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import os
import sys
import asyncio
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import traceback
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import nodes
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import folder_paths
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import execution
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import uuid
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import urllib
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import json
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import glob
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import struct
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import ssl
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import socket
import ipaddress
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from PIL import Image , ImageOps
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from PIL . PngImagePlugin import PngInfo
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from io import BytesIO
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import aiohttp
from aiohttp import web
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import logging
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import mimetypes
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from comfy . cli_args import args
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import comfy . utils
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import comfy . model_management
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import node_helpers
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from app . frontend_management import FrontendManager
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from app . user_manager import UserManager
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from model_filemanager import download_model , DownloadModelStatus
from typing import Optional
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from api_server . routes . internal . internal_routes import InternalRoutes
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from comfy_execution . graph import DynamicPrompt , DynamicNodeDefinitionCache , node_class_info
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class BinaryEventTypes :
PREVIEW_IMAGE = 1
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UNENCODED_PREVIEW_IMAGE = 2
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async def send_socket_catch_exception ( function , message ) :
try :
await function ( message )
except ( aiohttp . ClientError , aiohttp . ClientPayloadError , ConnectionResetError ) as err :
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logging . warning ( " send error: {} " . format ( err ) )
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def get_comfyui_version ( ) :
comfyui_version = " unknown "
repo_path = os . path . dirname ( os . path . realpath ( __file__ ) )
try :
import pygit2
repo = pygit2 . Repository ( repo_path )
comfyui_version = repo . describe ( describe_strategy = pygit2 . GIT_DESCRIBE_TAGS )
except Exception :
try :
import subprocess
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comfyui_version = subprocess . check_output ( [ " git " , " describe " , " --tags " ] , cwd = repo_path ) . decode ( ' utf-8 ' )
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except Exception as e :
logging . warning ( f " Failed to get ComfyUI version: { e } " )
return comfyui_version . strip ( )
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@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
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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
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def is_loopback ( host ) :
if host is None :
return False
try :
if ipaddress . ip_address ( host ) . is_loopback :
return True
else :
return False
except :
pass
loopback = False
for family in ( socket . AF_INET , socket . AF_INET6 ) :
try :
r = socket . getaddrinfo ( host , None , family , socket . SOCK_STREAM )
for family , _ , _ , _ , sockaddr in r :
if not ipaddress . ip_address ( sockaddr [ 0 ] ) . is_loopback :
return loopback
else :
loopback = True
except socket . gaierror :
pass
return loopback
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def create_origin_only_middleware ( ) :
@web.middleware
async def origin_only_middleware ( request : web . Request , handler ) :
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#this code is used to prevent the case where a random website can queue comfy workflows by making a POST to 127.0.0.1 which browsers don't prevent for some dumb reason.
#in that case the Host and Origin hostnames won't match
#I know the proper fix would be to add a cookie but this should take care of the problem in the meantime
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if ' Host ' in request . headers and ' Origin ' in request . headers :
host = request . headers [ ' Host ' ]
origin = request . headers [ ' Origin ' ]
host_domain = host . lower ( )
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parsed = urllib . parse . urlparse ( origin )
origin_domain = parsed . netloc . lower ( )
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host_domain_parsed = urllib . parse . urlsplit ( ' // ' + host_domain )
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#limit the check to when the host domain is localhost, this makes it slightly less safe but should still prevent the exploit
loopback = is_loopback ( host_domain_parsed . hostname )
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if parsed . port is None : #if origin doesn't have a port strip it from the host to handle weird browsers, same for host
host_domain = host_domain_parsed . hostname
if host_domain_parsed . port is None :
origin_domain = parsed . hostname
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if loopback and host_domain is not None and origin_domain is not None and len ( host_domain ) > 0 and len ( origin_domain ) > 0 :
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if host_domain != origin_domain :
logging . warning ( " WARNING: request with non matching host and origin {} != {} , returning 403 " . format ( host_domain , origin_domain ) )
return web . Response ( status = 403 )
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if request . method == " OPTIONS " :
response = web . Response ( )
else :
response = await handler ( request )
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return response
return origin_only_middleware
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class PromptServer ( ) :
def __init__ ( self , loop ) :
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PromptServer . instance = self
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mimetypes . init ( )
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mimetypes . types_map [ ' .js ' ] = ' application/javascript; charset=utf-8 '
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self . user_manager = UserManager ( )
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self . internal_routes = InternalRoutes ( )
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self . supports = [ " custom_nodes_from_web " ]
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self . prompt_queue = None
self . loop = loop
self . messages = asyncio . Queue ( )
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self . client_session : Optional [ aiohttp . ClientSession ] = None
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self . number = 0
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middlewares = [ cache_control ]
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if args . enable_cors_header :
middlewares . append ( create_cors_middleware ( args . enable_cors_header ) )
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else :
middlewares . append ( create_origin_only_middleware ( ) )
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max_upload_size = round ( args . max_upload_size * 1024 * 1024 )
self . app = web . Application ( client_max_size = max_upload_size , middlewares = middlewares )
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self . sockets = dict ( )
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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 } " )
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routes = web . RouteTableDef ( )
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self . routes = routes
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self . last_node_id = None
self . client_id = None
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self . on_prompt_handlers = [ ]
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@routes.get ( ' /ws ' )
async def websocket_handler ( request ) :
ws = web . WebSocketResponse ( )
await ws . prepare ( request )
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sid = request . rel_url . query . get ( ' clientId ' , ' ' )
if sid :
# Reusing existing session, remove old
self . sockets . pop ( sid , None )
else :
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sid = uuid . uuid4 ( ) . hex
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self . sockets [ sid ] = ws
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try :
# Send initial state to the new client
await self . send ( " status " , { " status " : self . get_queue_info ( ) , ' sid ' : sid } , sid )
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# 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 )
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async for msg in ws :
if msg . type == aiohttp . WSMsgType . ERROR :
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logging . warning ( ' ws connection closed with exception %s ' % ws . exception ( ) )
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finally :
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self . sockets . pop ( sid , None )
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return ws
@routes.get ( " / " )
async def get_root ( request ) :
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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
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@routes.get ( " /embeddings " )
def get_embeddings ( self ) :
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embeddings = folder_paths . get_filename_list ( " embeddings " )
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return web . json_response ( list ( map ( lambda a : os . path . splitext ( a ) [ 0 ] , embeddings ) ) )
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@routes.get ( " /models " )
def list_model_types ( request ) :
model_types = list ( folder_paths . folder_names_and_paths . keys ( ) )
return web . json_response ( model_types )
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@routes.get ( " /models/ {folder} " )
async def get_models ( request ) :
folder = request . match_info . get ( " folder " , None )
if not folder in folder_paths . folder_names_and_paths :
return web . Response ( status = 404 )
files = folder_paths . get_filename_list ( folder )
return web . json_response ( files )
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@routes.get ( " /extensions " )
async def get_extensions ( request ) :
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files = glob . glob ( os . path . join (
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glob . escape ( self . web_root ) , ' extensions/**/*.js ' ) , recursive = True )
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extensions = list ( map ( lambda f : " / " + os . path . relpath ( f , self . web_root ) . replace ( " \\ " , " / " ) , files ) )
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for name , dir in nodes . EXTENSION_WEB_DIRS . items ( ) :
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files = glob . glob ( os . path . join ( glob . escape ( dir ) , ' **/*.js ' ) , recursive = True )
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extensions . extend ( list ( map ( lambda f : " /extensions/ " + urllib . parse . quote (
name ) + " / " + os . path . relpath ( f , dir ) . replace ( " \\ " , " / " ) , files ) ) )
return web . json_response ( extensions )
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def get_dir_by_type ( dir_type ) :
if dir_type is None :
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dir_type = " input "
if dir_type == " input " :
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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 ( )
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return type_dir , dir_type
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Fix to #3465. Prevent, resaving of duplicate images if overwrite not specified (#3472)
* Fix to #3465. Prevent the, resaving of duplicate images if overwrite not specified
This is a fix to #3465
Adds function compare_image_hash to do a sha256 hash comparison between an uploaded image and existing images with matching file names.
This changes the behavior so that only images having the same filename that are actually different are saved to input, existing images are instead now opened instead of resaved with increment.
Currently, exact duplicates with the same filename are resave saved with an incremented filename in the format:
<filename> (n).ext
with the code:
```
while os.path.exists(filepath):
filename = f"{split[0]} ({i}){split[1]}"
filepath = os.path.join(full_output_folder, filename)
i += 1
```
This commit changes this to:
```
while os.path.exists(filepath):
if compare_image_hash(filepath, image):
image_is_duplicate = True
break
filename = f"{split[0]} ({i}){split[1]}"
filepath = os.path.join(full_output_folder, filename)
i += 1
```
a check for if image_is_duplicate = False is done before saving the file.
Currently, if you load the same image of a cat named cat.jpg into the LoadImage node 3 times, you will get 3 new files in your input folder with incremented file names.
With this change, you will now only have the single copy of cat.jpg, that will be re-opened instead of re-saved.
However if you load 3 different images of cats named cat.jpg, you will get the expected behavior of having:
cat.jpg
cat (1).jpg
cat (2).jpg
This saves space and clutter. After checking my own input folder, I have 800+ images that are duplicates that were resaved with incremented file names amounting to more than 5GB of duplicated data.
* fixed typo in expression
2024-07-02 05:30:33 +00:00
def compare_image_hash ( filepath , image ) :
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hasher = node_helpers . hasher ( )
Fix to #3465. Prevent, resaving of duplicate images if overwrite not specified (#3472)
* Fix to #3465. Prevent the, resaving of duplicate images if overwrite not specified
This is a fix to #3465
Adds function compare_image_hash to do a sha256 hash comparison between an uploaded image and existing images with matching file names.
This changes the behavior so that only images having the same filename that are actually different are saved to input, existing images are instead now opened instead of resaved with increment.
Currently, exact duplicates with the same filename are resave saved with an incremented filename in the format:
<filename> (n).ext
with the code:
```
while os.path.exists(filepath):
filename = f"{split[0]} ({i}){split[1]}"
filepath = os.path.join(full_output_folder, filename)
i += 1
```
This commit changes this to:
```
while os.path.exists(filepath):
if compare_image_hash(filepath, image):
image_is_duplicate = True
break
filename = f"{split[0]} ({i}){split[1]}"
filepath = os.path.join(full_output_folder, filename)
i += 1
```
a check for if image_is_duplicate = False is done before saving the file.
Currently, if you load the same image of a cat named cat.jpg into the LoadImage node 3 times, you will get 3 new files in your input folder with incremented file names.
With this change, you will now only have the single copy of cat.jpg, that will be re-opened instead of re-saved.
However if you load 3 different images of cats named cat.jpg, you will get the expected behavior of having:
cat.jpg
cat (1).jpg
cat (2).jpg
This saves space and clutter. After checking my own input folder, I have 800+ images that are duplicates that were resaved with incremented file names amounting to more than 5GB of duplicated data.
* fixed typo in expression
2024-07-02 05:30:33 +00:00
# function to compare hashes of two images to see if it already exists, fix to #3465
if os . path . exists ( filepath ) :
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a = hasher ( )
b = hasher ( )
Fix to #3465. Prevent, resaving of duplicate images if overwrite not specified (#3472)
* Fix to #3465. Prevent the, resaving of duplicate images if overwrite not specified
This is a fix to #3465
Adds function compare_image_hash to do a sha256 hash comparison between an uploaded image and existing images with matching file names.
This changes the behavior so that only images having the same filename that are actually different are saved to input, existing images are instead now opened instead of resaved with increment.
Currently, exact duplicates with the same filename are resave saved with an incremented filename in the format:
<filename> (n).ext
with the code:
```
while os.path.exists(filepath):
filename = f"{split[0]} ({i}){split[1]}"
filepath = os.path.join(full_output_folder, filename)
i += 1
```
This commit changes this to:
```
while os.path.exists(filepath):
if compare_image_hash(filepath, image):
image_is_duplicate = True
break
filename = f"{split[0]} ({i}){split[1]}"
filepath = os.path.join(full_output_folder, filename)
i += 1
```
a check for if image_is_duplicate = False is done before saving the file.
Currently, if you load the same image of a cat named cat.jpg into the LoadImage node 3 times, you will get 3 new files in your input folder with incremented file names.
With this change, you will now only have the single copy of cat.jpg, that will be re-opened instead of re-saved.
However if you load 3 different images of cats named cat.jpg, you will get the expected behavior of having:
cat.jpg
cat (1).jpg
cat (2).jpg
This saves space and clutter. After checking my own input folder, I have 800+ images that are duplicates that were resaved with incremented file names amounting to more than 5GB of duplicated data.
* fixed typo in expression
2024-07-02 05:30:33 +00:00
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
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def image_upload ( post , image_save_function = None ) :
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image = post . get ( " image " )
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overwrite = post . get ( " overwrite " )
Fix to #3465. Prevent, resaving of duplicate images if overwrite not specified (#3472)
* Fix to #3465. Prevent the, resaving of duplicate images if overwrite not specified
This is a fix to #3465
Adds function compare_image_hash to do a sha256 hash comparison between an uploaded image and existing images with matching file names.
This changes the behavior so that only images having the same filename that are actually different are saved to input, existing images are instead now opened instead of resaved with increment.
Currently, exact duplicates with the same filename are resave saved with an incremented filename in the format:
<filename> (n).ext
with the code:
```
while os.path.exists(filepath):
filename = f"{split[0]} ({i}){split[1]}"
filepath = os.path.join(full_output_folder, filename)
i += 1
```
This commit changes this to:
```
while os.path.exists(filepath):
if compare_image_hash(filepath, image):
image_is_duplicate = True
break
filename = f"{split[0]} ({i}){split[1]}"
filepath = os.path.join(full_output_folder, filename)
i += 1
```
a check for if image_is_duplicate = False is done before saving the file.
Currently, if you load the same image of a cat named cat.jpg into the LoadImage node 3 times, you will get 3 new files in your input folder with incremented file names.
With this change, you will now only have the single copy of cat.jpg, that will be re-opened instead of re-saved.
However if you load 3 different images of cats named cat.jpg, you will get the expected behavior of having:
cat.jpg
cat (1).jpg
cat (2).jpg
This saves space and clutter. After checking my own input folder, I have 800+ images that are duplicates that were resaved with incremented file names amounting to more than 5GB of duplicated data.
* fixed typo in expression
2024-07-02 05:30:33 +00:00
image_is_duplicate = False
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image_upload_type = post . get ( " type " )
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upload_dir , image_upload_type = get_dir_by_type ( image_upload_type )
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if image and image . file :
filename = image . filename
if not filename :
return web . Response ( status = 400 )
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subfolder = post . get ( " subfolder " , " " )
full_output_folder = os . path . join ( upload_dir , os . path . normpath ( subfolder ) )
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filepath = os . path . abspath ( os . path . join ( full_output_folder , filename ) )
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if os . path . commonpath ( ( upload_dir , filepath ) ) != upload_dir :
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return web . Response ( status = 400 )
if not os . path . exists ( full_output_folder ) :
os . makedirs ( full_output_folder )
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split = os . path . splitext ( filename )
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2023-05-11 18:15:13 +00:00
if overwrite is not None and ( overwrite == " true " or overwrite == " 1 " ) :
pass
else :
i = 1
while os . path . exists ( filepath ) :
Fix to #3465. Prevent, resaving of duplicate images if overwrite not specified (#3472)
* Fix to #3465. Prevent the, resaving of duplicate images if overwrite not specified
This is a fix to #3465
Adds function compare_image_hash to do a sha256 hash comparison between an uploaded image and existing images with matching file names.
This changes the behavior so that only images having the same filename that are actually different are saved to input, existing images are instead now opened instead of resaved with increment.
Currently, exact duplicates with the same filename are resave saved with an incremented filename in the format:
<filename> (n).ext
with the code:
```
while os.path.exists(filepath):
filename = f"{split[0]} ({i}){split[1]}"
filepath = os.path.join(full_output_folder, filename)
i += 1
```
This commit changes this to:
```
while os.path.exists(filepath):
if compare_image_hash(filepath, image):
image_is_duplicate = True
break
filename = f"{split[0]} ({i}){split[1]}"
filepath = os.path.join(full_output_folder, filename)
i += 1
```
a check for if image_is_duplicate = False is done before saving the file.
Currently, if you load the same image of a cat named cat.jpg into the LoadImage node 3 times, you will get 3 new files in your input folder with incremented file names.
With this change, you will now only have the single copy of cat.jpg, that will be re-opened instead of re-saved.
However if you load 3 different images of cats named cat.jpg, you will get the expected behavior of having:
cat.jpg
cat (1).jpg
cat (2).jpg
This saves space and clutter. After checking my own input folder, I have 800+ images that are duplicates that were resaved with incremented file names amounting to more than 5GB of duplicated data.
* fixed typo in expression
2024-07-02 05:30:33 +00:00
if compare_image_hash ( filepath , image ) : #compare hash to prevent saving of duplicates with same name, fix for #3465
image_is_duplicate = True
break
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filename = f " { split [ 0 ] } ( { i } ) { split [ 1 ] } "
filepath = os . path . join ( full_output_folder , filename )
i + = 1
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2024-07-02 05:32:23 +00:00
if not image_is_duplicate :
Fix to #3465. Prevent, resaving of duplicate images if overwrite not specified (#3472)
* Fix to #3465. Prevent the, resaving of duplicate images if overwrite not specified
This is a fix to #3465
Adds function compare_image_hash to do a sha256 hash comparison between an uploaded image and existing images with matching file names.
This changes the behavior so that only images having the same filename that are actually different are saved to input, existing images are instead now opened instead of resaved with increment.
Currently, exact duplicates with the same filename are resave saved with an incremented filename in the format:
<filename> (n).ext
with the code:
```
while os.path.exists(filepath):
filename = f"{split[0]} ({i}){split[1]}"
filepath = os.path.join(full_output_folder, filename)
i += 1
```
This commit changes this to:
```
while os.path.exists(filepath):
if compare_image_hash(filepath, image):
image_is_duplicate = True
break
filename = f"{split[0]} ({i}){split[1]}"
filepath = os.path.join(full_output_folder, filename)
i += 1
```
a check for if image_is_duplicate = False is done before saving the file.
Currently, if you load the same image of a cat named cat.jpg into the LoadImage node 3 times, you will get 3 new files in your input folder with incremented file names.
With this change, you will now only have the single copy of cat.jpg, that will be re-opened instead of re-saved.
However if you load 3 different images of cats named cat.jpg, you will get the expected behavior of having:
cat.jpg
cat (1).jpg
cat (2).jpg
This saves space and clutter. After checking my own input folder, I have 800+ images that are duplicates that were resaved with incremented file names amounting to more than 5GB of duplicated data.
* fixed typo in expression
2024-07-02 05:30:33 +00:00
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 ( ) )
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return web . json_response ( { " name " : filename , " subfolder " : subfolder , " type " : image_upload_type } )
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else :
return web . Response ( status = 400 )
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@routes.post ( " /upload/image " )
async def upload_image ( request ) :
post = await request . post ( )
return image_upload ( post )
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@routes.post ( " /upload/mask " )
async def upload_mask ( request ) :
post = await request . post ( )
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def image_save_function ( image , post , filepath ) :
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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
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file = os . path . join ( output_dir , filename )
if os . path . isfile ( file ) :
with Image . open ( file ) as original_pil :
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metadata = PngInfo ( )
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if hasattr ( original_pil , ' text ' ) :
for key in original_pil . text :
metadata . add_text ( key , original_pil . text [ key ] )
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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 )
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original_pil . save ( filepath , compress_level = 4 , pnginfo = metadata )
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return image_upload ( post , image_save_function )
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@routes.get ( " /view " )
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async def view_image ( request ) :
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if " filename " in request . rel_url . query :
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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 )
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if output_dir is None :
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return web . Response ( status = 400 )
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if " subfolder " in request . rel_url . query :
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full_output_dir = os . path . join ( output_dir , request . rel_url . query [ " subfolder " ] )
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if os . path . commonpath ( ( os . path . abspath ( full_output_dir ) , output_dir ) ) != output_dir :
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return web . Response ( status = 403 )
output_dir = full_output_dir
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filename = os . path . basename ( filename )
file = os . path . join ( output_dir , filename )
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if os . path . isfile ( file ) :
improve: lightweight preview to reduce network traffic (#733)
* To reduce bandwidth traffic in a remote environment, a lossy compression-based preview mode is provided for displaying simple visualizations in node-based widgets.
* Added 'preview=[image format]' option to the '/view' API.
* Updated node to use preview for displaying images as widgets.
* Excluded preview usage in the open image, save image, mask editor where the original data is required.
* Made preview_format parameterizable for extensibility.
* default preview format changed: jpeg -> webp
* Support advanced preview_format option.
- grayscale option for visual debugging
- quality option for aggressive reducing
L?;format;quality?
ex)
jpeg => rgb, jpeg, quality 90
L;webp;80 => grayscale, webp, quality 80
L;png => grayscale, png, quality 90
webp;50 => rgb, webp, quality 50
* move comment
* * add settings for preview_format
* default value is ''(= don't reencode)
---------
Co-authored-by: Lt.Dr.Data <lt.dr.data@gmail.com>
2023-06-05 05:49:43 +00:00
if ' preview ' in request . rel_url . query :
with Image . open ( file ) as img :
preview_info = request . rel_url . query [ ' preview ' ] . split ( ' ; ' )
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image_format = preview_info [ 0 ]
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if image_format not in [ ' webp ' , ' jpeg ' ] or ' a ' in request . rel_url . query . get ( ' channel ' , ' ' ) :
2023-06-05 05:38:32 +00:00
image_format = ' webp '
improve: lightweight preview to reduce network traffic (#733)
* To reduce bandwidth traffic in a remote environment, a lossy compression-based preview mode is provided for displaying simple visualizations in node-based widgets.
* Added 'preview=[image format]' option to the '/view' API.
* Updated node to use preview for displaying images as widgets.
* Excluded preview usage in the open image, save image, mask editor where the original data is required.
* Made preview_format parameterizable for extensibility.
* default preview format changed: jpeg -> webp
* Support advanced preview_format option.
- grayscale option for visual debugging
- quality option for aggressive reducing
L?;format;quality?
ex)
jpeg => rgb, jpeg, quality 90
L;webp;80 => grayscale, webp, quality 80
L;png => grayscale, png, quality 90
webp;50 => rgb, webp, quality 50
* move comment
* * add settings for preview_format
* default value is ''(= don't reencode)
---------
Co-authored-by: Lt.Dr.Data <lt.dr.data@gmail.com>
2023-06-05 05:49:43 +00:00
quality = 90
if preview_info [ - 1 ] . isdigit ( ) :
quality = int ( preview_info [ - 1 ] )
buffer = BytesIO ( )
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if image_format in [ ' jpeg ' ] or request . rel_url . query . get ( ' channel ' , ' ' ) == ' rgb ' :
2023-06-05 05:38:32 +00:00
img = img . convert ( " RGB " )
img . save ( buffer , format = image_format , quality = quality )
improve: lightweight preview to reduce network traffic (#733)
* To reduce bandwidth traffic in a remote environment, a lossy compression-based preview mode is provided for displaying simple visualizations in node-based widgets.
* Added 'preview=[image format]' option to the '/view' API.
* Updated node to use preview for displaying images as widgets.
* Excluded preview usage in the open image, save image, mask editor where the original data is required.
* Made preview_format parameterizable for extensibility.
* default preview format changed: jpeg -> webp
* Support advanced preview_format option.
- grayscale option for visual debugging
- quality option for aggressive reducing
L?;format;quality?
ex)
jpeg => rgb, jpeg, quality 90
L;webp;80 => grayscale, webp, quality 80
L;png => grayscale, png, quality 90
webp;50 => rgb, webp, quality 50
* move comment
* * add settings for preview_format
* default value is ''(= don't reencode)
---------
Co-authored-by: Lt.Dr.Data <lt.dr.data@gmail.com>
2023-06-05 05:49:43 +00:00
buffer . seek ( 0 )
return web . Response ( body = buffer . read ( ) , content_type = f ' image/ { image_format } ' ,
headers = { " Content-Disposition " : f " filename= \" { filename } \" " } )
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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 } \" " } )
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return web . Response ( status = 404 )
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@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__ " ] )
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@routes.get ( " /system_stats " )
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async def system_stats ( request ) :
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device = comfy . model_management . get_torch_device ( )
device_name = comfy . model_management . get_torch_device_name ( device )
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cpu_device = comfy . model_management . torch . device ( " cpu " )
ram_total = comfy . model_management . get_total_memory ( cpu_device )
ram_free = comfy . model_management . get_free_memory ( cpu_device )
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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 )
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system_stats = {
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" system " : {
" os " : os . name ,
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" ram_total " : ram_total ,
" ram_free " : ram_free ,
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" comfyui_version " : get_comfyui_version ( ) ,
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" python_version " : sys . version ,
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" pytorch_version " : comfy . model_management . torch_version ,
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" embedded_python " : os . path . split ( os . path . split ( sys . executable ) [ 0 ] ) [ 1 ] == " python_embeded " ,
" argv " : sys . argv
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} ,
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" 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 )
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@routes.get ( " /prompt " )
async def get_prompt ( request ) :
return web . json_response ( self . get_queue_info ( ) )
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@routes.get ( " /object_info " )
async def get_object_info ( request ) :
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with folder_paths . cache_helper :
out = { }
for x in nodes . NODE_CLASS_MAPPINGS :
try :
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out [ x ] = node_class_info ( x )
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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 )
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@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 ) :
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out [ node_class ] = node_class_info ( node_class )
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return web . json_response ( out )
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@routes.get ( " /history " )
async def get_history ( request ) :
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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 ) )
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@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 ) )
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@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 )
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@routes.post ( " /resolve_dynamic_types " )
async def resolve_dynamic_types ( request ) :
json_data = await request . json ( )
if ' prompt ' not in json_data :
return web . json_response ( { " error " : " no prompt " } , status = 400 )
prompt = json_data [ ' prompt ' ]
dynprompt = DynamicPrompt ( prompt )
definitions = DynamicNodeDefinitionCache ( dynprompt )
updated = definitions . resolve_dynamic_definitions ( dynprompt . all_node_ids ( ) )
return web . json_response ( updated )
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@routes.post ( " /prompt " )
async def post_prompt ( request ) :
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logging . info ( " got prompt " )
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resp_code = 200
out_string = " "
json_data = await request . json ( )
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json_data = self . trigger_on_prompt ( json_data )
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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 " ]
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valid = execution . validate_prompt ( prompt )
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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 ] :
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prompt_id = str ( uuid . uuid4 ( ) )
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outputs_to_execute = valid [ 2 ]
self . prompt_queue . put ( ( number , prompt_id , prompt , extra_data , outputs_to_execute ) )
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response = { " prompt_id " : prompt_id , " number " : number , " node_errors " : valid [ 3 ] }
return web . json_response ( response )
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else :
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logging . warning ( " invalid prompt: {} " . format ( valid [ 1 ] ) )
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return web . json_response ( { " error " : valid [ 1 ] , " node_errors " : valid [ 3 ] } , status = 400 )
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else :
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return web . json_response ( { " error " : " no prompt " , " node_errors " : [ ] } , status = 400 )
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@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 :
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delete_func = lambda a : a [ 1 ] == id_to_delete
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self . prompt_queue . delete_queue_item ( delete_func )
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return web . Response ( status = 200 )
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@routes.post ( " /interrupt " )
async def post_interrupt ( request ) :
nodes . interrupt_processing ( )
return web . Response ( status = 200 )
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@routes.post ( " /free " )
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async def post_free ( request ) :
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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 )
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@routes.post ( " /history " )
async def post_history ( request ) :
json_data = await request . json ( )
if " clear " in json_data :
if json_data [ " clear " ] :
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self . prompt_queue . wipe_history ( )
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if " delete " in json_data :
to_delete = json_data [ ' delete ' ]
for id_to_delete in to_delete :
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self . prompt_queue . delete_history_item ( id_to_delete )
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return web . Response ( status = 200 )
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# Internal route. Should not be depended upon and is subject to change at any time.
# TODO(robinhuang): Move to internal route table class once we refactor PromptServer to pass around Websocket.
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# NOTE: This was an experiment and WILL BE REMOVED
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@routes.post ( " /internal/models/download " )
async def download_handler ( request ) :
async def report_progress ( filename : str , status : DownloadModelStatus ) :
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payload = status . to_dict ( )
payload [ ' download_path ' ] = filename
await self . send_json ( " download_progress " , payload )
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data = await request . json ( )
url = data . get ( ' url ' )
model_directory = data . get ( ' model_directory ' )
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folder_path = data . get ( ' folder_path ' )
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model_filename = data . get ( ' model_filename ' )
progress_interval = data . get ( ' progress_interval ' , 1.0 ) # In seconds, how often to report download progress.
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if not url or not model_directory or not model_filename or not folder_path :
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return web . json_response ( { " status " : " error " , " message " : " Missing URL or folder path or filename " } , status = 400 )
session = self . client_session
if session is None :
logging . error ( " Client session is not initialized " )
return web . Response ( status = 500 )
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task = asyncio . create_task ( download_model ( lambda url : session . get ( url ) , model_filename , url , model_directory , folder_path , report_progress , progress_interval ) )
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await task
return web . json_response ( task . result ( ) . to_dict ( ) )
async def setup ( self ) :
timeout = aiohttp . ClientTimeout ( total = None ) # no timeout
self . client_session = aiohttp . ClientSession ( timeout = timeout )
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def add_routes ( self ) :
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self . user_manager . add_routes ( self . routes )
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self . app . add_subapp ( ' /internal ' , self . internal_routes . get_app ( ) )
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# 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 :
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# 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 )
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self . app . add_routes ( api_routes )
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self . app . add_routes ( self . routes )
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for name , dir in nodes . EXTENSION_WEB_DIRS . items ( ) :
self . app . add_routes ( [
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web . static ( ' /extensions/ ' + urllib . parse . quote ( name ) , dir ) ,
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] )
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self . app . add_routes ( [
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web . static ( ' / ' , self . web_root ) ,
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] )
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 ) :
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if event == BinaryEventTypes . UNENCODED_PREVIEW_IMAGE :
await self . send_image ( data , sid = sid )
elif isinstance ( data , ( bytes , bytearray ) ) :
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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
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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 )
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image . save ( bytesIO , format = image_type , quality = 95 , compress_level = 1 )
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preview_bytes = bytesIO . getvalue ( )
await self . send_bytes ( BinaryEventTypes . PREVIEW_IMAGE , preview_bytes , sid = sid )
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async def send_bytes ( self , event , data , sid = None ) :
message = self . encode_bytes ( event , data )
if sid is None :
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sockets = list ( self . sockets . values ( ) )
for ws in sockets :
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await send_socket_catch_exception ( ws . send_bytes , message )
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elif sid in self . sockets :
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await send_socket_catch_exception ( self . sockets [ sid ] . send_bytes , message )
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async def send_json ( self , event , data , sid = None ) :
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message = { " type " : event , " data " : data }
if sid is None :
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sockets = list ( self . sockets . values ( ) )
for ws in sockets :
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await send_socket_catch_exception ( ws . send_json , message )
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elif sid in self . sockets :
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await send_socket_catch_exception ( self . sockets [ sid ] . send_json , message )
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def send_sync ( self , event , data , sid = None ) :
self . loop . call_soon_threadsafe (
self . messages . put_nowait , ( event , data , sid ) )
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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 )
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async def start ( self , address , port , verbose = True , call_on_start = None ) :
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await self . start_multi_address ( [ ( address , port ) ] , call_on_start = call_on_start )
async def start_multi_address ( self , addresses , call_on_start = None ) :
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runner = web . AppRunner ( self . app , access_log = None )
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await runner . setup ( )
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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 "
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logging . info ( " Starting server \n " )
for addr in addresses :
address = addr [ 0 ]
port = addr [ 1 ]
site = web . TCPSite ( runner , address , port , ssl_context = ssl_ctx )
await site . start ( )
if not hasattr ( self , ' address ' ) :
self . address = address #TODO: remove this
self . port = port
if ' : ' in address :
address_print = " [ {} ] " . format ( address )
else :
address_print = address
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logging . info ( " To see the GUI go to: {} :// {} : {} " . format ( scheme , address_print , port ) )
Execution Model Inversion (#2666)
* Execution Model Inversion
This PR inverts the execution model -- from recursively calling nodes to
using a topological sort of the nodes. This change allows for
modification of the node graph during execution. This allows for two
major advantages:
1. The implementation of lazy evaluation in nodes. For example, if a
"Mix Images" node has a mix factor of exactly 0.0, the second image
input doesn't even need to be evaluated (and visa-versa if the mix
factor is 1.0).
2. Dynamic expansion of nodes. This allows for the creation of dynamic
"node groups". Specifically, custom nodes can return subgraphs that
replace the original node in the graph. This is an incredibly
powerful concept. Using this functionality, it was easy to
implement:
a. Components (a.k.a. node groups)
b. Flow control (i.e. while loops) via tail recursion
c. All-in-one nodes that replicate the WebUI functionality
d. and more
All of those were able to be implemented entirely via custom nodes,
so those features are *not* a part of this PR. (There are some
front-end changes that should occur before that functionality is
made widely available, particularly around variant sockets.)
The custom nodes associated with this PR can be found at:
https://github.com/BadCafeCode/execution-inversion-demo-comfyui
Note that some of them require that variant socket types ("*") be
enabled.
* Allow `input_info` to be of type `None`
* Handle errors (like OOM) more gracefully
* Add a command-line argument to enable variants
This allows the use of nodes that have sockets of type '*' without
applying a patch to the code.
* Fix an overly aggressive assertion.
This could happen when attempting to evaluate `IS_CHANGED` for a node
during the creation of the cache (in order to create the cache key).
* Fix Pyright warnings
* Add execution model unit tests
* Fix issue with unused literals
Behavior should now match the master branch with regard to undeclared
inputs. Undeclared inputs that are socket connections will be used while
undeclared inputs that are literals will be ignored.
* Make custom VALIDATE_INPUTS skip normal validation
Additionally, if `VALIDATE_INPUTS` takes an argument named `input_types`,
that variable will be a dictionary of the socket type of all incoming
connections. If that argument exists, normal socket type validation will
not occur. This removes the last hurdle for enabling variant types
entirely from custom nodes, so I've removed that command-line option.
I've added appropriate unit tests for these changes.
* Fix example in unit test
This wouldn't have caused any issues in the unit test, but it would have
bugged the UI if someone copy+pasted it into their own node pack.
* Use fstrings instead of '%' formatting syntax
* Use custom exception types.
* Display an error for dependency cycles
Previously, dependency cycles that were created during node expansion
would cause the application to quit (due to an uncaught exception). Now,
we'll throw a proper error to the UI. We also make an attempt to 'blame'
the most relevant node in the UI.
* Add docs on when ExecutionBlocker should be used
* Remove unused functionality
* Rename ExecutionResult.SLEEPING to PENDING
* Remove superfluous function parameter
* Pass None for uneval inputs instead of default
This applies to `VALIDATE_INPUTS`, `check_lazy_status`, and lazy values
in evaluation functions.
* Add a test for mixed node expansion
This test ensures that a node that returns a combination of expanded
subgraphs and literal values functions correctly.
* Raise exception for bad get_node calls.
* Minor refactor of IsChangedCache.get
* Refactor `map_node_over_list` function
* Fix ui output for duplicated nodes
* Add documentation on `check_lazy_status`
* Add file for execution model unit tests
* Clean up Javascript code as per review
* Improve documentation
Converted some comments to docstrings as per review
* Add a new unit test for mixed lazy results
This test validates that when an output list is fed to a lazy node, the
node will properly evaluate previous nodes that are needed by any inputs
to the lazy node.
No code in the execution model has been changed. The test already
passes.
* Allow kwargs in VALIDATE_INPUTS functions
When kwargs are used, validation is skipped for all inputs as if they
had been mentioned explicitly.
* List cached nodes in `execution_cached` message
This was previously just bugged in this PR.
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if call_on_start is not None :
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call_on_start ( scheme , self . address , self . port )
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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 :
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logging . warning ( f " [ERROR] An error occurred during the on_prompt_handler processing " )
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logging . warning ( traceback . format_exc ( ) )
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return json_data