Duplicate from joyfox/Wan2.1-Fight-LoRA

Co-authored-by: YESHEN <starsfriday@users.noreply.huggingface.co>

.gitattributes

@@ -0,0 +1,42 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+result/teaser_00001.gif filter=lfs diff=lfs merge=lfs -text
+result/teaser_00002.gif filter=lfs diff=lfs merge=lfs -text
+result/teaser_00003.gif filter=lfs diff=lfs merge=lfs -text
+result/people_fight1.mp4 filter=lfs diff=lfs merge=lfs -text
+result/people_fight2.mp4 filter=lfs diff=lfs merge=lfs -text
+result/people_fight3.mp4 filter=lfs diff=lfs merge=lfs -text
+result/test.jpg filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,142 @@
+---
+license: apache-2.0
+language:
+- en
+base_model:
+- Wan-AI/Wan2.1-I2V-14B-720P
+- Wan-AI/Wan2.1-I2V-14B-720P-Diffusers
+pipeline_tag: image-to-video
+tags:
+- text-to-image
+- lora
+- diffusers
+- template:diffusion-lora
+widget:
+- text: >-
+    dajia,这是一个两个人对打得视频，镜头拉远，保持人物不变，这两个人开始对打，两个人不断旋转，拳打脚踢，姿势像是传统武术，
+    十分专业，两个人相互比试，打的有来有回，突然左边的人腾空跳起，保持飞在空中用腿不停踢另一个人上半身，
+    男人被踢得一边用手阻挡女人的飞踢一边后退，镜头跟随,保持背景和人物的服装不改变.
+  output:
+    url: result/people_fight1.mp4
+- text: >-
+    dajia,这是一对情侣对打得视频，镜头拉远，保持人物不变，这两个人开始对打，两个人不断旋转，拳打脚踢，姿势像是传统武术，
+    十分专业，两个人相互比试，打的有来有回，突然左边的人腾空跳起，保持飞在空中用腿不停踢另一个人上半身，
+    男人被踢得一边用手阻挡女人的飞踢一边后退，镜头跟随,保持背景和人物的服装不改变。
+  output:
+    url: result/people_fight2.mp4
+- text: >-
+    dajia,这是一对闺蜜对打得视频，镜头拉远，保持人物不变，这两个人开始对打，两个人不断旋转，拳打脚踢，姿势像是传统武术，
+    十分专业，两个人相互比试，打的有来有回，突然右边的人腾空跳起，保持飞在空中用腿不停踢另一个人上半身，
+    右边的女人被踢得一边用手阻挡女人的飞踢一边后退，镜头跟随,保持背景和人物的服装不改变。
+  output:
+    url: result/people_fight3.mp4
+
+---
+<div style="background-color: #f8f9fa; padding: 20px; border-radius: 10px; margin-bottom: 20px;">
+  <h1 style="color: #24292e; margin-top: 0;">valiantcat LoRA for Wan2.1 14B I2V 720p</h1>
+  
+  <div style="background-color: white; padding: 15px; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 4px rgba(0,0,0,0.1);">
+    <h2 style="color: #24292e; margin-top: 0;">Overview</h2>
+    <p>This LoRA is trained on the Wan2.1 14B I2V 720p model.</p>
+  </div>
+
+  <div style="background-color: white; padding: 15px; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 4px rgba(0,0,0,0.1);">
+    <h2 style="color: #24292e; margin-top: 0;">Features</h2>
+    <ul style="margin-bottom: 0;">
+      <li>Transform any image into a video of two people began to fight</li>
+      <li>Trained on the Wan2.1 14B 720p I2V base model</li>
+      <li>Consistent results across different object types</li>
+      <li>Simple prompt structure that's easy to adapt</li>
+    </ul>
+  </div>
+
+  <div style="background-color: white; padding: 15px; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 4px rgba(0,0,0,0.1);">
+  <h2 style="color: #24292e; margin-top: 0;">Community</h2>
+  <ul style="margin-bottom: 0;">
+    <li>
+      <b>Company:</b> 
+      <a href="https://www.vvicat.com/" style="color: #0366d6; text-decoration: none;">
+        Join us to generate interesting video models together
+      </a> to generate videos with this LoRA for free
+    </li>
+  </ul>
+</div>
+
+<Gallery />
+
+# Model File and Inference Workflow
+
+## 📥 Download Links:
+
+- [wan2.1-fight.safetensors](./wan2.1-fight.safetensors) - LoRA Model File
+- [wan_img2video_lora_workflow.json](./result/wanvideo_720p_I2V.json) - Wan I2V with LoRA Workflow for ComfyUI
+
+## Using with Diffusers
+```py
+pip install git+https://github.com/huggingface/diffusers.git
+```
+
+```py
+import torch
+from diffusers.utils import export_to_video, load_image
+from diffusers import AutoencoderKLWan, WanImageToVideoPipeline
+from transformers import CLIPVisionModel
+import numpy as np
+
+model_id = "Wan-AI/Wan2.1-I2V-14B-720P-Diffusers"
+image_encoder = CLIPVisionModel.from_pretrained(model_id, subfolder="image_encoder", torch_dtype=torch.float32)
+vae = AutoencoderKLWan.from_pretrained(model_id, subfolder="vae", torch_dtype=torch.float32)
+pipe = WanImageToVideoPipeline.from_pretrained(model_id, vae=vae, image_encoder=image_encoder, torch_dtype=torch.bfloat16)
+pipe.to("cuda")
+
+pipe.load_lora_weights("valiantcat/Wan2.1-Fight-LoRA")
+
+pipe.enable_model_cpu_offload() #for low-vram environments
+
+prompt = "dajia,这是一个两个人对打得视频，镜头拉远，保持人物不变，这两个人开始对打，两个人不断旋转，拳打脚踢，姿势像是传统武术， 十分专业，两个人相互比试，打的有来有回，突然左边的人腾空跳起，保持飞在空中用腿不停踢另一个人上半身， 男人被踢得一边用手阻挡女人的飞踢一边后退，镜头跟随,保持背景和人物的服装不改变."
+
+image = load_image("https://huggingface.co/valiantcat/Wan2.1-Fight-LoRA/blob/main/result/test.jpg")
+
+max_area = 512 * 768
+aspect_ratio = image.height / image.width
+mod_value = pipe.vae_scale_factor_spatial * pipe.transformer.config.patch_size[1]
+height = round(np.sqrt(max_area * aspect_ratio)) // mod_value * mod_value
+width = round(np.sqrt(max_area / aspect_ratio)) // mod_value * mod_value
+image = image.resize((width, height))
+
+output = pipe(
+    image=image,
+    prompt=prompt,
+    height=height,
+    width=width,
+    num_frames=81,
+    guidance_scale=5.0,
+    num_inference_steps=25
+).frames[0]
+export_to_video(output, "output.mp4", fps=16)
+```
+
+---
+<div style="background-color: #f8f9fa; padding: 20px; border-radius: 10px; margin-bottom: 20px;">
+  <div style="background-color: white; padding: 15px; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 4px rgba(0,0,0,0.1);">
+    <h2 style="color: #24292e; margin-top: 0;">Recommended Settings</h2>
+    <ul style="margin-bottom: 0;">
+      <li><b>LoRA Strength:</b> 1.0</li>
+      <li><b>Embedded Guidance Scale:</b> 6.0</li>
+      <li><b>Flow Shift:</b> 5.0</li>
+    </ul>
+  </div>
+
+  <div style="background-color: white; padding: 15px; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 4px rgba(0,0,0,0.1);">
+    <h2 style="color: #24292e; margin-top: 0;">Trigger Words</h2>
+    <p>The key trigger phrase is: <code style="background-color: #f0f0f0; padding: 3px 6px; border-radius: 4px;">dajia</code></p>
+  </div>
+
+  <div style="background-color: white; padding: 15px; border-radius: 8px; margin: 15px 0; box-shadow: 0 2px 4px rgba(0,0,0,0.1);">
+    <h2 style="color: #24292e; margin-top: 0;">Prompt Template</h2>
+    <p>For best results, use this prompt structure:</p>
+    <div style="background-color: #f0f0f0; padding: 12px; border-radius: 6px; margin: 10px 0;">
+      <i>dajia,这是[object]对打得视频，镜头拉远，保持人物不变，这两个人开始对打，两个人不断旋转，拳打脚踢，姿势像是传统武术，十分专业，两个人相互比试，打的有来有回，突然左边的人腾空跳起，保持飞在空中用腿不停踢另一个人上半身，男人被踢得一边用手阻挡女人的飞踢一边后退，镜头跟随,保持背景和人物的服装不改变。</i>
+    </div>
+    <p>Simply replace <code style="background-color: #f0f0f0; padding: 3px 6px; border-radius: 4px;">[object]</code> with whatever you want to let these two people fight!</p>
+  </div>

adapter_config.json

@@ -0,0 +1,40 @@
+{
+  "alpha_pattern": {},
+  "auto_mapping": null,
+  "base_model_name_or_path": null,
+  "bias": "none",
+  "corda_config": null,
+  "eva_config": null,
+  "exclude_modules": null,
+  "fan_in_fan_out": false,
+  "inference_mode": false,
+  "init_lora_weights": true,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_bias": false,
+  "lora_dropout": 0.0,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "peft_type": "LORA",
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "ffn.0",
+    "k",
+    "v",
+    "o",
+    "ffn.2",
+    "k_img",
+    "q",
+    "v_img"
+  ],
+  "task_type": null,
+  "trainable_token_indices": null,
+  "use_dora": false,
+  "use_rslora": false
+}

result/people_fight1.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:45b8e36eba873decf3fbffd636835b0743f18f8d5e060265cc62375d9db6997b
+size 3287773

result/people_fight2.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d60d86b71623e2fc1829722b972adf632c5570839e11b37080979a977ff44eac
+size 4047154

result/people_fight3.mp4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:03bff6716a9dd2b9fb7ee0a7da5c188d02d6c999e35892f49c9e574aa468b667
+size 4076355

result/wanvideo_720p_I2V.json

@@ -0,0 +1,1653 @@
+{
+  "id": "206247b6-9fec-4ed2-8927-e4f388c674d4",
+  "revision": 0,
+  "last_node_id": 67,
+  "last_link_id": 83,
+  "nodes": [
+    {
+      "id": 46,
+      "type": "WanVideoTextEmbedBridge",
+      "pos": [
+        1204.152587890625,
+        707.1484985351562
+      ],
+      "size": [
+        315,
+        46
+      ],
+      "flags": {},
+      "order": 22,
+      "mode": 2,
+      "inputs": [
+        {
+          "label": "positive",
+          "name": "positive",
+          "type": "CONDITIONING",
+          "link": 54
+        },
+        {
+          "label": "negative",
+          "name": "negative",
+          "shape": 7,
+          "type": "CONDITIONING",
+          "link": 55
+        }
+      ],
+      "outputs": [
+        {
+          "label": "text_embeds",
+          "name": "text_embeds",
+          "type": "WANVIDEOTEXTEMBEDS",
+          "links": null
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
+        "Node name for S&R": "WanVideoTextEmbedBridge"
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 50,
+      "type": "CLIPTextEncode",
+      "pos": [
+        754.153076171875,
+        967.1485595703125
+      ],
+      "size": [
+        400,
+        200
+      ],
+      "flags": {},
+      "order": 19,
+      "mode": 2,
+      "inputs": [
+        {
+          "label": "CLIP",
+          "name": "clip",
+          "type": "CLIP",
+          "link": 53
+        }
+      ],
+      "outputs": [
+        {
+          "label": "条件",
+          "name": "CONDITIONING",
+          "type": "CONDITIONING",
+          "slot_index": 0,
+          "links": [
+            55
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.26",
+        "Node name for S&R": "CLIPTextEncode"
+      },
+      "widgets_values": [
+        "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",
+        [
+          false,
+          true
+        ]
+      ]
+    },
+    {
+      "id": 48,
+      "type": "CLIPLoader",
+      "pos": [
+        394.15313720703125,
+        717.1484985351562
+      ],
+      "size": [
+        315,
+        106
+      ],
+      "flags": {},
+      "order": 0,
+      "mode": 2,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "CLIP",
+          "name": "CLIP",
+          "type": "CLIP",
+          "slot_index": 0,
+          "links": [
+            52,
+            53
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.26",
+        "Node name for S&R": "CLIPLoader"
+      },
+      "widgets_values": [
+        "umt5_xxl_fp16.safetensors",
+        "wan",
+        "default"
+      ]
+    },
+    {
+      "id": 49,
+      "type": "CLIPTextEncode",
+      "pos": [
+        754.153076171875,
+        717.1484985351562
+      ],
+      "size": [
+        400,
+        200
+      ],
+      "flags": {},
+      "order": 18,
+      "mode": 2,
+      "inputs": [
+        {
+          "label": "CLIP",
+          "name": "clip",
+          "type": "CLIP",
+          "link": 52
+        }
+      ],
+      "outputs": [
+        {
+          "label": "条件",
+          "name": "CONDITIONING",
+          "type": "CONDITIONING",
+          "slot_index": 0,
+          "links": [
+            54
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.26",
+        "Node name for S&R": "CLIPTextEncode"
+      },
+      "widgets_values": [
+        "high quality nature video featuring a red panda balancing on a bamboo stem while a bird lands on it's head, on the background there is a waterfall",
+        [
+          false,
+          true
+        ]
+      ]
+    },
+    {
+      "id": 42,
+      "type": "Note",
+      "pos": [
+        -580,
+        -760
+      ],
+      "size": [
+        314.96246337890625,
+        152.77333068847656
+      ],
+      "flags": {},
+      "order": 1,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [],
+      "properties": {},
+      "widgets_values": [
+        "Adjust the blocks to swap based on your VRAM, this is a tradeoff between speed and memory usage.\n\nAlternatively there's option to use VRAM management introduced in DiffSynt-Studios. This is usually slower, but saves even more VRAM compared to BlockSwap"
+      ],
+      "color": "#432",
+      "bgcolor": "#653"
+    },
+    {
+      "id": 45,
+      "type": "WanVideoVRAMManagement",
+      "pos": [
+        -210,
+        -580
+      ],
+      "size": [
+        315,
+        58
+      ],
+      "flags": {},
+      "order": 2,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "vram_management_args",
+          "name": "vram_management_args",
+          "type": "VRAM_MANAGEMENTARGS",
+          "links": []
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
+        "Node name for S&R": "WanVideoVRAMManagement"
+      },
+      "widgets_values": [
+        1
+      ],
+      "color": "#223",
+      "bgcolor": "#335"
+    },
+    {
+      "id": 36,
+      "type": "Note",
+      "pos": [
+        160,
+        -1010
+      ],
+      "size": [
+        374.3061828613281,
+        171.9547576904297
+      ],
+      "flags": {},
+      "order": 3,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [],
+      "properties": {},
+      "widgets_values": [
+        "fp8_fast seems to cause huge quality degradation\n\nfp_16_fast enables \"Full FP16 Accmumulation in FP16 GEMMs\" feature available in the very latest pytorch nightly, this is around 20% speed boost. \n\nSageattn if you have it installed can be used for almost double inference speed"
+      ],
+      "color": "#432",
+      "bgcolor": "#653"
+    },
+    {
+      "id": 33,
+      "type": "Note",
+      "pos": [
+        170,
+        -1150
+      ],
+      "size": [
+        359.0753479003906,
+        88
+      ],
+      "flags": {},
+      "order": 4,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [],
+      "properties": {},
+      "widgets_values": [
+        "Models:\nhttps://huggingface.co/Kijai/WanVideo_comfy/tree/main"
+      ],
+      "color": "#432",
+      "bgcolor": "#653"
+    },
+    {
+      "id": 51,
+      "type": "Note",
+      "pos": [
+        424.153076171875,
+        547.1480712890625
+      ],
+      "size": [
+        253.16725158691406,
+        88
+      ],
+      "flags": {},
+      "order": 5,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [],
+      "properties": {},
+      "widgets_values": [
+        "You can also use native ComfyUI text encoding with these nodes instead of the original, the models are node specific and can't otherwise be mixed."
+      ],
+      "color": "#432",
+      "bgcolor": "#653"
+    },
+    {
+      "id": 62,
+      "type": "Note",
+      "pos": [
+        315.68389892578125,
+        215.8892364501953
+      ],
+      "size": [
+        268.73455810546875,
+        90.03050994873047
+      ],
+      "flags": {},
+      "order": 6,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [],
+      "properties": {},
+      "widgets_values": [
+        "The original code had automatic resolution adjustment based on input image total pixels  and aspect ratio. If you want to set it manually, disable the adjust_resolution"
+      ],
+      "color": "#432",
+      "bgcolor": "#653"
+    },
+    {
+      "id": 11,
+      "type": "LoadWanVideoT5TextEncoder",
+      "pos": [
+        161.7229461669922,
+        -501.2225036621094
+      ],
+      "size": [
+        377.1661376953125,
+        130
+      ],
+      "flags": {},
+      "order": 7,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "wan_t5_model",
+          "name": "wan_t5_model",
+          "type": "WANTEXTENCODER",
+          "slot_index": 0,
+          "links": [
+            15
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
+        "Node name for S&R": "LoadWanVideoT5TextEncoder"
+      },
+      "widgets_values": [
+        "umt5-xxl-enc-bf16.safetensors",
+        "bf16",
+        "offload_device",
+        "disabled"
+      ],
+      "color": "#332922",
+      "bgcolor": "#593930"
+    },
+    {
+      "id": 52,
+      "type": "WanVideoTeaCache",
+      "pos": [
+        1307.6705322265625,
+        -787.4303588867188
+      ],
+      "size": [
+        315,
+        178
+      ],
+      "flags": {},
+      "order": 8,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "cache_args",
+          "name": "cache_args",
+          "type": "CACHEARGS",
+          "links": [
+            56
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
+        "Node name for S&R": "WanVideoTeaCache"
+      },
+      "widgets_values": [
+        0.25,
+        1,
+        -1,
+        "offload_device",
+        "true",
+        "e"
+      ]
+    },
+    {
+      "id": 54,
+      "type": "Note",
+      "pos": [
+        961.6879272460938,
+        -580.803466796875
+      ],
+      "size": [
+        327.61932373046875,
+        88
+      ],
+      "flags": {},
+      "order": 9,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [],
+      "properties": {},
+      "widgets_values": [
+        "Enhance-a-video can increase the fidelity of the results, too high values lead to noisy results."
+      ],
+      "color": "#432",
+      "bgcolor": "#653"
+    },
+    {
+      "id": 53,
+      "type": "Note",
+      "pos": [
+        960.3718872070312,
+        -810.77099609375
+      ],
+      "size": [
+        324.64129638671875,
+        159.47401428222656
+      ],
+      "flags": {},
+      "order": 10,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [],
+      "properties": {},
+      "widgets_values": [
+        "TeaCache could be considered to be sort of an automated step skipper \n\nThe relative l1 threshold -value determines how aggressive this is, higher values are faster but quality suffers more. Very first steps should NEVER be skipped with this model or it kills the motion. When using the pre-calculated coefficients, the treshold value should be much higher than with the default coefficients."
+      ],
+      "color": "#432",
+      "bgcolor": "#653"
+    },
+    {
+      "id": 44,
+      "type": "Note",
+      "pos": [
+        -620.9041137695312,
+        -1049.732421875
+      ],
+      "size": [
+        303.0501403808594,
+        88
+      ],
+      "flags": {},
+      "order": 11,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [],
+      "properties": {},
+      "widgets_values": [
+        "If you have Triton installed, connect this for ~30% speed increase"
+      ],
+      "color": "#432",
+      "bgcolor": "#653"
+    },
+    {
+      "id": 39,
+      "type": "WanVideoBlockSwap",
+      "pos": [
+        -210,
+        -760
+      ],
+      "size": [
+        315,
+        154
+      ],
+      "flags": {},
+      "order": 12,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "block_swap_args",
+          "name": "block_swap_args",
+          "type": "BLOCKSWAPARGS",
+          "slot_index": 0,
+          "links": [
+            50
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
+        "Node name for S&R": "WanVideoBlockSwap"
+      },
+      "widgets_values": [
+        10,
+        false,
+        false,
+        true,
+        0
+      ],
+      "color": "#223",
+      "bgcolor": "#335"
+    },
+    {
+      "id": 35,
+      "type": "WanVideoTorchCompileSettings",
+      "pos": [
+        -276.8500671386719,
+        -1050.6326904296875
+      ],
+      "size": [
+        390.5999755859375,
+        202
+      ],
+      "flags": {},
+      "order": 13,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "torch_compile_args",
+          "name": "torch_compile_args",
+          "type": "WANCOMPILEARGS",
+          "slot_index": 0,
+          "links": []
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
+        "Node name for S&R": "WanVideoTorchCompileSettings"
+      },
+      "widgets_values": [
+        "inductor",
+        false,
+        "default",
+        false,
+        64,
+        true,
+        128
+      ],
+      "color": "#223",
+      "bgcolor": "#335"
+    },
+    {
+      "id": 58,
+      "type": "LoadImage",
+      "pos": [
+        -650.719482421875,
+        173.7036895751953
+      ],
+      "size": [
+        413.10479736328125,
+        498.3180847167969
+      ],
+      "flags": {},
+      "order": 14,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "图像",
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            72
+          ]
+        },
+        {
+          "label": "遮罩",
+          "name": "MASK",
+          "type": "MASK",
+          "links": null
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.26",
+        "Node name for S&R": "LoadImage"
+      },
+      "widgets_values": [
+        "oldman_upscaled.png",
+        "image"
+      ],
+      "color": "#2a363b",
+      "bgcolor": "#3f5159"
+    },
+    {
+      "id": 63,
+      "type": "WanVideoImageToVideoEncode",
+      "pos": [
+        304.6556091308594,
+        -129.80532836914062
+      ],
+      "size": [
+        352.79998779296875,
+        390
+      ],
+      "flags": {},
+      "order": 25,
+      "mode": 0,
+      "inputs": [
+        {
+          "label": "vae",
+          "name": "vae",
+          "type": "WANVAE",
+          "link": 81
+        },
+        {
+          "label": "clip_embeds",
+          "name": "clip_embeds",
+          "shape": 7,
+          "type": "WANVIDIMAGE_CLIPEMBEDS",
+          "link": 82
+        },
+        {
+          "label": "start_image",
+          "name": "start_image",
+          "shape": 7,
+          "type": "IMAGE",
+          "link": 83
+        },
+        {
+          "label": "end_image",
+          "name": "end_image",
+          "shape": 7,
+          "type": "IMAGE",
+          "link": null
+        },
+        {
+          "label": "control_embeds",
+          "name": "control_embeds",
+          "shape": 7,
+          "type": "WANVIDIMAGE_EMBEDS",
+          "link": null
+        },
+        {
+          "label": "temporal_mask",
+          "name": "temporal_mask",
+          "shape": 7,
+          "type": "MASK",
+          "link": null
+        },
+        {
+          "label": "extra_latents",
+          "name": "extra_latents",
+          "shape": 7,
+          "type": "LATENT",
+          "link": null
+        },
+        {
+          "label": "add_cond_latents",
+          "name": "add_cond_latents",
+          "shape": 7,
+          "type": "ADD_COND_LATENTS",
+          "link": null
+        },
+        {
+          "label": "width",
+          "name": "width",
+          "type": "INT",
+          "widget": {
+            "name": "width"
+          },
+          "link": 75
+        },
+        {
+          "label": "height",
+          "name": "height",
+          "type": "INT",
+          "widget": {
+            "name": "height"
+          },
+          "link": 76
+        }
+      ],
+      "outputs": [
+        {
+          "label": "image_embeds",
+          "name": "image_embeds",
+          "type": "WANVIDIMAGE_EMBEDS",
+          "links": [
+            66
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
+        "Node name for S&R": "WanVideoImageToVideoEncode"
+      },
+      "widgets_values": [
+        832,
+        480,
+        81,
+        0.030000000000000006,
+        1,
+        1,
+        true,
+        false,
+        false
+      ],
+      "color": "#2a363b",
+      "bgcolor": "#3f5159"
+    },
+    {
+      "id": 59,
+      "type": "CLIPVisionLoader",
+      "pos": [
+        -583.8698120117188,
+        -168.6510009765625
+      ],
+      "size": [
+        315,
+        58
+      ],
+      "flags": {},
+      "order": 15,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "CLIP视觉",
+          "name": "CLIP_VISION",
+          "type": "CLIP_VISION",
+          "links": [
+            70
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.26",
+        "Node name for S&R": "CLIPVisionLoader"
+      },
+      "widgets_values": [
+        "clip_vision_h.safetensors"
+      ],
+      "color": "#233",
+      "bgcolor": "#355"
+    },
+    {
+      "id": 16,
+      "type": "WanVideoTextEncode",
+      "pos": [
+        787.8640747070312,
+        -91.52558898925781
+      ],
+      "size": [
+        420.30511474609375,
+        261.5306701660156
+      ],
+      "flags": {},
+      "order": 23,
+      "mode": 0,
+      "inputs": [
+        {
+          "label": "t5",
+          "name": "t5",
+          "type": "WANTEXTENCODER",
+          "link": 15
+        },
+        {
+          "label": "model_to_offload",
+          "name": "model_to_offload",
+          "shape": 7,
+          "type": "WANVIDEOMODEL",
+          "link": 79
+        }
+      ],
+      "outputs": [
+        {
+          "label": "text_embeds",
+          "name": "text_embeds",
+          "type": "WANVIDEOTEXTEMBEDS",
+          "slot_index": 0,
+          "links": [
+            30
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
+        "Node name for S&R": "WanVideoTextEncode"
+      },
+      "widgets_values": [
+        "an old man is stroking his beard thoughtfully",
+        "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",
+        true,
+        [
+          false,
+          true
+        ],
+        [
+          false,
+          true
+        ]
+      ],
+      "color": "#332922",
+      "bgcolor": "#593930"
+    },
+    {
+      "id": 27,
+      "type": "WanVideoSampler",
+      "pos": [
+        1315.2401123046875,
+        -401.48028564453125
+      ],
+      "size": [
+        315,
+        787
+      ],
+      "flags": {},
+      "order": 26,
+      "mode": 0,
+      "inputs": [
+        {
+          "label": "model",
+          "name": "model",
+          "type": "WANVIDEOMODEL",
+          "link": 29
+        },
+        {
+          "label": "image_embeds",
+          "name": "image_embeds",
+          "type": "WANVIDIMAGE_EMBEDS",
+          "link": 66
+        },
+        {
+          "label": "text_embeds",
+          "name": "text_embeds",
+          "shape": 7,
+          "type": "WANVIDEOTEXTEMBEDS",
+          "link": 30
+        },
+        {
+          "label": "samples",
+          "name": "samples",
+          "shape": 7,
+          "type": "LATENT",
+          "link": null
+        },
+        {
+          "label": "feta_args",
+          "name": "feta_args",
+          "shape": 7,
+          "type": "FETAARGS",
+          "link": 80
+        },
+        {
+          "label": "context_options",
+          "name": "context_options",
+          "shape": 7,
+          "type": "WANVIDCONTEXT",
+          "link": null
+        },
+        {
+          "label": "cache_args",
+          "name": "cache_args",
+          "shape": 7,
+          "type": "CACHEARGS",
+          "link": 56
+        },
+        {
+          "label": "flowedit_args",
+          "name": "flowedit_args",
+          "shape": 7,
+          "type": "FLOWEDITARGS",
+          "link": null
+        },
+        {
+          "label": "slg_args",
+          "name": "slg_args",
+          "shape": 7,
+          "type": "SLGARGS",
+          "link": null
+        },
+        {
+          "label": "loop_args",
+          "name": "loop_args",
+          "shape": 7,
+          "type": "LOOPARGS",
+          "link": null
+        },
+        {
+          "label": "experimental_args",
+          "name": "experimental_args",
+          "shape": 7,
+          "type": "EXPERIMENTALARGS",
+          "link": null
+        },
+        {
+          "label": "sigmas",
+          "name": "sigmas",
+          "shape": 7,
+          "type": "SIGMAS",
+          "link": null
+        },
+        {
+          "label": "unianimate_poses",
+          "name": "unianimate_poses",
+          "shape": 7,
+          "type": "UNIANIMATE_POSE",
+          "link": null
+        },
+        {
+          "label": "fantasytalking_embeds",
+          "name": "fantasytalking_embeds",
+          "shape": 7,
+          "type": "FANTASYTALKING_EMBEDS",
+          "link": null
+        },
+        {
+          "label": "uni3c_embeds",
+          "name": "uni3c_embeds",
+          "shape": 7,
+          "type": "UNI3C_EMBEDS",
+          "link": null
+        },
+        {
+          "label": "multitalk_embeds",
+          "name": "multitalk_embeds",
+          "shape": 7,
+          "type": "MULTITALK_EMBEDS",
+          "link": null
+        },
+        {
+          "label": "freeinit_args",
+          "name": "freeinit_args",
+          "shape": 7,
+          "type": "FREEINITARGS",
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "label": "samples",
+          "name": "samples",
+          "type": "LATENT",
+          "slot_index": 0,
+          "links": [
+            33
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
+        "Node name for S&R": "WanVideoSampler"
+      },
+      "widgets_values": [
+        25,
+        6,
+        5,
+        1057359483639287,
+        "fixed",
+        true,
+        "unipc",
+        0,
+        1,
+        "",
+        "comfy"
+      ]
+    },
+    {
+      "id": 55,
+      "type": "WanVideoEnhanceAVideo",
+      "pos": [
+        1312.6407470703125,
+        -596.7884521484375
+      ],
+      "size": [
+        315,
+        106
+      ],
+      "flags": {},
+      "order": 16,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "feta_args",
+          "name": "feta_args",
+          "type": "FETAARGS",
+          "links": [
+            80
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
+        "Node name for S&R": "WanVideoEnhanceAVideo"
+      },
+      "widgets_values": [
+        2,
+        0,
+        1
+      ]
+    },
+    {
+      "id": 30,
+      "type": "VHS_VideoCombine",
+      "pos": [
+        1684.1597900390625,
+        -394.2595520019531
+      ],
+      "size": [
+        1245.8460693359375,
+        334
+      ],
+      "flags": {},
+      "order": 28,
+      "mode": 0,
+      "inputs": [
+        {
+          "label": "图像",
+          "name": "images",
+          "type": "IMAGE",
+          "link": 36
+        },
+        {
+          "label": "音频",
+          "name": "audio",
+          "shape": 7,
+          "type": "AUDIO",
+          "link": null
+        },
+        {
+          "label": "批次管理",
+          "name": "meta_batch",
+          "shape": 7,
+          "type": "VHS_BatchManager",
+          "link": null
+        },
+        {
+          "name": "vae",
+          "shape": 7,
+          "type": "VAE",
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "label": "文件名",
+          "name": "Filenames",
+          "type": "VHS_FILENAMES",
+          "links": null
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfyui-videohelpersuite",
+        "ver": "0a75c7958fe320efcb052f1d9f8451fd20c730a8",
+        "Node name for S&R": "VHS_VideoCombine"
+      },
+      "widgets_values": {
+        "frame_rate": 16,
+        "loop_count": 0,
+        "filename_prefix": "WanVideoWrapper_I2V",
+        "format": "video/h264-mp4",
+        "pix_fmt": "yuv420p",
+        "crf": 19,
+        "save_metadata": true,
+        "trim_to_audio": false,
+        "pingpong": false,
+        "save_output": true,
+        "videopreview": {
+          "hidden": false,
+          "paused": false,
+          "params": {
+            "filename": "WanVideoWrapper_I2V_00709.mp4",
+            "subfolder": "",
+            "type": "output",
+            "format": "video/h264-mp4",
+            "frame_rate": 16,
+            "workflow": "WanVideoWrapper_I2V_00709.png",
+            "fullpath": "N:\\AI\\ComfyUI\\output\\WanVideoWrapper_I2V_00709.mp4"
+          }
+        }
+      }
+    },
+    {
+      "id": 28,
+      "type": "WanVideoDecode",
+      "pos": [
+        1688.0194091796875,
+        -647.6461791992188
+      ],
+      "size": [
+        315,
+        198
+      ],
+      "flags": {},
+      "order": 27,
+      "mode": 0,
+      "inputs": [
+        {
+          "label": "vae",
+          "name": "vae",
+          "type": "WANVAE",
+          "link": 43
+        },
+        {
+          "label": "samples",
+          "name": "samples",
+          "type": "LATENT",
+          "link": 33
+        }
+      ],
+      "outputs": [
+        {
+          "label": "images",
+          "name": "images",
+          "type": "IMAGE",
+          "slot_index": 0,
+          "links": [
+            36
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
+        "Node name for S&R": "WanVideoDecode"
+      },
+      "widgets_values": [
+        false,
+        272,
+        272,
+        144,
+        128,
+        "default"
+      ],
+      "color": "#322",
+      "bgcolor": "#533"
+    },
+    {
+      "id": 38,
+      "type": "WanVideoVAELoader",
+      "pos": [
+        169.25408935546875,
+        -322.9471740722656
+      ],
+      "size": [
+        372.7727966308594,
+        82
+      ],
+      "flags": {},
+      "order": 17,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "vae",
+          "name": "vae",
+          "type": "WANVAE",
+          "slot_index": 0,
+          "links": [
+            43,
+            81
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
+        "Node name for S&R": "WanVideoVAELoader"
+      },
+      "widgets_values": [
+        "wanvideo\\Wan2_1_VAE_bf16.safetensors",
+        "bf16"
+      ],
+      "color": "#322",
+      "bgcolor": "#533"
+    },
+    {
+      "id": 65,
+      "type": "WanVideoClipVisionEncode",
+      "pos": [
+        -176.9497833251953,
+        -167.4617462158203
+      ],
+      "size": [
+        327.5999755859375,
+        262
+      ],
+      "flags": {},
+      "order": 24,
+      "mode": 0,
+      "inputs": [
+        {
+          "label": "clip_vision",
+          "name": "clip_vision",
+          "type": "CLIP_VISION",
+          "link": 70
+        },
+        {
+          "label": "image_1",
+          "name": "image_1",
+          "type": "IMAGE",
+          "link": 73
+        },
+        {
+          "label": "image_2",
+          "name": "image_2",
+          "shape": 7,
+          "type": "IMAGE",
+          "link": null
+        },
+        {
+          "label": "negative_image",
+          "name": "negative_image",
+          "shape": 7,
+          "type": "IMAGE",
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "label": "image_embeds",
+          "name": "image_embeds",
+          "type": "WANVIDIMAGE_CLIPEMBEDS",
+          "links": [
+            82
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
+        "Node name for S&R": "WanVideoClipVisionEncode"
+      },
+      "widgets_values": [
+        1,
+        1,
+        "center",
+        "average",
+        true,
+        0,
+        0.20000000000000004
+      ],
+      "color": "#233",
+      "bgcolor": "#355"
+    },
+    {
+      "id": 66,
+      "type": "ImageResizeKJ",
+      "pos": [
+        -175.95899963378906,
+        176.40057373046875
+      ],
+      "size": [
+        315,
+        266
+      ],
+      "flags": {},
+      "order": 21,
+      "mode": 0,
+      "inputs": [
+        {
+          "label": "图像",
+          "name": "image",
+          "type": "IMAGE",
+          "link": 72
+        },
+        {
+          "label": "参考图像",
+          "name": "get_image_size",
+          "shape": 7,
+          "type": "IMAGE",
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "label": "图像",
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            73,
+            83
+          ]
+        },
+        {
+          "label": "宽度",
+          "name": "width",
+          "type": "INT",
+          "links": [
+            75
+          ]
+        },
+        {
+          "label": "高度",
+          "name": "height",
+          "type": "INT",
+          "links": [
+            76
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfyui-kjnodes",
+        "ver": "52c2e31a903fec2dd654fb614ea82ba2757d5028",
+        "Node name for S&R": "ImageResizeKJ"
+      },
+      "widgets_values": [
+        624,
+        624,
+        "lanczos",
+        false,
+        16,
+        0
+      ]
+    },
+    {
+      "id": 22,
+      "type": "WanVideoModelLoader",
+      "pos": [
+        150,
+        -780
+      ],
+      "size": [
+        477.4410095214844,
+        274
+      ],
+      "flags": {},
+      "order": 20,
+      "mode": 0,
+      "inputs": [
+        {
+          "label": "compile_args",
+          "name": "compile_args",
+          "shape": 7,
+          "type": "WANCOMPILEARGS",
+          "link": null
+        },
+        {
+          "label": "block_swap_args",
+          "name": "block_swap_args",
+          "shape": 7,
+          "type": "BLOCKSWAPARGS",
+          "link": 50
+        },
+        {
+          "label": "lora",
+          "name": "lora",
+          "shape": 7,
+          "type": "WANVIDLORA",
+          "link": null
+        },
+        {
+          "label": "vram_management_args",
+          "name": "vram_management_args",
+          "shape": 7,
+          "type": "VRAM_MANAGEMENTARGS",
+          "link": null
+        },
+        {
+          "label": "vace_model",
+          "name": "vace_model",
+          "shape": 7,
+          "type": "VACEPATH",
+          "link": null
+        },
+        {
+          "label": "fantasytalking_model",
+          "name": "fantasytalking_model",
+          "shape": 7,
+          "type": "FANTASYTALKINGMODEL",
+          "link": null
+        },
+        {
+          "label": "multitalk_model",
+          "name": "multitalk_model",
+          "shape": 7,
+          "type": "MULTITALKMODEL",
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "label": "model",
+          "name": "model",
+          "type": "WANVIDEOMODEL",
+          "slot_index": 0,
+          "links": [
+            29,
+            79
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
+        "Node name for S&R": "WanVideoModelLoader"
+      },
+      "widgets_values": [
+        "Wan2_1-FLF2V-14B-720P_fp8_e4m3fn.safetensors",
+        "fp16",
+        "fp8_e4m3fn",
+        "offload_device",
+        "sdpa"
+      ],
+      "color": "#223",
+      "bgcolor": "#335"
+    }
+  ],
+  "links": [
+    [
+      15,
+      11,
+      0,
+      16,
+      0,
+      "WANTEXTENCODER"
+    ],
+    [
+      29,
+      22,
+      0,
+      27,
+      0,
+      "WANVIDEOMODEL"
+    ],
+    [
+      30,
+      16,
+      0,
+      27,
+      2,
+      "WANVIDEOTEXTEMBEDS"
+    ],
+    [
+      33,
+      27,
+      0,
+      28,
+      1,
+      "LATENT"
+    ],
+    [
+      36,
+      28,
+      0,
+      30,
+      0,
+      "IMAGE"
+    ],
+    [
+      43,
+      38,
+      0,
+      28,
+      0,
+      "VAE"
+    ],
+    [
+      50,
+      39,
+      0,
+      22,
+      1,
+      "BLOCKSWAPARGS"
+    ],
+    [
+      52,
+      48,
+      0,
+      49,
+      0,
+      "CLIP"
+    ],
+    [
+      53,
+      48,
+      0,
+      50,
+      0,
+      "CLIP"
+    ],
+    [
+      54,
+      49,
+      0,
+      46,
+      0,
+      "CONDITIONING"
+    ],
+    [
+      55,
+      50,
+      0,
+      46,
+      1,
+      "CONDITIONING"
+    ],
+    [
+      56,
+      52,
+      0,
+      27,
+      6,
+      "TEACACHEARGS"
+    ],
+    [
+      66,
+      63,
+      0,
+      27,
+      1,
+      "WANVIDIMAGE_EMBEDS"
+    ],
+    [
+      70,
+      59,
+      0,
+      65,
+      0,
+      "CLIP_VISION"
+    ],
+    [
+      72,
+      58,
+      0,
+      66,
+      0,
+      "IMAGE"
+    ],
+    [
+      73,
+      66,
+      0,
+      65,
+      1,
+      "IMAGE"
+    ],
+    [
+      75,
+      66,
+      1,
+      63,
+      8,
+      "INT"
+    ],
+    [
+      76,
+      66,
+      2,
+      63,
+      9,
+      "INT"
+    ],
+    [
+      79,
+      22,
+      0,
+      16,
+      1,
+      "WANVIDEOMODEL"
+    ],
+    [
+      80,
+      55,
+      0,
+      27,
+      4,
+      "FETAARGS"
+    ],
+    [
+      81,
+      38,
+      0,
+      63,
+      0,
+      "WANVAE"
+    ],
+    [
+      82,
+      65,
+      0,
+      63,
+      1,
+      "WANVIDIMAGE_CLIPEMBEDS"
+    ],
+    [
+      83,
+      66,
+      0,
+      63,
+      2,
+      "IMAGE"
+    ]
+  ],
+  "groups": [
+    {
+      "id": 1,
+      "title": "ComfyUI text encoding alternative",
+      "bounding": [
+        331.337158203125,
+        403.2147216796875,
+        1210.621337890625,
+        805.9080810546875
+      ],
+      "color": "#3f789e",
+      "font_size": 24,
+      "flags": {}
+    }
+  ],
+  "config": {},
+  "extra": {
+    "ds": {
+      "scale": 0.9646149645000006,
+      "offset": [
+        804.5012235900249,
+        1209.3434762920592
+      ]
+    },
+    "node_versions": {
+      "ComfyUI-WanVideoWrapper": "5a2383621a05825d0d0437781afcb8552d9590fd",
+      "comfy-core": "0.3.26",
+      "ComfyUI-KJNodes": "a5bd3c86c8ed6b83c55c2d0e7a59515b15a0137f",
+      "ComfyUI-VideoHelperSuite": "0a75c7958fe320efcb052f1d9f8451fd20c730a8"
+    },
+    "VHS_latentpreview": false,
+    "VHS_latentpreviewrate": 0,
+    "VHS_MetadataImage": true,
+    "VHS_KeepIntermediate": true,
+    "0246.VERSION": [
+      0,
+      0,
+      4
+    ],
+    "ue_links": [],
+    "frontendVersion": "1.23.4"
+  },
+  "version": 0.4
+}

wan2.1-fight.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2e30a338b898f8efb11a9b26ebe5cdf69445c11170c30311fe0b86b2cab28e37
+size 359257680