Alexander Piskun
committed by
bigcat88
bigcat88
parent
2a863b629e
commit
9fecf47b8b
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# Declare files that always have LF line endings on checkout
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* text eol=lf
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||||
@@ -0,0 +1,9 @@
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||||
# Code of Conduct
|
||||
|
||||
Be openness, as well as friendly and didactic in discussions.
|
||||
|
||||
Treat everybody equally, and value their contributions.
|
||||
|
||||
Decisions are made based on technical merit and consensus.
|
||||
|
||||
Try to follow most principles described here: https://nextcloud.com/code-of-conduct/
|
||||
+150
@@ -0,0 +1,150 @@
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||||
# Byte-compiled / optimized / DLL files
|
||||
__pycache__/
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*.py[cod]
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||||
*$py.class
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||||
|
||||
# C extensions
|
||||
*.so
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||||
|
||||
# Distribution / packaging
|
||||
.Python
|
||||
build/
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||||
develop-eggs/
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||||
dist/
|
||||
downloads/
|
||||
eggs/
|
||||
.eggs/
|
||||
lib/
|
||||
lib64/
|
||||
parts/
|
||||
sdist/
|
||||
var/
|
||||
wheels/
|
||||
share/python-wheels/
|
||||
*.egg-info/
|
||||
.installed.cfg
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||||
*.egg
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||||
MANIFEST
|
||||
converted/
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||||
|
||||
# PyInstaller
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||||
# Usually these files are written by a python script from a template
|
||||
# before PyInstaller builds the exe, so as to inject date/other infos into it.
|
||||
*.manifest
|
||||
*.spec
|
||||
|
||||
# Installer logs
|
||||
pip-log.txt
|
||||
pip-delete-this-directory.txt
|
||||
|
||||
# Unit test / coverage reports
|
||||
htmlcov/
|
||||
.tox/
|
||||
.nox/
|
||||
.coverage
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||||
.coverage.*
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||||
.cache
|
||||
nosetests.xml
|
||||
coverage.xml
|
||||
*.cover
|
||||
*.py,cover
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||||
.hypothesis/
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||||
.pytest_cache/
|
||||
cover/
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||||
|
||||
# Translations
|
||||
*.mo
|
||||
*.pot
|
||||
|
||||
# Django stuff:
|
||||
*.log
|
||||
local_settings.py
|
||||
db.sqlite3
|
||||
db.sqlite3-journal
|
||||
|
||||
# Flask stuff:
|
||||
instance/
|
||||
.webassets-cache
|
||||
|
||||
# Scrapy stuff:
|
||||
.scrapy
|
||||
|
||||
# Sphinx documentation
|
||||
docs/_build/
|
||||
|
||||
# PyBuilder
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||||
.pybuilder/
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||||
target/
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||||
|
||||
# Jupyter Notebook
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||||
.ipynb_checkpoints
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||||
|
||||
# IPython
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||||
profile_default/
|
||||
ipython_config.py
|
||||
|
||||
# pyenv
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||||
# For a library or package, you might want to ignore these files since the code is
|
||||
# intended to run in multiple environments; otherwise, check them in:
|
||||
# .python-version
|
||||
|
||||
# pipenv
|
||||
# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
|
||||
# However, in case of collaboration, if having platform-specific dependencies or dependencies
|
||||
# having no cross-platform support, pipenv may install dependencies that don't work, or not
|
||||
# install all needed dependencies.
|
||||
#Pipfile.lock
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||||
|
||||
# PEP 582; used by e.g. github.com/David-OConnor/pyflow
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||||
__pypackages__/
|
||||
|
||||
# Celery stuff
|
||||
celerybeat-schedule
|
||||
celerybeat.pid
|
||||
|
||||
# SageMath parsed files
|
||||
*.sage.py
|
||||
|
||||
# Environments
|
||||
.env
|
||||
.venv
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||||
env/
|
||||
venv/
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||||
ENV/
|
||||
env.bak/
|
||||
venv.bak/
|
||||
|
||||
# Spyder project settings
|
||||
.spyderproject
|
||||
.spyproject
|
||||
|
||||
# Rope project settings
|
||||
.ropeproject
|
||||
|
||||
# mkdocs documentation
|
||||
/site
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||||
|
||||
# mypy
|
||||
.mypy_cache/
|
||||
.dmypy.json
|
||||
dmypy.json
|
||||
|
||||
# Pyre type checker
|
||||
.pyre/
|
||||
|
||||
# pytype static type analyzer
|
||||
.pytype/
|
||||
|
||||
# Cython debug symbols
|
||||
cython_debug/
|
||||
|
||||
# Pycharm settings
|
||||
.idea/
|
||||
|
||||
# VSCode workspace settings
|
||||
.vscode
|
||||
|
||||
.DS_Store
|
||||
|
||||
/out
|
||||
/dev/
|
||||
@@ -0,0 +1,32 @@
|
||||
exclude: ^(screenshots)/
|
||||
repos:
|
||||
- repo: https://github.com/pre-commit/pre-commit-hooks
|
||||
rev: v5.0.0
|
||||
hooks:
|
||||
- id: check-yaml
|
||||
- id: check-toml
|
||||
- id: end-of-file-fixer
|
||||
- id: trailing-whitespace
|
||||
- id: mixed-line-ending
|
||||
|
||||
- repo: https://github.com/PyCQA/isort
|
||||
rev: 5.13.2
|
||||
hooks:
|
||||
- id: isort
|
||||
files: .
|
||||
|
||||
- repo: https://github.com/psf/black
|
||||
rev: 24.10.0
|
||||
hooks:
|
||||
- id: black
|
||||
files: .
|
||||
|
||||
- repo: https://github.com/tox-dev/pyproject-fmt
|
||||
rev: 2.3.1
|
||||
hooks:
|
||||
- id: pyproject-fmt
|
||||
|
||||
- repo: https://github.com/astral-sh/ruff-pre-commit
|
||||
rev: v0.6.9
|
||||
hooks:
|
||||
- id: ruff
|
||||
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# Changelog
|
||||
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||||
All notable changes to this project will be documented in this file.
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||||
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||||
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||||
## [1.0.0 - 2025-03-12]
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||||
### Added
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||||
- First release.
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||||
@@ -1,201 +1,21 @@
|
||||
Apache License
|
||||
Version 2.0, January 2004
|
||||
http://www.apache.org/licenses/
|
||||
MIT License
|
||||
|
||||
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
|
||||
Copyright (c) 2025 Visionatrix
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||||
|
||||
1. Definitions.
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Permission is hereby granted, free of charge, to any person obtaining a copy
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||||
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||||
"License" shall mean the terms and conditions for use, reproduction,
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||||
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END OF TERMS AND CONDITIONS
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APPENDIX: How to apply the Apache License to your work.
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To apply the Apache License to your work, attach the following
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Unless required by applicable law or agreed to in writing, software
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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SOFTWARE.
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||||
|
||||
@@ -1,2 +1,17 @@
|
||||
# ComfyUI-RemoteVAE
|
||||
VAE decoding on HuggingFace
|
||||
# Simple ComfyUI Node for Remote VAE Decoding
|
||||
|
||||
This node enables the use of VAE decoding through HuggingFace's inference endpoints.
|
||||
|
||||
For more details, refer to the [VAE Decode with Hybrid Inference](https://huggingface.co/docs/diffusers/main/en/hybrid_inference/vae_decode) documentation.
|
||||
|
||||
> **Note:** This node does not support **SD1.5** or **SDXL** VAEs, as they typically perform faster on local hardware.
|
||||
|
||||
Currently, only **Flux** and **HunyuanVideo** are supported.
|
||||
|
||||
As HuggingFace expands [support for other VAEs](https://huggingface.co/docs/diffusers/main/en/hybrid_inference/vae_decode#available-vaes), they will be incorporated into this node.
|
||||
|
||||
This node does not rely on the `diffusers` library and has no external dependencies beyond ComfyUI-Core. It is designed to be minimalistic.
|
||||
|
||||
For more information on remote VAE decoding, you can refer to HuggingFace's [blog post](https://huggingface.co/blog/remote_vae)
|
||||
|
||||
|
||||
|
||||
@@ -0,0 +1,3 @@
|
||||
from .nodes import NODE_CLASS_MAPPINGS, NODE_DISPLAY_NAME_MAPPINGS
|
||||
|
||||
__all__ = ["NODE_CLASS_MAPPINGS", "NODE_DISPLAY_NAME_MAPPINGS"]
|
||||
@@ -0,0 +1,99 @@
|
||||
import torch
|
||||
import json
|
||||
import requests
|
||||
|
||||
from safetensors.torch import _tobytes
|
||||
|
||||
DTYPE_MAP = {
|
||||
"float16": torch.float16,
|
||||
"float32": torch.float32,
|
||||
"bfloat16": torch.bfloat16,
|
||||
"uint8": torch.uint8,
|
||||
}
|
||||
|
||||
def remote_decode(
|
||||
endpoint: str,
|
||||
tensor: torch.Tensor,
|
||||
height: int,
|
||||
width: int,
|
||||
) -> torch.Tensor:
|
||||
if not height or not width:
|
||||
raise ValueError("`height` and `width` required for packed latents.")
|
||||
parameters = {
|
||||
"do_scaling": False,
|
||||
"output_type": "pt",
|
||||
"partial_postprocess": False,
|
||||
"shape": list(tensor.shape),
|
||||
"dtype": str(tensor.dtype).split(".")[-1],
|
||||
"height": height,
|
||||
"width": width,
|
||||
}
|
||||
response = requests.post(endpoint, params=parameters, data=_tobytes(tensor, "tensor"), headers={
|
||||
"Content-Type": "tensor/binary",
|
||||
"Accept": "tensor/binary",
|
||||
})
|
||||
if not response.ok:
|
||||
raise RuntimeError(response.json())
|
||||
parameters = response.headers
|
||||
return torch.frombuffer(bytearray(response.content), dtype=DTYPE_MAP[parameters["dtype"]]).reshape(json.loads(parameters["shape"]))
|
||||
|
||||
|
||||
class RemoteVAEDecode:
|
||||
@classmethod
|
||||
def INPUT_TYPES(s):
|
||||
return {"required": {
|
||||
"samples": ("LATENT",),
|
||||
"vae_type": (["Flux", "HunyuanVideo"],),
|
||||
},
|
||||
}
|
||||
|
||||
RETURN_TYPES = ("IMAGE",)
|
||||
RETURN_NAMES = ("images",)
|
||||
FUNCTION = "decode"
|
||||
CATEGORY = "RemoteVae"
|
||||
|
||||
def decode(self, samples, vae_type):
|
||||
latents = samples["samples"]
|
||||
vae_scale_factor = 8
|
||||
|
||||
if vae_type == "HunyuanVideo":
|
||||
endpoint = "https://o7ywnmrahorts457.us-east-1.aws.endpoints.huggingface.cloud/"
|
||||
elif vae_type == "Flux":
|
||||
endpoint = "https://whhx50ex1aryqvw6.us-east-1.aws.endpoints.huggingface.cloud/"
|
||||
else:
|
||||
raise ValueError("Unsupported VAE_type provided.")
|
||||
|
||||
result = remote_decode(
|
||||
endpoint=endpoint,
|
||||
tensor=latents,
|
||||
height=latents.shape[2] * vae_scale_factor,
|
||||
width=latents.shape[3] * vae_scale_factor,
|
||||
)
|
||||
|
||||
if vae_type == "HunyuanVideo":
|
||||
out = self.postprocess_video(result)[0].permute(0, 2, 3, 1).cpu().float()
|
||||
else:
|
||||
out = self.denormalize(result).permute(0, 2, 3, 1).cpu().float()
|
||||
return (out,)
|
||||
|
||||
@staticmethod
|
||||
def denormalize(images: torch.Tensor) -> torch.Tensor:
|
||||
"""Denormalize an image tensor from [-1,1] to [0,1] as done in diffusers."""
|
||||
return (images * 0.5 + 0.5).clamp(0, 1)
|
||||
|
||||
|
||||
def postprocess_video(self, video: torch.Tensor) -> torch.Tensor:
|
||||
"""Simplified postprocess_video function."""
|
||||
outputs = []
|
||||
for i in range(video.shape[0]):
|
||||
outputs.append(self.denormalize(video[i].permute(1, 0, 2, 3)))
|
||||
return torch.stack(outputs) # [batch, frames, channels, height, width]
|
||||
|
||||
|
||||
NODE_CLASS_MAPPINGS = {
|
||||
"RemoteVAEDecode": RemoteVAEDecode,
|
||||
}
|
||||
|
||||
NODE_DISPLAY_NAME_MAPPINGS = {
|
||||
"RemoteVAEDecode": "RemoteVAEDecode",
|
||||
}
|
||||
@@ -0,0 +1,57 @@
|
||||
[project]
|
||||
name = "comfyui-remotevae"
|
||||
version = "1.0.0"
|
||||
description = "ComfyUI Node for Remote VAE Decoding."
|
||||
license = { file = "LICENSE" }
|
||||
requires-python = ">=3.10"
|
||||
classifiers = [
|
||||
"Programming Language :: Python :: 3 :: Only",
|
||||
"Programming Language :: Python :: 3.10",
|
||||
"Programming Language :: Python :: 3.11",
|
||||
"Programming Language :: Python :: 3.12",
|
||||
"Programming Language :: Python :: 3.13",
|
||||
]
|
||||
dependencies = []
|
||||
urls.Changelog = "https://github.com/Visionatrix/ComfyUI-RemoteVAE/blob/main/CHANGELOG.md"
|
||||
urls.Repository = "https://github.com/Visionatrix/ComfyUI-RemoteVAE"
|
||||
urls.Source = "https://github.com/Visionatrix/ComfyUI-RemoteVAE"
|
||||
|
||||
[tool.black]
|
||||
line-length = 120
|
||||
preview = true
|
||||
|
||||
[tool.ruff]
|
||||
target-version = "py310"
|
||||
line-length = 120
|
||||
lint.select = [
|
||||
"A",
|
||||
"B",
|
||||
"C",
|
||||
"E",
|
||||
"F",
|
||||
"G",
|
||||
"I",
|
||||
"PIE",
|
||||
"Q",
|
||||
"RET",
|
||||
"RUF",
|
||||
"S",
|
||||
"SIM",
|
||||
"UP",
|
||||
"W",
|
||||
]
|
||||
lint.extend-ignore = [
|
||||
"I001",
|
||||
"RUF100",
|
||||
"S311",
|
||||
"S603",
|
||||
]
|
||||
lint.mccabe.max-complexity = 20
|
||||
|
||||
[tool.isort]
|
||||
profile = "black"
|
||||
|
||||
[tool.comfy]
|
||||
PublisherId = "visionatrix"
|
||||
DisplayName = "ComfyUI-RemoteVAE"
|
||||
Icon = "https://raw.githubusercontent.com/Visionatrix/VixFlowsDocs/main/screenshots/logo_org_800x800.png"
|
||||
@@ -0,0 +1,5 @@
|
||||
torch
|
||||
pillow
|
||||
numpy
|
||||
safetensors
|
||||
requests
|
||||
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After Width: | Height: | Size: 580 KiB |
Reference in New Issue
Block a user