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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 | |
from PIL import Image, ImageOps | |
from PIL.PngImagePlugin import PngInfo | |
from io import BytesIO | |
try: | |
import aiohttp | |
from aiohttp import web | |
except ImportError: | |
print("Module 'aiohttp' not installed. Please install it via:") | |
print("pip install aiohttp") | |
print("or") | |
print("pip install -r requirements.txt") | |
sys.exit() | |
import mimetypes | |
from comfy.cli_args import args | |
import comfy.utils | |
import comfy.model_management | |
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: | |
print("send error:", err) | |
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): | |
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 = os.path.join(os.path.dirname( | |
os.path.realpath(__file__)), "web") | |
routes = web.RouteTableDef() | |
self.routes = routes | |
self.last_node_id = None | |
self.client_id = None | |
self.on_prompt_handlers = [] | |
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: | |
print('ws connection closed with exception %s' % ws.exception()) | |
finally: | |
self.sockets.pop(sid, None) | |
return ws | |
async def get_root(request): | |
return web.FileResponse(os.path.join(self.web_root, "index.html")) | |
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))) | |
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 image_upload(post, image_save_function=None): | |
image = post.get("image") | |
overwrite = post.get("overwrite") | |
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): | |
filename = f"{split[0]} ({i}){split[1]}" | |
filepath = os.path.join(full_output_folder, filename) | |
i += 1 | |
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) | |
async def upload_image(request): | |
post = await request.post() | |
return image_upload(post) | |
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) | |
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) | |
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__"]) | |
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) | |
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['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 | |
async def get_object_info(request): | |
out = {} | |
for x in nodes.NODE_CLASS_MAPPINGS: | |
try: | |
out[x] = node_info(x) | |
except Exception as e: | |
print(f"[ERROR] An error occurred while retrieving information for the '{x}' node.", file=sys.stderr) | |
traceback.print_exc() | |
return web.json_response(out) | |
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) | |
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)) | |
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)) | |
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) | |
async def post_prompt(request): | |
print("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: | |
print("invalid prompt:", 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) | |
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) | |
async def post_interrupt(request): | |
nodes.interrupt_processing() | |
return web.Response(status=200) | |
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) | |
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) | |
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, follow_symlinks=True), | |
]) | |
self.app.add_routes([ | |
web.static('/', self.web_root, follow_symlinks=True), | |
]) | |
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() | |
site = web.TCPSite(runner, address, port) | |
await site.start() | |
if verbose: | |
print("Starting server\n") | |
print("To see the GUI go to: http://{}:{}".format(address, port)) | |
if call_on_start is not None: | |
call_on_start(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: | |
print(f"[ERROR] An error occurred during the on_prompt_handler processing") | |
traceback.print_exc() | |
return json_data | |