first commit
This commit is contained in:
yolain
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__pycache__
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.DS_Store
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*.cache
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*.ini
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*.bak
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.vscode/
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.idea/
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uni/
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custom_presets/**
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workflows/**
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node.tar.gz
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py/
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front/
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prompts/
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web/dev/**
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web/stable/**
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web/wass/**
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dist/
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.pyarmor/
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config.yaml
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*.bat
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*.log
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*.bak
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build_cloud.sh
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@@ -0,0 +1,38 @@
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Enhanced the comfyui savevideo node to support previewing and saving videos containing alpha channels.
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<img width="100%" height="auto" alt="Image" src="https://github-production-user-asset-6210df.s3.amazonaws.com/73304135/497659951-46496759-daf4-4749-9644-b7e795560a69.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAVCODYLSA53PQK4ZA%2F20251006%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20251006T061801Z&X-Amz-Expires=300&X-Amz-Signature=69ccad19ceb69edb1d89359b0cdf9c5717c546a4abd3c1f1b90e40f61259686c&X-Amz-SignedHeaders=host" />
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### 🔨Wan-Alpha Video Usage
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1. Download models
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- The Wan DiT base model: [wan2.1_t2v_14B_fp16.safetensors](https://huggingface.co/Comfy-Org/Wan_2.1_ComfyUI_repackaged/blob/main/split_files/diffusion_models/wan2.1_t2v_14B_fp16.safetensors)
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- The Wan text encoder: [umt5_xxl_fp8_e4m3fn_scaled.safetensors](https://huggingface.co/Comfy-Org/Wan_2.1_ComfyUI_repackaged/blob/main/split_files/text_encoders/umt5_xxl_fp8_e4m3fn_scaled.safetensors)
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- The LightX2V model: [lightx2v_T2V_14B_cfg_step_distill_v2_lora_rank64_bf16.safetensors](https://huggingface.co/Kijai/WanVideo_comfy/blob/main/Lightx2v/lightx2v_T2V_14B_cfg_step_distill_v2_lora_rank64_bf16.safetensors)
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- RGBA Dora: [epoch-13-1500_changed.safetensors](https://huggingface.co/htdong/Wan-Alpha_ComfyUI/blob/main/epoch-13-1500_changed.safetensors)
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- RGB VAE Decoder: [wan_alpha_2.1_vae_rgb_channel.safetensors.safetensors](https://huggingface.co/htdong/Wan-Alpha_ComfyUI/blob/main/wan_alpha_2.1_vae_rgb_channel.safetensors.safetensors)
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- Alpha VAE Decoder: [wan_alpha_2.1_vae_alpha_channel.safetensors.safetensors](https://huggingface.co/htdong/Wan-Alpha_ComfyUI/blob/main/wan_alpha_2.1_vae_alpha_channel.safetensors.safetensors)
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2. Copy the files into the `ComfyUI/models` folder and organize them as follows:
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```
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ComfyUI/models
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├── diffusion_models
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│ └── wan2.1_t2v_14B_fp16.safetensors
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├── loras
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│ ├── epoch-13-1500_changed.safetensors
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│ └── lightx2v_T2V_14B_cfg_step_distill_v2_lora_rank64_bf16.safetensors
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├── text_encoders
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│ └── umt5_xxl_fp8_e4m3fn_scaled.safetensors
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├── vae
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│ ├── wan_alpha_2.1_vae_alpha_channel.safetensors.safetensors
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│ └── wan_alpha_2.1_vae_rgb_channel.safetensors.safetensors
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```
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3. Copy this repo or [SaveVideoRGBA.py](SaveVideoRGBA.py) into the `ComfyUI/custom_nodes` folder.
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## 🤝 Acknowledgements
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- [Wan-Alpha](https://github.com/WeChatCV/Wan-Alpha) for the alpha video generate
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- [ComfyUI](https://github.com/comfyanonymous/ComfyUI) for the node workflow framework
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@@ -0,0 +1,287 @@
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from __future__ import annotations
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from typing_extensions import override
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from typing import Optional
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from fractions import Fraction
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from enum import Enum
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import io
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import json
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import math
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import av
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import os
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import random
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import folder_paths
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from comfy_api.latest._input import AudioInput, VideoInput
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from comfy_api.latest import ComfyExtension, io, ui
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from comfy_api.util import VideoComponents
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class SaveVideoRGBA(io.ComfyNode):
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@classmethod
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def define_schema(cls):
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return io.Schema(
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node_id="SaveVideoRGBA",
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display_name="Save Video (RGBA)",
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category="image/animation",
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inputs=[
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io.Image.Input("images"),
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io.Float.Input("fps", default=24.0, min=1.0, max=120.0, step=1.0),
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io.String.Input("filename_prefix", default="video/ComfyUI", tooltip="The prefix for the file to save. This may include formatting information such as %date:yyyy-MM-dd% or %Empty Latent Image.width% to include values from nodes."),
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io.Boolean.Input("only_preview", default=False),
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io.Audio.Input("audio", optional=True),
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],
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outputs=[
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# io.Video.Output("VIDEO")
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],
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hidden=[io.Hidden.unique_id],
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is_output_node=True
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)
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@classmethod
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def execute(self, images, fps, filename_prefix, only_preview, audio=None, **kwargs):
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B, H, W, C = images.shape
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has_alpha = C == 4
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video = RGBAVideoFromComponents(
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VideoComponents(
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images=images,
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audio=audio,
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frame_rate=Fraction(fps),
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)
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)
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width, height = video.get_dimensions()
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results = list()
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# 预览
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if only_preview or has_alpha:
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output_dir = folder_paths.get_temp_directory()
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prefix_append = "ComfyUI_temp_" + ''.join(random.choice("abcdefghijklmnopqrstupvxyz") for x in range(5))
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full_output_folder, filename, counter, subfolder, filename_prefix = folder_paths.get_save_image_path(
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prefix_append,
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output_dir,
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width,
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height
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)
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format = 'webm' if has_alpha else 'auto'
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file = f"{filename}_{counter:05}_.{RGBAVideoContainer.get_extension(format)}"
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video.save_to(
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path=os.path.join(full_output_folder, file),
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format=format,
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codec='auto',
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metadata=None,
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)
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results.append(ui.SavedResult(file, subfolder, io.FolderType.temp))
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counter += 1
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# 保存
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if not only_preview:
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output_dir = folder_paths.get_output_directory()
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full_output_folder, filename, counter, subfolder, filename_prefix = folder_paths.get_save_image_path(
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filename_prefix,
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output_dir,
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width,
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height
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)
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format = 'mov' if has_alpha else 'auto'
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codec = 'prores_ks' if has_alpha else 'auto'
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file = f"{filename}_{counter:05}_.{RGBAVideoContainer.get_extension(format)}"
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video.save_to(
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path=os.path.join(full_output_folder, file),
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format=format,
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codec=codec,
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metadata=None,
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)
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if not has_alpha:
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results.append(ui.SavedResult(file, subfolder, io.FolderType.output))
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counter += 1
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return io.NodeOutput(ui=ui.PreviewVideo(results))
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class NodeExtension(ComfyExtension):
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@override
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async def get_node_list(self) -> list[type[io.ComfyNode]]:
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return [
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SaveVideoRGBA
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]
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async def comfy_entrypoint() -> NodeExtension:
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return NodeExtension()
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class RGBAVideoCodec(str, Enum):
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AUTO = "auto"
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H264 = "h264" # H.264 codec, no alpha channel
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VP9 = "libvpx-vp9" # VP9 codec, supports alpha channel
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PRORES = "prores_ks" # ProRes 4444, supports alpha channel
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@classmethod
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def as_input(cls) -> list[str]:
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"""
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Returns a list of codec names that can be used as node input.
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"""
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return [member.value for member in cls]
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class RGBAVideoContainer(str, Enum):
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AUTO = "auto"
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MP4 = "mp4" # MP4 container
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WEBM = "webm" # WebM container, supports VP9 with alpha channel
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MOV = "mov" # QuickTime MOV, supports ProRes with alpha channel
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@classmethod
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def as_input(cls) -> list[str]:
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"""
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Returns a list of codec names that can be used as node input.
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"""
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return [member.value for member in cls]
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@classmethod
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def get_extension(cls, value) -> str:
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"""
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Returns the file extension for the container.
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"""
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if isinstance(value, str):
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value = cls(value)
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if value == RGBAVideoContainer.AUTO:
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return "mp4"
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elif value == RGBAVideoContainer.MP4:
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return "mp4"
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elif value == RGBAVideoContainer.WEBM:
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return "webm"
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elif value == RGBAVideoContainer.MOV:
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return "mov"
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return ""
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class RGBAVideoFromComponents(VideoInput):
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def __init__(self, components: VideoComponents):
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self.__components = components
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def get_components(self) -> VideoComponents:
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return VideoComponents(
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images=self.__components.images,
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audio=self.__components.audio,
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frame_rate=self.__components.frame_rate
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)
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def save_to(
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self,
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path: str,
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format: RGBAVideoContainer = RGBAVideoContainer.AUTO,
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codec: RGBAVideoCodec = RGBAVideoCodec.AUTO,
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metadata: Optional[dict] = None
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):
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# Check if images have alpha channel (4 channels)
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has_alpha = self.__components.images.shape[-1] == 4 if len(self.__components.images.shape) == 4 else False
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# Determine format and codec based on alpha channel
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if has_alpha:
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# For alpha channel support, use webm container with vp9 codec
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if format == RGBAVideoContainer.AUTO:
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format = RGBAVideoContainer.WEBM.value
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if codec == RGBAVideoCodec.AUTO:
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codec = RGBAVideoCodec.VP9.value
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# Ensure format is string for comparison
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format_str = format.value if isinstance(format, RGBAVideoContainer) else format
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codec_str = codec.value if isinstance(codec, RGBAVideoCodec) else codec
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if format_str not in ['webm', 'mov']:
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raise ValueError("Only WEBM and MOV formats support alpha channel")
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else:
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# Ensure format and codec are strings for comparison
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format_str = format.value if isinstance(format, RGBAVideoContainer) else format
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codec_str = codec.value if isinstance(codec, RGBAVideoCodec) else codec
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if format != RGBAVideoContainer.AUTO and format_str not in ['mp4', 'webm', 'mov']:
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raise ValueError("Supported formats: MP4, WEBM, MOV")
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if codec != RGBAVideoCodec.AUTO and codec_str not in ['h264', 'libvpx-vp9', 'prores_ks']:
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raise ValueError("Supported codecs: H264, VP9, ProRes")
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# Set default codec if AUTO
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if codec == RGBAVideoCodec.AUTO:
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codec = RGBAVideoCodec.H264.value
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codec_str = codec
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# Ensure codec_str is defined
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if 'codec_str' not in locals():
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codec_str = codec.value if isinstance(codec, RGBAVideoCodec) else codec
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# Prepare options based on format
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options = {}
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if format_str in ['mp4', 'mov']:
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options['movflags'] = 'use_metadata_tags'
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# Determine the format string for av.open
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output_format = None if format == RGBAVideoContainer.AUTO else format_str
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with av.open(path, mode='w', format=output_format, options=options) as output:
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# Add metadata before writing any streams
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if metadata is not None:
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for key, value in metadata.items():
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output.metadata[key] = json.dumps(value)
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frame_rate = Fraction(round(self.__components.frame_rate * 1000), 1000)
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# Create a video stream
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video_stream = output.add_stream(codec_str, rate=frame_rate)
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video_stream.width = self.__components.images.shape[2]
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video_stream.height = self.__components.images.shape[1]
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# Set pixel format based on codec and alpha channel
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if has_alpha:
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if codec_str in ['libvpx-vp9']:
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video_stream.pix_fmt = 'yuva420p' # VP9 with alpha
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elif codec_str in ['prores_ks']:
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video_stream.pix_fmt = 'yuva444p10le' # ProRes 4444
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||||
else:
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video_stream.pix_fmt = 'yuva420p' # Default alpha format
|
||||
else:
|
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if codec_str in ['h264']:
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video_stream.pix_fmt = 'yuv420p'
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elif codec_str in ['libvpx-vp9']:
|
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video_stream.pix_fmt = 'yuv420p'
|
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else:
|
||||
video_stream.pix_fmt = 'yuv420p'
|
||||
|
||||
# Create an audio stream
|
||||
audio_sample_rate = 1
|
||||
audio_stream: Optional[av.AudioStream] = None
|
||||
if self.__components.audio:
|
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audio_sample_rate = int(self.__components.audio['sample_rate'])
|
||||
audio_codec = 'libopus' if format_str == 'webm' else 'aac'
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||||
audio_stream = output.add_stream(audio_codec, rate=audio_sample_rate)
|
||||
|
||||
# Encode video
|
||||
for i, frame in enumerate(self.__components.images):
|
||||
img = (frame * 255).clamp(0, 255).byte().cpu().numpy()
|
||||
|
||||
if has_alpha:
|
||||
# Create frame with alpha channel (H, W, 4)
|
||||
frame = av.VideoFrame.from_ndarray(img, format='rgba')
|
||||
frame = frame.reformat(format=video_stream.pix_fmt)
|
||||
else:
|
||||
# Create frame without alpha channel (H, W, 3)
|
||||
frame = av.VideoFrame.from_ndarray(img, format='rgb24')
|
||||
frame = frame.reformat(format=video_stream.pix_fmt)
|
||||
|
||||
packet = video_stream.encode(frame)
|
||||
output.mux(packet)
|
||||
|
||||
# Flush video
|
||||
packet = video_stream.encode(None)
|
||||
output.mux(packet)
|
||||
|
||||
if audio_stream and self.__components.audio:
|
||||
waveform = self.__components.audio['waveform']
|
||||
waveform = waveform[:, :,
|
||||
:math.ceil((audio_sample_rate / frame_rate) * self.__components.images.shape[0])]
|
||||
frame = av.AudioFrame.from_ndarray(waveform.movedim(2, 1).reshape(1, -1).float().numpy(), format='flt',
|
||||
layout='mono' if waveform.shape[1] == 1 else 'stereo')
|
||||
frame.sample_rate = audio_sample_rate
|
||||
frame.pts = 0
|
||||
output.mux(audio_stream.encode(frame))
|
||||
|
||||
# Flush encoder
|
||||
output.mux(audio_stream.encode(None))
|
||||
@@ -0,0 +1 @@
|
||||
from .SaveVideoRGBA import *
|
||||
@@ -0,0 +1,833 @@
|
||||
{
|
||||
"id": "c265fdcc-11cd-4a1d-9a0d-bc37c45667d6",
|
||||
"revision": 0,
|
||||
"last_node_id": 79,
|
||||
"last_link_id": 164,
|
||||
"nodes": [
|
||||
{
|
||||
"id": 38,
|
||||
"type": "CLIPLoader",
|
||||
"pos": [
|
||||
-117.83563995361328,
|
||||
294.0386047363281
|
||||
],
|
||||
"size": [
|
||||
390,
|
||||
106
|
||||
],
|
||||
"flags": {},
|
||||
"order": 0,
|
||||
"mode": 0,
|
||||
"inputs": [],
|
||||
"outputs": [
|
||||
{
|
||||
"name": "CLIP",
|
||||
"type": "CLIP",
|
||||
"slot_index": 0,
|
||||
"links": [
|
||||
117,
|
||||
118
|
||||
]
|
||||
}
|
||||
],
|
||||
"title": "Load Text Encoder",
|
||||
"properties": {
|
||||
"Node name for S&R": "CLIPLoader"
|
||||
},
|
||||
"widgets_values": [
|
||||
"umt5_xxl_fp8_e4m3fn_scaled.safetensors",
|
||||
"wan",
|
||||
"default"
|
||||
]
|
||||
},
|
||||
{
|
||||
"id": 40,
|
||||
"type": "EmptyHunyuanLatentVideo",
|
||||
"pos": [
|
||||
463.4875793457031,
|
||||
657.9263305664062
|
||||
],
|
||||
"size": [
|
||||
315,
|
||||
130
|
||||
],
|
||||
"flags": {},
|
||||
"order": 1,
|
||||
"mode": 0,
|
||||
"inputs": [],
|
||||
"outputs": [
|
||||
{
|
||||
"name": "LATENT",
|
||||
"type": "LATENT",
|
||||
"slot_index": 0,
|
||||
"links": [
|
||||
91
|
||||
]
|
||||
}
|
||||
],
|
||||
"properties": {
|
||||
"Node name for S&R": "EmptyHunyuanLatentVideo"
|
||||
},
|
||||
"widgets_values": [
|
||||
832,
|
||||
480,
|
||||
33,
|
||||
1
|
||||
]
|
||||
},
|
||||
{
|
||||
"id": 3,
|
||||
"type": "KSampler",
|
||||
"pos": [
|
||||
863,
|
||||
187
|
||||
],
|
||||
"size": [
|
||||
315,
|
||||
262
|
||||
],
|
||||
"flags": {},
|
||||
"order": 10,
|
||||
"mode": 0,
|
||||
"inputs": [
|
||||
{
|
||||
"name": "model",
|
||||
"type": "MODEL",
|
||||
"link": 95
|
||||
},
|
||||
{
|
||||
"name": "positive",
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||||
"VAE"
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||||
],
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||||
[
|
||||
108,
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3,
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||||
0,
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||||
52,
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||||
0,
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||||
"LATENT"
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||||
],
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[
|
||||
117,
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||||
38,
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||||
0,
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||||
7,
|
||||
0,
|
||||
"CLIP"
|
||||
],
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||||
[
|
||||
118,
|
||||
38,
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||||
0,
|
||||
6,
|
||||
0,
|
||||
"CLIP"
|
||||
],
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||||
[
|
||||
142,
|
||||
37,
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||||
0,
|
||||
59,
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||||
0,
|
||||
"MODEL"
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||||
],
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||||
[
|
||||
143,
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||||
59,
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||||
0,
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||||
65,
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||||
0,
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||||
"MODEL"
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||||
],
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||||
[
|
||||
144,
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||||
65,
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||||
0,
|
||||
48,
|
||||
0,
|
||||
"MODEL"
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||||
],
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||||
[
|
||||
158,
|
||||
75,
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||||
0,
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||||
74,
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||||
1,
|
||||
"MASK"
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||||
],
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||||
[
|
||||
159,
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||||
76,
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||||
0,
|
||||
75,
|
||||
0,
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||||
"MASK"
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||||
],
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||||
[
|
||||
162,
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||||
74,
|
||||
0,
|
||||
79,
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||||
0,
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||||
"IMAGE"
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||||
],
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||||
[
|
||||
163,
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||||
52,
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||||
0,
|
||||
76,
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||||
0,
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||||
"IMAGE"
|
||||
],
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||||
[
|
||||
164,
|
||||
8,
|
||||
0,
|
||||
74,
|
||||
0,
|
||||
"IMAGE"
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||||
]
|
||||
],
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||||
"groups": [],
|
||||
"config": {},
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||||
"extra": {
|
||||
"ds": {
|
||||
"scale": 0.5949345628810089,
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||||
"offset": [
|
||||
657.1153588041857,
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464.13758186017674
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||||
]
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||||
},
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||||
"frontendVersion": "1.28.6",
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||||
"VHS_latentpreview": false,
|
||||
"VHS_latentpreviewrate": 0,
|
||||
"VHS_MetadataImage": true,
|
||||
"VHS_KeepIntermediate": true
|
||||
},
|
||||
"version": 0.4
|
||||
}
|
||||
Reference in New Issue
Block a user