Upload 2 files

flux_kontext_dev_变身.json

@@ -0,0 +1,1978 @@
+{
+  "id": "7cbcec68-7fa6-47bb-a38a-da689949a001",
+  "revision": 0,
+  "last_node_id": 209,
+  "last_link_id": 333,
+  "nodes": [
+    {
+      "id": 35,
+      "type": "FluxGuidance",
+      "pos": [
+        250,
+        90
+      ],
+      "size": [
+        240,
+        58
+      ],
+      "flags": {
+        "collapsed": false
+      },
+      "order": 21,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "conditioning",
+          "type": "CONDITIONING",
+          "link": 292
+        }
+      ],
+      "outputs": [
+        {
+          "name": "CONDITIONING",
+          "type": "CONDITIONING",
+          "slot_index": 0,
+          "links": [
+            57
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.38",
+        "Node name for S&R": "FluxGuidance"
+      },
+      "widgets_values": [
+        2.5
+      ]
+    },
+    {
+      "id": 185,
+      "type": "MarkdownNote",
+      "pos": [
+        -960,
+        490
+      ],
+      "size": [
+        510,
+        170
+      ],
+      "flags": {},
+      "order": 0,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [],
+      "title": "About VRAM",
+      "properties": {},
+      "widgets_values": [
+        "For reference:\n- **fp8_scaled**: Requires about 20GB of VRAM.\n- **Original**: Requires about 32GB of VRAM.\n\n---\n\n供参考：\n-  **fp8_scaled** :  大概需要 20GB 左右 VRAM \n- **原始权重**:  原始权重，大概需要 32GB 左右 VRAM \n"
+      ],
+      "color": "#432",
+      "bgcolor": "#653"
+    },
+    {
+      "id": 186,
+      "type": "MarkdownNote",
+      "pos": [
+        -960,
+        710
+      ],
+      "size": [
+        510,
+        170
+      ],
+      "flags": {},
+      "order": 1,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [],
+      "title": "Flux Kontext Prompt Techniques",
+      "properties": {},
+      "widgets_values": [
+        "\n## Flux Kontext Prompt Techniques\n\n### 1. Basic Modifications\n- Simple and direct: `\"Change the car color to red\"`\n- Maintain style: `\"Change to daytime while maintaining the same style of the painting\"`\n\n### 2. Style Transfer\n**Principles:**\n- Clearly name style: `\"Transform to Bauhaus art style\"`\n- Describe characteristics: `\"Transform to oil painting with visible brushstrokes, thick paint texture\"`\n- Preserve composition: `\"Change to Bauhaus style while maintaining the original composition\"`\n\n### 3. Character Consistency\n**Framework:**\n- Specific description: `\"The woman with short black hair\"` instead of \"she\"\n- Preserve features: `\"while maintaining the same facial features, hairstyle, and expression\"`\n- Step-by-step modifications: Change background first, then actions\n\n### 4. Text Editing\n- Use quotes: `\"Replace 'joy' with 'BFL'\"`\n- Maintain format: `\"Replace text while maintaining the same font style\"`\n\n## Common Problem Solutions\n\n### Character Changes Too Much\n❌ Wrong: `\"Transform the person into a Viking\"`\n✅ Correct: `\"Change the clothes to be a viking warrior while preserving facial features\"`\n\n### Composition Position Changes\n❌ Wrong: `\"Put him on a beach\"`\n✅ Correct: `\"Change the background to a beach while keeping the person in the exact same position, scale, and pose\"`\n\n### Style Application Inaccuracy\n❌ Wrong: `\"Make it a sketch\"`\n✅ Correct: `\"Convert to pencil sketch with natural graphite lines, cross-hatching, and visible paper texture\"`\n\n## Core Principles\n\n1. **Be Specific and Clear** - Use precise descriptions, avoid vague terms\n2. **Step-by-step Editing** - Break complex modifications into multiple simple steps\n3. **Explicit Preservation** - State what should remain unchanged\n4. **Verb Selection** - Use \"change\", \"replace\" rather than \"transform\"\n\n## Best Practice Templates\n\n**Object Modification:**\n`\"Change [object] to [new state], keep [content to preserve] unchanged\"`\n\n**Style Transfer:**\n`\"Transform to [specific style], while maintaining [composition/character/other] unchanged\"`\n\n**Background Replacement:**\n`\"Change the background to [new background], keep the subject in the exact same position and pose\"`\n\n**Text Editing:**\n`\"Replace '[original text]' with '[new text]', maintain the same font style\"`\n\n> **Remember:** The more specific, the better. Kontext excels at understanding detailed instructions and maintaining consistency. "
+      ],
+      "color": "#432",
+      "bgcolor": "#653"
+    },
+    {
+      "id": 184,
+      "type": "MarkdownNote",
+      "pos": [
+        -960,
+        40
+      ],
+      "size": [
+        510,
+        400
+      ],
+      "flags": {},
+      "order": 2,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [],
+      "title": "Model links",
+      "properties": {},
+      "widgets_values": [
+        "[tutorial](http://docs.comfy.org/tutorials/flux/flux-1-kontext-dev) | [教程](http://docs.comfy.org/zh-CN/tutorials/flux/flux-1-kontext-dev)\n\n**diffusion model**\n\n- [flux1-dev-kontext_fp8_scaled.safetensors](https://huggingface.co/Comfy-Org/flux1-kontext-dev_ComfyUI/resolve/main/split_files/diffusion_models/flux1-dev-kontext_fp8_scaled.safetensors)\n\n**vae**\n\n- [ae.safetensors](https://huggingface.co/Comfy-Org/Lumina_Image_2.0_Repackaged/blob/main/split_files/vae/ae.safetensors)\n\n**text encoder**\n\n- [clip_l.safetensors](https://huggingface.co/comfyanonymous/flux_text_encoders/blob/main/clip_l.safetensors)\n- [t5xxl_fp16.safetensors](https://huggingface.co/comfyanonymous/flux_text_encoders/resolve/main/t5xxl_fp16.safetensors) or [t5xxl_fp8_e4m3fn_scaled.safetensors](https://huggingface.co/comfyanonymous/flux_text_encoders/resolve/main/t5xxl_fp8_e4m3fn_scaled.safetensors)\n\nModel Storage Location\n\n```\n📂 ComfyUI/\n├── 📂 models/\n│   ├── 📂 diffusion_models/\n│   │   └── flux1-dev-kontext_fp8_scaled.safetensors\n│   ├── 📂 vae/\n│   │   └── ae.safetensor\n│   └── 📂 text_encoders/\n│       ├── clip_l.safetensors\n│       └── t5xxl_fp16.safetensors 或者 t5xxl_fp8_e4m3fn_scaled.safetensors\n```\n"
+      ],
+      "color": "#432",
+      "bgcolor": "#653"
+    },
+    {
+      "id": 177,
+      "type": "ReferenceLatent",
+      "pos": [
+        10,
+        140
+      ],
+      "size": [
+        197.712890625,
+        46
+      ],
+      "flags": {},
+      "order": 20,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "conditioning",
+          "type": "CONDITIONING",
+          "link": 294
+        },
+        {
+          "name": "latent",
+          "shape": 7,
+          "type": "LATENT",
+          "link": 293
+        }
+      ],
+      "outputs": [
+        {
+          "name": "CONDITIONING",
+          "type": "CONDITIONING",
+          "links": [
+            292
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.41",
+        "Node name for S&R": "ReferenceLatent"
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 188,
+      "type": "EmptySD3LatentImage",
+      "pos": [
+        530,
+        -140
+      ],
+      "size": [
+        310,
+        106
+      ],
+      "flags": {},
+      "order": 3,
+      "mode": 4,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "LATENT",
+          "type": "LATENT",
+          "links": null
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.41",
+        "Node name for S&R": "EmptySD3LatentImage"
+      },
+      "widgets_values": [
+        1024,
+        1024,
+        1
+      ]
+    },
+    {
+      "id": 180,
+      "type": "MarkdownNote",
+      "pos": [
+        -1430,
+        40
+      ],
+      "size": [
+        450,
+        450
+      ],
+      "flags": {},
+      "order": 4,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [],
+      "title": "✨ New ComfyUI feature for Flux.1 Kontext Dev",
+      "properties": {},
+      "widgets_values": [
+        "[English]\nWe have added an **Edit** button to the **Selection Toolbox** of the node for **FLUX.1 Kontext Image Edit** support. When clicked, it quickly adds a **FLUX.1 Kontext Image Edit** group node to the Latent output of your current workflow. This enables an interactive editing experience where you can:\n\n- Create multiple editing iterations, each preserved as a separate node\n- Easily branch off from any previous edit point to explore different creative directions\n- Return to any earlier version and start a new editing branch\n- Modify parameters in earlier nodes and automatically update all downstream edits\n- Execute or re-execute any branch of edits at any time\n- When you want to maintain the effect of the corresponding branch, please set the seed of the corresponding group node to fixed.\n\n\nThis workflow mirrors the iterative nature of LLM conversations, but with the added advantage of visual editing and the ability to maintain multiple parallel editing paths.\n\n---\n\n[中文]\n我们为 **FLUX.1 Kontext Image Edit** 的相关支持在节点的**选择工具箱**上新增了一个**编辑**按钮。点击后，系统会在当前工作流的 Latent 输出上快速添加一个 **FLUX.1 Kontext Image Edit** 的组节点。这种设计带来了灵活的交互式编辑体验：\n\n- 创建多个编辑迭代，每次编辑都会保存为独立节点\n- 可以从任何之前的编辑点分支出新的创作方向\n- 随时返回到早期版本并开始新的编辑分支\n- 修改早期节点的参数，自动更新所有下游编辑\n- 可以随时执行或重新执行任何编辑分支\n- 想要固定对应分支效果时，请将对应的 seed 设置为 fixed\n\n这种工作流程类似于 LLM 对话的迭代特性，但增加了视觉编辑的优势，并能够维护多个并行的编辑路径。"
+      ],
+      "color": "#322",
+      "bgcolor": "#533"
+    },
+    {
+      "id": 187,
+      "type": "MarkdownNote",
+      "pos": [
+        -960,
+        930
+      ],
+      "size": [
+        510,
+        180
+      ],
+      "flags": {},
+      "order": 5,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [],
+      "title": "Flux Kontext 提示词技巧",
+      "properties": {},
+      "widgets_values": [
+        "\n## Flux Kontext 提示词技巧\n\n使用英文\n\n### 1. 基础修改\n- 简单直接：`\"Change the car color to red\"`\n- 保持风格：`\"Change to daytime while maintaining the same style of the painting\"`\n\n### 2. 风格转换\n**原则：**\n- 明确命名风格：`\"Transform to Bauhaus art style\"`\n- 描述特征：`\"Transform to oil painting with visible brushstrokes, thick paint texture\"`\n- 保留构图：`\"Change to Bauhaus style while maintaining the original composition\"`\n\n### 3. 角色一致性\n**框架：**\n- 具体描述：`\"The woman with short black hair\"`而非`\"她\"`\n- 保留特征：`\"while maintaining the same facial features, hairstyle, and expression\"`\n- 分步修改：先改背景，再改动作\n\n### 4. 文本编辑\n- 使用引号：`\"Replace 'joy' with 'BFL'\"`\n- 保持格式：`\"Replace text while maintaining the same font style\"`\n\n## 常见问题解决\n\n### 角色变化过大\n❌ 错误：`\"Transform the person into a Viking\"`\n✅ 正确：`\"Change the clothes to be a viking warrior while preserving facial features\"`\n\n### 构图位置改变\n❌ 错误：`\"Put him on a beach\"`\n✅ 正确：`\"Change the background to a beach while keeping the person in the exact same position, scale, and pose\"`\n\n### 风格应用不准确\n❌ 错误：`\"Make it a sketch\"`\n✅ 正确：`\"Convert to pencil sketch with natural graphite lines, cross-hatching, and visible paper texture\"`\n\n## 核心原则\n\n1. **具体明确** - 使用精确描述，避免模糊词汇\n2. **分步编辑** - 复杂修改分为多个简单步骤\n3. **明确保留** - 说明哪些要保持不变\n4. **动词选择** - 用\"更改\"、\"替换\"而非\"转换\"\n\n## 最佳实践模板\n\n**对象修改：**\n`\"Change [object] to [new state], keep [content to preserve] unchanged\"`\n\n**风格转换：**\n`\"Transform to [specific style], while maintaining [composition/character/other] unchanged\"`\n\n**背景替换：**\n`\"Change the background to [new background], keep the subject in the exact same position and pose\"`\n\n**文本编辑：**\n`\"Replace '[original text]' with '[new text]', maintain the same font style\"`\n\n> **记住：** 越具体越好，Kontext 擅长理解详细指令并保持一致性。"
+      ],
+      "color": "#432",
+      "bgcolor": "#653"
+    },
+    {
+      "id": 189,
+      "type": "MarkdownNote",
+      "pos": [
+        -400,
+        1200
+      ],
+      "size": [
+        340,
+        90
+      ],
+      "flags": {},
+      "order": 6,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [],
+      "title": "About multi-round edit",
+      "properties": {},
+      "widgets_values": [
+        "The **Load Image (from Outputs)** node allows you to fetch the last image from the output. Click on the **refresh** button to fetch the latest image or manually select an image from the dropdown list."
+      ],
+      "color": "#432",
+      "bgcolor": "#653"
+    },
+    {
+      "id": 135,
+      "type": "ConditioningZeroOut",
+      "pos": [
+        250,
+        200
+      ],
+      "size": [
+        240,
+        26
+      ],
+      "flags": {
+        "collapsed": false
+      },
+      "order": 16,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "conditioning",
+          "type": "CONDITIONING",
+          "link": 237
+        }
+      ],
+      "outputs": [
+        {
+          "name": "CONDITIONING",
+          "type": "CONDITIONING",
+          "links": [
+            238
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.39",
+        "Node name for S&R": "ConditioningZeroOut"
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 196,
+      "type": "ConditioningZeroOut",
+      "pos": [
+        1341.8414306640625,
+        -56.74663543701172
+      ],
+      "size": [
+        240,
+        26
+      ],
+      "flags": {
+        "collapsed": false
+      },
+      "order": 17,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "conditioning",
+          "type": "CONDITIONING",
+          "link": 302
+        }
+      ],
+      "outputs": [
+        {
+          "name": "CONDITIONING",
+          "type": "CONDITIONING",
+          "links": [
+            303
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.39",
+        "Node name for S&R": "ConditioningZeroOut"
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 6,
+      "type": "CLIPTextEncode",
+      "pos": [
+        286.31640625,
+        548.604248046875
+      ],
+      "size": [
+        400,
+        220
+      ],
+      "flags": {},
+      "order": 12,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "clip",
+          "type": "CLIP",
+          "link": 59
+        }
+      ],
+      "outputs": [
+        {
+          "name": "CONDITIONING",
+          "type": "CONDITIONING",
+          "slot_index": 0,
+          "links": [
+            237,
+            294
+          ]
+        }
+      ],
+      "title": "CLIP Text Encode (Positive Prompt)",
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.38",
+        "Node name for S&R": "CLIPTextEncode"
+      },
+      "widgets_values": [
+        "zoom out the picture to show full body man and outpainting the surroundings\n"
+      ],
+      "color": "#232",
+      "bgcolor": "#353"
+    },
+    {
+      "id": 42,
+      "type": "FluxKontextImageScale",
+      "pos": [
+        -28.272167205810547,
+        581.1773071289062
+      ],
+      "size": [
+        270,
+        30
+      ],
+      "flags": {
+        "collapsed": false
+      },
+      "order": 15,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "link": 295
+        }
+      ],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            222
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.38",
+        "Node name for S&R": "FluxKontextImageScale"
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 205,
+      "type": "ConditioningZeroOut",
+      "pos": [
+        2486.732666015625,
+        201.67367553710938
+      ],
+      "size": [
+        240,
+        26
+      ],
+      "flags": {
+        "collapsed": false
+      },
+      "order": 18,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "conditioning",
+          "type": "CONDITIONING",
+          "link": 317
+        }
+      ],
+      "outputs": [
+        {
+          "name": "CONDITIONING",
+          "type": "CONDITIONING",
+          "links": [
+            315
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.39",
+        "Node name for S&R": "ConditioningZeroOut"
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 207,
+      "type": "ReferenceLatent",
+      "pos": [
+        2413.60986328125,
+        -102.54360961914062
+      ],
+      "size": [
+        197.712890625,
+        46
+      ],
+      "flags": {},
+      "order": 34,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "conditioning",
+          "type": "CONDITIONING",
+          "link": 319
+        },
+        {
+          "name": "latent",
+          "shape": 7,
+          "type": "LATENT",
+          "link": 330
+        }
+      ],
+      "outputs": [
+        {
+          "name": "CONDITIONING",
+          "type": "CONDITIONING",
+          "links": [
+            320
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.41",
+        "Node name for S&R": "ReferenceLatent"
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 208,
+      "type": "FluxGuidance",
+      "pos": [
+        2653.60986328125,
+        -152.54360961914062
+      ],
+      "size": [
+        240,
+        58
+      ],
+      "flags": {
+        "collapsed": false
+      },
+      "order": 35,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "conditioning",
+          "type": "CONDITIONING",
+          "link": 320
+        }
+      ],
+      "outputs": [
+        {
+          "name": "CONDITIONING",
+          "type": "CONDITIONING",
+          "slot_index": 0,
+          "links": [
+            314
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.38",
+        "Node name for S&R": "FluxGuidance"
+      },
+      "widgets_values": [
+        2.5
+      ]
+    },
+    {
+      "id": 203,
+      "type": "KSampler",
+      "pos": [
+        947.738525390625,
+        -275.2375793457031
+      ],
+      "size": [
+        320,
+        262
+      ],
+      "flags": {},
+      "order": 36,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "model",
+          "type": "MODEL",
+          "link": 332
+        },
+        {
+          "name": "positive",
+          "type": "CONDITIONING",
+          "link": 314
+        },
+        {
+          "name": "negative",
+          "type": "CONDITIONING",
+          "link": 315
+        },
+        {
+          "name": "latent_image",
+          "type": "LATENT",
+          "link": 316
+        }
+      ],
+      "outputs": [
+        {
+          "name": "LATENT",
+          "type": "LATENT",
+          "slot_index": 0,
+          "links": [
+            318
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.38",
+        "Node name for S&R": "KSampler"
+      },
+      "widgets_values": [
+        913446498152213,
+        "randomize",
+        20,
+        1,
+        "euler",
+        "simple",
+        1
+      ]
+    },
+    {
+      "id": 38,
+      "type": "DualCLIPLoader",
+      "pos": [
+        -400,
+        210
+      ],
+      "size": [
+        337.76861572265625,
+        130
+      ],
+      "flags": {},
+      "order": 7,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "CLIP",
+          "type": "CLIP",
+          "links": [
+            59,
+            307,
+            327
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.38",
+        "Node name for S&R": "DualCLIPLoader",
+        "models": [
+          {
+            "name": "clip_l.safetensors",
+            "url": "https://huggingface.co/comfyanonymous/flux_text_encoders/resolve/main/clip_l.safetensors",
+            "directory": "text_encoders"
+          },
+          {
+            "name": "t5xxl_fp8_e4m3fn_scaled.safetensors",
+            "url": "https://huggingface.co/comfyanonymous/flux_text_encoders/resolve/main/t5xxl_fp8_e4m3fn_scaled.safetensors",
+            "directory": "text_encoders"
+          }
+        ]
+      },
+      "widgets_values": [
+        "clip_l.safetensors",
+        "t5xxl_fp8_e4m3fn_scaled.safetensors",
+        "flux",
+        "default"
+      ],
+      "color": "#322",
+      "bgcolor": "#533"
+    },
+    {
+      "id": 39,
+      "type": "VAELoader",
+      "pos": [
+        -400,
+        390
+      ],
+      "size": [
+        337.76861572265625,
+        58
+      ],
+      "flags": {},
+      "order": 8,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "VAE",
+          "type": "VAE",
+          "links": [
+            61,
+            223,
+            306,
+            311,
+            323,
+            328
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.38",
+        "Node name for S&R": "VAELoader",
+        "models": [
+          {
+            "name": "ae.safetensors",
+            "url": "https://huggingface.co/Comfy-Org/Lumina_Image_2.0_Repackaged/resolve/main/split_files/vae/ae.safetensors",
+            "directory": "vae"
+          }
+        ]
+      },
+      "widgets_values": [
+        "ae.safetensors"
+      ],
+      "color": "#322",
+      "bgcolor": "#533"
+    },
+    {
+      "id": 199,
+      "type": "FluxKontextImageScale",
+      "pos": [
+        920.8074951171875,
+        494.73382568359375
+      ],
+      "size": [
+        270,
+        30
+      ],
+      "flags": {
+        "collapsed": false
+      },
+      "order": 25,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "link": 309
+        }
+      ],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            310
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.38",
+        "Node name for S&R": "FluxKontextImageScale"
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 31,
+      "type": "KSampler",
+      "pos": [
+        575.108154296875,
+        40.3798828125
+      ],
+      "size": [
+        320,
+        262
+      ],
+      "flags": {},
+      "order": 22,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "model",
+          "type": "MODEL",
+          "link": 331
+        },
+        {
+          "name": "positive",
+          "type": "CONDITIONING",
+          "link": 57
+        },
+        {
+          "name": "negative",
+          "type": "CONDITIONING",
+          "link": 238
+        },
+        {
+          "name": "latent_image",
+          "type": "LATENT",
+          "link": 291
+        }
+      ],
+      "outputs": [
+        {
+          "name": "LATENT",
+          "type": "LATENT",
+          "slot_index": 0,
+          "links": [
+            52
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.38",
+        "Node name for S&R": "KSampler"
+      },
+      "widgets_values": [
+        926665374178617,
+        "randomize",
+        20,
+        1,
+        "euler",
+        "simple",
+        1
+      ]
+    },
+    {
+      "id": 124,
+      "type": "VAEEncode",
+      "pos": [
+        17.60597038269043,
+        430.2935791015625
+      ],
+      "size": [
+        240,
+        50
+      ],
+      "flags": {
+        "collapsed": false
+      },
+      "order": 19,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "pixels",
+          "type": "IMAGE",
+          "link": 222
+        },
+        {
+          "name": "vae",
+          "type": "VAE",
+          "link": 223
+        }
+      ],
+      "outputs": [
+        {
+          "name": "LATENT",
+          "type": "LATENT",
+          "links": [
+            291,
+            293
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.39",
+        "Node name for S&R": "VAEEncode"
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 8,
+      "type": "VAEDecode",
+      "pos": [
+        399.8988342285156,
+        373.456298828125
+      ],
+      "size": [
+        190,
+        46
+      ],
+      "flags": {
+        "collapsed": false
+      },
+      "order": 23,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "samples",
+          "type": "LATENT",
+          "link": 52
+        },
+        {
+          "name": "vae",
+          "type": "VAE",
+          "link": 61
+        }
+      ],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "slot_index": 0,
+          "links": [
+            240,
+            309
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.38",
+        "Node name for S&R": "VAEDecode"
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 197,
+      "type": "VAEDecode",
+      "pos": [
+        1306.77001953125,
+        396.21270751953125
+      ],
+      "size": [
+        190,
+        46
+      ],
+      "flags": {
+        "collapsed": false
+      },
+      "order": 30,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "samples",
+          "type": "LATENT",
+          "link": 305
+        },
+        {
+          "name": "vae",
+          "type": "VAE",
+          "link": 306
+        }
+      ],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "slot_index": 0,
+          "links": [
+            304,
+            324
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.38",
+        "Node name for S&R": "VAEDecode"
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 192,
+      "type": "KSampler",
+      "pos": [
+        506.3446960449219,
+        -576.4866333007812
+      ],
+      "size": [
+        320,
+        262
+      ],
+      "flags": {},
+      "order": 29,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "model",
+          "type": "MODEL",
+          "link": 333
+        },
+        {
+          "name": "positive",
+          "type": "CONDITIONING",
+          "link": 301
+        },
+        {
+          "name": "negative",
+          "type": "CONDITIONING",
+          "link": 303
+        },
+        {
+          "name": "latent_image",
+          "type": "LATENT",
+          "link": 312
+        }
+      ],
+      "outputs": [
+        {
+          "name": "LATENT",
+          "type": "LATENT",
+          "slot_index": 0,
+          "links": [
+            305
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.38",
+        "Node name for S&R": "KSampler"
+      },
+      "widgets_values": [
+        425858018751870,
+        "randomize",
+        20,
+        1,
+        "euler",
+        "simple",
+        1
+      ]
+    },
+    {
+      "id": 195,
+      "type": "FluxGuidance",
+      "pos": [
+        1564.748046875,
+        -517.3240356445312
+      ],
+      "size": [
+        240,
+        58
+      ],
+      "flags": {
+        "collapsed": false
+      },
+      "order": 28,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "conditioning",
+          "type": "CONDITIONING",
+          "link": 300
+        }
+      ],
+      "outputs": [
+        {
+          "name": "CONDITIONING",
+          "type": "CONDITIONING",
+          "slot_index": 0,
+          "links": [
+            301
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.38",
+        "Node name for S&R": "FluxGuidance"
+      },
+      "widgets_values": [
+        2.5
+      ]
+    },
+    {
+      "id": 194,
+      "type": "ReferenceLatent",
+      "pos": [
+        1245.92724609375,
+        -493.9140319824219
+      ],
+      "size": [
+        197.712890625,
+        46
+      ],
+      "flags": {},
+      "order": 27,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "conditioning",
+          "type": "CONDITIONING",
+          "link": 299
+        },
+        {
+          "name": "latent",
+          "shape": 7,
+          "type": "LATENT",
+          "link": 329
+        }
+      ],
+      "outputs": [
+        {
+          "name": "CONDITIONING",
+          "type": "CONDITIONING",
+          "links": [
+            300
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.41",
+        "Node name for S&R": "ReferenceLatent"
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 200,
+      "type": "VAEEncode",
+      "pos": [
+        793.555419921875,
+        364.1575622558594
+      ],
+      "size": [
+        240,
+        50
+      ],
+      "flags": {
+        "collapsed": false
+      },
+      "order": 26,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "pixels",
+          "type": "IMAGE",
+          "link": 310
+        },
+        {
+          "name": "vae",
+          "type": "VAE",
+          "link": 311
+        }
+      ],
+      "outputs": [
+        {
+          "name": "LATENT",
+          "type": "LATENT",
+          "links": [
+            312,
+            329
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.39",
+        "Node name for S&R": "VAEEncode"
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 206,
+      "type": "VAEDecode",
+      "pos": [
+        2215.64111328125,
+        194.1325225830078
+      ],
+      "size": [
+        190,
+        46
+      ],
+      "flags": {
+        "collapsed": false
+      },
+      "order": 37,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "samples",
+          "type": "LATENT",
+          "link": 318
+        },
+        {
+          "name": "vae",
+          "type": "VAE",
+          "link": 328
+        }
+      ],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "slot_index": 0,
+          "links": [
+            321
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.38",
+        "Node name for S&R": "VAEDecode"
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 201,
+      "type": "VAEEncode",
+      "pos": [
+        1710.2486572265625,
+        361.8056945800781
+      ],
+      "size": [
+        240,
+        50
+      ],
+      "flags": {
+        "collapsed": false
+      },
+      "order": 33,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "pixels",
+          "type": "IMAGE",
+          "link": 325
+        },
+        {
+          "name": "vae",
+          "type": "VAE",
+          "link": 323
+        }
+      ],
+      "outputs": [
+        {
+          "name": "LATENT",
+          "type": "LATENT",
+          "links": [
+            316,
+            330
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.39",
+        "Node name for S&R": "VAEEncode"
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 136,
+      "type": "SaveImage",
+      "pos": [
+        791.82958984375,
+        608.5175170898438
+      ],
+      "size": [
+        650,
+        660
+      ],
+      "flags": {},
+      "order": 24,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "images",
+          "type": "IMAGE",
+          "link": 240
+        }
+      ],
+      "outputs": [],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.39"
+      },
+      "widgets_values": [
+        "ComfyUI"
+      ]
+    },
+    {
+      "id": 202,
+      "type": "FluxKontextImageScale",
+      "pos": [
+        1805.4180908203125,
+        497.4234619140625
+      ],
+      "size": [
+        270,
+        30
+      ],
+      "flags": {
+        "collapsed": false
+      },
+      "order": 32,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "image",
+          "type": "IMAGE",
+          "link": 324
+        }
+      ],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            325
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.38",
+        "Node name for S&R": "FluxKontextImageScale"
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 209,
+      "type": "SaveImage",
+      "pos": [
+        2264.119140625,
+        602.625244140625
+      ],
+      "size": [
+        650,
+        660
+      ],
+      "flags": {},
+      "order": 38,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "images",
+          "type": "IMAGE",
+          "link": 321
+        }
+      ],
+      "outputs": [],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.39"
+      },
+      "widgets_values": [
+        "ComfyUI"
+      ]
+    },
+    {
+      "id": 178,
+      "type": "MarkdownNote",
+      "pos": [
+        -30,
+        -150
+      ],
+      "size": [
+        540,
+        150
+      ],
+      "flags": {},
+      "order": 9,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [],
+      "title": "About multiple images reference",
+      "properties": {},
+      "widgets_values": [
+        "[English] In addition to using **Image Stitch** to combine two images at a time, you can also encode individual images, then concatenate multiple latent conditions using the **ReferenceLatent** node, thus achieving the purpose of referencing multiple images. You can use the **EmptySD3LatentImage** node on the right to connect to **KSamper** and customize the size of the **latent_image**.\n\n[中文] 除了使用 **Image Stitch** 将两个两个图像拼合之外，你同样可以将单独的图像 encode 之后，将多个 latent 条件使用 **ReferenceLatent** 节点串联，从而实现多张图像参考的目的。可以使用右边的 **EmptySD3LatentImage** 节点连接到 **KSamper**来自定义 **latent_image** 的尺寸"
+      ],
+      "color": "#432",
+      "bgcolor": "#653"
+    },
+    {
+      "id": 190,
+      "type": "LoadImage",
+      "pos": [
+        -349.99053955078125,
+        541.55810546875
+      ],
+      "size": [
+        270,
+        314
+      ],
+      "flags": {},
+      "order": 10,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            295
+          ]
+        },
+        {
+          "name": "MASK",
+          "type": "MASK",
+          "links": null
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.43",
+        "Node name for S&R": "LoadImage"
+      },
+      "widgets_values": [
+        "image.webp",
+        "image"
+      ]
+    },
+    {
+      "id": 204,
+      "type": "CLIPTextEncode",
+      "pos": [
+        1345.513916015625,
+        -314.04766845703125
+      ],
+      "size": [
+        400,
+        220
+      ],
+      "flags": {},
+      "order": 14,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "clip",
+          "type": "CLIP",
+          "link": 327
+        }
+      ],
+      "outputs": [
+        {
+          "name": "CONDITIONING",
+          "type": "CONDITIONING",
+          "slot_index": 0,
+          "links": [
+            317,
+            319
+          ]
+        }
+      ],
+      "title": "CLIP Text Encode (Positive Prompt)",
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.38",
+        "Node name for S&R": "CLIPTextEncode"
+      },
+      "widgets_values": [
+        "transform the character into Super man , keep background"
+      ],
+      "color": "#232",
+      "bgcolor": "#353"
+    },
+    {
+      "id": 193,
+      "type": "CLIPTextEncode",
+      "pos": [
+        1338.0118408203125,
+        63.78425598144531
+      ],
+      "size": [
+        400,
+        220
+      ],
+      "flags": {},
+      "order": 13,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "clip",
+          "type": "CLIP",
+          "link": 307
+        }
+      ],
+      "outputs": [
+        {
+          "name": "CONDITIONING",
+          "type": "CONDITIONING",
+          "slot_index": 0,
+          "links": [
+            299,
+            302
+          ]
+        }
+      ],
+      "title": "CLIP Text Encode (Positive Prompt)",
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.38",
+        "Node name for S&R": "CLIPTextEncode"
+      },
+      "widgets_values": [
+        "The character stand and holds a flashlight as transformation device in their hand."
+      ],
+      "color": "#232",
+      "bgcolor": "#353"
+    },
+    {
+      "id": 198,
+      "type": "SaveImage",
+      "pos": [
+        1538.5048828125,
+        606.0989990234375
+      ],
+      "size": [
+        650,
+        660
+      ],
+      "flags": {},
+      "order": 31,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "images",
+          "type": "IMAGE",
+          "link": 304
+        }
+      ],
+      "outputs": [],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.39"
+      },
+      "widgets_values": [
+        "ComfyUI"
+      ]
+    },
+    {
+      "id": 37,
+      "type": "UNETLoader",
+      "pos": [
+        -400,
+        80
+      ],
+      "size": [
+        337.76861572265625,
+        82
+      ],
+      "flags": {},
+      "order": 11,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "name": "MODEL",
+          "type": "MODEL",
+          "links": [
+            331,
+            332,
+            333
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.38",
+        "Node name for S&R": "UNETLoader",
+        "models": [
+          {
+            "name": "flux1-dev-kontext_fp8_scaled.safetensors",
+            "url": "https://huggingface.co/Comfy-Org/flux1-kontext-dev_ComfyUI/resolve/main/split_files/diffusion_models/flux1-dev-kontext_fp8_scaled.safetensors",
+            "directory": "diffusion_models"
+          }
+        ]
+      },
+      "widgets_values": [
+        "flux1-dev-kontext_fp8_scaled.safetensors",
+        "default"
+      ],
+      "color": "#322",
+      "bgcolor": "#533"
+    }
+  ],
+  "links": [
+    [
+      52,
+      31,
+      0,
+      8,
+      0,
+      "LATENT"
+    ],
+    [
+      57,
+      35,
+      0,
+      31,
+      1,
+      "CONDITIONING"
+    ],
+    [
+      59,
+      38,
+      0,
+      6,
+      0,
+      "CLIP"
+    ],
+    [
+      61,
+      39,
+      0,
+      8,
+      1,
+      "VAE"
+    ],
+    [
+      222,
+      42,
+      0,
+      124,
+      0,
+      "IMAGE"
+    ],
+    [
+      223,
+      39,
+      0,
+      124,
+      1,
+      "VAE"
+    ],
+    [
+      237,
+      6,
+      0,
+      135,
+      0,
+      "CONDITIONING"
+    ],
+    [
+      238,
+      135,
+      0,
+      31,
+      2,
+      "CONDITIONING"
+    ],
+    [
+      240,
+      8,
+      0,
+      136,
+      0,
+      "IMAGE"
+    ],
+    [
+      291,
+      124,
+      0,
+      31,
+      3,
+      "LATENT"
+    ],
+    [
+      292,
+      177,
+      0,
+      35,
+      0,
+      "CONDITIONING"
+    ],
+    [
+      293,
+      124,
+      0,
+      177,
+      1,
+      "LATENT"
+    ],
+    [
+      294,
+      6,
+      0,
+      177,
+      0,
+      "CONDITIONING"
+    ],
+    [
+      295,
+      190,
+      0,
+      42,
+      0,
+      "IMAGE"
+    ],
+    [
+      299,
+      193,
+      0,
+      194,
+      0,
+      "CONDITIONING"
+    ],
+    [
+      300,
+      194,
+      0,
+      195,
+      0,
+      "CONDITIONING"
+    ],
+    [
+      301,
+      195,
+      0,
+      192,
+      1,
+      "CONDITIONING"
+    ],
+    [
+      302,
+      193,
+      0,
+      196,
+      0,
+      "CONDITIONING"
+    ],
+    [
+      303,
+      196,
+      0,
+      192,
+      2,
+      "CONDITIONING"
+    ],
+    [
+      304,
+      197,
+      0,
+      198,
+      0,
+      "IMAGE"
+    ],
+    [
+      305,
+      192,
+      0,
+      197,
+      0,
+      "LATENT"
+    ],
+    [
+      306,
+      39,
+      0,
+      197,
+      1,
+      "VAE"
+    ],
+    [
+      307,
+      38,
+      0,
+      193,
+      0,
+      "CLIP"
+    ],
+    [
+      309,
+      8,
+      0,
+      199,
+      0,
+      "IMAGE"
+    ],
+    [
+      310,
+      199,
+      0,
+      200,
+      0,
+      "IMAGE"
+    ],
+    [
+      311,
+      39,
+      0,
+      200,
+      1,
+      "VAE"
+    ],
+    [
+      312,
+      200,
+      0,
+      192,
+      3,
+      "LATENT"
+    ],
+    [
+      314,
+      208,
+      0,
+      203,
+      1,
+      "CONDITIONING"
+    ],
+    [
+      315,
+      205,
+      0,
+      203,
+      2,
+      "CONDITIONING"
+    ],
+    [
+      316,
+      201,
+      0,
+      203,
+      3,
+      "LATENT"
+    ],
+    [
+      317,
+      204,
+      0,
+      205,
+      0,
+      "CONDITIONING"
+    ],
+    [
+      318,
+      203,
+      0,
+      206,
+      0,
+      "LATENT"
+    ],
+    [
+      319,
+      204,
+      0,
+      207,
+      0,
+      "CONDITIONING"
+    ],
+    [
+      320,
+      207,
+      0,
+      208,
+      0,
+      "CONDITIONING"
+    ],
+    [
+      321,
+      206,
+      0,
+      209,
+      0,
+      "IMAGE"
+    ],
+    [
+      323,
+      39,
+      0,
+      201,
+      1,
+      "VAE"
+    ],
+    [
+      324,
+      197,
+      0,
+      202,
+      0,
+      "IMAGE"
+    ],
+    [
+      325,
+      202,
+      0,
+      201,
+      0,
+      "IMAGE"
+    ],
+    [
+      327,
+      38,
+      0,
+      204,
+      0,
+      "CLIP"
+    ],
+    [
+      328,
+      39,
+      0,
+      206,
+      1,
+      "VAE"
+    ],
+    [
+      329,
+      200,
+      0,
+      194,
+      1,
+      "LATENT"
+    ],
+    [
+      330,
+      201,
+      0,
+      207,
+      1,
+      "LATENT"
+    ],
+    [
+      331,
+      37,
+      0,
+      31,
+      0,
+      "MODEL"
+    ],
+    [
+      332,
+      37,
+      0,
+      203,
+      0,
+      "MODEL"
+    ],
+    [
+      333,
+      37,
+      0,
+      192,
+      0,
+      "MODEL"
+    ]
+  ],
+  "groups": [
+    {
+      "id": 1,
+      "title": "Step 1- Load models",
+      "bounding": [
+        -410,
+        10,
+        360,
+        450
+      ],
+      "color": "#3f789e",
+      "font_size": 24,
+      "flags": {}
+    },
+    {
+      "id": 5,
+      "title": "Step 3 - Prompt",
+      "bounding": [
+        310,
+        480,
+        430,
+        330
+      ],
+      "color": "#3f789e",
+      "font_size": 24,
+      "flags": {}
+    },
+    {
+      "id": 6,
+      "title": "Conditioning",
+      "bounding": [
+        -30,
+        10,
+        540,
+        250
+      ],
+      "color": "#3f789e",
+      "font_size": 24,
+      "flags": {}
+    }
+  ],
+  "config": {},
+  "extra": {
+    "ds": {
+      "scale": 0.6115909044841856,
+      "offset": [
+        129.87556215684498,
+        120.39682000004782
+      ]
+    },
+    "frontendVersion": "1.23.4",
+    "groupNodes": {},
+    "VHS_latentpreview": false,
+    "VHS_latentpreviewrate": 0,
+    "VHS_MetadataImage": true,
+    "VHS_KeepIntermediate": true
+  },
+  "version": 0.4
+}

selfforcing+vace首尾帧变身.json

@@ -0,0 +1,3290 @@
+{
+  "id": "c8b75117-7a2c-45b9-b5d5-d0dccab7a91f",
+  "revision": 0,
+  "last_node_id": 163,
+  "last_link_id": 219,
+  "nodes": [
+    {
+      "id": 29,
+      "type": "WanVideoDecode",
+      "pos": [
+        2804.89501953125,
+        -460.98162841796875
+      ],
+      "size": [
+        315,
+        190
+      ],
+      "flags": {},
+      "order": 44,
+      "mode": 0,
+      "inputs": [
+        {
+          "label": "vae",
+          "name": "vae",
+          "type": "WANVAE",
+          "link": 28
+        },
+        {
+          "label": "samples",
+          "name": "samples",
+          "type": "LATENT",
+          "link": 27
+        }
+      ],
+      "outputs": [
+        {
+          "label": "images",
+          "name": "images",
+          "type": "IMAGE",
+          "slot_index": 0,
+          "links": [
+            29
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
+        "Node name for S&R": "WanVideoDecode"
+      },
+      "widgets_values": [
+        false,
+        272,
+        272,
+        144,
+        128
+      ],
+      "color": "#322",
+      "bgcolor": "#533"
+    },
+    {
+      "id": 114,
+      "type": "INTConstant",
+      "pos": [
+        354.16937255859375,
+        -8.22602367401123
+      ],
+      "size": [
+        210,
+        58
+      ],
+      "flags": {},
+      "order": 0,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "value",
+          "name": "value",
+          "type": "INT",
+          "links": [
+            151,
+            167
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfyui-kjnodes",
+        "ver": "52c2e31a903fec2dd654fb614ea82ba2757d5028",
+        "Node name for S&R": "INTConstant"
+      },
+      "widgets_values": [
+        49
+      ],
+      "color": "#1b4669",
+      "bgcolor": "#29699c"
+    },
+    {
+      "id": 105,
+      "type": "WanVideoVACEStartToEndFrame",
+      "pos": [
+        1959.7139892578125,
+        -9.292972564697266
+      ],
+      "size": [
+        403.1999816894531,
+        142
+      ],
+      "flags": {},
+      "order": 35,
+      "mode": 0,
+      "inputs": [
+        {
+          "label": "start_image",
+          "name": "start_image",
+          "shape": 7,
+          "type": "IMAGE",
+          "link": 140
+        },
+        {
+          "label": "end_image",
+          "name": "end_image",
+          "shape": 7,
+          "type": "IMAGE",
+          "link": 170
+        },
+        {
+          "label": "control_images",
+          "name": "control_images",
+          "shape": 7,
+          "type": "IMAGE"
+        },
+        {
+          "label": "inpaint_mask",
+          "name": "inpaint_mask",
+          "shape": 7,
+          "type": "MASK"
+        },
+        {
+          "label": "num_frames",
+          "name": "num_frames",
+          "type": "INT",
+          "widget": {
+            "name": "num_frames"
+          },
+          "link": 167
+        }
+      ],
+      "outputs": [
+        {
+          "label": "images",
+          "name": "images",
+          "type": "IMAGE",
+          "links": [
+            142
+          ]
+        },
+        {
+          "label": "masks",
+          "name": "masks",
+          "type": "MASK",
+          "links": [
+            144
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "8479624614ec0d52e982bbbab633736fb1a15eef",
+        "Node name for S&R": "WanVideoVACEStartToEndFrame"
+      },
+      "widgets_values": [
+        65,
+        0.5
+      ]
+    },
+    {
+      "id": 7,
+      "type": "WanVideoVACEEncode",
+      "pos": [
+        1999.1685791015625,
+        -413.9461364746094
+      ],
+      "size": [
+        315,
+        334
+      ],
+      "flags": {},
+      "order": 40,
+      "mode": 0,
+      "inputs": [
+        {
+          "label": "vae",
+          "name": "vae",
+          "type": "WANVAE",
+          "link": 4
+        },
+        {
+          "label": "input_frames",
+          "name": "input_frames",
+          "shape": 7,
+          "type": "IMAGE",
+          "link": 142
+        },
+        {
+          "label": "ref_images",
+          "name": "ref_images",
+          "shape": 7,
+          "type": "IMAGE",
+          "link": 164
+        },
+        {
+          "label": "input_masks",
+          "name": "input_masks",
+          "shape": 7,
+          "type": "MASK",
+          "link": 144
+        },
+        {
+          "label": "prev_vace_embeds",
+          "name": "prev_vace_embeds",
+          "shape": 7,
+          "type": "WANVIDIMAGE_EMBEDS"
+        },
+        {
+          "label": "width",
+          "name": "width",
+          "type": "INT",
+          "widget": {
+            "name": "width"
+          },
+          "link": 149
+        },
+        {
+          "label": "height",
+          "name": "height",
+          "type": "INT",
+          "widget": {
+            "name": "height"
+          },
+          "link": 150
+        },
+        {
+          "label": "num_frames",
+          "name": "num_frames",
+          "type": "INT",
+          "widget": {
+            "name": "num_frames"
+          },
+          "link": 151
+        }
+      ],
+      "outputs": [
+        {
+          "label": "vace_embeds",
+          "name": "vace_embeds",
+          "type": "WANVIDIMAGE_EMBEDS",
+          "links": [
+            174
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "ce6522c2279c30ed6ac157cbfacd8e15cb1cfae2",
+        "Node name for S&R": "WanVideoVACEEncode"
+      },
+      "widgets_values": [
+        832,
+        480,
+        81,
+        1.0000000000000002,
+        0,
+        1,
+        false
+      ]
+    },
+    {
+      "id": 56,
+      "type": "WanVideoExperimentalArgs",
+      "pos": [
+        2424.6083984375,
+        52.15758514404297
+      ],
+      "size": [
+        327.5999755859375,
+        226
+      ],
+      "flags": {},
+      "order": 1,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "exp_args",
+          "name": "exp_args",
+          "type": "EXPERIMENTALARGS",
+          "links": [
+            71
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "8479624614ec0d52e982bbbab633736fb1a15eef",
+        "Node name for S&R": "WanVideoExperimentalArgs"
+      },
+      "widgets_values": [
+        "",
+        true,
+        false,
+        0,
+        false,
+        1,
+        1.25,
+        20
+      ]
+    },
+    {
+      "id": 58,
+      "type": "WanVideoSLG",
+      "pos": [
+        2428.086181640625,
+        -440.80194091796875
+      ],
+      "size": [
+        315,
+        106
+      ],
+      "flags": {},
+      "order": 2,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "slg_args",
+          "name": "slg_args",
+          "type": "SLGARGS",
+          "links": [
+            73
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "8479624614ec0d52e982bbbab633736fb1a15eef",
+        "Node name for S&R": "WanVideoSLG"
+      },
+      "widgets_values": [
+        "9,10",
+        0.20000000000000004,
+        0.5000000000000001
+      ]
+    },
+    {
+      "id": 3,
+      "type": "WanVideoVAELoader",
+      "pos": [
+        1540.7293701171875,
+        122.44969177246094
+      ],
+      "size": [
+        372.7727966308594,
+        82
+      ],
+      "flags": {},
+      "order": 3,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "vae",
+          "name": "vae",
+          "type": "WANVAE",
+          "slot_index": 0,
+          "links": [
+            4,
+            28
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
+        "Node name for S&R": "WanVideoVAELoader"
+      },
+      "widgets_values": [
+        "wan_2.1_vae.safetensors",
+        "bf16"
+      ],
+      "color": "#322",
+      "bgcolor": "#533"
+    },
+    {
+      "id": 2,
+      "type": "LoadWanVideoT5TextEncoder",
+      "pos": [
+        1544.11083984375,
+        -69.8620376586914
+      ],
+      "size": [
+        377.1661376953125,
+        130
+      ],
+      "flags": {},
+      "order": 4,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "wan_t5_model",
+          "name": "wan_t5_model",
+          "type": "WANTEXTENCODER",
+          "slot_index": 0,
+          "links": [
+            3
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
+        "Node name for S&R": "LoadWanVideoT5TextEncoder"
+      },
+      "widgets_values": [
+        "umt5_xxl_fp16.safetensors",
+        "bf16",
+        "offload_device",
+        "disabled"
+      ],
+      "color": "#332922",
+      "bgcolor": "#593930"
+    },
+    {
+      "id": 4,
+      "type": "WanVideoSampler",
+      "pos": [
+        2793.522216796875,
+        -215.30181884765625
+      ],
+      "size": [
+        327.28460693359375,
+        598
+      ],
+      "flags": {},
+      "order": 42,
+      "mode": 0,
+      "inputs": [
+        {
+          "label": "model",
+          "name": "model",
+          "type": "WANVIDEOMODEL",
+          "link": 2
+        },
+        {
+          "label": "image_embeds",
+          "name": "image_embeds",
+          "type": "WANVIDIMAGE_EMBEDS",
+          "link": 174
+        },
+        {
+          "label": "text_embeds",
+          "name": "text_embeds",
+          "shape": 7,
+          "type": "WANVIDEOTEXTEMBEDS",
+          "link": 173
+        },
+        {
+          "label": "samples",
+          "name": "samples",
+          "shape": 7,
+          "type": "LATENT"
+        },
+        {
+          "label": "feta_args",
+          "name": "feta_args",
+          "shape": 7,
+          "type": "FETAARGS"
+        },
+        {
+          "label": "context_options",
+          "name": "context_options",
+          "shape": 7,
+          "type": "WANVIDCONTEXT"
+        },
+        {
+          "label": "cache_args",
+          "name": "cache_args",
+          "shape": 7,
+          "type": "CACHEARGS"
+        },
+        {
+          "label": "flowedit_args",
+          "name": "flowedit_args",
+          "shape": 7,
+          "type": "FLOWEDITARGS"
+        },
+        {
+          "label": "slg_args",
+          "name": "slg_args",
+          "shape": 7,
+          "type": "SLGARGS",
+          "link": 73
+        },
+        {
+          "label": "loop_args",
+          "name": "loop_args",
+          "shape": 7,
+          "type": "LOOPARGS"
+        },
+        {
+          "label": "experimental_args",
+          "name": "experimental_args",
+          "shape": 7,
+          "type": "EXPERIMENTALARGS",
+          "link": 71
+        },
+        {
+          "label": "sigmas",
+          "name": "sigmas",
+          "shape": 7,
+          "type": "SIGMAS"
+        },
+        {
+          "label": "unianimate_poses",
+          "name": "unianimate_poses",
+          "shape": 7,
+          "type": "UNIANIMATE_POSE"
+        },
+        {
+          "label": "fantasytalking_embeds",
+          "name": "fantasytalking_embeds",
+          "shape": 7,
+          "type": "FANTASYTALKING_EMBEDS"
+        },
+        {
+          "label": "uni3c_embeds",
+          "name": "uni3c_embeds",
+          "shape": 7,
+          "type": "UNI3C_EMBEDS"
+        },
+        {
+          "label": "multitalk_embeds",
+          "name": "multitalk_embeds",
+          "shape": 7,
+          "type": "MULTITALK_EMBEDS"
+        }
+      ],
+      "outputs": [
+        {
+          "label": "samples",
+          "name": "samples",
+          "type": "LATENT",
+          "slot_index": 0,
+          "links": [
+            27
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
+        "Node name for S&R": "WanVideoSampler"
+      },
+      "widgets_values": [
+        8,
+        1.0000000000000002,
+        5.000000000000001,
+        525807822253780,
+        "randomize",
+        true,
+        "lcm",
+        0,
+        1,
+        "",
+        "comfy"
+      ]
+    },
+    {
+      "id": 55,
+      "type": "WanVideoVACEModelSelect",
+      "pos": [
+        1168.3974609375,
+        108.48776245117188
+      ],
+      "size": [
+        294.4861755371094,
+        58
+      ],
+      "flags": {},
+      "order": 5,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "vace_model",
+          "name": "vace_model",
+          "type": "VACEPATH",
+          "links": [
+            70
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "8479624614ec0d52e982bbbab633736fb1a15eef",
+        "Node name for S&R": "WanVideoVACEModelSelect"
+      },
+      "widgets_values": [
+        "Wan2_1-VACE_module_14B_fp8_e4m3fn.safetensors"
+      ]
+    },
+    {
+      "id": 136,
+      "type": "PreviewImage",
+      "pos": [
+        1455.0296630859375,
+        613.2506713867188
+      ],
+      "size": [
+        140,
+        246
+      ],
+      "flags": {},
+      "order": 34,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "images",
+          "type": "IMAGE",
+          "link": 182
+        }
+      ],
+      "outputs": [],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.43",
+        "Node name for S&R": "PreviewImage"
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 132,
+      "type": "ImageResizeKJv2",
+      "pos": [
+        997.949462890625,
+        257.1885681152344
+      ],
+      "size": [
+        315,
+        266
+      ],
+      "flags": {},
+      "order": 29,
+      "mode": 0,
+      "inputs": [
+        {
+          "label": "image",
+          "name": "image",
+          "type": "IMAGE",
+          "link": 169
+        },
+        {
+          "label": "width",
+          "name": "width",
+          "type": "INT",
+          "widget": {
+            "name": "width"
+          },
+          "link": 171
+        },
+        {
+          "label": "height",
+          "name": "height",
+          "type": "INT",
+          "widget": {
+            "name": "height"
+          },
+          "link": 172
+        }
+      ],
+      "outputs": [
+        {
+          "label": "IMAGE",
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            170,
+            181
+          ]
+        },
+        {
+          "label": "width",
+          "name": "width",
+          "type": "INT"
+        },
+        {
+          "label": "height",
+          "name": "height",
+          "type": "INT"
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfyui-kjnodes",
+        "ver": "5dcda71011870278c35d92ff77a677ed2e538f2d",
+        "Node name for S&R": "ImageResizeKJv2"
+      },
+      "widgets_values": [
+        480,
+        720,
+        "lanczos",
+        "crop",
+        "0, 0, 0",
+        "center",
+        2,
+        "cpu"
+      ]
+    },
+    {
+      "id": 30,
+      "type": "VHS_VideoCombine",
+      "pos": [
+        3425.957275390625,
+        -417.601318359375
+      ],
+      "size": [
+        411.2537536621094,
+        1026.1732177734375
+      ],
+      "flags": {},
+      "order": 46,
+      "mode": 0,
+      "inputs": [
+        {
+          "label": "images",
+          "name": "images",
+          "type": "IMAGE",
+          "link": 29
+        },
+        {
+          "label": "audio",
+          "name": "audio",
+          "shape": 7,
+          "type": "AUDIO"
+        },
+        {
+          "label": "meta_batch",
+          "name": "meta_batch",
+          "shape": 7,
+          "type": "VHS_BatchManager"
+        },
+        {
+          "label": "vae",
+          "name": "vae",
+          "shape": 7,
+          "type": "VAE"
+        }
+      ],
+      "outputs": [
+        {
+          "label": "Filenames",
+          "name": "Filenames",
+          "type": "VHS_FILENAMES"
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfyui-videohelpersuite",
+        "ver": "0a75c7958fe320efcb052f1d9f8451fd20c730a8",
+        "Node name for S&R": "VHS_VideoCombine"
+      },
+      "widgets_values": {
+        "frame_rate": 16,
+        "loop_count": 0,
+        "filename_prefix": "AnimateDiff",
+        "format": "video/h264-mp4",
+        "pix_fmt": "yuv420p",
+        "crf": 19,
+        "save_metadata": true,
+        "trim_to_audio": false,
+        "pingpong": false,
+        "save_output": true,
+        "videopreview": {
+          "paused": false,
+          "hidden": false,
+          "params": {
+            "filename": "AnimateDiff_00016.mp4",
+            "workflow": "AnimateDiff_00016.png",
+            "fullpath": "/home/featurize/ComfyUI/output/AnimateDiff_00016.mp4",
+            "format": "video/h264-mp4",
+            "subfolder": "",
+            "type": "output",
+            "frame_rate": 16
+          }
+        }
+      }
+    },
+    {
+      "id": 51,
+      "type": "WanVideoBlockSwap",
+      "pos": [
+        1137.9566650390625,
+        -418.1119689941406
+      ],
+      "size": [
+        315,
+        154
+      ],
+      "flags": {},
+      "order": 6,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "block_swap_args",
+          "name": "block_swap_args",
+          "type": "BLOCKSWAPARGS",
+          "slot_index": 0,
+          "links": [
+            74
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "3869b0482b615b6a8fd6f346467c5ef6627eed72",
+        "Node name for S&R": "WanVideoBlockSwap"
+      },
+      "widgets_values": [
+        30,
+        false,
+        false,
+        true,
+        15
+      ],
+      "color": "#223",
+      "bgcolor": "#335"
+    },
+    {
+      "id": 1,
+      "type": "WanVideoModelLoader",
+      "pos": [
+        1558.1937255859375,
+        -410.9523620605469
+      ],
+      "size": [
+        386.96685791015625,
+        274
+      ],
+      "flags": {},
+      "order": 32,
+      "mode": 0,
+      "inputs": [
+        {
+          "label": "compile_args",
+          "name": "compile_args",
+          "shape": 7,
+          "type": "WANCOMPILEARGS"
+        },
+        {
+          "label": "block_swap_args",
+          "name": "block_swap_args",
+          "shape": 7,
+          "type": "BLOCKSWAPARGS",
+          "link": 74
+        },
+        {
+          "label": "lora",
+          "name": "lora",
+          "shape": 7,
+          "type": "WANVIDLORA",
+          "link": 188
+        },
+        {
+          "label": "vram_management_args",
+          "name": "vram_management_args",
+          "shape": 7,
+          "type": "VRAM_MANAGEMENTARGS"
+        },
+        {
+          "label": "vace_model",
+          "name": "vace_model",
+          "shape": 7,
+          "type": "VACEPATH",
+          "link": 70
+        },
+        {
+          "label": "fantasytalking_model",
+          "name": "fantasytalking_model",
+          "shape": 7,
+          "type": "FANTASYTALKINGMODEL"
+        },
+        {
+          "label": "multitalk_model",
+          "name": "multitalk_model",
+          "shape": 7,
+          "type": "MULTITALKMODEL"
+        }
+      ],
+      "outputs": [
+        {
+          "label": "model",
+          "name": "model",
+          "type": "WANVIDEOMODEL",
+          "slot_index": 0,
+          "links": [
+            2
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
+        "Node name for S&R": "WanVideoModelLoader"
+      },
+      "widgets_values": [
+        "Wan2_1-T2V-14B_fp8_e4m3fn.safetensors",
+        "fp16",
+        "fp8_e4m3fn",
+        "offload_device",
+        "sageattn"
+      ],
+      "color": "#223",
+      "bgcolor": "#335"
+    },
+    {
+      "id": 135,
+      "type": "PreviewImage",
+      "pos": [
+        1064.532470703125,
+        619.0838623046875
+      ],
+      "size": [
+        140,
+        246
+      ],
+      "flags": {},
+      "order": 36,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "images",
+          "type": "IMAGE",
+          "link": 181
+        }
+      ],
+      "outputs": [],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.43",
+        "Node name for S&R": "PreviewImage"
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 134,
+      "type": "WanVideoLoraSelect",
+      "pos": [
+        1163.8875732421875,
+        -647.5437622070312
+      ],
+      "size": [
+        270,
+        126
+      ],
+      "flags": {},
+      "order": 25,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "prev_lora",
+          "shape": 7,
+          "type": "WANVIDLORA",
+          "link": 184
+        },
+        {
+          "name": "blocks",
+          "shape": 7,
+          "type": "SELECTEDBLOCKS",
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "name": "lora",
+          "type": "WANVIDLORA",
+          "links": [
+            188
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfyui-wanvideowrapper",
+        "ver": "1.2.0",
+        "Node name for S&R": "WanVideoLoraSelect"
+      },
+      "widgets_values": [
+        "wan_14b_i2v_liziyingxiang.safetensors",
+        1.0000000000000002,
+        false
+      ]
+    },
+    {
+      "id": 130,
+      "type": "WanVideoLoraSelect",
+      "pos": [
+        1131.8262939453125,
+        -153.6914520263672
+      ],
+      "size": [
+        305.4425964355469,
+        126
+      ],
+      "flags": {},
+      "order": 7,
+      "mode": 0,
+      "inputs": [
+        {
+          "label": "prev_lora",
+          "name": "prev_lora",
+          "shape": 7,
+          "type": "WANVIDLORA"
+        },
+        {
+          "label": "blocks",
+          "name": "blocks",
+          "shape": 7,
+          "type": "SELECTEDBLOCKS"
+        }
+      ],
+      "outputs": [
+        {
+          "label": "lora",
+          "name": "lora",
+          "type": "WANVIDLORA",
+          "links": [
+            184
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "8479624614ec0d52e982bbbab633736fb1a15eef",
+        "Node name for S&R": "WanVideoLoraSelect"
+      },
+      "widgets_values": [
+        "Wan21_T2V_14B_lightx2v_cfg_step_distill_lora_rank32.safetensors",
+        1,
+        false
+      ]
+    },
+    {
+      "id": 108,
+      "type": "ImageResizeKJv2",
+      "pos": [
+        1386.3707275390625,
+        257.93994140625
+      ],
+      "size": [
+        315,
+        266
+      ],
+      "flags": {},
+      "order": 28,
+      "mode": 0,
+      "inputs": [
+        {
+          "label": "image",
+          "name": "image",
+          "type": "IMAGE",
+          "link": 138
+        },
+        {
+          "label": "width",
+          "name": "width",
+          "type": "INT",
+          "widget": {
+            "name": "width"
+          },
+          "link": 159
+        },
+        {
+          "label": "height",
+          "name": "height",
+          "type": "INT",
+          "widget": {
+            "name": "height"
+          },
+          "link": 160
+        }
+      ],
+      "outputs": [
+        {
+          "label": "IMAGE",
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            140,
+            164,
+            182
+          ]
+        },
+        {
+          "label": "width",
+          "name": "width",
+          "type": "INT"
+        },
+        {
+          "label": "height",
+          "name": "height",
+          "type": "INT"
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfyui-kjnodes",
+        "ver": "5dcda71011870278c35d92ff77a677ed2e538f2d",
+        "Node name for S&R": "ImageResizeKJv2"
+      },
+      "widgets_values": [
+        480,
+        720,
+        "lanczos",
+        "crop",
+        "0, 0, 0",
+        "center",
+        2,
+        "cpu"
+      ]
+    },
+    {
+      "id": 140,
+      "type": "WanVideoDecode",
+      "pos": [
+        2677.813720703125,
+        1354.119384765625
+      ],
+      "size": [
+        315,
+        190
+      ],
+      "flags": {},
+      "order": 45,
+      "mode": 0,
+      "inputs": [
+        {
+          "label": "vae",
+          "name": "vae",
+          "type": "WANVAE",
+          "link": 189
+        },
+        {
+          "label": "samples",
+          "name": "samples",
+          "type": "LATENT",
+          "link": 190
+        }
+      ],
+      "outputs": [
+        {
+          "label": "images",
+          "name": "images",
+          "type": "IMAGE",
+          "slot_index": 0,
+          "links": [
+            210
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
+        "Node name for S&R": "WanVideoDecode"
+      },
+      "widgets_values": [
+        false,
+        272,
+        272,
+        144,
+        128
+      ],
+      "color": "#322",
+      "bgcolor": "#533"
+    },
+    {
+      "id": 141,
+      "type": "INTConstant",
+      "pos": [
+        227.08802795410156,
+        1806.875
+      ],
+      "size": [
+        210,
+        58
+      ],
+      "flags": {},
+      "order": 8,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "value",
+          "name": "value",
+          "type": "INT",
+          "links": [
+            193,
+            200
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfyui-kjnodes",
+        "ver": "52c2e31a903fec2dd654fb614ea82ba2757d5028",
+        "Node name for S&R": "INTConstant"
+      },
+      "widgets_values": [
+        49
+      ],
+      "color": "#1b4669",
+      "bgcolor": "#29699c"
+    },
+    {
+      "id": 142,
+      "type": "WanVideoVACEStartToEndFrame",
+      "pos": [
+        1832.6326904296875,
+        1805.8079833984375
+      ],
+      "size": [
+        403.1999816894531,
+        142
+      ],
+      "flags": {},
+      "order": 38,
+      "mode": 0,
+      "inputs": [
+        {
+          "label": "start_image",
+          "name": "start_image",
+          "shape": 7,
+          "type": "IMAGE",
+          "link": 191
+        },
+        {
+          "label": "end_image",
+          "name": "end_image",
+          "shape": 7,
+          "type": "IMAGE",
+          "link": 192
+        },
+        {
+          "label": "control_images",
+          "name": "control_images",
+          "shape": 7,
+          "type": "IMAGE",
+          "link": null
+        },
+        {
+          "label": "inpaint_mask",
+          "name": "inpaint_mask",
+          "shape": 7,
+          "type": "MASK",
+          "link": null
+        },
+        {
+          "label": "num_frames",
+          "name": "num_frames",
+          "type": "INT",
+          "widget": {
+            "name": "num_frames"
+          },
+          "link": 193
+        }
+      ],
+      "outputs": [
+        {
+          "label": "images",
+          "name": "images",
+          "type": "IMAGE",
+          "links": [
+            195
+          ]
+        },
+        {
+          "label": "masks",
+          "name": "masks",
+          "type": "MASK",
+          "links": [
+            197
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "8479624614ec0d52e982bbbab633736fb1a15eef",
+        "Node name for S&R": "WanVideoVACEStartToEndFrame"
+      },
+      "widgets_values": [
+        65,
+        0.5
+      ]
+    },
+    {
+      "id": 143,
+      "type": "WanVideoVACEEncode",
+      "pos": [
+        1872.0872802734375,
+        1401.15478515625
+      ],
+      "size": [
+        315,
+        334
+      ],
+      "flags": {},
+      "order": 41,
+      "mode": 0,
+      "inputs": [
+        {
+          "label": "vae",
+          "name": "vae",
+          "type": "WANVAE",
+          "link": 194
+        },
+        {
+          "label": "input_frames",
+          "name": "input_frames",
+          "shape": 7,
+          "type": "IMAGE",
+          "link": 195
+        },
+        {
+          "label": "ref_images",
+          "name": "ref_images",
+          "shape": 7,
+          "type": "IMAGE",
+          "link": 196
+        },
+        {
+          "label": "input_masks",
+          "name": "input_masks",
+          "shape": 7,
+          "type": "MASK",
+          "link": 197
+        },
+        {
+          "label": "prev_vace_embeds",
+          "name": "prev_vace_embeds",
+          "shape": 7,
+          "type": "WANVIDIMAGE_EMBEDS",
+          "link": null
+        },
+        {
+          "label": "width",
+          "name": "width",
+          "type": "INT",
+          "widget": {
+            "name": "width"
+          },
+          "link": 198
+        },
+        {
+          "label": "height",
+          "name": "height",
+          "type": "INT",
+          "widget": {
+            "name": "height"
+          },
+          "link": 199
+        },
+        {
+          "label": "num_frames",
+          "name": "num_frames",
+          "type": "INT",
+          "widget": {
+            "name": "num_frames"
+          },
+          "link": 200
+        }
+      ],
+      "outputs": [
+        {
+          "label": "vace_embeds",
+          "name": "vace_embeds",
+          "type": "WANVIDIMAGE_EMBEDS",
+          "links": [
+            202
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "ce6522c2279c30ed6ac157cbfacd8e15cb1cfae2",
+        "Node name for S&R": "WanVideoVACEEncode"
+      },
+      "widgets_values": [
+        832,
+        480,
+        81,
+        1.0000000000000002,
+        0,
+        1,
+        false
+      ]
+    },
+    {
+      "id": 144,
+      "type": "WanVideoExperimentalArgs",
+      "pos": [
+        2297.527099609375,
+        1867.258544921875
+      ],
+      "size": [
+        327.5999755859375,
+        226
+      ],
+      "flags": {},
+      "order": 9,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "exp_args",
+          "name": "exp_args",
+          "type": "EXPERIMENTALARGS",
+          "links": [
+            205
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "8479624614ec0d52e982bbbab633736fb1a15eef",
+        "Node name for S&R": "WanVideoExperimentalArgs"
+      },
+      "widgets_values": [
+        "",
+        true,
+        false,
+        0,
+        false,
+        1,
+        1.25,
+        20
+      ]
+    },
+    {
+      "id": 145,
+      "type": "WanVideoSLG",
+      "pos": [
+        2301.0048828125,
+        1374.299072265625
+      ],
+      "size": [
+        315,
+        106
+      ],
+      "flags": {},
+      "order": 10,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "slg_args",
+          "name": "slg_args",
+          "type": "SLGARGS",
+          "links": [
+            204
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "8479624614ec0d52e982bbbab633736fb1a15eef",
+        "Node name for S&R": "WanVideoSLG"
+      },
+      "widgets_values": [
+        "9,10",
+        0.20000000000000004,
+        0.5000000000000001
+      ]
+    },
+    {
+      "id": 146,
+      "type": "WanVideoVAELoader",
+      "pos": [
+        1413.6480712890625,
+        1937.5506591796875
+      ],
+      "size": [
+        372.7727966308594,
+        82
+      ],
+      "flags": {},
+      "order": 11,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "vae",
+          "name": "vae",
+          "type": "WANVAE",
+          "slot_index": 0,
+          "links": [
+            189,
+            194
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
+        "Node name for S&R": "WanVideoVAELoader"
+      },
+      "widgets_values": [
+        "wan_2.1_vae.safetensors",
+        "bf16"
+      ],
+      "color": "#322",
+      "bgcolor": "#533"
+    },
+    {
+      "id": 147,
+      "type": "LoadWanVideoT5TextEncoder",
+      "pos": [
+        1417.029541015625,
+        1745.2388916015625
+      ],
+      "size": [
+        377.1661376953125,
+        130
+      ],
+      "flags": {},
+      "order": 12,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "wan_t5_model",
+          "name": "wan_t5_model",
+          "type": "WANTEXTENCODER",
+          "slot_index": 0,
+          "links": [
+            211
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
+        "Node name for S&R": "LoadWanVideoT5TextEncoder"
+      },
+      "widgets_values": [
+        "umt5_xxl_fp16.safetensors",
+        "bf16",
+        "offload_device",
+        "disabled"
+      ],
+      "color": "#332922",
+      "bgcolor": "#593930"
+    },
+    {
+      "id": 148,
+      "type": "WanVideoSampler",
+      "pos": [
+        2666.44091796875,
+        1599.7991943359375
+      ],
+      "size": [
+        327.28460693359375,
+        598
+      ],
+      "flags": {},
+      "order": 43,
+      "mode": 0,
+      "inputs": [
+        {
+          "label": "model",
+          "name": "model",
+          "type": "WANVIDEOMODEL",
+          "link": 201
+        },
+        {
+          "label": "image_embeds",
+          "name": "image_embeds",
+          "type": "WANVIDIMAGE_EMBEDS",
+          "link": 202
+        },
+        {
+          "label": "text_embeds",
+          "name": "text_embeds",
+          "shape": 7,
+          "type": "WANVIDEOTEXTEMBEDS",
+          "link": 203
+        },
+        {
+          "label": "samples",
+          "name": "samples",
+          "shape": 7,
+          "type": "LATENT",
+          "link": null
+        },
+        {
+          "label": "feta_args",
+          "name": "feta_args",
+          "shape": 7,
+          "type": "FETAARGS",
+          "link": null
+        },
+        {
+          "label": "context_options",
+          "name": "context_options",
+          "shape": 7,
+          "type": "WANVIDCONTEXT",
+          "link": null
+        },
+        {
+          "label": "cache_args",
+          "name": "cache_args",
+          "shape": 7,
+          "type": "CACHEARGS",
+          "link": null
+        },
+        {
+          "label": "flowedit_args",
+          "name": "flowedit_args",
+          "shape": 7,
+          "type": "FLOWEDITARGS",
+          "link": null
+        },
+        {
+          "label": "slg_args",
+          "name": "slg_args",
+          "shape": 7,
+          "type": "SLGARGS",
+          "link": 204
+        },
+        {
+          "label": "loop_args",
+          "name": "loop_args",
+          "shape": 7,
+          "type": "LOOPARGS",
+          "link": null
+        },
+        {
+          "label": "experimental_args",
+          "name": "experimental_args",
+          "shape": 7,
+          "type": "EXPERIMENTALARGS",
+          "link": 205
+        },
+        {
+          "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
+        }
+      ],
+      "outputs": [
+        {
+          "label": "samples",
+          "name": "samples",
+          "type": "LATENT",
+          "slot_index": 0,
+          "links": [
+            190
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
+        "Node name for S&R": "WanVideoSampler"
+      },
+      "widgets_values": [
+        8,
+        1.0000000000000002,
+        5.000000000000001,
+        245207132981581,
+        "randomize",
+        true,
+        "lcm",
+        0,
+        1,
+        "",
+        "comfy"
+      ]
+    },
+    {
+      "id": 149,
+      "type": "WanVideoVACEModelSelect",
+      "pos": [
+        1041.316162109375,
+        1923.5887451171875
+      ],
+      "size": [
+        294.4861755371094,
+        58
+      ],
+      "flags": {},
+      "order": 13,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "vace_model",
+          "name": "vace_model",
+          "type": "VACEPATH",
+          "links": [
+            214
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "8479624614ec0d52e982bbbab633736fb1a15eef",
+        "Node name for S&R": "WanVideoVACEModelSelect"
+      },
+      "widgets_values": [
+        "Wan2_1-VACE_module_14B_fp8_e4m3fn.safetensors"
+      ]
+    },
+    {
+      "id": 150,
+      "type": "PreviewImage",
+      "pos": [
+        1327.9483642578125,
+        2428.3515625
+      ],
+      "size": [
+        140,
+        246
+      ],
+      "flags": {},
+      "order": 39,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "images",
+          "type": "IMAGE",
+          "link": 206
+        }
+      ],
+      "outputs": [],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.43",
+        "Node name for S&R": "PreviewImage"
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 151,
+      "type": "ImageResizeKJv2",
+      "pos": [
+        870.8681030273438,
+        2072.28955078125
+      ],
+      "size": [
+        315,
+        266
+      ],
+      "flags": {},
+      "order": 30,
+      "mode": 0,
+      "inputs": [
+        {
+          "label": "image",
+          "name": "image",
+          "type": "IMAGE",
+          "link": 207
+        },
+        {
+          "label": "width",
+          "name": "width",
+          "type": "INT",
+          "widget": {
+            "name": "width"
+          },
+          "link": 208
+        },
+        {
+          "label": "height",
+          "name": "height",
+          "type": "INT",
+          "widget": {
+            "name": "height"
+          },
+          "link": 209
+        }
+      ],
+      "outputs": [
+        {
+          "label": "IMAGE",
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            192,
+            215
+          ]
+        },
+        {
+          "label": "width",
+          "name": "width",
+          "type": "INT"
+        },
+        {
+          "label": "height",
+          "name": "height",
+          "type": "INT"
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfyui-kjnodes",
+        "ver": "5dcda71011870278c35d92ff77a677ed2e538f2d",
+        "Node name for S&R": "ImageResizeKJv2"
+      },
+      "widgets_values": [
+        480,
+        720,
+        "lanczos",
+        "crop",
+        "0, 0, 0",
+        "center",
+        2,
+        "cpu"
+      ]
+    },
+    {
+      "id": 154,
+      "type": "VHS_VideoCombine",
+      "pos": [
+        3298.8759765625,
+        1397.4996337890625
+      ],
+      "size": [
+        411.2537536621094,
+        1026.1732177734375
+      ],
+      "flags": {},
+      "order": 47,
+      "mode": 0,
+      "inputs": [
+        {
+          "label": "images",
+          "name": "images",
+          "type": "IMAGE",
+          "link": 210
+        },
+        {
+          "label": "audio",
+          "name": "audio",
+          "shape": 7,
+          "type": "AUDIO",
+          "link": null
+        },
+        {
+          "label": "meta_batch",
+          "name": "meta_batch",
+          "shape": 7,
+          "type": "VHS_BatchManager",
+          "link": null
+        },
+        {
+          "label": "vae",
+          "name": "vae",
+          "shape": 7,
+          "type": "VAE",
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "label": "Filenames",
+          "name": "Filenames",
+          "type": "VHS_FILENAMES"
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfyui-videohelpersuite",
+        "ver": "0a75c7958fe320efcb052f1d9f8451fd20c730a8",
+        "Node name for S&R": "VHS_VideoCombine"
+      },
+      "widgets_values": {
+        "frame_rate": 16,
+        "loop_count": 0,
+        "filename_prefix": "AnimateDiff",
+        "format": "video/h264-mp4",
+        "pix_fmt": "yuv420p",
+        "crf": 19,
+        "save_metadata": true,
+        "trim_to_audio": false,
+        "pingpong": false,
+        "save_output": true,
+        "videopreview": {
+          "paused": false,
+          "hidden": false,
+          "params": {
+            "filename": "AnimateDiff_00015.mp4",
+            "workflow": "AnimateDiff_00015.png",
+            "fullpath": "/home/featurize/ComfyUI/output/AnimateDiff_00015.mp4",
+            "format": "video/h264-mp4",
+            "subfolder": "",
+            "type": "output",
+            "frame_rate": 16
+          }
+        }
+      }
+    },
+    {
+      "id": 155,
+      "type": "WanVideoBlockSwap",
+      "pos": [
+        1010.8753051757812,
+        1396.989013671875
+      ],
+      "size": [
+        315,
+        154
+      ],
+      "flags": {},
+      "order": 14,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "block_swap_args",
+          "name": "block_swap_args",
+          "type": "BLOCKSWAPARGS",
+          "slot_index": 0,
+          "links": [
+            212
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "3869b0482b615b6a8fd6f346467c5ef6627eed72",
+        "Node name for S&R": "WanVideoBlockSwap"
+      },
+      "widgets_values": [
+        30,
+        false,
+        false,
+        true,
+        15
+      ],
+      "color": "#223",
+      "bgcolor": "#335"
+    },
+    {
+      "id": 156,
+      "type": "LoadImage",
+      "pos": [
+        485.101318359375,
+        1517.8145751953125
+      ],
+      "size": [
+        315,
+        314
+      ],
+      "flags": {},
+      "order": 15,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "IMAGE",
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            217
+          ]
+        },
+        {
+          "label": "MASK",
+          "name": "MASK",
+          "type": "MASK"
+        }
+      ],
+      "title": "startimage",
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.41",
+        "Node name for S&R": "LoadImage"
+      },
+      "widgets_values": [
+        "ComfyUI_00054_.png",
+        "image"
+      ]
+    },
+    {
+      "id": 158,
+      "type": "WanVideoModelLoader",
+      "pos": [
+        1431.1124267578125,
+        1404.1485595703125
+      ],
+      "size": [
+        386.96685791015625,
+        274
+      ],
+      "flags": {},
+      "order": 33,
+      "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": 212
+        },
+        {
+          "label": "lora",
+          "name": "lora",
+          "shape": 7,
+          "type": "WANVIDLORA",
+          "link": 213
+        },
+        {
+          "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": 214
+        },
+        {
+          "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": [
+            201
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "d9b1f4d1a5aea91d101ae97a54714a5861af3f50",
+        "Node name for S&R": "WanVideoModelLoader"
+      },
+      "widgets_values": [
+        "Wan2_1-T2V-14B_fp8_e4m3fn.safetensors",
+        "fp16",
+        "fp8_e4m3fn",
+        "offload_device",
+        "sageattn"
+      ],
+      "color": "#223",
+      "bgcolor": "#335"
+    },
+    {
+      "id": 159,
+      "type": "PreviewImage",
+      "pos": [
+        937.4511108398438,
+        2434.184814453125
+      ],
+      "size": [
+        140,
+        246
+      ],
+      "flags": {},
+      "order": 37,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "images",
+          "type": "IMAGE",
+          "link": 215
+        }
+      ],
+      "outputs": [],
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.43",
+        "Node name for S&R": "PreviewImage"
+      },
+      "widgets_values": []
+    },
+    {
+      "id": 160,
+      "type": "LoadImage",
+      "pos": [
+        476.85797119140625,
+        2001.588134765625
+      ],
+      "size": [
+        315,
+        314
+      ],
+      "flags": {},
+      "order": 16,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "IMAGE",
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            207
+          ]
+        },
+        {
+          "label": "MASK",
+          "name": "MASK",
+          "type": "MASK"
+        }
+      ],
+      "title": "endimage",
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.41",
+        "Node name for S&R": "LoadImage"
+      },
+      "widgets_values": [
+        "ComfyUI_00055_.png",
+        "image"
+      ]
+    },
+    {
+      "id": 161,
+      "type": "WanVideoLoraSelect",
+      "pos": [
+        1036.8062744140625,
+        1167.5572509765625
+      ],
+      "size": [
+        270,
+        126
+      ],
+      "flags": {},
+      "order": 27,
+      "mode": 0,
+      "inputs": [
+        {
+          "name": "prev_lora",
+          "shape": 7,
+          "type": "WANVIDLORA",
+          "link": 216
+        },
+        {
+          "name": "blocks",
+          "shape": 7,
+          "type": "SELECTEDBLOCKS",
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "name": "lora",
+          "type": "WANVIDLORA",
+          "links": [
+            213
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfyui-wanvideowrapper",
+        "ver": "1.2.0",
+        "Node name for S&R": "WanVideoLoraSelect"
+      },
+      "widgets_values": [
+        "wan_14b_i2v_liziyingxiang.safetensors",
+        1.0000000000000002,
+        false
+      ]
+    },
+    {
+      "id": 162,
+      "type": "WanVideoLoraSelect",
+      "pos": [
+        1004.7449340820312,
+        1661.4095458984375
+      ],
+      "size": [
+        305.4425964355469,
+        126
+      ],
+      "flags": {},
+      "order": 17,
+      "mode": 0,
+      "inputs": [
+        {
+          "label": "prev_lora",
+          "name": "prev_lora",
+          "shape": 7,
+          "type": "WANVIDLORA",
+          "link": null
+        },
+        {
+          "label": "blocks",
+          "name": "blocks",
+          "shape": 7,
+          "type": "SELECTEDBLOCKS",
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "label": "lora",
+          "name": "lora",
+          "type": "WANVIDLORA",
+          "links": [
+            216
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "8479624614ec0d52e982bbbab633736fb1a15eef",
+        "Node name for S&R": "WanVideoLoraSelect"
+      },
+      "widgets_values": [
+        "Wan21_T2V_14B_lightx2v_cfg_step_distill_lora_rank32.safetensors",
+        1,
+        false
+      ]
+    },
+    {
+      "id": 163,
+      "type": "ImageResizeKJv2",
+      "pos": [
+        1259.2894287109375,
+        2073.041015625
+      ],
+      "size": [
+        315,
+        266
+      ],
+      "flags": {},
+      "order": 31,
+      "mode": 0,
+      "inputs": [
+        {
+          "label": "image",
+          "name": "image",
+          "type": "IMAGE",
+          "link": 217
+        },
+        {
+          "label": "width",
+          "name": "width",
+          "type": "INT",
+          "widget": {
+            "name": "width"
+          },
+          "link": 218
+        },
+        {
+          "label": "height",
+          "name": "height",
+          "type": "INT",
+          "widget": {
+            "name": "height"
+          },
+          "link": 219
+        }
+      ],
+      "outputs": [
+        {
+          "label": "IMAGE",
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            191,
+            196,
+            206
+          ]
+        },
+        {
+          "label": "width",
+          "name": "width",
+          "type": "INT"
+        },
+        {
+          "label": "height",
+          "name": "height",
+          "type": "INT"
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfyui-kjnodes",
+        "ver": "5dcda71011870278c35d92ff77a677ed2e538f2d",
+        "Node name for S&R": "ImageResizeKJv2"
+      },
+      "widgets_values": [
+        480,
+        720,
+        "lanczos",
+        "crop",
+        "0, 0, 0",
+        "center",
+        2,
+        "cpu"
+      ]
+    },
+    {
+      "id": 106,
+      "type": "LoadImage",
+      "pos": [
+        612.1826782226562,
+        -297.286376953125
+      ],
+      "size": [
+        315,
+        314
+      ],
+      "flags": {},
+      "order": 18,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "IMAGE",
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            138
+          ]
+        },
+        {
+          "label": "MASK",
+          "name": "MASK",
+          "type": "MASK"
+        }
+      ],
+      "title": "startimage",
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.41",
+        "Node name for S&R": "LoadImage"
+      },
+      "widgets_values": [
+        "可爱男孩.webp",
+        "image"
+      ]
+    },
+    {
+      "id": 131,
+      "type": "LoadImage",
+      "pos": [
+        603.9393310546875,
+        186.4871368408203
+      ],
+      "size": [
+        315,
+        314
+      ],
+      "flags": {},
+      "order": 19,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "IMAGE",
+          "name": "IMAGE",
+          "type": "IMAGE",
+          "links": [
+            169
+          ]
+        },
+        {
+          "label": "MASK",
+          "name": "MASK",
+          "type": "MASK"
+        }
+      ],
+      "title": "endimage",
+      "properties": {
+        "cnr_id": "comfy-core",
+        "ver": "0.3.41",
+        "Node name for S&R": "LoadImage"
+      },
+      "widgets_values": [
+        "ComfyUI_00054_.png",
+        "image"
+      ]
+    },
+    {
+      "id": 157,
+      "type": "WanVideoTextEncode",
+      "pos": [
+        2305.056396484375,
+        1539.6436767578125
+      ],
+      "size": [
+        334.9443664550781,
+        200.62786865234375
+      ],
+      "flags": {},
+      "order": 26,
+      "mode": 0,
+      "inputs": [
+        {
+          "label": "t5",
+          "name": "t5",
+          "type": "WANTEXTENCODER",
+          "link": 211
+        },
+        {
+          "label": "model_to_offload",
+          "name": "model_to_offload",
+          "shape": 7,
+          "type": "WANVIDEOMODEL",
+          "link": null
+        }
+      ],
+      "outputs": [
+        {
+          "label": "text_embeds",
+          "name": "text_embeds",
+          "type": "WANVIDEOTEXTEMBEDS",
+          "links": [
+            203
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "ce6522c2279c30ed6ac157cbfacd8e15cb1cfae2",
+        "Node name for S&R": "WanVideoTextEncode"
+      },
+      "widgets_values": [
+        "liziyingxiang, 视频开场时，一个角色的形象在霓虹光晕中清晰浮现，渐渐被无数闪烁的蓝色粒子流温柔缠绕。随着粒子密度达到顶峰，朦胧的量子雾霭中，身影开始幻化成毛绒玩偶的形态——先是标志性的圆润耳朵从粒子漩涡中探出，接着整个蓬松的轮廓逐渐凝聚成型。当最后一丝粒子光芒消散时，通体绒毛在霓虹灯照射下竟呈现出梦幻的渐变色，仿佛每根纤维都内嵌了微型LED灯带。\n",
+        "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
+      ]
+    },
+    {
+      "id": 112,
+      "type": "INTConstant",
+      "pos": [
+        353.86224365234375,
+        -275.0739440917969
+      ],
+      "size": [
+        210,
+        58
+      ],
+      "flags": {},
+      "order": 20,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "value",
+          "name": "value",
+          "type": "INT",
+          "links": [
+            149,
+            159,
+            171
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfyui-kjnodes",
+        "ver": "52c2e31a903fec2dd654fb614ea82ba2757d5028",
+        "Node name for S&R": "INTConstant"
+      },
+      "widgets_values": [
+        480
+      ],
+      "color": "#1b4669",
+      "bgcolor": "#29699c"
+    },
+    {
+      "id": 113,
+      "type": "INTConstant",
+      "pos": [
+        354.32281494140625,
+        -148.7882080078125
+      ],
+      "size": [
+        210,
+        58
+      ],
+      "flags": {},
+      "order": 21,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "value",
+          "name": "value",
+          "type": "INT",
+          "links": [
+            150,
+            160,
+            172
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfyui-kjnodes",
+        "ver": "52c2e31a903fec2dd654fb614ea82ba2757d5028",
+        "Node name for S&R": "INTConstant"
+      },
+      "widgets_values": [
+        832
+      ],
+      "color": "#1b4669",
+      "bgcolor": "#29699c"
+    },
+    {
+      "id": 153,
+      "type": "INTConstant",
+      "pos": [
+        226.78089904785156,
+        1540.0269775390625
+      ],
+      "size": [
+        210,
+        58
+      ],
+      "flags": {},
+      "order": 22,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "value",
+          "name": "value",
+          "type": "INT",
+          "links": [
+            198,
+            208,
+            218
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfyui-kjnodes",
+        "ver": "52c2e31a903fec2dd654fb614ea82ba2757d5028",
+        "Node name for S&R": "INTConstant"
+      },
+      "widgets_values": [
+        480
+      ],
+      "color": "#1b4669",
+      "bgcolor": "#29699c"
+    },
+    {
+      "id": 152,
+      "type": "INTConstant",
+      "pos": [
+        227.24147033691406,
+        1666.312744140625
+      ],
+      "size": [
+        210,
+        58
+      ],
+      "flags": {},
+      "order": 23,
+      "mode": 0,
+      "inputs": [],
+      "outputs": [
+        {
+          "label": "value",
+          "name": "value",
+          "type": "INT",
+          "links": [
+            199,
+            209,
+            219
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "comfyui-kjnodes",
+        "ver": "52c2e31a903fec2dd654fb614ea82ba2757d5028",
+        "Node name for S&R": "INTConstant"
+      },
+      "widgets_values": [
+        832
+      ],
+      "color": "#1b4669",
+      "bgcolor": "#29699c"
+    },
+    {
+      "id": 6,
+      "type": "WanVideoTextEncode",
+      "pos": [
+        2432.1376953125,
+        -275.4573059082031
+      ],
+      "size": [
+        334.9443664550781,
+        200.62786865234375
+      ],
+      "flags": {},
+      "order": 24,
+      "mode": 0,
+      "inputs": [
+        {
+          "label": "t5",
+          "name": "t5",
+          "type": "WANTEXTENCODER",
+          "link": 3
+        },
+        {
+          "label": "model_to_offload",
+          "name": "model_to_offload",
+          "shape": 7,
+          "type": "WANVIDEOMODEL"
+        }
+      ],
+      "outputs": [
+        {
+          "label": "text_embeds",
+          "name": "text_embeds",
+          "type": "WANVIDEOTEXTEMBEDS",
+          "links": [
+            173
+          ]
+        }
+      ],
+      "properties": {
+        "cnr_id": "ComfyUI-WanVideoWrapper",
+        "ver": "ce6522c2279c30ed6ac157cbfacd8e15cb1cfae2",
+        "Node name for S&R": "WanVideoTextEncode"
+      },
+      "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",
+        true
+      ]
+    }
+  ],
+  "links": [
+    [
+      2,
+      1,
+      0,
+      4,
+      0,
+      "WANVIDEOMODEL"
+    ],
+    [
+      3,
+      2,
+      0,
+      6,
+      0,
+      "WANTEXTENCODER"
+    ],
+    [
+      4,
+      3,
+      0,
+      7,
+      0,
+      "WANVAE"
+    ],
+    [
+      27,
+      4,
+      0,
+      29,
+      1,
+      "LATENT"
+    ],
+    [
+      28,
+      3,
+      0,
+      29,
+      0,
+      "WANVAE"
+    ],
+    [
+      29,
+      29,
+      0,
+      30,
+      0,
+      "IMAGE"
+    ],
+    [
+      70,
+      55,
+      0,
+      1,
+      4,
+      "VACEPATH"
+    ],
+    [
+      71,
+      56,
+      0,
+      4,
+      10,
+      "EXPERIMENTALARGS"
+    ],
+    [
+      73,
+      58,
+      0,
+      4,
+      8,
+      "SLGARGS"
+    ],
+    [
+      74,
+      51,
+      0,
+      1,
+      1,
+      "BLOCKSWAPARGS"
+    ],
+    [
+      138,
+      106,
+      0,
+      108,
+      0,
+      "IMAGE"
+    ],
+    [
+      140,
+      108,
+      0,
+      105,
+      0,
+      "IMAGE"
+    ],
+    [
+      142,
+      105,
+      0,
+      7,
+      1,
+      "IMAGE"
+    ],
+    [
+      144,
+      105,
+      1,
+      7,
+      3,
+      "MASK"
+    ],
+    [
+      149,
+      112,
+      0,
+      7,
+      5,
+      "INT"
+    ],
+    [
+      150,
+      113,
+      0,
+      7,
+      6,
+      "INT"
+    ],
+    [
+      151,
+      114,
+      0,
+      7,
+      7,
+      "INT"
+    ],
+    [
+      159,
+      112,
+      0,
+      108,
+      1,
+      "INT"
+    ],
+    [
+      160,
+      113,
+      0,
+      108,
+      2,
+      "INT"
+    ],
+    [
+      164,
+      108,
+      0,
+      7,
+      2,
+      "IMAGE"
+    ],
+    [
+      167,
+      114,
+      0,
+      105,
+      4,
+      "INT"
+    ],
+    [
+      169,
+      131,
+      0,
+      132,
+      0,
+      "IMAGE"
+    ],
+    [
+      170,
+      132,
+      0,
+      105,
+      1,
+      "IMAGE"
+    ],
+    [
+      171,
+      112,
+      0,
+      132,
+      1,
+      "INT"
+    ],
+    [
+      172,
+      113,
+      0,
+      132,
+      2,
+      "INT"
+    ],
+    [
+      173,
+      6,
+      0,
+      4,
+      2,
+      "WANVIDEOTEXTEMBEDS"
+    ],
+    [
+      174,
+      7,
+      0,
+      4,
+      1,
+      "WANVIDIMAGE_EMBEDS"
+    ],
+    [
+      181,
+      132,
+      0,
+      135,
+      0,
+      "IMAGE"
+    ],
+    [
+      182,
+      108,
+      0,
+      136,
+      0,
+      "IMAGE"
+    ],
+    [
+      184,
+      130,
+      0,
+      134,
+      0,
+      "WANVIDLORA"
+    ],
+    [
+      188,
+      134,
+      0,
+      1,
+      2,
+      "WANVIDLORA"
+    ],
+    [
+      189,
+      146,
+      0,
+      140,
+      0,
+      "WANVAE"
+    ],
+    [
+      190,
+      148,
+      0,
+      140,
+      1,
+      "LATENT"
+    ],
+    [
+      191,
+      163,
+      0,
+      142,
+      0,
+      "IMAGE"
+    ],
+    [
+      192,
+      151,
+      0,
+      142,
+      1,
+      "IMAGE"
+    ],
+    [
+      193,
+      141,
+      0,
+      142,
+      4,
+      "INT"
+    ],
+    [
+      194,
+      146,
+      0,
+      143,
+      0,
+      "WANVAE"
+    ],
+    [
+      195,
+      142,
+      0,
+      143,
+      1,
+      "IMAGE"
+    ],
+    [
+      196,
+      163,
+      0,
+      143,
+      2,
+      "IMAGE"
+    ],
+    [
+      197,
+      142,
+      1,
+      143,
+      3,
+      "MASK"
+    ],
+    [
+      198,
+      153,
+      0,
+      143,
+      5,
+      "INT"
+    ],
+    [
+      199,
+      152,
+      0,
+      143,
+      6,
+      "INT"
+    ],
+    [
+      200,
+      141,
+      0,
+      143,
+      7,
+      "INT"
+    ],
+    [
+      201,
+      158,
+      0,
+      148,
+      0,
+      "WANVIDEOMODEL"
+    ],
+    [
+      202,
+      143,
+      0,
+      148,
+      1,
+      "WANVIDIMAGE_EMBEDS"
+    ],
+    [
+      203,
+      157,
+      0,
+      148,
+      2,
+      "WANVIDEOTEXTEMBEDS"
+    ],
+    [
+      204,
+      145,
+      0,
+      148,
+      8,
+      "SLGARGS"
+    ],
+    [
+      205,
+      144,
+      0,
+      148,
+      10,
+      "EXPERIMENTALARGS"
+    ],
+    [
+      206,
+      163,
+      0,
+      150,
+      0,
+      "IMAGE"
+    ],
+    [
+      207,
+      160,
+      0,
+      151,
+      0,
+      "IMAGE"
+    ],
+    [
+      208,
+      153,
+      0,
+      151,
+      1,
+      "INT"
+    ],
+    [
+      209,
+      152,
+      0,
+      151,
+      2,
+      "INT"
+    ],
+    [
+      210,
+      140,
+      0,
+      154,
+      0,
+      "IMAGE"
+    ],
+    [
+      211,
+      147,
+      0,
+      157,
+      0,
+      "WANTEXTENCODER"
+    ],
+    [
+      212,
+      155,
+      0,
+      158,
+      1,
+      "BLOCKSWAPARGS"
+    ],
+    [
+      213,
+      161,
+      0,
+      158,
+      2,
+      "WANVIDLORA"
+    ],
+    [
+      214,
+      149,
+      0,
+      158,
+      4,
+      "VACEPATH"
+    ],
+    [
+      215,
+      151,
+      0,
+      159,
+      0,
+      "IMAGE"
+    ],
+    [
+      216,
+      162,
+      0,
+      161,
+      0,
+      "WANVIDLORA"
+    ],
+    [
+      217,
+      156,
+      0,
+      163,
+      0,
+      "IMAGE"
+    ],
+    [
+      218,
+      153,
+      0,
+      163,
+      1,
+      "INT"
+    ],
+    [
+      219,
+      152,
+      0,
+      163,
+      2,
+      "INT"
+    ]
+  ],
+  "groups": [
+    {
+      "id": 2,
+      "title": "采样",
+      "bounding": [
+        857.5812377929688,
+        -524.0191040039062,
+        2278.169677734375,
+        943.5680541992188
+      ],
+      "color": "#3f789e",
+      "font_size": 24,
+      "flags": {}
+    },
+    {
+      "id": 3,
+      "title": "配置",
+      "bounding": [
+        344.16937255859375,
+        -357.4893493652344,
+        234.10052490234375,
+        417.2632751464844
+      ],
+      "color": "#3f789e",
+      "font_size": 24,
+      "flags": {}
+    },
+    {
+      "id": 4,
+      "title": "数据处理",
+      "bounding": [
+        609.4679565429688,
+        -357.7726745605469,
+        696.1646118164062,
+        778.4354858398438
+      ],
+      "color": "#3f789e",
+      "font_size": 24,
+      "flags": {}
+    },
+    {
+      "id": 5,
+      "title": "采样",
+      "bounding": [
+        730.4998779296875,
+        1291.0819091796875,
+        2278.169677734375,
+        943.5680541992188
+      ],
+      "color": "#3f789e",
+      "font_size": 24,
+      "flags": {}
+    },
+    {
+      "id": 6,
+      "title": "配置",
+      "bounding": [
+        217.08802795410156,
+        1457.611572265625,
+        234.10052490234375,
+        417.2632751464844
+      ],
+      "color": "#3f789e",
+      "font_size": 24,
+      "flags": {}
+    },
+    {
+      "id": 7,
+      "title": "数据处理",
+      "bounding": [
+        482.3865966796875,
+        1457.3282470703125,
+        696.1646118164062,
+        778.4354858398438
+      ],
+      "color": "#3f789e",
+      "font_size": 24,
+      "flags": {}
+    }
+  ],
+  "config": {},
+  "extra": {
+    "ds": {
+      "scale": 0.7247295000000036,
+      "offset": [
+        -367.98209768505615,
+        655.5623236023063
+      ]
+    },
+    "frontendVersion": "1.23.4",
+    "VHS_KeepIntermediate": true,
+    "VHS_MetadataImage": true,
+    "ue_links": [],
+    "0246.VERSION": [
+      0,
+      0,
+      4
+    ],
+    "VHS_latentpreviewrate": 0,
+    "VHS_latentpreview": false
+  },
+  "version": 0.4
+}