ComfyUI/server.py

631 lines
25 KiB
Python

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
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)
@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.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))
self.app = web.Application(client_max_size=104857600, 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 = []
@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:
print('ws connection closed with exception %s' % ws.exception())
finally:
self.sockets.pop(sid, None)
return ws
@routes.get("/")
async def get_root(request):
return web.FileResponse(os.path.join(self.web_root, "index.html"))
@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(
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(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.join(full_output_folder, filename)
if os.path.commonpath((upload_dir, os.path.abspath(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)
@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['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:
out[x] = node_info(x)
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):
return web.json_response(self.prompt_queue.get_history())
@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):
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)
@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("/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.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=4)
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:
for ws in self.sockets.values():
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:
for ws in self.sockets.values():
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)
await runner.setup()
site = web.TCPSite(runner, address, port)
await site.start()
if address == '':
address = '0.0.0.0'
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