{ "id": "6fce58e3-5712-414f-9fc8-daa030e61e1f", "revision": 0, "last_node_id": 203, "last_link_id": 42, "nodes": [ { "id": 1, "type": "LoadVideo", "pos": [ -1282.8280369450674, -204.9575240503122 ], "size": [ 300, 457.3333333333333 ], "flags": {}, "order": 0, "mode": 0, "inputs": [], "outputs": [ { "name": "VIDEO", "type": "VIDEO", "slot_index": 0, "links": [ 30 ] } ], "properties": { "Node name for S&R": "LoadVideo" }, "widgets_values": [ "utility_relayvsr_video_x2_upscale_input.mp4", "image" ], "widgets_values_named": { "file": "utility_relayvsr_video_upscale_input.mp4", "upload": "image", "video": "utility_relayvsr_video_x2_upscale_input.mp4" } }, { "id": 106, "type": "SaveVideo", "pos": [ -480.1997105163638, -204.9575240503122 ], "size": [ 329.7088173432227, 471.94065334157233 ], "flags": {}, "order": 6, "mode": 0, "inputs": [ { "name": "video", "type": "VIDEO", "link": 31 } ], "outputs": [ { "name": "video", "type": "VIDEO", "links": null } ], "properties": {}, "widgets_values": [ "video/RelayVSR", "auto", "auto", "auto" ], "widgets_values_named": { "filename_prefix": "video/RelayVSR", "format": "auto", "format.codec": "auto", "codec": "auto" } }, { "id": 108, "type": "655021b4-71af-43ca-91cd-267bb1bd9167", "pos": [ -934.8280369450674, -204.9575240503122 ], "size": [ 406.62832642870364, 433.4509005942805 ], "flags": {}, "order": 5, "mode": 0, "inputs": [ { "label": "output_bit_depth", "name": "bit_depth", "shape": 7, "type": "COMBO", "widget": { "name": "bit_depth" }, "link": null }, { "label": "output_color_space", "name": "color_space", "shape": 7, "type": "COMBO", "widget": { "name": "color_space" }, "link": null }, { "label": "output_chroma_subsampling", "name": "chroma_subsampling", "shape": 7, "type": "COMBO", "widget": { "name": "chroma_subsampling" }, "link": null }, { "name": "video", "type": "VIDEO", "link": 30 } ], "outputs": [ { "name": "VIDEO", "type": "VIDEO", "links": [ 31 ] } ], "properties": { "previewExposures": [ { "name": "$$canvas-image-preview", "sourceNodeId": "6", "sourcePreviewName": "$$canvas-image-preview" } ] }, "widgets_values": [ 1, 1, 42, "euler", "simple", "auto", "sRGB", "auto", "relayvsr_x2_lightx2v_int8_convrot.safetensors", "relayvsr_flash_vae_x2_fp32.safetensors" ], "widgets_values_named": { "steps": 1, "cfg": 1, "seed": 42, "sampler_name": "euler", "scheduler": "simple", "bit_depth": "auto", "color_space": "sRGB", "chroma_subsampling": "auto", "unet_name": "relayvsr_x2_lightx2v_int8_convrot.safetensors", "vae_name": "relayvsr_flash_vae_x2_fp32.safetensors" } }, { "id": 109, "type": "MarkdownNote", "pos": [ -2255.4356165153445, -219.02155918113678 ], "size": [ 428, 620 ], "flags": {}, "order": 1, "mode": 0, "inputs": [], "outputs": [], "title": "Note: Model links", "properties": {}, "widgets_values": [ "Guide: [Subgraph](https://docs.comfy.org/interface/features/subgraph)\n\n## Input Asset\n\n- [utility_relayvsr_video_x2_upscale_input.mp4](https://raw.githubusercontent.com/Comfy-Org/workflow_templates/refs/heads/main/input/utility_relayvsr_video_x2_upscale_input.mp4)\n\n## Model Links\n\n- [Hugging Face:Comfy-Org/RelayVSR](https://huggingface.co/Comfy-Org/RelayVSR)\n\n**diffusion_models**\n\n- [relayvsr_x2_lightx2v_int8_convrot.safetensors](https://huggingface.co/Comfy-Org/RelayVSR/resolve/main/diffusion_models/relayvsr_x2_lightx2v_int8_convrot.safetensors) (4.81 GB)\n\n**vae**\n\n- [relayvsr_flash_vae_x2_fp32.safetensors](https://huggingface.co/Comfy-Org/RelayVSR/resolve/main/vae/relayvsr_flash_vae_x2_fp32.safetensors) (121.8 MB)\n\n\n## Model Storage Location\n\n```\nšŸ“‚ ComfyUI/\nā”œā”€ā”€ šŸ“‚ models/\nā”‚ ā”œā”€ā”€ šŸ“‚ diffusion_models/\nā”‚ ā”‚ ā””ā”€ā”€ relayvsr_x2_lightx2v_int8_convrot.safetensors\nā”‚ ā””ā”€ā”€ šŸ“‚ vae/\nā”‚ ā””ā”€ā”€ relayvsr_flash_vae_x2_fp32.safetensors\n```\n\n## About this model\n\nRelayVSR upscales real video in one step: a large Wan-based model paints reference latents for sparse keyframes and a light \"Flash\" decoder carries them across every frame, so a long clip is restored in a streaming pass. The 2x pair here was retrained by LightX2V for the step after H3 generation; native in ComfyUI since #17511.\n\n## Report Issue\n\nNote: Please update ComfyUI first ([guide](https://docs.comfy.org/installation/update_comfyui)) and prepare required models. Desktop/Cloud updates follow stable releases, so some nightly-supported models may not be available yet.\n\n- Cannot run / runtime errors: [ComfyUI/issues](https://github.com/comfyanonymous/ComfyUI/issues)\n- UI / frontend issues: [ComfyUI_frontend/issues](https://github.com/Comfy-Org/ComfyUI_frontend/issues)\n- Workflow issues: [workflow_templates/issues](https://github.com/Comfy-Org/workflow_templates/issues)\n" ], "widgets_values_named": { "text": "Guide: [Subgraph](https://docs.comfy.org/interface/features/subgraph)\n\n## Input Asset\n\n- [utility_relayvsr_video_x2_upscale_input.mp4](https://raw.githubusercontent.com/Comfy-Org/workflow_templates/refs/heads/main/input/utility_relayvsr_video_x2_upscale_input.mp4)\n\n## Model Links\n\n- [Hugging Face:Comfy-Org/RelayVSR](https://huggingface.co/Comfy-Org/RelayVSR)\n\n**diffusion_models**\n\n- [relayvsr_x2_lightx2v_int8_convrot.safetensors](https://huggingface.co/Comfy-Org/RelayVSR/resolve/main/diffusion_models/relayvsr_x2_lightx2v_int8_convrot.safetensors) (4.81 GB)\n\n**vae**\n\n- [relayvsr_flash_vae_x2_fp32.safetensors](https://huggingface.co/Comfy-Org/RelayVSR/resolve/main/vae/relayvsr_flash_vae_x2_fp32.safetensors) (121.8 MB)\n\n\n## Model Storage Location\n\n```\nšŸ“‚ ComfyUI/\nā”œā”€ā”€ šŸ“‚ models/\nā”‚ ā”œā”€ā”€ šŸ“‚ diffusion_models/\nā”‚ ā”‚ ā””ā”€ā”€ relayvsr_x2_lightx2v_int8_convrot.safetensors\nā”‚ ā””ā”€ā”€ šŸ“‚ vae/\nā”‚ ā””ā”€ā”€ relayvsr_flash_vae_x2_fp32.safetensors\n```\n\n## About this model\n\nRelayVSR upscales real video in one step: a large Wan-based model paints reference latents for sparse keyframes and a light \"Flash\" decoder carries them across every frame, so a long clip is restored in a streaming pass. The 2x pair here was retrained by LightX2V for the step after H3 generation; native in ComfyUI since #17511.\n\n## Report Issue\n\nNote: Please update ComfyUI first ([guide](https://docs.comfy.org/installation/update_comfyui)) and prepare required models. Desktop/Cloud updates follow stable releases, so some nightly-supported models may not be available yet.\n\n- Cannot run / runtime errors: [ComfyUI/issues](https://github.com/comfyanonymous/ComfyUI/issues)\n- UI / frontend issues: [ComfyUI_frontend/issues](https://github.com/Comfy-Org/ComfyUI_frontend/issues)\n- Workflow issues: [workflow_templates/issues](https://github.com/Comfy-Org/workflow_templates/issues)\n" }, "color": "#222", "bgcolor": "#000" }, { "id": 200, "type": "MarkdownNote", "pos": [ -1790.183713274726, -213.70891542099045 ], "size": [ 391.267521580828, 482.28240674042127 ], "flags": {}, "order": 2, "mode": 0, "inputs": [], "outputs": [], "title": "Note", "properties": { "text": "" }, "widgets_values": [ "## How to use\n\n**Load Video** ā†’ **RelayVSR Video Upscaler** (subgraph) ā†’ **Save Video**. Frame rate and audio pass through; only the picture is scaled, exactly 2x.\n\nIn the subgraph: `steps 1`, `cfg 1`, `euler` / `simple`, and a matching weight pair ā€” `relayvsr_x2_lightx2v_int8_convrot` with `relayvsr_flash_vae_x2_fp32`. \n\nThe factor comes from the checkpoint, not from a widget, and mixing x2 with x4 files fails. The big model writes a keyframe every 15 frames; `VSRDecode` expands them to every frame.\n\n- For 4x, swap in `relayvsr_x4_int8_convrot` + `relayvsr_flash_vae_x4_fp32`. Nothing else changes.\n" ], "widgets_values_named": { "text": "## How to use\n\n**Load Video** ā†’ **RelayVSR Video Upscaler** (subgraph) ā†’ **Save Video**. Frame rate and audio pass through; only the picture is scaled, exactly 2x.\n\nIn the subgraph: `steps 1`, `cfg 1`, `euler` / `simple`, and a matching weight pair ā€” `relayvsr_x2_lightx2v_int8_convrot` with `relayvsr_flash_vae_x2_fp32`. \n\nThe factor comes from the checkpoint, not from a widget, and mixing x2 with x4 files fails. The big model writes a keyframe every 15 frames; `VSRDecode` expands them to every frame.\n\n- For 4x, swap in `relayvsr_x4_int8_convrot` + `relayvsr_flash_vae_x4_fp32`. Nothing else changes.\n" }, "color": "#222", "bgcolor": "#000" }, { "id": 202, "type": "Video Slice", "pos": [ -1272.6619671011513, 329.034953866231 ], "size": [ 270, 106 ], "flags": {}, "order": 3, "mode": 0, "inputs": [ { "name": "video", "type": "VIDEO", "link": null } ], "outputs": [ { "name": "VIDEO", "type": "VIDEO", "links": null } ], "properties": { "Node name for S&R": "Video Slice" }, "widgets_values": [ 0, 5, false ], "widgets_values_named": { "start_time": 0, "duration": 5, "strict_duration": false } }, { "id": 203, "type": "MarkdownNote", "pos": [ -1266.5941414477786, 494.71349202518604 ], "size": [ 269.93971866259943, 88 ], "flags": {}, "order": 4, "mode": 0, "inputs": [], "outputs": [], "properties": {}, "widgets_values": [ "If you get OOM while using this workflow, try to trim the input and split the whole process into several passes" ], "widgets_values_named": { "text": "If you get OOM while using this workflow, try to trim the input and split the whole process into several passes" }, "color": "#222", "bgcolor": "#000" } ], "links": [ [ 30, 1, 0, 108, 3, "VIDEO" ], [ 31, 108, 0, 106, 0, "VIDEO" ] ], "groups": [], "definitions": { "subgraphs": [ { "id": "655021b4-71af-43ca-91cd-267bb1bd9167", "version": 1, "state": { "lastGroupId": 2, "lastNodeId": 203, "lastLinkId": 42, "lastRerouteId": 0 }, "revision": 0, "config": {}, "name": "RelayVSR Video Upscaler", "inputNode": { "id": -10, "bounding": [ -476.2763123874787, 360.99369632984616, 210.216796875, 268.00000000000006 ] }, "outputNode": { "id": -20, "bounding": [ 1873.6723518072329, 395.5975473722079, 128, 68 ] }, "inputs": [ { "id": "1377e673-937d-4fa0-8fc9-c5710e72a612", "name": "steps", "type": "INT", "linkIds": [ 33 ], "pos": [ -290.0595155124787, 384.99369632984616 ] }, { "id": "0bcb2c73-0510-4898-b632-2047f9a8e867", "name": "cfg", "type": "FLOAT", "linkIds": [ 34 ], "pos": [ -290.0595155124787, 404.99369632984616 ] }, { "id": "de8baacb-fb30-421c-9afd-6bf43fe5c44e", "name": "seed", "type": "INT", "linkIds": [ 32 ], "pos": [ -290.0595155124787, 424.99369632984616 ] }, { "id": "ff7a8224-3d5e-410a-af46-5c500167cbfe", "name": "sampler_name", "type": "COMBO", "linkIds": [ 36 ], "pos": [ -290.0595155124787, 444.99369632984616 ] }, { "id": "a09dfa31-e6ae-4585-b9f3-6abb8e3eee21", "name": "scheduler", "type": "COMBO", "linkIds": [ 37 ], "pos": [ -290.0595155124787, 464.99369632984616 ] }, { "id": "3aa35cc0-9d14-4d8f-9a5e-cbcc692554c2", "name": "bit_depth", "type": "COMBO", "linkIds": [ 38 ], "label": "output_bit_depth", "pos": [ -290.0595155124787, 484.99369632984616 ] }, { "id": "f978aa27-3209-4f79-8eb7-08b91ef89617", "name": "color_space", "type": "COMBO", "linkIds": [ 39 ], "label": "output_color_space", "pos": [ -290.0595155124787, 504.99369632984616 ] }, { "id": "380c1a64-f3a5-4458-a9e3-38a280b7af60", "name": "chroma_subsampling", "type": "COMBO", "linkIds": [ 40 ], "label": "output_chroma_subsampling", "pos": [ -290.0595155124787, 524.9936963298462 ] }, { "id": "8cb01e99-2606-4970-84be-abdc96cf2733", "name": "unet_name", "type": "COMBO", "linkIds": [ 41 ], "pos": [ -290.0595155124787, 544.9936963298462 ] }, { "id": "10d25e22-ba5f-443e-9f3c-c5cff1f37756", "name": "vae_name", "type": "COMBO", "linkIds": [ 42 ], "pos": [ -290.0595155124787, 564.9936963298462 ] }, { "id": "6cd668fd-a5d2-4b3d-9249-c7979d88285c", "name": "video", "type": "VIDEO", "linkIds": [ 1 ], "localized_name": "video", "pos": [ -290.0595155124787, 584.9936963298462 ] } ], "outputs": [ { "id": "d24339c8-ea16-46fe-a2c7-f54e1e20ac04", "name": "VIDEO", "type": "VIDEO", "linkIds": [ 27 ], "localized_name": "VIDEO", "pos": [ 1897.6723518072329, 419.5975473722079 ] } ], "widgets": [], "nodes": [ { "id": 4, "type": "UNETLoader", "pos": [ 36.14119638309489, 165.77170932508847 ], "size": [ 420, 82 ], "flags": {}, "order": 1, "mode": 0, "inputs": [ { "localized_name": "unet_name", "name": "unet_name", "type": "COMBO", "widget": { "name": "unet_name" }, "link": 41 } ], "outputs": [ { "localized_name": "MODEL", "name": "MODEL", "type": "MODEL", "slot_index": 0, "links": [ 2, 4 ] } ], "properties": { "Node name for S&R": "UNETLoader", "models": [ { "name": "relayvsr_x2_lightx2v_int8_convrot.safetensors", "url": "https://huggingface.co/Comfy-Org/RelayVSR/resolve/main/diffusion_models/relayvsr_x2_lightx2v_int8_convrot.safetensors", "directory": "diffusion_models" } ] }, "widgets_values": [ "relayvsr_x2_lightx2v_int8_convrot.safetensors", "default" ], "widgets_values_named": { "unet_name": "relayvsr_x2_lightx2v_int8_convrot.safetensors", "weight_dtype": "default" }, "color": "#223", "bgcolor": "#335" }, { "id": 5, "type": "RelayVSRConditioning", "pos": [ 528.1656185055422, 199.48462933424344 ], "size": [ 260, 70 ], "flags": {}, "order": 2, "mode": 0, "inputs": [ { "localized_name": "model", "name": "model", "type": "MODEL", "link": 2 }, { "localized_name": "images", "name": "images", "type": "IMAGE", "link": 3 } ], "outputs": [ { "localized_name": "positive", "name": "positive", "type": "CONDITIONING", "slot_index": 0, "links": [ 5, 6 ] }, { "localized_name": "latent", "name": "latent", "type": "LATENT", "slot_index": 1, "links": [ 7 ] } ], "properties": { "Node name for S&R": "RelayVSRConditioning" } }, { "id": 7, "type": "VAELoader", "pos": [ 36.86204224395368, 305.43419029406977 ], "size": [ 416.0616892926638, 62.573757290024105 ], "flags": {}, "order": 4, "mode": 0, "inputs": [ { "localized_name": "vae_name", "name": "vae_name", "type": "COMBO", "widget": { "name": "vae_name" }, "link": 42 } ], "outputs": [ { "localized_name": "VAE", "name": "VAE", "type": "VAE", "slot_index": 0, "links": [ 18 ] } ], "properties": { "Node name for S&R": "VAELoader", "models": [ { "name": "relayvsr_flash_vae_x2_fp32.safetensors", "url": "https://huggingface.co/Comfy-Org/RelayVSR/resolve/main/vae/relayvsr_flash_vae_x2_fp32.safetensors", "directory": "vae" } ] }, "widgets_values": [ "relayvsr_flash_vae_x2_fp32.safetensors" ], "widgets_values_named": { "vae_name": "relayvsr_flash_vae_x2_fp32.safetensors" }, "color": "#322", "bgcolor": "#533" }, { "id": 6, "type": "KSampler", "pos": [ 839.9649481560102, 144.1205338292143 ], "size": [ 300, 434.66666666666663 ], "flags": {}, "order": 3, "mode": 0, "inputs": [ { "localized_name": "model", "name": "model", "type": "MODEL", "link": 4 }, { "localized_name": "positive", "name": "positive", "type": "CONDITIONING", "link": 5 }, { "localized_name": "negative", "name": "negative", "type": "CONDITIONING", "link": 6 }, { "localized_name": "latent_image", "name": "latent_image", "type": "LATENT", "link": 7 }, { "localized_name": "seed", "name": "seed", "type": "INT", "widget": { "name": "seed" }, "link": 32 }, { "localized_name": "steps", "name": "steps", "type": "INT", "widget": { "name": "steps" }, "link": 33 }, { "localized_name": "cfg", "name": "cfg", "type": "FLOAT", "widget": { "name": "cfg" }, "link": 34 }, { "localized_name": "sampler_name", "name": "sampler_name", "type": "COMBO", "widget": { "name": "sampler_name" }, "link": 36 }, { "localized_name": "scheduler", "name": "scheduler", "type": "COMBO", "widget": { "name": "scheduler" }, "link": 37 } ], "outputs": [ { "localized_name": "LATENT", "name": "LATENT", "type": "LATENT", "slot_index": 0, "links": [ 19 ] } ], "properties": { "Node name for S&R": "KSampler" }, "widgets_values": [ 0, "randomize", 1, 1, "euler", "simple", 1 ], "widgets_values_named": { "seed": 0, "control_after_generate": "randomize", "steps": 1, "cfg": 1, "sampler_name": "euler", "scheduler": "simple", "denoise": 1 } }, { "id": 2, "type": "GetVideoComponents", "pos": [ 25.603671599811207, 580.8386895289361 ], "size": [ 225, 120 ], "flags": {}, "order": 0, "mode": 0, "inputs": [ { "localized_name": "video", "name": "video", "type": "VIDEO", "link": 1 } ], "outputs": [ { "localized_name": "images", "name": "images", "type": "IMAGE", "slot_index": 0, "links": [ 3, 20 ] }, { "localized_name": "audio", "name": "audio", "type": "AUDIO", "slot_index": 1, "links": [ 29 ] }, { "localized_name": "fps", "name": "fps", "type": "FLOAT", "slot_index": 2, "links": [ 28 ] }, { "localized_name": "bit_depth", "name": "bit_depth", "type": "COMBO", "slot_index": 3, "links": [] }, { "localized_name": "color_space", "name": "color_space", "type": "COMBO", "slot_index": 4, "links": [] } ], "properties": { "Node name for S&R": "GetVideoComponents" } }, { "id": 104, "type": "VSRDecode", "pos": [ 1194.578056597372, 146.14681509202373 ], "size": [ 220, 98 ], "flags": {}, "order": 5, "mode": 0, "inputs": [ { "localized_name": "vae", "name": "vae", "type": "VAE", "link": 18 }, { "localized_name": "samples", "name": "samples", "type": "LATENT", "link": 19 }, { "localized_name": "images", "name": "images", "type": "IMAGE", "link": 20 } ], "outputs": [ { "localized_name": "IMAGE", "name": "IMAGE", "type": "IMAGE", "slot_index": 0, "links": [ 26 ] } ], "properties": { "Node name for S&R": "VSRDecode" }, "widgets_values": [ 1 ], "widgets_values_named": { "detail": 1 } }, { "id": 105, "type": "CreateVideo", "pos": [ 1529.5141486822329, 577.5171354193274 ], "size": [ 284.158203125, 174 ], "flags": {}, "order": 6, "mode": 0, "inputs": [ { "localized_name": "images", "name": "images", "type": "IMAGE", "link": 26 }, { "localized_name": "audio", "name": "audio", "shape": 7, "type": "AUDIO", "link": 29 }, { "localized_name": "fps", "name": "fps", "type": "FLOAT", "widget": { "name": "fps" }, "link": 28 }, { "localized_name": "bit_depth", "name": "bit_depth", "shape": 7, "type": "COMBO", "widget": { "name": "bit_depth" }, "link": 38 }, { "localized_name": "color_space", "name": "color_space", "shape": 7, "type": "COMBO", "widget": { "name": "color_space" }, "link": 39 }, { "localized_name": "chroma_subsampling", "name": "chroma_subsampling", "shape": 7, "type": "COMBO", "widget": { "name": "chroma_subsampling" }, "link": 40 } ], "outputs": [ { "localized_name": "VIDEO", "name": "VIDEO", "type": "VIDEO", "links": [ 27 ] } ], "properties": { "Node name for S&R": 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