{ "id": "9a4f7d20-6c18-4b53-8e91-2d70fa365c84", "revision": 0, "last_node_id": 9014, "last_link_id": 13807, "nodes": [ { "id": 5509, "type": "PrimitiveStringMultiline", "pos": [ -3238.491355928488, 3503.1146191439493 ], "size": [ 343.59614112612917, 109.43487405985934 ], "flags": {}, "order": 0, "mode": 0, "inputs": [], "outputs": [ { "name": "STRING", "type": "STRING", "links": [ 13631 ] } ], "title": "Prompt (negative)", "properties": { "Node name for S&R": "PrimitiveStringMultiline", "cnr_id": "comfy-core", "ver": "0.25.0" }, "widgets_values": [ "" ], "color": "#322", "bgcolor": "#533" }, { "id": 5532, "type": "MarkdownNote", "pos": [ -415.9963693316099, 3073 ], "size": [ 523.0556530433919, 88 ], "flags": { "collapsed": false }, "order": 1, "mode": 0, "inputs": [], "outputs": [], "title": "Save video", "properties": {}, "widgets_values": [ "## Save video\n\nThis is your output preview \ud83c\udf89\ud83e\udd73" ], "color": "#432", "bgcolor": "#653" }, { "id": 5527, "type": "MarkdownNote", "pos": [ -3264.491355928488, 2810 ], "size": [ 1197.4913559284878, 330 ], "flags": { "collapsed": false }, "order": 2, "mode": 0, "inputs": [], "outputs": [], "title": "Inputs", "properties": {}, "widgets_values": [ "## Inputs\n\nEverything here is optional.\n\n### Prompt\n\nEnter a positive prompt. To rewrite it into a fuller description first, enable\n**enhance positive prompt** on the Input Parameters node below. The negative\nprompt is used as written and is never enhanced.\n\nSupplying an **LTX API key** encodes and enhances the prompt through the API\ninstead of locally, which saves memory. The workflow switches over on its own\nwhenever a key is present - there is nothing to un-bypass.\n\nSee the [prompting guide](https://docs.ltx.io/open-source-model/usage-guides/prompting-guide).\n\n### Image input\n\nCondition the video to open on a still by loading an image and enabling\n**use image input** on the Input Parameters node.\n\n### Frame rate and duration\n\nSet both below. The frame count has to be 1 + a multiple of 8, so the duration\nactually used is worked out from the fps and the duration you ask for, and may\ncome out slightly different.\n\n### Motion tracks\n\nDrag points on the **LTX Sparse Track Editor** to sketch how things should move.\nIt draws on the resized input image, and the number of points it samples follows\nthe frame count, so every frame gets a position.\n\nThe tracks are rendered into a guide video in **Preprocess** and fed to the\nmotion-track **IC-LoRA**; a preview of that guide is saved alongside the result." ], "color": "#432", "bgcolor": "#653" }, { "id": 5544, "type": "PreviewAny", "pos": [ -2759, 3989.441800056156 ], "size": [ 366, 152.8261854221696 ], "flags": {}, "order": 13, "mode": 0, "inputs": [ { "name": "source", "type": "*", "link": 13778 } ], "outputs": [ { "name": "STRING", "type": "STRING", "links": [] } ], "title": "Effective positive prompt (enhanced if enabled)", "properties": { "Node name for S&R": "PreviewAny" }, "widgets_values": [], "color": "#232", "bgcolor": "#353" }, { "id": 5526, "type": "MarkdownNote", "pos": [ -4027.492001622839, 2635 ], "size": [ 600, 505 ], "flags": { "collapsed": false }, "order": 3, "mode": 0, "inputs": [], "outputs": [], "title": "Model Links", "properties": {}, "widgets_values": [ "## Model Links\n\n**LTX-2.5 Model Weights**\n\nMake sure to click the \"Agree and Access\" button the first time you download.\n\n- [ Distilled model - ltx-2.5-22b-distilled-transformer-bf16.safetensors ](https://huggingface.co/Lightricks/LTX-2.5/blob/main/diffusion_models/ltx-2.5-22b-distilled-transformer-bf16.safetensors)\n\n- [ IC-LoRA Motion Track Control - ltx-2.3-22b-ic-lora-motion-track-control-ref0.5.safetensors ](https://huggingface.co/Lightricks/LTX-2.3-22b-IC-LoRA-Motion-Track-Control)\n\n- [ Audio VAE - ltx-2.5-audio-vae-bf16.safetensors ](https://huggingface.co/Lightricks/LTX-2.5/blob/main/vae/ltx-2.5-audio-vae-bf16.safetensors)\n\n- Video VAE - one of these:\n - [ Diffusion decoder ltx-2.5-video-vae-bf16.safetensors ](https://huggingface.co/Lightricks/LTX-2.5/blob/main/vae/ltx-2.5-video-vae-bf16.safetensors) - Best quality\n - [ Convolutional decoder - ltx-2.5-video-vae-conv-bf16.safetensors ](https://huggingface.co/Lightricks/LTX-2.5/blob/main/vae/ltx-2.5-video-vae-conv-bf16.safetensors) - Lower memory & faster\n\n\n**Text Encoder - finetuned for LTX-2.5**\n- [gemma4-12b-with-proj-ltx-2.5-bf16.safetensors](https://huggingface.co/Lightricks/LTX-2.5/blob/main/text_encoders/gemma4-12b-with-proj-ltx-2.5-bf16.safetensors)\n\n**Text Enhancer**\n- [Google Gemma 4 E2B IT](https://huggingface.co/Comfy-Org/gemma-4/blob/main/text_encoders/gemma4_e2b_it_bf16.safetensors)\n\n\n**Model Storage Location**\n\n```\n\ud83d\udcc2 ComfyUI/\n\u251c\u2500\u2500 \ud83d\udcc2 models/\n\u2502 \u251c\u2500\u2500 \ud83d\udcc2 text_encoders/\n\u2502 \u2502 \u251c\u2500\u2500 gemma4-12b-with-proj-ltx-2.5-bf16.safetensors\n\u2502 \u2502 \u2514\u2500\u2500 gemma4_e2b_it_bf16.safetensors\n\u2502 \u251c\u2500\u2500 \ud83d\udcc2 loras/\n\u2502 \u2502 \u2514\u2500\u2500 ltx-2.3-22b-ic-lora-motion-track-control-ref0.5.safetensors\n\u2502 \u251c\u2500\u2500 \ud83d\udcc2 diffusion_models/\n\u2502 \u2502 \u2514\u2500\u2500 ltx-2.5-22b-distilled-transformer-bf16.safetensors\n\u2502 \u251c\u2500\u2500 \ud83d\udcc2 vae/\n\u2502 \u2502 \u2514\u2500\u2500 ltx-2.5-audio-vae-bf16.safetensors\n\u2502 \u2502 \u2514\u2500\u2500 ltx-2.5-video-vae-conv-bf16.safetensors / ltx-2.5-video-vae-bf16.safetensors\n```\n\n## Report Issues\nTo report any issues when running this workflow, [go to GitHub](https://github.com/Lightricks/ComfyUI-LTXVideo/issues)\n" ], "color": "#432", "bgcolor": "#653" }, { "id": 5529, "type": "MarkdownNote", "pos": [ -1381.2211820415482, 3006 ], "size": [ 305.4220901853274, 134 ], "flags": { "collapsed": false }, "order": 4, "mode": 0, "inputs": [], "outputs": [], "title": "Generate", "properties": {}, "widgets_values": [ "## Generate\n\n**Sampler - Distilled (8 steps)**\n\nRuns the distilled ltx-2.5 model with the motion-track IC-LoRA applied, in 8\nsteps. You can change the noise seed, the guider cfg (used for both video and\naudio) and the sampler. The guide frames are cropped out afterwards\n(`LTXVCropGuides`) so only the generated video is decoded." ], "color": "#432", "bgcolor": "#653" }, { "id": 4852, "type": "SaveVideo", "pos": [ -415.9963693316099, 3230 ], "size": [ 523.0556530433919, 106 ], "flags": {}, "order": 19, "mode": 0, "inputs": [ { "name": "video", "type": "VIDEO", "link": 13675 } ], "outputs": [ { "name": "video", "type": "VIDEO", "links": [] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.14.1" }, "widgets_values": [ "output", "auto", "auto" ] }, { "id": 9003, "type": "MarkdownNote", "pos": [ -1854, 2936 ], "size": [ 300, 204 ], "flags": {}, "order": 5, "mode": 0, "inputs": [], "outputs": [], "title": "Preprocess", "properties": {}, "widgets_values": [ "## Preprocess\n\nDraws the sparse tracks into a guide video (`LTXVDrawTracks`) at the size of the\nresized input image, and injects it via the IC-LoRA (`LTXAddVideoICLoRAGuide`).\n\nIt also builds the empty audio-video latent at that same size and the requested\nframe count, and conditions on the input image as the opening frame.\n\nThe guide frames are cropped out during sampling (`LTXVCropGuides`) so only the\ngenerated video is decoded. `tracks_preview` is the drawn guide, saved next to\nthe output so you can check the motion before committing to a long run." ], "color": "#432", "bgcolor": "#653" }, { "id": 9006, "type": "SaveVideo", "pos": [ -1854, 3680 ], "size": [ 300, 106 ], "flags": {}, "order": 17, "mode": 0, "inputs": [ { "name": "video", "type": "VIDEO", "link": 13792 } ], "outputs": [ { "name": "video", "type": "VIDEO", "links": [] } ], "title": "Save tracks preview", "properties": { "Node name for S&R": "SaveVideo" }, "widgets_values": [ "tracks", "auto", "auto" ] }, { "id": 9007, "type": "PrimitiveFloat", "pos": [ -3238.491355928488, 4090.5494932038087 ], "size": [ 343.59614112612917, 58 ], "flags": {}, "order": 6, "mode": 0, "inputs": [], "outputs": [ { "name": "FLOAT", "type": "FLOAT", "links": [ 13793 ] } ], "title": "fps (frames per second)", "properties": { "Node name for S&R": "PrimitiveFloat" }, "widgets_values": [ 24 ], "color": "#2a363b", "bgcolor": "#3f5159" }, { "id": 9008, "type": "PrimitiveFloat", "pos": [ -3238.491355928488, 4224.549493203809 ], "size": [ 343.59614112612917, 58 ], "flags": {}, "order": 7, "mode": 0, "inputs": [], "outputs": [ { "name": "FLOAT", "type": "FLOAT", "links": [ 13794 ] } ], "title": "duration in seconds (determines frames #)", "properties": { "Node name for S&R": "PrimitiveFloat" }, "widgets_values": [ 5 ], "color": "#2a363b", "bgcolor": "#3f5159" }, { "id": 5516, "type": "f9337bd7-ca7a-4a59-99f1-65b664bed7e7", "pos": [ -1381.2211820415482, 3230 ], "size": [ 305.4220901853274, 261.0261211902389 ], "flags": {}, "order": 16, "mode": 0, "inputs": [ { "name": "model", "type": "MODEL", "link": 13653 }, { "name": "positive", "type": "CONDITIONING", "link": 13773 }, { "name": "negative", "type": "CONDITIONING", "link": 13774 }, { "name": "latent_image", "type": "LATENT", "link": 13775 }, { "label": "noise seed", "name": "noise_seed", "type": "INT", "widget": { "name": "noise_seed" }, "link": null }, { "label": "guider cfg", "name": "cfg", "type": "FLOAT", "widget": { "name": "cfg" }, "link": null } ], "outputs": [ { "label": "video_latent", "name": "video_latent", "type": "LATENT", "links": [ 13785 ] }, { "label": "audio_latent", "name": "audio_latent", "type": "LATENT", "links": [ 13783 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.25.0", "previewExposures": [] }, "widgets_values": [ 42, 1, "euler_ancestral" ] }, { "id": 5508, "type": "PrimitiveStringMultiline", "pos": [ -3238.491355928488, 3230 ], "size": [ 343.59614112612917, 197.1146191439493 ], "flags": {}, "order": 8, "mode": 0, "inputs": [], "outputs": [ { "name": "STRING", "type": "STRING", "links": [ 13630 ] } ], "title": "Prompt (positive)", "properties": { "Node name for S&R": "PrimitiveStringMultiline", "cnr_id": "comfy-core", "ver": "0.25.0" }, "widgets_values": [ "" ], "color": "#232", "bgcolor": "#353" }, { "id": 2004, "type": "LoadImage", "pos": [ -3238.491355928488, 3688.5494932038087 ], "size": [ 343.59614112612917, 326 ], "flags": {}, "order": 9, "mode": 0, "inputs": [], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [ 13468 ] }, { "name": "MASK", "type": "MASK", "links": [] } ], "properties": { "Node name for S&R": "LoadImage", "cnr_id": "comfy-core", "ver": "0.3.56" }, "widgets_values": [ "", "image" ], "color": "#232", "bgcolor": "#353" }, { "id": 9002, "type": "a86c2f15-90d4-4e73-b1c8-3f57ea9d621e", "pos": [ -1854, 3230 ], "size": [ 300, 360 ], "flags": {}, "order": 15, "mode": 0, "inputs": [ { "label": "positive", "name": "positive", "type": "CONDITIONING", "link": 13760 }, { "label": "negative", "name": "negative", "type": "CONDITIONING", "link": 13761 }, { "label": "vae", "name": "vae", "type": "VAE", "link": 13762 }, { "label": "audio_vae", "name": "audio_vae", "type": "VAE", "link": 13763 }, { "label": "image", "name": "image", "type": "IMAGE", "link": 13764 }, { "label": "bypass", "name": "bypass", "type": "BOOLEAN", "widget": { "name": "bypass" }, "link": 13765 }, { "label": "latent_downscale_factor", "name": "latent_downscale_factor", "type": "FLOAT", "widget": { "name": "latent_downscale_factor" }, "link": 13766 }, { "label": "length", "name": "length", "type": "INT", "widget": { "name": "length" }, "link": 13789 }, { "label": "fps", "name": "fps", "type": "FLOAT", "widget": { "name": "fps" }, "link": 13790 }, { "label": "tracks", "name": "tracks", "type": "STRING", "widget": { "name": "tracks" }, "link": 13788 } ], "outputs": [ { "label": "positive", "name": "positive", "type": "CONDITIONING", "links": [ 13773 ] }, { "label": "negative", "name": "negative", "type": "CONDITIONING", "links": [ 13774 ] }, { "label": "latent", "name": "latent", "type": "LATENT", "links": [ 13775 ] }, { "label": "tracks_preview", "name": "tracks_preview", "type": "VIDEO", "links": [ 13792 ] } ], "properties": { "previewExposures": [] }, "widgets_values": [ false, 1, 0.7, "", "" ] }, { "id": 5531, "type": "MarkdownNote", "pos": [ -862.7990918562209, 2887 ], "size": [ 334.24168518303316, 269.5610711718318 ], "flags": { "collapsed": false }, "order": 10, "mode": 0, "inputs": [], "outputs": [], "title": "Decode", "properties": {}, "widgets_values": [ "## Decode\n\nMake sure to adjust the number of tiles and overlap to fit your hardware.\n(fewer tiles will result in faster execution, but will require more memory).\n\n### Recommended settings\n\n| node settings (pixels) | resolved latent geometry |\n| ------------------------------------------ | ------------------------------- |\n| `512 / 64 / 128 / 32` | 16x16, ov 2 - 16f ov 4 |\n| `768 / 192 / 128 / 32` | 24x24, ov 6 - 16f ov 4 |\n| `1024 / 256 / 128 / 48` | 32x32, ov 8 - 16f, ov 6 |\n| `1536 / 384 / 192 / 48` | 48x48, ov 12 - 24f, ov 6 |\n| `768 / 192 / spatial-only` | 24x24, ov 6 - no temporal split |" ], "color": "#432", "bgcolor": "#653" }, { "id": 5518, "type": "bee43e38-9234-4e41-86ff-63874164f482", "pos": [ -857.1364163749556, 3223.715688805756 ], "size": [ 337.46147972981237, 248.50453873146398 ], "flags": {}, "order": 18, "mode": 0, "inputs": [ { "name": "vae", "type": "VAE", "link": 13670 }, { "label": "video_latent", "name": "latents", "type": "LATENT", "link": 13785 }, { "label": "audio_latent", "name": "samples", "type": "LATENT", "link": 13783 }, { "name": "audio_vae", "type": "VAE", "link": 13673 }, { "name": "fps", "type": "FLOAT", "widget": { "name": "fps" }, "link": 13795 } ], "outputs": [ { "label": "VIDEO", "name": "VIDEO", "type": "VIDEO", "links": [ 13675 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.25.0", "previewExposures": [] }, "widgets_values": [ 30, 8, 512, 64, 128, 32 ] }, { "id": 5014, "type": "e51d7a94-38c6-4b02-9f7a-4d6013e28c5b", "pos": [ -2759, 3230 ], "size": [ 366, 683.441800056156 ], "flags": {}, "order": 12, "mode": 0, "inputs": [ { "label": "text encoder clip", "name": "clip", "type": "CLIP", "link": 13466 }, { "label": "text enhancer clip", "name": "clip_1", "type": "CLIP", "link": 13784 }, { "label": "image", "name": "input", "type": "IMAGE,MASK", "link": 13468 }, { "label": "use image input", "name": "value_3", "type": "BOOLEAN", "widget": { "name": "value_3" }, "link": null }, { "label": "Positive prompt", "name": "value_2", "type": "STRING", "widget": { "name": "value_2" }, "link": 13630 }, { "label": "Enhance positive prompt", "name": "cond", "type": "BOOLEAN", "widget": { "name": "cond" }, "link": null }, { "label": "Negative prompt", "name": "text", "type": "STRING", "widget": { "name": "text" }, "link": 13631 }, { "label": "fps", "name": "value", "type": "FLOAT", "widget": { "name": "value" }, "link": 13793 }, { "label": "duration in seconds", "name": "value_5", "shape": 7, "type": "FLOAT", "link": 13794 }, { "label": "enhancer_seed", "name": "seed", "type": "INT", "widget": { "name": "seed" }, "link": null }, { "label": "LTX API key", "name": "value_4", "type": "STRING", "widget": { "name": "value_4" }, "link": null }, { "label": "ltx model ckpt path", "name": "ckpt_name", "type": "COMBO", "widget": { "name": "ckpt_name" }, "link": 13780 }, { "label": "latent_downscale_factor", "name": "value_6", "type": "FLOAT", "link": 13791 } ], "outputs": [ { "label": "bypass_i2v", "name": "BOOLEAN", "type": "BOOLEAN", "links": [ 13765 ] }, { "label": "resized image", "name": "resized", "type": "IMAGE", "links": [ 13764, 13786 ] }, { "label": "effective_positive_prompt", "name": "enhanced_prompt", "type": "STRING", "links": [ 13778 ] }, { "label": "positive_encoded", "name": "positive", "type": "CONDITIONING", "links": [ 13760 ] }, { "label": "negative_encoded", "name": "negative", "type": "CONDITIONING", "links": [ 13761 ] }, { "label": "fps", "name": "FLOAT", "type": "FLOAT", "links": [ 13790, 13795 ] }, { "label": "number of frames", "name": "INT", "type": "INT", "links": [ 13787, 13789 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.25.0", "previewExposures": [] }, "widgets_values": [ true, "", true, "", 24, 457289196, "", "ltx-2.3-22b-dev.safetensors" ] }, { "id": 5004, "type": "b7c1e94a-3f52-4d08-9a61-2e7c5d4f8a13", "pos": [ -4027.492001622839, 3226.8212377387586 ], "size": [ 575.5086440715122, 322 ], "flags": { "collapsed": false }, "order": 11, "mode": 0, "inputs": [ { "label": "audio_vae", "name": "audio_vae", "type": "COMBO", "widget": { "name": "audio_vae" }, "link": null }, { "label": "video_vae", "name": "video_vae", "type": "COMBO", "widget": { "name": "video_vae" }, "link": null }, { "label": "ltx_2.5_model_checkpoint", "name": "ltx_2.5_model_checkpoint", "type": "COMBO", "widget": { "name": "ltx_2.5_model_checkpoint" }, "link": null }, { "label": "gemma4_e2b_enhancer", "name": "gemma4_e2b_enhancer", "type": "COMBO", "widget": { "name": "gemma4_e2b_enhancer" }, "link": null }, { "label": "gemma4_12b_encoder", "name": "gemma4_12b_encoder", "type": "COMBO", "widget": { "name": "gemma4_12b_encoder" }, "link": null }, { "label": "ic_lora", "name": "ic_lora", "type": "COMBO", "widget": { "name": "ic_lora" }, "link": null }, { "label": "lora strength", "name": "lora strength", "type": "FLOAT", "widget": { "name": "lora strength" }, "link": null } ], "outputs": [ { "label": "Audio VAE", "name": "Audio VAE", "type": "VAE", "links": [ 13673, 13763 ] }, { "label": "VAE", "name": "VAE", "type": "VAE", "links": [ 13670, 13762 ] }, { "label": "MODEL", "name": "MODEL", "type": "MODEL", "links": [ 13653 ] }, { "label": "text enhancer", "name": "text enhancer", "type": "CLIP", "links": [ 13784 ] }, { "label": "text_encoder", "name": "text_encoder", "type": "CLIP", "links": [ 13466 ] }, { "label": "ltx_2.5_model_checkpoint_path", "name": "ltx_2.5_model_checkpoint_path", "type": "*", "links": [ 13780 ] }, { "label": "latent_downscale_factor", "name": "latent_downscale_factor", "type": "FLOAT", "links": [ 13766, 13791 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.25.0", "previewExposures": [], "models": [ { "name": "ltx-2.5-audio-vae-bf16.safetensors", "url": "https://huggingface.co/Lightricks/LTX-2.5/resolve/main/vae/ltx-2.5-audio-vae-bf16.safetensors", "directory": "vae" }, { "name": "ltx-2.5-video-vae-bf16.safetensors", "url": "https://huggingface.co/Lightricks/LTX-2.5/resolve/main/vae/ltx-2.5-video-vae-bf16.safetensors", "directory": "vae" }, { "name": "ltx-2.5-22b-distilled-transformer-bf16.safetensors", "url": "https://huggingface.co/Lightricks/LTX-2.5/resolve/main/diffusion_models/ltx-2.5-22b-distilled-transformer-bf16.safetensors", "directory": "diffusion_models" }, { "name": "gemma4_e2b_it_bf16.safetensors", "url": "https://huggingface.co/Comfy-Org/gemma-4/resolve/main/text_encoders/gemma4_e2b_it_bf16.safetensors", "directory": "text_encoders" }, { "name": "gemma4-12b-with-proj-ltx-2.5-bf16.safetensors", "url": 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