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import argparse
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import enum
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import os
from typing import Optional
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import comfy . options
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class EnumAction ( argparse . Action ) :
"""
Argparse action for handling Enums
"""
def __init__ ( self , * * kwargs ) :
# Pop off the type value
enum_type = kwargs . pop ( " type " , None )
# Ensure an Enum subclass is provided
if enum_type is None :
raise ValueError ( " type must be assigned an Enum when using EnumAction " )
if not issubclass ( enum_type , enum . Enum ) :
raise TypeError ( " type must be an Enum when using EnumAction " )
# Generate choices from the Enum
choices = tuple ( e . value for e in enum_type )
kwargs . setdefault ( " choices " , choices )
kwargs . setdefault ( " metavar " , f " [ { ' , ' . join ( list ( choices ) ) } ] " )
super ( EnumAction , self ) . __init__ ( * * kwargs )
self . _enum = enum_type
def __call__ ( self , parser , namespace , values , option_string = None ) :
# Convert value back into an Enum
value = self . _enum ( values )
setattr ( namespace , self . dest , value )
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parser = argparse . ArgumentParser ( )
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parser . add_argument ( " --listen " , type = str , default = " 127.0.0.1 " , metavar = " IP " , nargs = " ? " , const = " 0.0.0.0 " , help = " Specify the IP address to listen on (default: 127.0.0.1). If --listen is provided without an argument, it defaults to 0.0.0.0. (listens on all) " )
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parser . add_argument ( " --port " , type = int , default = 8188 , help = " Set the listen port. " )
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parser . add_argument ( " --tls-keyfile " , type = str , help = " Path to TLS (SSL) key file. Enables TLS, makes app accessible at https://... requires --tls-certfile to function " )
parser . add_argument ( " --tls-certfile " , type = str , help = " Path to TLS (SSL) certificate file. Enables TLS, makes app accessible at https://... requires --tls-keyfile to function " )
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parser . add_argument ( " --enable-cors-header " , type = str , default = None , metavar = " ORIGIN " , nargs = " ? " , const = " * " , help = " Enable CORS (Cross-Origin Resource Sharing) with optional origin or allow all with default ' * ' . " )
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parser . add_argument ( " --max-upload-size " , type = float , default = 100 , help = " Set the maximum upload size in MB. " )
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parser . add_argument ( " --extra-model-paths-config " , type = str , default = None , metavar = " PATH " , nargs = ' + ' , action = ' append ' , help = " Load one or more extra_model_paths.yaml files. " )
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parser . add_argument ( " --output-directory " , type = str , default = None , help = " Set the ComfyUI output directory. " )
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parser . add_argument ( " --temp-directory " , type = str , default = None , help = " Set the ComfyUI temp directory (default is in the ComfyUI directory). " )
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parser . add_argument ( " --input-directory " , type = str , default = None , help = " Set the ComfyUI input directory. " )
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parser . add_argument ( " --auto-launch " , action = " store_true " , help = " Automatically launch ComfyUI in the default browser. " )
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parser . add_argument ( " --disable-auto-launch " , action = " store_true " , help = " Disable auto launching the browser. " )
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parser . add_argument ( " --cuda-device " , type = int , default = None , metavar = " DEVICE_ID " , help = " Set the id of the cuda device this instance will use. " )
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cm_group = parser . add_mutually_exclusive_group ( )
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cm_group . add_argument ( " --cuda-malloc " , action = " store_true " , help = " Enable cudaMallocAsync (enabled by default for torch 2.0 and up). " )
cm_group . add_argument ( " --disable-cuda-malloc " , action = " store_true " , help = " Disable cudaMallocAsync. " )
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fp_group = parser . add_mutually_exclusive_group ( )
fp_group . add_argument ( " --force-fp32 " , action = " store_true " , help = " Force fp32 (If this makes your GPU work better please report it). " )
fp_group . add_argument ( " --force-fp16 " , action = " store_true " , help = " Force fp16. " )
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fpunet_group = parser . add_mutually_exclusive_group ( )
fpunet_group . add_argument ( " --bf16-unet " , action = " store_true " , help = " Run the UNET in bf16. This should only be used for testing stuff. " )
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fpunet_group . add_argument ( " --fp16-unet " , action = " store_true " , help = " Store unet weights in fp16. " )
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fpunet_group . add_argument ( " --fp8_e4m3fn-unet " , action = " store_true " , help = " Store unet weights in fp8_e4m3fn. " )
fpunet_group . add_argument ( " --fp8_e5m2-unet " , action = " store_true " , help = " Store unet weights in fp8_e5m2. " )
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fpvae_group = parser . add_mutually_exclusive_group ( )
fpvae_group . add_argument ( " --fp16-vae " , action = " store_true " , help = " Run the VAE in fp16, might cause black images. " )
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fpvae_group . add_argument ( " --fp32-vae " , action = " store_true " , help = " Run the VAE in full precision fp32. " )
fpvae_group . add_argument ( " --bf16-vae " , action = " store_true " , help = " Run the VAE in bf16. " )
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parser . add_argument ( " --cpu-vae " , action = " store_true " , help = " Run the VAE on the CPU. " )
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fpte_group = parser . add_mutually_exclusive_group ( )
fpte_group . add_argument ( " --fp8_e4m3fn-text-enc " , action = " store_true " , help = " Store text encoder weights in fp8 (e4m3fn variant). " )
fpte_group . add_argument ( " --fp8_e5m2-text-enc " , action = " store_true " , help = " Store text encoder weights in fp8 (e5m2 variant). " )
fpte_group . add_argument ( " --fp16-text-enc " , action = " store_true " , help = " Store text encoder weights in fp16. " )
fpte_group . add_argument ( " --fp32-text-enc " , action = " store_true " , help = " Store text encoder weights in fp32. " )
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parser . add_argument ( " --force-channels-last " , action = " store_true " , help = " Force channels last format when inferencing the models. " )
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parser . add_argument ( " --directml " , type = int , nargs = " ? " , metavar = " DIRECTML_DEVICE " , const = - 1 , help = " Use torch-directml. " )
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parser . add_argument ( " --disable-ipex-optimize " , action = " store_true " , help = " Disables ipex.optimize when loading models with Intel GPUs. " )
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class LatentPreviewMethod ( enum . Enum ) :
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NoPreviews = " none "
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Auto = " auto "
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Latent2RGB = " latent2rgb "
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TAESD = " taesd "
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parser . add_argument ( " --preview-method " , type = LatentPreviewMethod , default = LatentPreviewMethod . NoPreviews , help = " Default preview method for sampler nodes. " , action = EnumAction )
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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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cache_group = parser . add_mutually_exclusive_group ( )
cache_group . add_argument ( " --cache-classic " , action = " store_true " , help = " Use the old style (aggressive) caching. " )
cache_group . add_argument ( " --cache-lru " , type = int , default = 0 , help = " Use LRU caching with a maximum of N node results cached. May use more RAM/VRAM. " )
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attn_group = parser . add_mutually_exclusive_group ( )
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attn_group . add_argument ( " --use-split-cross-attention " , action = " store_true " , help = " Use the split cross attention optimization. Ignored when xformers is used. " )
attn_group . add_argument ( " --use-quad-cross-attention " , action = " store_true " , help = " Use the sub-quadratic cross attention optimization . Ignored when xformers is used. " )
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attn_group . add_argument ( " --use-pytorch-cross-attention " , action = " store_true " , help = " Use the new pytorch 2.0 cross attention function. " )
parser . add_argument ( " --disable-xformers " , action = " store_true " , help = " Disable xformers. " )
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upcast = parser . add_mutually_exclusive_group ( )
upcast . add_argument ( " --force-upcast-attention " , action = " store_true " , help = " Force enable attention upcasting, please report if it fixes black images. " )
upcast . add_argument ( " --dont-upcast-attention " , action = " store_true " , help = " Disable all upcasting of attention. Should be unnecessary except for debugging. " )
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vram_group = parser . add_mutually_exclusive_group ( )
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vram_group . add_argument ( " --gpu-only " , action = " store_true " , help = " Store and run everything (text encoders/CLIP models, etc... on the GPU). " )
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vram_group . add_argument ( " --highvram " , action = " store_true " , help = " By default models will be unloaded to CPU memory after being used. This option keeps them in GPU memory. " )
vram_group . add_argument ( " --normalvram " , action = " store_true " , help = " Used to force normal vram use if lowvram gets automatically enabled. " )
vram_group . add_argument ( " --lowvram " , action = " store_true " , help = " Split the unet in parts to use less vram. " )
vram_group . add_argument ( " --novram " , action = " store_true " , help = " When lowvram isn ' t enough. " )
vram_group . add_argument ( " --cpu " , action = " store_true " , help = " To use the CPU for everything (slow). " )
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parser . add_argument ( " --reserve-vram " , type = float , default = None , help = " Set the amount of vram in GB you want to reserve for use by your OS/other software. By default some amount is reverved depending on your OS. " )
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parser . add_argument ( " --default-hashing-function " , type = str , choices = [ ' md5 ' , ' sha1 ' , ' sha256 ' , ' sha512 ' ] , default = ' sha256 ' , help = " Allows you to choose the hash function to use for duplicate filename / contents comparison. Default is sha256. " )
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parser . add_argument ( " --disable-smart-memory " , action = " store_true " , help = " Force ComfyUI to agressively offload to regular ram instead of keeping models in vram when it can. " )
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parser . add_argument ( " --deterministic " , action = " store_true " , help = " Make pytorch use slower deterministic algorithms when it can. Note that this might not make images deterministic in all cases. " )
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parser . add_argument ( " --fast " , action = " store_true " , help = " Enable some untested and potentially quality deteriorating optimizations. " )
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parser . add_argument ( " --dont-print-server " , action = " store_true " , help = " Don ' t print server output. " )
parser . add_argument ( " --quick-test-for-ci " , action = " store_true " , help = " Quick test for CI. " )
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parser . add_argument ( " --windows-standalone-build " , action = " store_true " , help = " Windows standalone build: Enable convenient things that most people using the standalone windows build will probably enjoy (like auto opening the page on startup). " )
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parser . add_argument ( " --disable-metadata " , action = " store_true " , help = " Disable saving prompt metadata in files. " )
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parser . add_argument ( " --disable-all-custom-nodes " , action = " store_true " , help = " Disable loading all custom nodes. " )
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parser . add_argument ( " --multi-user " , action = " store_true " , help = " Enables per-user storage. " )
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parser . add_argument ( " --verbose " , action = " store_true " , help = " Enables more debug prints. " )
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# The default built-in provider hosted under web/
DEFAULT_VERSION_STRING = " comfyanonymous/ComfyUI@latest "
parser . add_argument (
" --front-end-version " ,
type = str ,
default = DEFAULT_VERSION_STRING ,
help = """
Specifies the version of the frontend to be used . This command needs internet connectivity to query and
download available frontend implementations from GitHub releases .
The version string should be in the format of :
[ repoOwner ] / [ repoName ] @ [ version ]
where version is one of : " latest " or a valid version number ( e . g . " 1.0.0 " )
""" ,
)
def is_valid_directory ( path : Optional [ str ] ) - > Optional [ str ] :
""" Validate if the given path is a directory. """
if path is None :
return None
if not os . path . isdir ( path ) :
raise argparse . ArgumentTypeError ( f " { path } is not a valid directory. " )
return path
parser . add_argument (
" --front-end-root " ,
type = is_valid_directory ,
default = None ,
help = " The local filesystem path to the directory where the frontend is located. Overrides --front-end-version. " ,
)
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if comfy . options . args_parsing :
args = parser . parse_args ( )
else :
args = parser . parse_args ( [ ] )
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if args . windows_standalone_build :
args . auto_launch = True
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if args . disable_auto_launch :
args . auto_launch = False
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import logging
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logging_level = logging . INFO
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if args . verbose :
logging_level = logging . DEBUG
logging . basicConfig ( format = " %(message)s " , level = logging_level )