[Frontend] Add MiniMax H3 video upscale workflow (WF-07) (#7472)
Signed-off-by: xuezhihao <89690814+xuexueligao@users.noreply.github.com> Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com> Co-authored-by: 汪志鹏 <wangzhipeng628@gmail.com>
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@@ -139,6 +139,10 @@ You can configure per-stage sampling parameters for multi-stage models.
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>
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> Do not use `frame` and `references` together. Task routing is automatic from which inputs you connect.
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#### H3 video upscale (WF-07)
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The **vLLM-Omni MiniMax H3 Video Upscale** template generates video remotely, upscales it with SeedVR2, and saves the original and upscaled videos with the generated audio and FPS. See [workflow setup](docs/wf07-h3-upscale.md).
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#### FastH3 text-to-video
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FastH3 is fused into MiniMax-H3 when the vLLM-Omni server starts; it is not a request-switchable LoRA. Download one adapter variant and start a non-offloaded FL2VA server. For the Dense / Data-Free profile:
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@@ -0,0 +1,21 @@
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# WF-07: H3 video upscale with SeedVR2
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Generate video and audio through vLLM-Omni H3, upscale the decoded frames with SeedVR2, and save both the original and upscaled videos. The generated audio and FPS connect directly to Create Video.
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## Requirements
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- ComfyUI with ComfyUI-vLLM-Omni and [ComfyUI-SeedVR2_VideoUpscaler](https://github.com/numz/ComfyUI-SeedVR2_VideoUpscaler#-installation) installed.
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- An H3 service using the FL2VA checkpoint partition. Follow the [H3 recipe](../../../recipes/MiniMaxAI/MiniMax-H3.md) for server setup.
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- `seedvr2_ema_3b_fp16.safetensors` and `ema_vae_fp16.safetensors` from [SeedVR2's ComfyUI weights](https://huggingface.co/numz/SeedVR2_comfyUI/tree/main), placed in `ComfyUI/models/SEEDVR2`. The SeedVR2 nodes can also download them on first use.
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## Use
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Open **vLLM-Omni MiniMax H3 Video Upscale.json** from the example workflows. An API-format version is provided alongside it. Set the Generate Video URL/model and the LoRA path as seen by the H3 server.
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The preset uses the LightX2V v1.0 768p Turbo adapter in Diffusers format: `minimax_h3_fl2v_turbo_4step_v1.0_768p_bf16.safetensors`, five sigma points, video/audio flow shifts 6/3, and LoRA scale 1. Preload the same adapter on the server using the [Turbo LoRA recipe](../../../recipes/MiniMaxAI/MiniMax-H3.md#turbo-lora). For base H3, disconnect LoRA, set inference steps to 50, and set video flow shift to 12.
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The H3 preset requests 1344 x 768 at 24 FPS for 5.167 seconds, which gives 124 frames. SeedVR2's `resolution=1536` sets the target short edge, producing 2688 x 1536 for this input. Update this value when changing the input size; it is an output resolution, not a fixed 2x multiplier.
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The SeedVR2 preset uses 3B FP16, five-frame batches, one overlapping frame, uniform batch padding, and LAB color correction. The DiT loader uses CPU offload with 32 swapped blocks; the VAE uses tiled encoding and decoding. Select the local GPU in both model loaders. See the [SeedVR2 settings](https://github.com/numz/ComfyUI-SeedVR2_VideoUpscaler#-usage) when adjusting memory use or batch size.
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Run the workflow. The two Save Video nodes write MP4s under `WF07/generated` and `WF07/upscaled` in ComfyUI's output directory.
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@@ -0,0 +1,724 @@
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{
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"version": 0.4,
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"last_node_id": 12,
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"last_link_id": 13,
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"nodes": [
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{
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"id": 1,
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"type": "VLLMOmniGenerateVideo",
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"pos": [
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360,
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20
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],
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"size": [
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],
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"flags": {},
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"order": 1,
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"mode": 0,
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"inputs": [
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{
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"name": "frame",
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"type": "IMAGE",
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"shape": 7,
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"link": null
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},
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{
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"name": "references",
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"type": "VIDEO_REFERENCES",
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"shape": 7,
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"link": null
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},
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{
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"name": "sampling_params",
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"type": "SAMPLING_PARAMS",
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"shape": 7,
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"link": 11
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},
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{
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"name": "lora",
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"type": "REMOTE_LORA",
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"shape": 7,
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"link": 12
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},
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{
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"name": "model_params",
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"type": "VIDEO_PARAMS",
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"shape": 7,
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"link": 10
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},
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{
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"name": "fast_h3",
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"type": "FASTH3_DEPLOYMENT",
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"shape": 7,
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"link": null
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}
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],
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"outputs": [
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{
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"name": "video",
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"type": "VIDEO",
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"links": [
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1,
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9
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]
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}
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],
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"properties": {
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"Node name for S&R": "VLLMOmniGenerateVideo"
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},
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"widgets_values": [
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"http://127.0.0.1:8091/v1",
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"MiniMaxAI/MiniMax-H3",
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"A small brass bell hanging from a wooden beam in a quiet garden. A gentle breeze swings the bell and it rings clearly. Static camera, natural daylight, continuous motion, synchronized ringing and soft birdsong.",
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"",
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1344,
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768,
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24,
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]
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},
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{
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"id": 2,
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"type": "GetVideoComponents",
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"pos": [
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"size": [
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"flags": {},
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"order": 1,
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"mode": 0,
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"inputs": [
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{
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"name": "video",
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"type": "VIDEO",
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"link": 1
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}
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],
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"outputs": [
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{
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"name": "images",
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"type": "IMAGE",
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"links": [
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2
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]
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},
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{
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"name": "audio",
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"type": "AUDIO",
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"links": [
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6
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]
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},
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{
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"name": "fps",
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"type": "FLOAT",
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"links": [
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5
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]
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},
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{
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"name": "bit_depth",
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"type": "INT",
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"links": [
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7
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]
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}
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],
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"properties": {
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"Node name for S&R": "GetVideoComponents"
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}
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},
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{
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"id": 3,
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"type": "SeedVR2LoadDiTModel",
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"pos": [
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],
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"size": [
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],
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"flags": {},
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"order": 4,
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"mode": 0,
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"inputs": [
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{
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"localized_name": "torch_compile_args",
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"name": "torch_compile_args",
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"shape": 7,
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"type": "TORCH_COMPILE_ARGS",
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"link": null
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}
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],
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"outputs": [
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{
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"localized_name": "SEEDVR2_DIT",
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"name": "SEEDVR2_DIT",
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"type": "SEEDVR2_DIT",
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"links": [
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3
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]
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}
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],
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"properties": {
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"Node name for S&R": "SeedVR2LoadDiTModel"
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},
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"widgets_values": [
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"seedvr2_ema_3b_fp16.safetensors",
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"cuda:0",
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32,
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false,
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"cpu",
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false,
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"sdpa"
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]
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},
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{
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"id": 4,
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"type": "SeedVR2VideoUpscaler",
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"pos": [
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],
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"size": [
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"flags": {},
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"order": 8,
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"mode": 0,
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"inputs": [
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{
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"localized_name": "image",
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"name": "image",
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"type": "IMAGE",
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"link": 2
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},
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{
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"localized_name": "dit",
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"name": "dit",
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"type": "SEEDVR2_DIT",
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"link": 3
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},
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{
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"localized_name": "vae",
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"name": "vae",
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"type": "SEEDVR2_VAE",
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"link": 13
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}
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],
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"outputs": [
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{
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"localized_name": "IMAGE",
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"name": "IMAGE",
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"type": "IMAGE",
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"links": [
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4
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]
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}
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],
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"properties": {
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"Node name for S&R": "SeedVR2VideoUpscaler"
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},
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"widgets_values": [
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"fixed",
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"lab",
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"cpu",
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]
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},
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{
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"id": 5,
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"type": "CreateVideo",
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"flags": {},
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"order": 4,
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"mode": 0,
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"inputs": [
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{
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"name": "images",
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"type": "IMAGE",
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"link": 4
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},
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{
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"name": "fps",
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"type": "FLOAT",
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"widget": {
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"name": "fps"
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},
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"link": 5
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},
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{
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"name": "audio",
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"type": "AUDIO",
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"shape": 7,
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"link": 6
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},
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{
|
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"name": "bit_depth",
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"type": "INT",
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"widget": {
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"name": "bit_depth"
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},
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"link": 7
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}
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],
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"outputs": [
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{
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"name": "VIDEO",
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"type": "VIDEO",
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"links": [
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8
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]
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}
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],
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"properties": {
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"Node name for S&R": "CreateVideo"
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},
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"widgets_values": [
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{
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"id": 6,
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"type": "SaveVideo",
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"flags": {},
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"mode": 0,
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"inputs": [
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{
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"name": "video",
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"type": "VIDEO",
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"link": 8
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},
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{
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"name": "filename_prefix",
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"type": "STRING",
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"widget": {
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"name": "filename_prefix"
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},
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"link": null
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},
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{
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"name": "format",
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"type": "COMBO",
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"widget": {
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"name": "format"
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},
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"link": null
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},
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{
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"name": "codec",
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"type": "COMFY_DYNAMICCOMBO_V3",
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"widget": {
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"name": "codec"
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},
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"link": null
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}
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],
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"outputs": [
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{
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"name": "video",
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"type": "VIDEO",
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"links": []
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}
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],
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"properties": {
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"Node name for S&R": "SaveVideo"
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},
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"widgets_values": [
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"WF07/upscaled",
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"mp4",
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"auto"
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]
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},
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{
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"id": 7,
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"type": "VLLMOmniMiniMaxH3Params",
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"pos": [
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0,
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],
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"flags": {},
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"order": 7,
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"mode": 0,
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"inputs": [],
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||||
"outputs": [
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||||
{
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||||
"name": "MiniMax-H3 video params",
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"type": "VIDEO_PARAMS",
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"links": [
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10
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]
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}
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],
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"properties": {
|
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"Node name for S&R": "VLLMOmniMiniMaxH3Params"
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},
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"widgets_values": [
|
||||
3.0,
|
||||
6.0
|
||||
]
|
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},
|
||||
{
|
||||
"id": 8,
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||||
"type": "VLLMOmniDiffusionSampling",
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||||
"pos": [
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0,
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],
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"flags": {},
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"order": 8,
|
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"mode": 0,
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||||
"inputs": [],
|
||||
"outputs": [
|
||||
{
|
||||
"name": "diffusion sampling params",
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||||
"type": "SAMPLING_PARAMS",
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||||
"links": [
|
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11
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||||
]
|
||||
}
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||||
],
|
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"properties": {
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"Node name for S&R": "VLLMOmniDiffusionSampling"
|
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},
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|
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|
||||
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|
||||
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|
||||
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|
||||
42,
|
||||
"fixed"
|
||||
]
|
||||
},
|
||||
{
|
||||
"id": 9,
|
||||
"type": "VLLMOmniRemoteLoRA",
|
||||
"pos": [
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0,
|
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530
|
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],
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"size": [
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|
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210
|
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],
|
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"flags": {},
|
||||
"order": 9,
|
||||
"mode": 0,
|
||||
"inputs": [],
|
||||
"outputs": [
|
||||
{
|
||||
"name": "lora",
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||||
"type": "REMOTE_LORA",
|
||||
"links": [
|
||||
12
|
||||
]
|
||||
}
|
||||
],
|
||||
"properties": {
|
||||
"Node name for S&R": "VLLMOmniRemoteLoRA"
|
||||
},
|
||||
"widgets_values": [
|
||||
"models/minimax-h3-turbo/minimax_h3_fl2v_turbo_4step_v1.0_768p_bf16.safetensors",
|
||||
"h3-turbo-v1.0",
|
||||
1.0,
|
||||
0
|
||||
]
|
||||
},
|
||||
{
|
||||
"id": 10,
|
||||
"type": "SaveVideo",
|
||||
"pos": [
|
||||
1120,
|
||||
20
|
||||
],
|
||||
"size": [
|
||||
330,
|
||||
190
|
||||
],
|
||||
"flags": {},
|
||||
"order": 10,
|
||||
"mode": 0,
|
||||
"inputs": [
|
||||
{
|
||||
"name": "video",
|
||||
"type": "VIDEO",
|
||||
"link": 9
|
||||
},
|
||||
{
|
||||
"name": "filename_prefix",
|
||||
"type": "STRING",
|
||||
"widget": {
|
||||
"name": "filename_prefix"
|
||||
},
|
||||
"link": null
|
||||
},
|
||||
{
|
||||
"name": "format",
|
||||
"type": "COMBO",
|
||||
"widget": {
|
||||
"name": "format"
|
||||
},
|
||||
"link": null
|
||||
},
|
||||
{
|
||||
"name": "codec",
|
||||
"type": "COMFY_DYNAMICCOMBO_V3",
|
||||
"widget": {
|
||||
"name": "codec"
|
||||
},
|
||||
"link": null
|
||||
}
|
||||
],
|
||||
"outputs": [
|
||||
{
|
||||
"name": "video",
|
||||
"type": "VIDEO",
|
||||
"links": []
|
||||
}
|
||||
],
|
||||
"properties": {
|
||||
"Node name for S&R": "SaveVideo"
|
||||
},
|
||||
"widgets_values": [
|
||||
"WF07/generated",
|
||||
"mp4",
|
||||
"auto"
|
||||
],
|
||||
"title": "Save generated video before upscale"
|
||||
},
|
||||
{
|
||||
"id": 11,
|
||||
"type": "Note",
|
||||
"pos": [
|
||||
360,
|
||||
560
|
||||
],
|
||||
"size": [
|
||||
330,
|
||||
260
|
||||
],
|
||||
"flags": {},
|
||||
"order": 11,
|
||||
"mode": 0,
|
||||
"inputs": [],
|
||||
"outputs": [],
|
||||
"properties": {
|
||||
"Node name for S&R": "Note"
|
||||
},
|
||||
"widgets_values": [
|
||||
"WF-07: H3 + SeedVR2\n\nInstall ComfyUI-SeedVR2_VideoUpscaler. The DiT and VAE loaders use SeedVR2 3B FP16 and ema_vae_fp16.\n\nSet the H3 service URL/model and the server-side Turbo LoRA path.\n\n1536 is the target short edge for this 1344 x 768 preset (2x). Original audio and FPS connect directly to Create Video.\n\nFor base H3: disconnect LoRA, use 50 steps and video flow shift 12."
|
||||
]
|
||||
},
|
||||
{
|
||||
"id": 12,
|
||||
"type": "SeedVR2LoadVAEModel",
|
||||
"pos": [
|
||||
730,
|
||||
590
|
||||
],
|
||||
"size": [
|
||||
340,
|
||||
315
|
||||
],
|
||||
"flags": {},
|
||||
"order": 5,
|
||||
"mode": 0,
|
||||
"inputs": [
|
||||
{
|
||||
"localized_name": "torch_compile_args",
|
||||
"name": "torch_compile_args",
|
||||
"shape": 7,
|
||||
"type": "TORCH_COMPILE_ARGS",
|
||||
"link": null
|
||||
}
|
||||
],
|
||||
"outputs": [
|
||||
{
|
||||
"localized_name": "SEEDVR2_VAE",
|
||||
"name": "SEEDVR2_VAE",
|
||||
"type": "SEEDVR2_VAE",
|
||||
"links": [
|
||||
13
|
||||
]
|
||||
}
|
||||
],
|
||||
"properties": {
|
||||
"Node name for S&R": "SeedVR2LoadVAEModel"
|
||||
},
|
||||
"widgets_values": [
|
||||
"ema_vae_fp16.safetensors",
|
||||
"cuda:0",
|
||||
true,
|
||||
1024,
|
||||
128,
|
||||
true,
|
||||
768,
|
||||
128,
|
||||
"false",
|
||||
"cpu",
|
||||
false
|
||||
]
|
||||
}
|
||||
],
|
||||
"links": [
|
||||
[
|
||||
1,
|
||||
1,
|
||||
0,
|
||||
2,
|
||||
0,
|
||||
"VIDEO"
|
||||
],
|
||||
[
|
||||
2,
|
||||
2,
|
||||
0,
|
||||
4,
|
||||
0,
|
||||
"IMAGE"
|
||||
],
|
||||
[
|
||||
3,
|
||||
3,
|
||||
0,
|
||||
4,
|
||||
1,
|
||||
"SEEDVR2_DIT"
|
||||
],
|
||||
[
|
||||
4,
|
||||
4,
|
||||
0,
|
||||
5,
|
||||
0,
|
||||
"IMAGE"
|
||||
],
|
||||
[
|
||||
5,
|
||||
2,
|
||||
2,
|
||||
5,
|
||||
1,
|
||||
"FLOAT"
|
||||
],
|
||||
[
|
||||
6,
|
||||
2,
|
||||
1,
|
||||
5,
|
||||
2,
|
||||
"AUDIO"
|
||||
],
|
||||
[
|
||||
7,
|
||||
2,
|
||||
3,
|
||||
5,
|
||||
3,
|
||||
"INT"
|
||||
],
|
||||
[
|
||||
8,
|
||||
5,
|
||||
0,
|
||||
6,
|
||||
0,
|
||||
"VIDEO"
|
||||
],
|
||||
[
|
||||
9,
|
||||
1,
|
||||
0,
|
||||
10,
|
||||
0,
|
||||
"VIDEO"
|
||||
],
|
||||
[
|
||||
10,
|
||||
7,
|
||||
0,
|
||||
1,
|
||||
4,
|
||||
"VIDEO_PARAMS"
|
||||
],
|
||||
[
|
||||
11,
|
||||
8,
|
||||
0,
|
||||
1,
|
||||
2,
|
||||
"SAMPLING_PARAMS"
|
||||
],
|
||||
[
|
||||
12,
|
||||
9,
|
||||
0,
|
||||
1,
|
||||
3,
|
||||
"REMOTE_LORA"
|
||||
],
|
||||
[
|
||||
13,
|
||||
12,
|
||||
0,
|
||||
4,
|
||||
2,
|
||||
"SEEDVR2_VAE"
|
||||
]
|
||||
],
|
||||
"groups": [],
|
||||
"config": {},
|
||||
"extra": {
|
||||
"ds": {
|
||||
"scale": 0.52,
|
||||
"offset": [
|
||||
100,
|
||||
100
|
||||
]
|
||||
}
|
||||
}
|
||||
}
|
||||
Reference in new issue
Block a user