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runpod/comfyui/workflows/image-to-video/i2v_wan22-14b-animate.json
Sebastian Krüger 6efb55c59f
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feat: add complete HunyuanVideo and Wan2.2 video generation integration 
Integrated 35+ video generation models and 13 production workflows from ComfyUI docs tutorials for state-of-the-art text-to-video and image-to-video generation.

Models Added (models_huggingface.yaml):
- HunyuanVideo (5 models): Original T2V/I2V (720p), v1.5 (720p/1080p) with Qwen 2.5 VL
- Wan2.2 diffusion models (18 models):
  - 5B TI2V hybrid (8GB VRAM, efficient)
  - 14B variants: T2V, I2V (high/low noise), Animate, S2V (FP8/BF16), Fun Camera/Control (high/low noise)
- Support models (12): VAEs, UMT5-XXL, CLIP Vision H, Wav2Vec2, LLaVA encoders
- LoRA accelerators (4): Lightx2v 4-step distillation for 5x speedup

Workflows Added (comfyui/workflows/image-to-video/):
- HunyuanVideo (5 workflows): T2V original, I2V v1/v2 (webp embedded), v1.5 T2V/I2V (JSON)
- Wan2.2 (8 workflows): 5B TI2V, 14B T2V/I2V/FLF2V/Animate/S2V/Fun Camera/Fun Control
- Asset files (10): Reference images, videos, audio for workflow testing

Custom Nodes Added (arty.yml):
- ComfyUI-KJNodes: Kijai optimizations for HunyuanVideo/Wan2.2 (FP8 scaling, video helpers)
- comfyui_controlnet_aux: ControlNet preprocessors (Canny, Depth, OpenPose, MLSD) for Fun Control
- ComfyUI-GGUF: GGUF quantization support for memory optimization

VRAM Requirements:
- HunyuanVideo original: 24GB (720p T2V/I2V, 129 frames, 5s generation)
- HunyuanVideo 1.5: 30-60GB (720p/1080p, improved quality with Qwen 2.5 VL)
- Wan2.2 5B: 8GB (efficient dual-expert architecture with native offloading)
- Wan2.2 14B: 24GB (high-quality video generation, all modes)

Note: Wan2.2 Fun Inpaint workflow not available in official templates repository (404).

Tutorial Sources:
- https://docs.comfy.org/tutorials/video/hunyuan/hunyuan-video
- https://docs.comfy.org/tutorials/video/hunyuan/hunyuan-video-1-5
- https://docs.comfy.org/tutorials/video/wan/wan2_2
- https://docs.comfy.org/tutorials/video/wan/wan2-2-animate
- https://docs.comfy.org/tutorials/video/wan/wan2-2-s2v
- https://docs.comfy.org/tutorials/video/wan/wan2-2-fun-camera
- https://docs.comfy.org/tutorials/video/wan/wan2-2-fun-control

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
2025-11-25 10:43:39 +01:00

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"last_link_id": 714,
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"link": 446
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423,
456,
457,
662
]
}
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"link": 297
}
],
"outputs": [
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"name": "images",
"type": "IMAGE",
"links": [
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"title": "CLIP Text Encode (Positive Prompt)",
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"widgets_values": [
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{
"name": "CONDITIONING",
"type": "CONDITIONING",
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"links": [
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529,
701
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}
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"title": "CLIP Text Encode (Negative Prompt)",
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"cnr_id": "comfy-core",
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},
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"色调艳丽，过曝，静态，细节模糊不清，字幕，风格，作品，画作，画面，静止，整体发灰，最差质量，低质量，JPEG压缩残留，丑陋的，残缺的，多余的手指，画得不好的手部，画得不好的脸部，畸形的，毁容的，形态畸形的肢体，手指融合，静止不动的画面，杂乱的背景，三条腿，背景人很多，倒着走"
],
"color": "#322",
"bgcolor": "#533"
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{
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"type": "CLIPVisionEncode",
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"flags": {
"collapsed": false
},
"order": 19,
"mode": 0,
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"link": 4
},
{
"name": "image",
"type": "IMAGE",
"link": 344
}
],
"outputs": [
{
"name": "CLIP_VISION_OUTPUT",
"type": "CLIP_VISION_OUTPUT",
"slot_index": 0,
"links": [
482,
530,
702
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}
],
"properties": {
"Node name for S&R": "CLIPVisionEncode",
"cnr_id": "comfy-core",
"ver": "0.3.59"
},
"widgets_values": [
"none"
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},
{
"id": 10,
"type": "LoadImage",
"pos": [
-2150,
380
],
"size": [
340,
440
],
"flags": {},
"order": 4,
"mode": 0,
"inputs": [],
"outputs": [
{
"name": "IMAGE",
"type": "IMAGE",
"slot_index": 0,
"links": [
344,
483,
531,
703
]
},
{
"name": "MASK",
"type": "MASK",
"slot_index": 1,
"links": null
}
],
"properties": {
"Node name for S&R": "LoadImage",
"cnr_id": "comfy-core",
"ver": "0.3.59"
},
"widgets_values": [
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"image"
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"flags": {},
"order": 5,
"mode": 0,
"inputs": [],
"outputs": [],
"title": "Note: About Points Editor",
"properties": {},
"widgets_values": [
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],
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{
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{
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"link": 457
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{
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"shape": 7
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{
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"link": null,
"shape": 7
},
{
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"link": null,
"shape": 7
},
{
"name": "mask",
"type": "MASK",
"link": null,
"shape": 7
}
],
"outputs": [
{
"name": "mask",
"type": "MASK",
"links": [
661
]
}
],
"properties": {
"Node name for S&R": "Sam2Segmentation",
"cnr_id": "ComfyUI-segment-anything-2",
"ver": "c59676b008a76237002926f684d0ca3a9b29ac54"
},
"widgets_values": [
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},
{
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"type": "GrowMask",
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270,
82
],
"flags": {
"collapsed": false
},
"order": 29,
"mode": 0,
"inputs": [
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"link": 661
}
],
"outputs": [
{
"name": "MASK",
"type": "MASK",
"links": [
660
]
}
],
"properties": {
"Node name for S&R": "GrowMask",
"cnr_id": "comfy-core",
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{
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"type": "DrawMaskOnImage",
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270,
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],
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"mode": 0,
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{
"name": "image",
"type": "IMAGE",
"link": 662
},
{
"name": "mask",
"type": "MASK",
"link": 659
}
],
"outputs": [
{
"name": "images",
"type": "IMAGE",
"links": [
675,
676,
677,
706
]
}
],
"properties": {
"Node name for S&R": "DrawMaskOnImage",
"cnr_id": "comfyui-kjnodes",
"ver": "623b5913dc7f240fd8b26422e99f8849a21c5473"
},
"widgets_values": [
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},
{
"id": 276,
"type": "BlockifyMask",
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"size": [
270,
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],
"flags": {},
"order": 34,
"mode": 0,
"inputs": [
{
"name": "masks",
"type": "MASK",
"link": 660
}
],
"outputs": [
{
"name": "mask",
"type": "MASK",
"links": [
659,
691,
692,
693,
707
]
}
],
"properties": {
"Node name for S&R": "BlockifyMask",
"cnr_id": "comfyui-kjnodes",
"ver": "00da1910634fbf314d407608efb281ae6f7f1ba2"
},
"widgets_values": [
32
]
},
{
"id": 278,
"type": "063b0ee8-c72b-442b-8029-dd3d5f4b6650",
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610,
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],
"flags": {},
"order": 37,
"mode": 4,
"inputs": [
{
"name": "model",
"type": "MODEL",
"link": 696
},
{
"name": "vae",
"type": "VAE",
"link": 697
},
{
"name": "audio",
"type": "AUDIO",
"link": 698
},
{
"label": "last_batch_images",
"name": "image1",
"type": "IMAGE",
"link": 710
},
{
"name": "positive",
"type": "CONDITIONING",
"link": 700
},
{
"name": "negative",
"type": "CONDITIONING",
"link": 701
},
{
"name": "clip_vision_output",
"type": "CLIP_VISION_OUTPUT",
"link": 702
},
{
"name": "reference_image",
"type": "IMAGE",
"link": 703
},
{
"name": "face_video",
"type": "IMAGE",
"link": 704
},
{
"name": "pose_video",
"type": "IMAGE",
"link": 705
},
{
"name": "background_video",
"type": "IMAGE",
"link": 706
},
{
"name": "character_mask",
"type": "MASK",
"link": 707
},
{
"name": "width",
"type": "INT",
"widget": {
"name": "width"
},
"link": 708
},
{
"name": "video_frame_offset",
"type": "INT",
"widget": {
"name": "video_frame_offset"
},
"link": 711
}
],
"outputs": [
{
"label": "batch image output",
"name": "IMAGE",
"type": "IMAGE",
"links": []
},
{
"name": "video_frame_offset",
"type": "INT",
"links": []
},
{
"name": "VIDEO",
"type": "VIDEO",
"links": [
695
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}
],
"properties": {
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[
"-1",
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[
"-1",
"steps"
],
[
"-1",
"cfg"
],
[
"-1",
"sampler_name"
],
[
"-1",
"scheduler"
],
[
"-1",
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],
"cnr_id": "comfy-core",
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{
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{
"name": "positive",
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{
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{
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"outputs": [
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},
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{
"id": 277,
"type": "SaveVideo",
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"size": [
420,
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"flags": {},
"order": 39,
"mode": 4,
"inputs": [
{
"name": "video",
"type": "VIDEO",
"link": 695
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],
"outputs": [],
"properties": {
"Node name for S&R": "SaveVideo",
"cnr_id": "comfy-core",
"ver": "0.3.60"
},
"widgets_values": [
"video/ComfyUI",
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},
{
"id": 238,
"type": "MarkdownNote",
"pos": [
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"size": [
420,
120
],
"flags": {},
"order": 6,
"mode": 0,
"inputs": [],
"outputs": [],
"title": "Note: Extend video length",
"properties": {},
"widgets_values": [
"Copy this group then link the \"Batch images\" and the \"video_frame_offset\" to the next extend subgraph"
],
"color": "#432",
"bgcolor": "#653"
},
{
"id": 243,
"type": "SaveVideo",
"pos": [
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330
],
"size": [
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],
"flags": {},
"order": 38,
"mode": 0,
"inputs": [
{
"name": "video",
"type": "VIDEO",
"link": 540
}
],
"outputs": [],
"properties": {
"Node name for S&R": "SaveVideo",
"cnr_id": "comfy-core",
"ver": "0.3.60"
},
"widgets_values": [
"video/ComfyUI",
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"auto"
]
},
{
"id": 232,
"type": "90db3fa1-b7fd-4c97-90a4-3e9533589dce",
"pos": [
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"size": [
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{
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},
{
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{
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"properties": {
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},
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590,
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"flags": {},
"order": 7,
"mode": 0,
"inputs": [],
"outputs": [],
"title": "Note: Make sure these custom nodes are installed.",
"properties": {},
"widgets_values": [
"In this template, we have used three custom nodes. For users who don't know how to install a custom node, please refer to [How to install custom node](https://docs.comfy.org/installation/install_custom_node).\n\n## Custom nodes\n\n- [comfyui_controlnet_aux](https://github.com/Fannovel16/comfyui_controlnet_aux)\n- [ComfyUI-KJNodes](https://github.com/kijai/ComfyUI-KJNodes/)\n- [ComfyUI-segment-anything-2](https://github.com/kijai/ComfyUI-segment-anything-2)\n"
],
"color": "#432",
"bgcolor": "#653"
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"type": "MarkdownNote",
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"size": [
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"flags": {},
"order": 8,
"mode": 0,
"inputs": [],
"outputs": [],
"title": "Note: Model links",
"properties": {},
"widgets_values": [
"[Tutorial](https://docs.comfy.org/tutorials/video/wan/wan2-2-animate\n) \n\n## Model links\n\n**diffusion_models** \n- [Wan2_2-Animate-14B_fp8_e4m3fn_scaled_KJ.safetensors](https://huggingface.co/Kijai/WanVideo_comfy_fp8_scaled/resolve/main/Wan22Animate/Wan2_2-Animate-14B_fp8_e4m3fn_scaled_KJ.safetensors)\n- [wan2.2_animate_14B_bf16.safetensors](https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/diffusion_models/wan2.2_animate_14B_bf16.safetensors)\n\n**loras**\n- [lightx2v_I2V_14B_480p_cfg_step_distill_rank64_bf16.safetensors](https://huggingface.co/Kijai/WanVideo_comfy/resolve/main/Lightx2v/lightx2v_I2V_14B_480p_cfg_step_distill_rank64_bf16.safetensors)\n- [WanAnimate_relight_lora_fp16.safetensors](https://huggingface.co/Kijai/WanVideo_comfy/resolve/main/LoRAs/Wan22_relight/WanAnimate_relight_lora_fp16.safetensors)\n\n**clip_visions**\n- [clip_vision_h.safetensors](https://huggingface.co/Comfy-Org/Wan_2.1_ComfyUI_repackaged/resolve/main/split_files/clip_vision/clip_vision_h.safetensors)\n\n**vae**\n- [wan_2.1_vae.safetensors](https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/resolve/main/split_files/vae/wan_2.1_vae.safetensors)\n\n**text_encoders** \n- [umt5_xxl_fp8_e4m3fn_scaled.safetensors](https://huggingface.co/Comfy-Org/Wan_2.1_ComfyUI_repackaged/resolve/main/split_files/text_encoders/umt5_xxl_fp8_e4m3fn_scaled.safetensors)\n\n\n```\nComfyUI/\n├───📂 models/\n│ ├───📂 diffusion_models/\n│ │ ├─── Wan2_2-Animate-14B_fp8_e4m3fn_scaled_KJ.safetensors\n│ │ └─── wan2.2_animate_14B_bf16.safetensors\n│ ├───📂 loras/\n│ │ ├─── lightx2v_I2V_14B_480p_cfg_step_distill_rank64_bf16.safetensors\n│ │ └─── WanAnimate_relight_lora_fp16.safetensors\n│ ├───📂 text_encoders/\n│ │ └─── umt5_xxl_fp8_e4m3fn_scaled.safetensors \n│ ├───📂 clip_visions/ \n│ │ └─── clip_vision_h.safetensors\n│ └───📂 vae/\n│ └── wan_2.1_vae.safetensors\n```\n# Report issue\n\nIf you have any problems while using this workflow, please report template-related issues via this link: [report the template issue here](https://github.com/Comfy-Org/workflow_templates/issues)."
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}
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"properties": {
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},
{
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"size": [
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"flags": {},
"order": 12,
"mode": 0,
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"type": "MODEL",
"slot_index": 0,
"links": [
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}
],
"properties": {
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"models": [
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},
"widgets_values": [
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},
{
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"size": [
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"flags": {},
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"inputs": [],
"outputs": [
{
"name": "INT",
"type": "INT",
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}
],
"title": "Height",
"properties": {
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"cnr_id": "comfy-core",
"ver": "0.3.59"
},
"widgets_values": [
640,
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},
{
"id": 159,
"type": "PrimitiveInt",
"pos": [
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"size": [
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"flags": {},
"order": 14,
"mode": 0,
"inputs": [],
"outputs": [
{
"name": "INT",
"type": "INT",
"links": [
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448,
488,
536,
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}
],
"title": "Width",
"properties": {
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"cnr_id": "comfy-core",
"ver": "0.3.59"
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"widgets_values": [
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{
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"flags": {},
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"inputs": [],
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"title": "Note: about size",
"properties": {},
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