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for S&R": "ComfySwitchNode" }, "widgets_values": [ false ], "widgets_values_named": { "switch": false }, "title": "Speed LoRA on / off" }, { "id": 44, "type": "ModelSamplingSD3", "pos": [ 4047.71875, 90 ], "size": [ 270, 58 ], "flags": {}, "order": 39, "mode": 0, "inputs": [ { "localized_name": "model", "name": "model", "type": "MODEL", "link": 41 }, { "localized_name": "shift", "name": "shift", "type": "FLOAT", "widget": { "name": "shift" }, "link": null } ], "outputs": [ { "localized_name": "MODEL", "name": "MODEL", "type": "MODEL", "links": [ 105 ] } ], "properties": { "Node name for S&R": "ModelSamplingSD3" }, "widgets_values": [ 5 ], "widgets_values_named": { "shift": 5 }, "title": "Model sampling (shift 5)" }, { "id": 45, "type": "PrimitiveFloat", "pos": [ 2783.71875, 238 ], "size": [ 270, 58 ], "flags": {}, "order": 13, "mode": 0, "inputs": [ { "localized_name": "value", "name": "value", "type": "FLOAT", "widget": { "name": "value" }, "link": null } ], "outputs": [ { "localized_name": "FLOAT", "name": "FLOAT", "type": "FLOAT", "links": [ 43 ] } ], "properties": { "Node name for S&R": "PrimitiveFloat" }, "widgets_values": [ 1 ], "widgets_values_named": { "value": 1 }, "title": "CFG with speed LoRA (1.0)" }, { "id": 46, "type": "PrimitiveFloat", "pos": [ 2783.71875, 362 ], "size": [ 270, 58 ], "flags": {}, "order": 14, "mode": 0, "inputs": [ { "localized_name": "value", "name": "value", "type": "FLOAT", "widget": { "name": "value" }, "link": null } ], "outputs": [ { "localized_name": "FLOAT", "name": "FLOAT", "type": "FLOAT", "links": [ 44 ] } ], "properties": { "Node name for S&R": "PrimitiveFloat" }, "widgets_values": [ 5 ], "widgets_values_named": { "value": 5 }, "title": "CFG without speed LoRA (5.0)" }, { "id": 47, "type": "ComfySwitchNode", "pos": [ 3099.71875, 238 ], "size": [ 270, 78 ], "flags": {}, "order": 22, "mode": 0, "inputs": [ { "localized_name": "on_false", "name": "on_false", "shape": 7, "type": "FLOAT", "link": 44 }, { 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"name": "CLIP", "type": "CLIP", "links": [ 45, 47 ] } ], "properties": { "Node name for S&R": "CLIPLoader", "models": [ { "name": "umt5_xxl_fp8_e4m3fn_scaled.safetensors", "url": "https://huggingface.co/Comfy-Org/Wan_2.1_ComfyUI_repackaged/resolve/main/split_files/text_encoders/umt5_xxl_fp8_e4m3fn_scaled.safetensors", "directory": "text_encoders" } ] }, "widgets_values": [ "umt5_xxl_fp8_e4m3fn_scaled.safetensors", "wan", "default" ], "widgets_values_named": { "clip_name": "umt5_xxl_fp8_e4m3fn_scaled.safetensors", "type": "wan", "device": "default" }, "title": "Text encoder (umt5 xxl fp8)" }, { "id": 49, "type": "VAELoader", "pos": [ 2783.71875, 658 ], "size": [ 270, 58 ], "flags": {}, "order": 16, "mode": 0, "inputs": [ { "localized_name": "vae_name", "name": "vae_name", "type": "COMBO", "widget": { "name": "vae_name" }, "link": null } ], "outputs": [ { "localized_name": "VAE", "name": "VAE", "type": "VAE", "links": [ 75, 87, 114 ] } ], "properties": { "Node name for S&R": "VAELoader", "models": [ { "name": "Wan2_1_VAE_bf16.safetensors", "url": "https://huggingface.co/Kijai/WanVideo_comfy/resolve/main/Wan2_1_VAE_bf16.safetensors", "directory": "vae" } ] }, "widgets_values": [ "Wan2_1_VAE_bf16.safetensors" ], "widgets_values_named": { "vae_name": "Wan2_1_VAE_bf16.safetensors" }, "title": "Wan 2.1 VAE" }, { "id": 50, "type": "CLIPVisionLoader", "pos": [ 2783.71875, 782 ], "size": [ 270, 58 ], "flags": {}, "order": 17, "mode": 0, "inputs": [ { "localized_name": "clip_name", "name": "clip_name", "type": "COMBO", "widget": { "name": "clip_name" }, "link": null } ], "outputs": [ { "localized_name": "CLIP_VISION", "name": "CLIP_VISION", "type": "CLIP_VISION", "links": [ 48 ] } ], "properties": { "Node name for S&R": "CLIPVisionLoader", "models": [ { "name": "clip_vision_h.safetensors", "url": "https://huggingface.co/Comfy-Org/Wan_2.1_ComfyUI_repackaged/resolve/main/split_files/clip_vision/clip_vision_h.safetensors", "directory": "clip_vision" } ] }, "widgets_values": [ 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"widgets_values_named": { "ckpt_name": "sam3.1_multiplex_fp16.safetensors" }, "title": "SAM 3.1 (tracks people)" }, { "id": 52, "type": "CLIPTextEncode", "pos": [ 4463.71875, 90 ], "size": [ 400, 200 ], "flags": {}, "order": 23, "mode": 0, "inputs": [ { "localized_name": "clip", "name": "clip", "type": "CLIP", "link": 45 }, { "localized_name": "text", "name": "text", "type": "STRING", "widget": { "name": "text" }, "link": 46 } ], "outputs": [ { "localized_name": "CONDITIONING", "name": "CONDITIONING", "type": "CONDITIONING", "links": [ 73, 85 ] } ], "properties": { "Node name for S&R": "CLIPTextEncode" }, "widgets_values": [ "" ], "widgets_values_named": { "text": "" }, "title": "Prompt" }, { "id": 53, "type": "CLIPTextEncode", "pos": [ 4463.71875, 356 ], "size": [ 400, 200 ], "flags": {}, "order": 24, "mode": 0, "inputs": [ { "localized_name": "clip", "name": "clip", "type": "CLIP", "link": 47 }, { "localized_name": "text", "name": "text", "type": "STRING", "widget": { "name": "text" }, "link": null } ], "outputs": [ { "localized_name": "CONDITIONING", "name": "CONDITIONING", "type": "CONDITIONING", "links": [ 74, 86 ] } ], "properties": { "Node name for S&R": "CLIPTextEncode" }, "widgets_values": [ "" ], "widgets_values_named": { "text": "" }, "title": "Negative prompt (empty)" }, { "id": 54, "type": "CLIPVisionEncode", "pos": [ 4463.71875, 622 ], "size": [ 289.505859375, 78 ], "flags": {}, "order": 25, "mode": 0, "inputs": [ { "localized_name": "clip_vision", "name": "clip_vision", "type": "CLIP_VISION", "link": 48 }, { "localized_name": "image", "name": "image", "type": "IMAGE", "link": 49 }, { "localized_name": "crop", "name": "crop", "type": "COMBO", "widget": { "name": "crop" }, "link": null } ], "outputs": [ { "localized_name": "CLIP_VISION_OUTPUT", "name": "CLIP_VISION_OUTPUT", "type": "CLIP_VISION_OUTPUT", "links": [ 83, 95 ] } ], "properties": { "Node name for S&R": "CLIPVisionEncode" }, "widgets_values": [ "none" ], "widgets_values_named": { "crop": 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"localized_name": "CONDITIONING", "name": "CONDITIONING", "type": "CONDITIONING", "links": [ 56 ] } ], "properties": { "Node name for S&R": "CLIPTextEncode" }, "widgets_values": [ "" ], "widgets_values_named": { "text": "" }, "title": "SAM text: what in the picture" }, { "id": 57, "type": "SAM3_VideoTrack", "pos": [ 4909.71875, 90 ], "size": [ 275.80859375, 166 ], "flags": {}, "order": 30, "mode": 0, "inputs": [ { "localized_name": "images", "name": "images", "type": "IMAGE", "link": 137 }, { "localized_name": "model", "name": "model", "type": "MODEL", "link": 55 }, { "localized_name": "initial_mask", "name": "initial_mask", "shape": 7, "type": "MASK", "link": null }, { "localized_name": "conditioning", "name": "conditioning", "shape": 7, "type": "CONDITIONING", "link": 56 }, { "localized_name": "detection_threshold", "name": "detection_threshold", "type": "FLOAT", "widget": { "name": "detection_threshold" }, "link": null }, { "localized_name": "max_objects", "name": "max_objects", "type": "INT", "widget": { "name": "max_objects" }, "link": null }, { "localized_name": "detect_interval", "name": "detect_interval", "type": "INT", "widget": { "name": "detect_interval" }, "link": null } ], "outputs": [ { "localized_name": "track_data", "name": "track_data", "type": "SAM3_TRACK_DATA", "links": [ 71 ] } ], "properties": { "Node name for S&R": "SAM3_VideoTrack" }, "widgets_values": [ 0.5, 4, 1 ], "widgets_values_named": { "detection_threshold": 0.5, "max_objects": 4, "detect_interval": 1 }, "title": "Find your character in the picture" }, { "id": 58, "type": "KSamplerSelect", "pos": [ 2783.71875, 1070 ], "size": [ 270, 58 ], "flags": {}, "order": 19, "mode": 0, "inputs": [ { "localized_name": "sampler_name", "name": "sampler_name", "type": "COMBO", "widget": { "name": "sampler_name" }, "link": null } ], "outputs": [ { "localized_name": "SAMPLER", "name": "SAMPLER", "type": "SAMPLER", "links": [ 110 ] } ], "properties": { "Node name for S&R": "KSamplerSelect" }, "widgets_values": [ "euler" ], "widgets_values_named": { "sampler_name": "euler" }, "title": "Sampler (euler)" }, { "id": 59, "type": "BasicScheduler", "pos": [ 4047.71875, 214 ], "size": [ 270, 106 ], "flags": {}, "order": 40, "mode": 0, "inputs": [ { "localized_name": "model", "name": "model", "type": "MODEL", "link": 57 }, { "localized_name": "scheduler", "name": "scheduler", "type": "COMBO", "widget": { "name": "scheduler" }, "link": null }, { "localized_name": "steps", "name": "steps", "type": "INT", "widget": { "name": "steps" }, "link": 58 }, { "localized_name": "denoise", "name": "denoise", "type": "FLOAT", "widget": { "name": "denoise" }, "link": null } ], "outputs": [ { "localized_name": "SIGMAS", "name": "SIGMAS", "type": "SIGMAS", "links": [ 111 ] } ], "properties": { "Node name for S&R": "BasicScheduler" }, "widgets_values": [ "simple", 20, 1 ], "widgets_values_named": { "scheduler": "simple", "steps": 20, "denoise": 1 }, "title": "Scheduler (simple)" }, { "id": 60, "type": "StartLoop", "pos": [ 8013.058203125, 90 ], "size": [ 349.177734375, 186 ], "flags": {}, "order": 43, "mode": 0, "inputs": [ { "localized_name": "parent_iteration", "name": "parent_iteration", "shape": 7, "type": "INT", "link": null }, { "localized_name": "initial_iteration_value", "name": "initial_iteration_value", "shape": 7, "type": "*", "link": null }, { "localized_name": "mode", "name": "mode", "type": "COMFY_DYNAMICCOMBO_V3", "widget": { "name": "mode" }, "link": null }, { "localized_name": "num_iterations", "name": "mode.num_iterations", "type": "INT", "widget": { "name": "mode.num_iterations" }, "link": 59 }, { "localized_name": "cache_iterations", "name": "cache_iterations", "type": "BOOLEAN", "widget": { "name": "cache_iterations" }, "link": null } ], "outputs": [ { "localized_name": "iteration_index", "name": "iteration_index", "type": "INT", "links": [ 60 ] }, { "localized_name": "is_first", "name": "is_first", "type": "BOOLEAN", "links": [ 96, 99, 102, 119 ] }, { "localized_name": "is_last", "name": "is_last", "type": "BOOLEAN", "links": null }, { "localized_name": "list_item", "name": "list_item", "type": "*", "links": null }, { "localized_name": "current_iteration_value", "name": "current_iteration_value", "type": "*", "links": [ 84, 116 ] } ], "title": "Loop start (one round = one segment)", "properties": { "Node name for S&R": "StartLoop" }, "widgets_values": [ "simple", 4, false ], "widgets_values_named": { "mode": "simple", "mode.num_iterations": 4, "cache_iterations": false } }, { "id": 61, "type": "ComfyMathExpression", "pos": [ 8408.2359375, 90 ], "size": [ 400, 200 ], "flags": {}, "order": 46, "mode": 0, "inputs": [ { "localized_name": "a", "name": "values.a", "type": "FLOAT,INT,BOOLEAN", "link": 60 }, { "localized_name": "b", "name": "values.b", "shape": 7, "type": "FLOAT,INT,BOOLEAN", "link": null }, { "localized_name": "expression", "name": "expression", "type": "STRING", "widget": { "name": "expression" }, "link": null } ], "outputs": [ { "localized_name": "FLOAT", "name": "FLOAT", "type": "FLOAT", "links": null }, { "localized_name": "INT", "name": "INT", "type": "INT", "links": [ 62 ] }, { "localized_name": "BOOL", "name": "BOOL", "type": "BOOLEAN", "links": null } ], "properties": { "Node name for S&R": "ComfyMathExpression" }, "widgets_values": [ "a * 76" ], "widgets_values_named": { "expression": "a * 76" }, "title": "First frame of this round (round × 76)" }, { "id": 62, "type": "ImageFromBatch", "pos": [ 8854.2359375, 90 ], "size": [ 270, 82 ], "flags": {}, "order": 52, "mode": 0, "inputs": [ { "localized_name": "image", "name": "image", "type": "IMAGE", "link": 61 }, { "localized_name": "batch_index", "name": "batch_index", "type": "INT", "widget": { "name": "batch_index" }, "link": 62 }, { "localized_name": "length", "name": "length", "type": "INT", "widget": { "name": "length" }, "link": null } ], "outputs": [ { "localized_name": "IMAGE", "name": "IMAGE", "type": "IMAGE", "links": [ 63 ] } ], 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136 ] } ], "properties": { "Node name for S&R": "CreateVideo" }, "widgets_values": [ 30, "auto", "sRGB", "none" ], "widgets_values_named": { "fps": 30, "bit_depth": "auto", "color_space": "sRGB", "codec": "none" }, "title": "Make the video (fps + sound)" }, { "id": 86, "type": "SaveVideo", "pos": [ 13714.65390625, 90 ], "size": [ 270, 106 ], "flags": {}, "order": 71, "mode": 0, "inputs": [ { "localized_name": "video", "name": "video", "type": "VIDEO", "link": 136 }, { "localized_name": "filename_prefix", "name": "filename_prefix", "type": "STRING", "widget": { "name": "filename_prefix" }, "link": null }, { "localized_name": "format", "name": "format", "type": "COMFY_DYNAMICCOMBO_V3", "widget": { "name": "format" }, "link": null }, { "localized_name": "codec", "name": "format.codec", "type": "COMFY_DYNAMICCOMBO_V3", "widget": { "name": "format.codec" }, "link": null }, { "localized_name": "codec", "name": "codec", "shape": 7, "type": "COMFY_DYNAMICCOMBO_V3", "widget": { "name": "codec" }, "link": null } ], "outputs": [ { "localized_name": "video", "name": "video", "type": "VIDEO", "links": null } ], "title": "Result", "properties": {}, "widgets_values": [ "SCAIL2 swap/swap", "auto", "auto", "auto" ], "widgets_values_named": { "filename_prefix": "SCAIL2 swap/swap", "format": "auto", "format.codec": "auto", "codec": "auto" }, "color": "#232", "bgcolor": "#353" }, { "id": 87, "type": "MarkdownNote", "pos": [ 0, 0 ], "size": [ 620, 720 ], "flags": {}, "order": 0, "mode": 0, "inputs": [], "outputs": [], "title": "How to use · v1.1.0", "properties": {}, "widgets_values": [ "# The_frizzy1 · SCAIL-2 Character Swap · 12 GB · v1.1.0\n\nSwaps **one person** in your video for **your character** (a person, an animal, a cartoon) with SCAIL-2.\nCore ComfyUI nodes only, no custom nodes.\n\n## How to use (App mode)\nThis workflow opens in **App mode**: you only see the inputs. Switch to the graph with the toggle at the top.\n\n1. **Your video**: the clip with the person to replace.\n2. **Character picture**: your character, front view, full body if you can.\n3. **Describe the result**: one sentence, e.g. *A realistic golden retriever dances in a bright room.*\n4. **Who is in the clip**: what SAM 3.1 should look for in the video, e.g. *man in red t-shirt*.\n5. **What your character is**: what SAM 3.1 should look for in the picture, e.g. *dog*.\n6. **Which person**: `0` = the left one, `1` = the next one to the right, empty = everyone it found.\n7. **Seconds**: `0` = the whole clip. Try 3 s first.\n8. Press **Run**. The video lands in `output/SCAIL2 swap/`.\n\n## Which person\nSAM 3.1 finds up to 4 people that match **Who is in the clip** and sorts them **left to right**.\n`0` is the left one, `1` the next one. Empty swaps all of them for the same character.\n**One character per run.**\n\n## How it works\nSCAIL-2 makes 81 frames at a time. The loop (core **Start Loop / End Loop**) runs one segment per round.\nEvery next round starts 76 frames later, gets the last 5 frames of the round before (overlap),\ndrops them again and colour-matches to the previous round (**reinhard_lab**), so a long clip stays one take.\nThe clip is padded to whole segments and cut back at the end. The sound is kept if you want.\n\n## Settings (tested)\nint8 model · DPO LoRA 1.0 · lightx2v distill LoRA 0.8 · 6 steps · CFG 1 · shift 5 · euler / simple · short side 512.\nSpeed LoRA off switches CFG to 5 (two model passes per step) and needs more steps. Only the settings above were benchmarked.\n\n## Speed\nRTX 3060 12 GB: a **9.4 s** clip at **512×896** took **24:09** (whole clip, sound kept).\n\n## Left out on purpose\nTwo characters in one run and a face fix pass: not reliable enough in my tests, so they are not in v1.1.0.\n" ], "color": "#432", "bgcolor": "#653" }, { "id": 88, "type": "MarkdownNote", "pos": [ 660, 0 ], "size": [ 760, 720 ], "flags": {}, "order": 0, "mode": 0, "inputs": [], "outputs": [], "title": "Downloads + requirements", "properties": {}, "widgets_values": [ "# Downloads · put each file in the folder shown\n\nInside `ComfyUI/models/`. Click a file name to download it. ComfyUI also offers these in its **Missing models** window.\n\n| Folder | File (click = download) | Size |\n|---|---|---|\n| `diffusion_models/` | [wan2.1_14B_SCAIL_2_int8_convrot.safetensors](https://huggingface.co/Comfy-Org/SCAIL-2/resolve/main/diffusion_models/wan2.1_14B_SCAIL_2_int8_convrot.safetensors) | 16.65 GB |\n| `loras/` | [wan2.1_SCAIL_2_DPO_lora_bf16.safetensors](https://huggingface.co/Comfy-Org/SCAIL-2/resolve/main/loras/wan2.1_SCAIL_2_DPO_lora_bf16.safetensors) | 1.23 GB |\n| `loras/` | [lightx2v_I2V_14B_480p_cfg_step_distill_rank64_bf16.safetensors](https://huggingface.co/Kijai/WanVideo_comfy/resolve/main/Lightx2v/lightx2v_I2V_14B_480p_cfg_step_distill_rank64_bf16.safetensors) | 0.74 GB |\n| `text_encoders/` | [umt5_xxl_fp8_e4m3fn_scaled.safetensors](https://huggingface.co/Comfy-Org/Wan_2.1_ComfyUI_repackaged/resolve/main/split_files/text_encoders/umt5_xxl_fp8_e4m3fn_scaled.safetensors) | 6.74 GB |\n| `vae/` | [Wan2_1_VAE_bf16.safetensors](https://huggingface.co/Kijai/WanVideo_comfy/resolve/main/Wan2_1_VAE_bf16.safetensors) | 0.25 GB |\n| `clip_vision/` | [clip_vision_h.safetensors](https://huggingface.co/Comfy-Org/Wan_2.1_ComfyUI_repackaged/resolve/main/split_files/clip_vision/clip_vision_h.safetensors) | 1.26 GB |\n| `checkpoints/` | [sam3.1_multiplex_fp16.safetensors](https://huggingface.co/Comfy-Org/sam3.1/resolve/main/checkpoints/sam3.1_multiplex_fp16.safetensors) | 1.75 GB |\n\nTotal: 28.6 GB.\n\n## Requirements\n- **GPU:** 12 GB VRAM (tested). The 16.7 GB int8 model does not fit in 12 GB: ComfyUI streams the rest from system RAM.\n- **RAM:** tested with 32 GB.\n- **ComfyUI:** tested on **0.43.1**. Older versions may not have Start Loop / End Loop or the SCAIL-2 nodes: update first.\n- **Custom nodes:** none.\n\n_Tested on: RTX 3060 12 GB · Ryzen 5 5600X · 32 GB RAM · ComfyUI 0.43.1 (frontend 1.57.4) · Windows 11._\n\n## Credits & licence\nSCAIL-2 by [zai-org](https://huggingface.co/zai-org/SCAIL-2) (MIT), built on Wan 2.1 14B. ComfyUI files + int8 by\n[Comfy-Org](https://huggingface.co/Comfy-Org/SCAIL-2). Speed LoRA by lightx2v (repack by Kijai). SAM 3.1 by Meta\n([Comfy-Org/sam3.1](https://huggingface.co/Comfy-Org/sam3.1)). Loop + segment settings from the official ComfyUI\nSCAIL-2 template. Workflow by **The_frizzy1** (MIT): [YouTube](https://www.youtube.com/@the_frizzy1) ·\n[workflows](https://github.com/Thefrizzy1/The_frizzy1-Workflows).\n" ], "color": "#432", "bgcolor": "#653" }, { "id": 89, "type": "MarkdownNote", "pos": [ 8013.058203125, 1120 ], "size": [ 520, 150 ], "flags": {}, "order": 0, "mode": 0, "inputs": [], "outputs": [], "title": "Why a loop?", "properties": {}, "widgets_values": [ "**Why a loop?** SCAIL-2 makes 81 frames per go. 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