return function_module |
|
|
|
|
| async def get_function_models(request): |
| pipes = await Functions.get_functions_by_type('pipe', active_only=True) |
| pipe_models = [] |
|
|
| for pipe in pipes: |
| try: |
| function_module = await get_function_module_by_id(request, pipe.id) |
|
|
| has_user_valves = False |
| if hasattr(function_module, 'UserValves'): |
| has_user_valves = True |
|
|
| |
| if hasattr(function_module, 'pipes'): |
| sub_pipes = [] |
|
|
| |
| try: |
| if callable(function_module.pipes): |
| if asyncio.iscoroutinefunction(function_module.pipes): |
| sub_pipes = await function_module.pipes() |
| else: |
| sub_pipes = function_module.pipes() |
| else: |
| sub_pipes = function_module.pipes |
| except Exception as e: |
| log.exception(e) |
| sub_pipes = [] |
|
|
| log.debug(f"get_function_models: function '{pipe.id}' is a manifold of {sub_pipes}") |
|
|
| for p in sub_pipes: |
| sub_pipe_id = f'{pipe.id}.{p["id"]}' |
| sub_pipe_name = p['name'] |
|
|
| if hasattr(function_module, 'name'): |
| sub_pipe_name = f'{function_module.name}{sub_pipe_name}' |
|
|
| pipe_flag = {'type': pipe.type} |
|
|
| pipe_models.append( |
| { |
| 'id': sub_pipe_id, |
| 'name': sub_pipe_name, |
| 'object': 'model', |
| 'created': pipe.created_at, |
| 'owned_by': 'openai', |
| 'pipe': pipe_flag, |
| 'has_user_valves': has_user_valves, |
| } |
| ) |
| else: |
| pipe_flag = {'type': 'pipe'} |
|
|
| log.debug( |
| f"get_function_models: function '{pipe.id}' is a single pipe {{ 'id': {pipe.id}, 'name': {pipe.name} }}" |
| ) |
|
|
| pipe_models.append( |
| { |
| 'id': pipe.id, |
| 'name': pipe.name, |
| 'object': 'model', |
| 'created': pipe.created_at, |
| 'owned_by': 'openai', |
| 'pipe': pipe_flag, |
| 'has_user_valves': has_user_valves, |
| } |
| ) |
| except Exception as e: |
| log.exception(e) |
| continue |
|
|
| return pipe_models |
|
|
|
|
| async def generate_function_chat_completion(request, form_data, user, models: dict = {}): |
| async def execute_pipe(pipe, params): |
| if inspect.iscoroutinefunction(pipe): |
| return await pipe(**params) |
| else: |
| return pipe(**params) |
|
|
| async def get_message_content(res: str | Generator | AsyncGenerator) -> str: |
| if isinstance(res, str): |
| return res |
| if isinstance(res, Generator): |
| return ''.join(map(str, res)) |
| if isinstance(res, AsyncGenerator): |
| return ''.join([str(stream) async for stream in res]) |
|
|
| def process_line(form_data: dict, line): |
| if isinstance(line, BaseModel): |
| line = line.model_dump_json() |
| line = f'data: {line}' |
| if isinstance(line, dict): |
| line = f'data: {json.dumps(line)}' |
|
|
| try: |
| line = line.decode('utf-8') |
| except Exception: |
| pass |
|
|
| if line.startswith('data:'): |
| return f'{line}\n\n' |
| else: |
| line = openai_chat_chunk_message_template(form_data['model'], line) |
| return f'data: {json.dumps(line)}\n\n' |
|
|
| def get_pipe_id(form_data: dict) -> str: |
| pipe_id = form_data['model'] |
| if '.' in pipe_id: |
| pipe_id, _ = pipe_id.split('.', 1) |
| return pipe_id |
|
|
| async def get_function_params(function_module, form_data, user, extra_params=None): |
| if extra_params is None: |
| extra_params = {} |
|
|
| pipe_id = get_pipe_id(form_data) |
|
|
| |
| sig = inspect.signature(function_module.pipe) |
| params = {'body': form_data} | {k: v for k, v in extra_params.items() if k in sig.parameters} |
|
|
| if '__user__' in params and hasattr(function_module, 'UserValves'): |
| user_valves = await Functions.get_user_valves_by_id_and_user_id(pipe_id, user.id) |
| try: |
| params['__user__']['valves'] = function_module.UserValves(**user_valves) |
| except Exception as e: |
| log.exception(e) |
| params['__user__']['valves'] = function_module.UserValves() |
|
|
| return params |
|
|
| model_id = form_data.get('model') |
| model_info = await Models.get_model_by_id(model_id) |
|
|
| metadata = form_data.pop('metadata', {}) |
|
|
| files = metadata.get('files', []) |
| tool_ids = metadata.get('tool_ids', []) |
| |
| if tool_ids is None: |
| tool_ids = [] |
|
|
| __event_emitter__ = None |
| __event_call__ = None |
| __task__ = None |
| __task_body__ = None |
|
|
| if metadata: |
| if all(k in metadata for k in ('session_id', 'chat_id', 'message_id')): |
| __event_emitter__ = await get_event_emitter(metadata) |
| __event_call__ = await get_event_call(metadata) |
| __task__ = metadata.get('task', None) |
| __task_body__ = metadata.get('task_body', None) |
|
|
| oauth_token = None |
| try: |
| oauth_session_id = request.cookies.get('oauth_session_id', None) |
| if oauth_session_id: |
| oauth_token = await request.app.state.oauth_manager.get_oauth_token( |
| user.id, |
| oauth_session_id, |
| ) |
|
|
| |
| if oauth_token is None: |
| from open_webui.models.oauth_sessions import OAuthSessions |
|
|
| sessions = await OAuthSessions.get_sessions_by_user_id(user.id) |
| if sessions: |
| best = max(sessions, key=lambda s: s.updated_at) |
| oauth_token = await request.app.state.oauth_manager.get_oauth_token( |
| user.id, |
| best.id, |
| ) |
| except Exception as e: |
| log.error(f'Error getting OAuth token: {e}') |
|
|
| extra_params = { |
| '__event_emitter__': __event_emitter__, |
| '__event_call__': __event_call__, |
| '__chat_id__': metadata.get('chat_id', None), |
| '__session_id__': metadata.get('session_id', None), |
| '__message_id__': metadata.get('message_id', None), |
| '__task__': __task__, |
| '__task_body__': __task_body__, |
| '__files__': files, |
| '__user__': user.model_dump() if isinstance(user, UserModel) else {}, |
| '__metadata__': metadata, |
| '__oauth_token__': oauth_token, |
| '__request__': request, |
| } |
| extra_params['__tools__'] = metadata.get('tools', {}) |
|
|
| if model_info: |
| if model_info.base_model_id: |
| form_data['model'] = model_info.base_model_id |
|
|
| if not BYPASS_MODEL_ACCESS_CONTROL: |
| bypass = isinstance(user, UserModel) and user.role == 'admin' and BYPASS_ADMIN_ACCESS_CONTROL |
| await check_model_access(user if isinstance(user, UserModel) else UserModel(**user), model_info, bypass) |
|
|
| params = model_info.params.model_dump() |
|
|
| if params: |
| system = params.pop('system', None) |
| form_data = apply_model_params_to_body_openai(params, form_data) |
| form_data = await apply_system_prompt_to_body(system, form_data, metadata, user) |
|
|
| pipe_id = get_pipe_id(form_data) |
| function_module = await get_function_module_by_id(request, pipe_id) |
|
|
| pipe = function_module.pipe |
| params = await get_function_params(function_module, form_data, user, extra_params) |
|
|
| if form_data.get('stream', False): |
|
|
| async def stream_content(): |
| try: |
| res = await execute_pipe(pipe, params) |
|
|
| |
| if isinstance(res, StreamingResponse): |
| async for data in res.body_iterator: |
| yield data |
| return |
| if isinstance(res, dict): |
| yield f'data: {json.dumps(res)}\n\n' |
| return |
|
|
| except Exception as e: |
| log.error(f'Error: {e}') |
| yield f'data: {json.dumps({"error": {"detail": str(e)}})}\n\n' |
| return |
|
|
| if isinstance(res, str): |
| message = openai_chat_chunk_message_template(form_data['model'], res) |
| yield f'data: {json.dumps(message)}\n\n' |
|
|
| if isinstance(res, Iterator): |
| for line in res: |
| yield process_line(form_data, line) |
|
|
| if isinstance(res, AsyncGenerator): |
| async for line in res: |
| yield process_line(form_data, line) |
|
|
| finish_message = openai_chat_chunk_message_template(form_data['model'], '') |
| finish_message['choices'][0]['finish_reason'] = 'stop' |
| yield f'data: {json.dumps(finish_message)}\n\n' |
| yield 'data: [DONE]' |
|
|
| return StreamingResponse(stream_content(), media_type='text/event-stream') |
| else: |
| try: |
| res = await execute_pipe(pipe, params) |
|
|
| except Exception as e: |
| log.error(f'Error: {e}') |
| return {'error': {'detail': str(e)}} |
|
|
| if isinstance(res, StreamingResponse) or isinstance(res, dict): |
| return res |
| if isinstance(res, BaseModel): |
| return res.model_dump() |
|
|
| message = await get_message_content(res) |
| return openai_chat_completion_message_template(form_data['model'], message) |
|
|