import os import sys import asyncio import traceback import nodes import folder_paths import execution import uuid import urllib import json import glob import struct import ssl import hashlib from PIL import Image, ImageOps from PIL.PngImagePlugin import PngInfo from io import BytesIO import aiohttp from aiohttp import web import logging import mimetypes from comfy.cli_args import args import comfy.utils import comfy.model_management import node_helpers from app.frontend_management import FrontendManager from app.user_manager import UserManager class BinaryEventTypes: PREVIEW_IMAGE = 1 UNENCODED_PREVIEW_IMAGE = 2 async def send_socket_catch_exception(function, message): try: await function(message) except (aiohttp.ClientError, aiohttp.ClientPayloadError, ConnectionResetError) as err: logging.warning("send error: {}".format(err)) @web.middleware async def cache_control(request: web.Request, handler): response: web.Response = await handler(request) if request.path.endswith('.js') or request.path.endswith('.css'): response.headers.setdefault('Cache-Control', 'no-cache') return response def create_cors_middleware(allowed_origin: str): @web.middleware async def cors_middleware(request: web.Request, handler): if request.method == "OPTIONS": # Pre-flight request. Reply successfully: response = web.Response() else: response = await handler(request) response.headers['Access-Control-Allow-Origin'] = allowed_origin response.headers['Access-Control-Allow-Methods'] = 'POST, GET, DELETE, PUT, OPTIONS' response.headers['Access-Control-Allow-Headers'] = 'Content-Type, Authorization' response.headers['Access-Control-Allow-Credentials'] = 'true' return response return cors_middleware class PromptServer(): def __init__(self, loop): PromptServer.instance = self mimetypes.init() mimetypes.types_map['.js'] = 'application/javascript; charset=utf-8' self.user_manager = UserManager() self.supports = ["custom_nodes_from_web"] self.prompt_queue = None self.loop = loop self.messages = asyncio.Queue() self.number = 0 middlewares = [cache_control] if args.enable_cors_header: middlewares.append(create_cors_middleware(args.enable_cors_header)) max_upload_size = round(args.max_upload_size * 1024 * 1024) self.app = web.Application(client_max_size=max_upload_size, middlewares=middlewares) self.sockets = dict() self.web_root = ( FrontendManager.init_frontend(args.front_end_version) if args.front_end_root is None else args.front_end_root ) logging.info(f"[Prompt Server] web root: {self.web_root}") routes = web.RouteTableDef() self.routes = routes self.last_node_id = None self.client_id = None self.on_prompt_handlers = [] @routes.get('/ws') async def websocket_handler(request): ws = web.WebSocketResponse() await ws.prepare(request) sid = request.rel_url.query.get('clientId', '') if sid: # Reusing existing session, remove old self.sockets.pop(sid, None) else: sid = uuid.uuid4().hex self.sockets[sid] = ws try: # Send initial state to the new client await self.send("status", { "status": self.get_queue_info(), 'sid': sid }, sid) # On reconnect if we are the currently executing client send the current node if self.client_id == sid and self.last_node_id is not None: await self.send("executing", { "node": self.last_node_id }, sid) async for msg in ws: if msg.type == aiohttp.WSMsgType.ERROR: logging.warning('ws connection closed with exception %s' % ws.exception()) finally: self.sockets.pop(sid, None) return ws @routes.get("/") async def get_root(request): response = web.FileResponse(os.path.join(self.web_root, "index.html")) response.headers['Cache-Control'] = 'no-cache' response.headers["Pragma"] = "no-cache" response.headers["Expires"] = "0" return response @routes.get("/embeddings") def get_embeddings(self): embeddings = folder_paths.get_filename_list("embeddings") return web.json_response(list(map(lambda a: os.path.splitext(a)[0], embeddings))) @routes.get("/extensions") async def get_extensions(request): files = glob.glob(os.path.join( glob.escape(self.web_root), 'extensions/**/*.js'), recursive=True) extensions = list(map(lambda f: "/" + os.path.relpath(f, self.web_root).replace("\\", "/"), files)) for name, dir in nodes.EXTENSION_WEB_DIRS.items(): files = glob.glob(os.path.join(glob.escape(dir), '**/*.js'), recursive=True) extensions.extend(list(map(lambda f: "/extensions/" + urllib.parse.quote( name) + "/" + os.path.relpath(f, dir).replace("\\", "/"), files))) return web.json_response(extensions) def get_dir_by_type(dir_type): if dir_type is None: dir_type = "input" if dir_type == "input": type_dir = folder_paths.get_input_directory() elif dir_type == "temp": type_dir = folder_paths.get_temp_directory() elif dir_type == "output": type_dir = folder_paths.get_output_directory() return type_dir, dir_type def compare_image_hash(filepath, image): hasher = node_helpers.hasher() # function to compare hashes of two images to see if it already exists, fix to #3465 if os.path.exists(filepath): a = hasher() b = hasher() with open(filepath, "rb") as f: a.update(f.read()) b.update(image.file.read()) image.file.seek(0) f.close() return a.hexdigest() == b.hexdigest() return False def image_upload(post, image_save_function=None): image = post.get("image") overwrite = post.get("overwrite") image_is_duplicate = False image_upload_type = post.get("type") upload_dir, image_upload_type = get_dir_by_type(image_upload_type) if image and image.file: filename = image.filename if not filename: return web.Response(status=400) subfolder = post.get("subfolder", "") full_output_folder = os.path.join(upload_dir, os.path.normpath(subfolder)) filepath = os.path.abspath(os.path.join(full_output_folder, filename)) if os.path.commonpath((upload_dir, filepath)) != upload_dir: return web.Response(status=400) if not os.path.exists(full_output_folder): os.makedirs(full_output_folder) split = os.path.splitext(filename) if overwrite is not None and (overwrite == "true" or overwrite == "1"): pass else: i = 1 while os.path.exists(filepath): if compare_image_hash(filepath, image): #compare hash to prevent saving of duplicates with same name, fix for #3465 image_is_duplicate = True break filename = f"{split[0]} ({i}){split[1]}" filepath = os.path.join(full_output_folder, filename) i += 1 if not image_is_duplicate: if image_save_function is not None: image_save_function(image, post, filepath) else: with open(filepath, "wb") as f: f.write(image.file.read()) return web.json_response({"name" : filename, "subfolder": subfolder, "type": image_upload_type}) else: return web.Response(status=400) @routes.post("/upload/image") async def upload_image(request): post = await request.post() return image_upload(post) @routes.post("/upload/mask") async def upload_mask(request): post = await request.post() def image_save_function(image, post, filepath): original_ref = json.loads(post.get("original_ref")) filename, output_dir = folder_paths.annotated_filepath(original_ref['filename']) # validation for security: prevent accessing arbitrary path if filename[0] == '/' or '..' in filename: return web.Response(status=400) if output_dir is None: type = original_ref.get("type", "output") output_dir = folder_paths.get_directory_by_type(type) if output_dir is None: return web.Response(status=400) if original_ref.get("subfolder", "") != "": full_output_dir = os.path.join(output_dir, original_ref["subfolder"]) if os.path.commonpath((os.path.abspath(full_output_dir), output_dir)) != output_dir: return web.Response(status=403) output_dir = full_output_dir file = os.path.join(output_dir, filename) if os.path.isfile(file): with Image.open(file) as original_pil: metadata = PngInfo() if hasattr(original_pil,'text'): for key in original_pil.text: metadata.add_text(key, original_pil.text[key]) original_pil = original_pil.convert('RGBA') mask_pil = Image.open(image.file).convert('RGBA') # alpha copy new_alpha = mask_pil.getchannel('A') original_pil.putalpha(new_alpha) original_pil.save(filepath, compress_level=4, pnginfo=metadata) return image_upload(post, image_save_function) @routes.get("/view") async def view_image(request): if "filename" in request.rel_url.query: filename = request.rel_url.query["filename"] filename,output_dir = folder_paths.annotated_filepath(filename) # validation for security: prevent accessing arbitrary path if filename[0] == '/' or '..' in filename: return web.Response(status=400) if output_dir is None: type = request.rel_url.query.get("type", "output") output_dir = folder_paths.get_directory_by_type(type) if output_dir is None: return web.Response(status=400) if "subfolder" in request.rel_url.query: full_output_dir = os.path.join(output_dir, request.rel_url.query["subfolder"]) if os.path.commonpath((os.path.abspath(full_output_dir), output_dir)) != output_dir: return web.Response(status=403) output_dir = full_output_dir filename = os.path.basename(filename) file = os.path.join(output_dir, filename) if os.path.isfile(file): if 'preview' in request.rel_url.query: with Image.open(file) as img: preview_info = request.rel_url.query['preview'].split(';') image_format = preview_info[0] if image_format not in ['webp', 'jpeg'] or 'a' in request.rel_url.query.get('channel', ''): image_format = 'webp' quality = 90 if preview_info[-1].isdigit(): quality = int(preview_info[-1]) buffer = BytesIO() if image_format in ['jpeg'] or request.rel_url.query.get('channel', '') == 'rgb': img = img.convert("RGB") img.save(buffer, format=image_format, quality=quality) buffer.seek(0) return web.Response(body=buffer.read(), content_type=f'image/{image_format}', headers={"Content-Disposition": f"filename=\"{filename}\""}) if 'channel' not in request.rel_url.query: channel = 'rgba' else: channel = request.rel_url.query["channel"] if channel == 'rgb': with Image.open(file) as img: if img.mode == "RGBA": r, g, b, a = img.split() new_img = Image.merge('RGB', (r, g, b)) else: new_img = img.convert("RGB") buffer = BytesIO() new_img.save(buffer, format='PNG') buffer.seek(0) return web.Response(body=buffer.read(), content_type='image/png', headers={"Content-Disposition": f"filename=\"{filename}\""}) elif channel == 'a': with Image.open(file) as img: if img.mode == "RGBA": _, _, _, a = img.split() else: a = Image.new('L', img.size, 255) # alpha img alpha_img = Image.new('RGBA', img.size) alpha_img.putalpha(a) alpha_buffer = BytesIO() alpha_img.save(alpha_buffer, format='PNG') alpha_buffer.seek(0) return web.Response(body=alpha_buffer.read(), content_type='image/png', headers={"Content-Disposition": f"filename=\"{filename}\""}) else: return web.FileResponse(file, headers={"Content-Disposition": f"filename=\"{filename}\""}) return web.Response(status=404) @routes.get("/view_metadata/{folder_name}") async def view_metadata(request): folder_name = request.match_info.get("folder_name", None) if folder_name is None: return web.Response(status=404) if not "filename" in request.rel_url.query: return web.Response(status=404) filename = request.rel_url.query["filename"] if not filename.endswith(".safetensors"): return web.Response(status=404) safetensors_path = folder_paths.get_full_path(folder_name, filename) if safetensors_path is None: return web.Response(status=404) out = comfy.utils.safetensors_header(safetensors_path, max_size=1024*1024) if out is None: return web.Response(status=404) dt = json.loads(out) if not "__metadata__" in dt: return web.Response(status=404) return web.json_response(dt["__metadata__"]) @routes.get("/system_stats") async def get_queue(request): device = comfy.model_management.get_torch_device() device_name = comfy.model_management.get_torch_device_name(device) vram_total, torch_vram_total = comfy.model_management.get_total_memory(device, torch_total_too=True) vram_free, torch_vram_free = comfy.model_management.get_free_memory(device, torch_free_too=True) system_stats = { "system": { "os": os.name, "python_version": sys.version, "embedded_python": os.path.split(os.path.split(sys.executable)[0])[1] == "python_embeded" }, "devices": [ { "name": device_name, "type": device.type, "index": device.index, "vram_total": vram_total, "vram_free": vram_free, "torch_vram_total": torch_vram_total, "torch_vram_free": torch_vram_free, } ] } return web.json_response(system_stats) @routes.get("/prompt") async def get_prompt(request): return web.json_response(self.get_queue_info()) def node_info(node_class): obj_class = nodes.NODE_CLASS_MAPPINGS[node_class] info = {} info['input'] = obj_class.INPUT_TYPES() info['output'] = obj_class.RETURN_TYPES info['output_is_list'] = obj_class.OUTPUT_IS_LIST if hasattr(obj_class, 'OUTPUT_IS_LIST') else [False] * len(obj_class.RETURN_TYPES) info['output_name'] = obj_class.RETURN_NAMES if hasattr(obj_class, 'RETURN_NAMES') else info['output'] info['name'] = node_class info['display_name'] = nodes.NODE_DISPLAY_NAME_MAPPINGS[node_class] if node_class in nodes.NODE_DISPLAY_NAME_MAPPINGS.keys() else node_class info['description'] = obj_class.DESCRIPTION if hasattr(obj_class,'DESCRIPTION') else '' info['python_module'] = getattr(obj_class, "RELATIVE_PYTHON_MODULE", "nodes") info['category'] = 'sd' if hasattr(obj_class, 'OUTPUT_NODE') and obj_class.OUTPUT_NODE == True: info['output_node'] = True else: info['output_node'] = False if hasattr(obj_class, 'CATEGORY'): info['category'] = obj_class.CATEGORY return info @routes.get("/object_info") async def get_object_info(request): out = {} for x in nodes.NODE_CLASS_MAPPINGS: try: out[x] = node_info(x) except Exception as e: logging.error(f"[ERROR] An error occurred while retrieving information for the '{x}' node.") logging.error(traceback.format_exc()) return web.json_response(out) @routes.get("/object_info/{node_class}") async def get_object_info_node(request): node_class = request.match_info.get("node_class", None) out = {} if (node_class is not None) and (node_class in nodes.NODE_CLASS_MAPPINGS): out[node_class] = node_info(node_class) return web.json_response(out) @routes.get("/history") async def get_history(request): max_items = request.rel_url.query.get("max_items", None) if max_items is not None: max_items = int(max_items) return web.json_response(self.prompt_queue.get_history(max_items=max_items)) @routes.get("/history/{prompt_id}") async def get_history(request): prompt_id = request.match_info.get("prompt_id", None) return web.json_response(self.prompt_queue.get_history(prompt_id=prompt_id)) @routes.get("/queue") async def get_queue(request): queue_info = {} current_queue = self.prompt_queue.get_current_queue() queue_info['queue_running'] = current_queue[0] queue_info['queue_pending'] = current_queue[1] return web.json_response(queue_info) @routes.post("/prompt") async def post_prompt(request): logging.info("got prompt") resp_code = 200 out_string = "" json_data = await request.json() json_data = self.trigger_on_prompt(json_data) if "number" in json_data: number = float(json_data['number']) else: number = self.number if "front" in json_data: if json_data['front']: number = -number self.number += 1 if "prompt" in json_data: prompt = json_data["prompt"] valid = execution.validate_prompt(prompt) extra_data = {} if "extra_data" in json_data: extra_data = json_data["extra_data"] if "client_id" in json_data: extra_data["client_id"] = json_data["client_id"] if valid[0]: prompt_id = str(uuid.uuid4()) outputs_to_execute = valid[2] self.prompt_queue.put((number, prompt_id, prompt, extra_data, outputs_to_execute)) response = {"prompt_id": prompt_id, "number": number, "node_errors": valid[3]} return web.json_response(response) else: logging.warning("invalid prompt: {}".format(valid[1])) return web.json_response({"error": valid[1], "node_errors": valid[3]}, status=400) else: return web.json_response({"error": "no prompt", "node_errors": []}, status=400) @routes.post("/queue") async def post_queue(request): json_data = await request.json() if "clear" in json_data: if json_data["clear"]: self.prompt_queue.wipe_queue() if "delete" in json_data: to_delete = json_data['delete'] for id_to_delete in to_delete: delete_func = lambda a: a[1] == id_to_delete self.prompt_queue.delete_queue_item(delete_func) return web.Response(status=200) @routes.post("/interrupt") async def post_interrupt(request): nodes.interrupt_processing() return web.Response(status=200) @routes.post("/free") async def post_free(request): json_data = await request.json() unload_models = json_data.get("unload_models", False) free_memory = json_data.get("free_memory", False) if unload_models: self.prompt_queue.set_flag("unload_models", unload_models) if free_memory: self.prompt_queue.set_flag("free_memory", free_memory) return web.Response(status=200) @routes.post("/history") async def post_history(request): json_data = await request.json() if "clear" in json_data: if json_data["clear"]: self.prompt_queue.wipe_history() if "delete" in json_data: to_delete = json_data['delete'] for id_to_delete in to_delete: self.prompt_queue.delete_history_item(id_to_delete) return web.Response(status=200) def add_routes(self): self.user_manager.add_routes(self.routes) # Prefix every route with /api for easier matching for delegation. # This is very useful for frontend dev server, which need to forward # everything except serving of static files. # Currently both the old endpoints without prefix and new endpoints with # prefix are supported. api_routes = web.RouteTableDef() for route in self.routes: # Custom nodes might add extra static routes. Only process non-static # routes to add /api prefix. if isinstance(route, web.RouteDef): api_routes.route(route.method, "/api" + route.path)(route.handler, **route.kwargs) self.app.add_routes(api_routes) self.app.add_routes(self.routes) for name, dir in nodes.EXTENSION_WEB_DIRS.items(): self.app.add_routes([ web.static('/extensions/' + urllib.parse.quote(name), dir), ]) self.app.add_routes([ web.static('/', self.web_root), ]) def get_queue_info(self): prompt_info = {} exec_info = {} exec_info['queue_remaining'] = self.prompt_queue.get_tasks_remaining() prompt_info['exec_info'] = exec_info return prompt_info async def send(self, event, data, sid=None): if event == BinaryEventTypes.UNENCODED_PREVIEW_IMAGE: await self.send_image(data, sid=sid) elif isinstance(data, (bytes, bytearray)): await self.send_bytes(event, data, sid) else: await self.send_json(event, data, sid) def encode_bytes(self, event, data): if not isinstance(event, int): raise RuntimeError(f"Binary event types must be integers, got {event}") packed = struct.pack(">I", event) message = bytearray(packed) message.extend(data) return message async def send_image(self, image_data, sid=None): image_type = image_data[0] image = image_data[1] max_size = image_data[2] if max_size is not None: if hasattr(Image, 'Resampling'): resampling = Image.Resampling.BILINEAR else: resampling = Image.ANTIALIAS image = ImageOps.contain(image, (max_size, max_size), resampling) type_num = 1 if image_type == "JPEG": type_num = 1 elif image_type == "PNG": type_num = 2 bytesIO = BytesIO() header = struct.pack(">I", type_num) bytesIO.write(header) image.save(bytesIO, format=image_type, quality=95, compress_level=1) preview_bytes = bytesIO.getvalue() await self.send_bytes(BinaryEventTypes.PREVIEW_IMAGE, preview_bytes, sid=sid) async def send_bytes(self, event, data, sid=None): message = self.encode_bytes(event, data) if sid is None: sockets = list(self.sockets.values()) for ws in sockets: await send_socket_catch_exception(ws.send_bytes, message) elif sid in self.sockets: await send_socket_catch_exception(self.sockets[sid].send_bytes, message) async def send_json(self, event, data, sid=None): message = {"type": event, "data": data} if sid is None: sockets = list(self.sockets.values()) for ws in sockets: await send_socket_catch_exception(ws.send_json, message) elif sid in self.sockets: await send_socket_catch_exception(self.sockets[sid].send_json, message) def send_sync(self, event, data, sid=None): self.loop.call_soon_threadsafe( self.messages.put_nowait, (event, data, sid)) def queue_updated(self): self.send_sync("status", { "status": self.get_queue_info() }) async def publish_loop(self): while True: msg = await self.messages.get() await self.send(*msg) async def start(self, address, port, verbose=True, call_on_start=None): runner = web.AppRunner(self.app, access_log=None) await runner.setup() ssl_ctx = None scheme = "http" if args.tls_keyfile and args.tls_certfile: ssl_ctx = ssl.SSLContext(protocol=ssl.PROTOCOL_TLS_SERVER, verify_mode=ssl.CERT_NONE) ssl_ctx.load_cert_chain(certfile=args.tls_certfile, keyfile=args.tls_keyfile) scheme = "https" site = web.TCPSite(runner, address, port, ssl_context=ssl_ctx) await site.start() if verbose: logging.info("Starting server\n") logging.info("To see the GUI go to: {}://{}:{}".format(scheme, address, port)) if call_on_start is not None: call_on_start(scheme, address, port) def add_on_prompt_handler(self, handler): self.on_prompt_handlers.append(handler) def trigger_on_prompt(self, json_data): for handler in self.on_prompt_handlers: try: json_data = handler(json_data) except Exception as e: logging.warning(f"[ERROR] An error occurred during the on_prompt_handler processing") logging.warning(traceback.format_exc()) return json_data