import asyncio import logging import mimetypes import socket from contextlib import asynccontextmanager from pathlib import Path import torch import uvicorn from fastapi import FastAPI from fastapi.middleware.cors import CORSMiddleware from fastapi.middleware.gzip import GZipMiddleware from fastapi.openapi.docs import get_redoc_html, get_swagger_ui_html from fastapi.responses import HTMLResponse from fastapi_events.handlers.local import local_handler from fastapi_events.middleware import EventHandlerASGIMiddleware from torch.backends.mps import is_available as is_mps_available # for PyCharm: # noinspection PyUnresolvedReferences import invokeai.backend.util.hotfixes # noqa: F401 (monkeypatching on import) import invokeai.frontend.web as web_dir from invokeai.app.api.dependencies import ApiDependencies from invokeai.app.api.no_cache_staticfiles import NoCacheStaticFiles from invokeai.app.api.routers import ( app_info, board_images, boards, download_queue, images, model_manager, session_queue, utilities, workflows, ) from invokeai.app.api.sockets import SocketIO from invokeai.app.services.config.config_default import get_config from invokeai.app.util.custom_openapi import get_openapi_func from invokeai.backend.util.devices import TorchDevice from invokeai.backend.util.logging import InvokeAILogger app_config = get_config() if is_mps_available(): import invokeai.backend.util.mps_fixes # noqa: F401 (monkeypatching on import) logger = InvokeAILogger.get_logger(config=app_config) # fix for windows mimetypes registry entries being borked # see https://github.com/invoke-ai/InvokeAI/discussions/3684#discussioncomment-6391352 mimetypes.add_type("application/javascript", ".js") mimetypes.add_type("text/css", ".css") torch_device_name = TorchDevice.get_torch_device_name() logger.info(f"Using torch device: {torch_device_name}") @asynccontextmanager async def lifespan(app: FastAPI): # Add startup event to load dependencies ApiDependencies.initialize(config=app_config, event_handler_id=event_handler_id, logger=logger) yield # Shut down threads ApiDependencies.shutdown() # Create the app # TODO: create this all in a method so configuration/etc. can be passed in? app = FastAPI( title="Invoke - Community Edition", docs_url=None, redoc_url=None, separate_input_output_schemas=False, lifespan=lifespan, ) # Add event handler event_handler_id: int = id(app) app.add_middleware( EventHandlerASGIMiddleware, handlers=[local_handler], # TODO: consider doing this in services to support different configurations middleware_id=event_handler_id, ) socket_io = SocketIO(app) app.add_middleware( CORSMiddleware, allow_origins=app_config.allow_origins, allow_credentials=app_config.allow_credentials, allow_methods=app_config.allow_methods, allow_headers=app_config.allow_headers, ) app.add_middleware(GZipMiddleware, minimum_size=1000) # Include all routers app.include_router(utilities.utilities_router, prefix="/api") app.include_router(model_manager.model_manager_router, prefix="/api") app.include_router(download_queue.download_queue_router, prefix="/api") app.include_router(images.images_router, prefix="/api") app.include_router(boards.boards_router, prefix="/api") app.include_router(board_images.board_images_router, prefix="/api") app.include_router(app_info.app_router, prefix="/api") app.include_router(session_queue.session_queue_router, prefix="/api") app.include_router(workflows.workflows_router, prefix="/api") app.openapi = get_openapi_func(app) @app.get("/docs", include_in_schema=False) def overridden_swagger() -> HTMLResponse: return get_swagger_ui_html( openapi_url=app.openapi_url, # type: ignore [arg-type] # this is always a string title=f"{app.title} - Swagger UI", swagger_favicon_url="static/docs/invoke-favicon-docs.svg", ) @app.get("/redoc", include_in_schema=False) def overridden_redoc() -> HTMLResponse: return get_redoc_html( openapi_url=app.openapi_url, # type: ignore [arg-type] # this is always a string title=f"{app.title} - Redoc", redoc_favicon_url="static/docs/invoke-favicon-docs.svg", ) web_root_path = Path(list(web_dir.__path__)[0]) try: app.mount("/", NoCacheStaticFiles(directory=Path(web_root_path, "dist"), html=True), name="ui") except RuntimeError: logger.warn(f"No UI found at {web_root_path}/dist, skipping UI mount") app.mount( "/static", NoCacheStaticFiles(directory=Path(web_root_path, "static/")), name="static" ) # docs favicon is in here def check_cudnn(logger: logging.Logger) -> None: """Check for cuDNN issues that could be causing degraded performance.""" if torch.backends.cudnn.is_available(): try: # Note: At the time of writing (torch 2.2.1), torch.backends.cudnn.version() only raises an error the first # time it is called. Subsequent calls will return the version number without complaining about a mismatch. cudnn_version = torch.backends.cudnn.version() logger.info(f"cuDNN version: {cudnn_version}") except RuntimeError as e: logger.warning( "Encountered a cuDNN version issue. This may result in degraded performance. This issue is usually " "caused by an incompatible cuDNN version installed in your python environment, or on the host " f"system. Full error message:\n{e}" ) def invoke_api() -> None: def find_port(port: int) -> int: """Find a port not in use starting at given port""" # Taken from https://waylonwalker.com/python-find-available-port/, thanks Waylon! # https://github.com/WaylonWalker with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as s: s.settimeout(1) if s.connect_ex(("localhost", port)) == 0: return find_port(port=port + 1) else: return port if app_config.dev_reload: try: import jurigged except ImportError as e: logger.error( 'Can\'t start `--dev_reload` because jurigged is not found; `pip install -e ".[dev]"` to include development dependencies.', exc_info=e, ) else: jurigged.watch(logger=InvokeAILogger.get_logger(name="jurigged").info) port = find_port(app_config.port) if port != app_config.port: logger.warn(f"Port {app_config.port} in use, using port {port}") check_cudnn(logger) # Start our own event loop for eventing usage loop = asyncio.new_event_loop() config = uvicorn.Config( app=app, host=app_config.host, port=port, loop="asyncio", log_level=app_config.log_level, ssl_certfile=app_config.ssl_certfile, ssl_keyfile=app_config.ssl_keyfile, ) server = uvicorn.Server(config) # replace uvicorn's loggers with InvokeAI's for consistent appearance for logname in ["uvicorn.access", "uvicorn"]: log = InvokeAILogger.get_logger(logname) log.handlers.clear() for ch in logger.handlers: log.addHandler(ch) loop.run_until_complete(server.serve()) if __name__ == "__main__": invoke_api()