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| "- Huggingface: [Lightricks/LTX-2.3](https://huggingface.co/Lightricks/LTX-2.3/)\n- Github: [LTX-2](https://github.com/Lightricks/LTX-2)\n\n## LTX-2.3 Prompting Tips\n\n1. **Core Actions**: Describe events and actions as they occur over time \n2. **Visual Details**: Describe all visual details you want to appear in the video \n3. **Audio**: Describe sounds and dialogue needed for the scene\n\n## Report LTX-2.3 Issues\nTo report any issues when running this workflow, [go to GitHub](https://github.com/Lightricks/ComfyUI-LTXVideo/issues)\n\n## Model Links (for Local Users)\n\n**latent_upscale_models**\n\n- [ltx-2.3-spatial-upscaler-x2-1.1.safetensors](https://huggingface.co/Lightricks/LTX-2.3/resolve/main/ltx-2.3-spatial-upscaler-x2-1.1.safetensors)\n\n**checkpoints**\n\n- BF16: [ltx-2.3-22b-dev.safetensors](https://huggingface.co/Lightricks/LTX-2.3/resolve/main/ltx-2.3-22b-dev.safetensors)\n- FP8: [ltx-2.3-22b-dev-fp8.safetensors](https://huggingface.co/Lightricks/LTX-2.3-fp8/resolve/main/ltx-2.3-22b-dev-fp8.safetensors)\n\n**loras**\n\n- [ltx-2.3-22b-distilled-lora-384.safetensors](https://huggingface.co/Lightricks/LTX-2.3/resolve/main/ltx-2.3-22b-distilled-lora-384.safetensors)\n\n**text_encoders**\n\n- [gemma_3_12B_it_fp4_mixed.safetensors](https://huggingface.co/Comfy-Org/ltx-2/resolve/main/split_files/text_encoders/gemma_3_12B_it_fp4_mixed.safetensors)\n\n\n## Model Storage Location\n\n```\n📂 ComfyUI/\n├── 📂 models/\n│ ├── 📂 latent_upscale_models/\n│ │ └── ltx-2.3-spatial-upscaler-x2-1.0.safetensors\n│ ├── 📂 checkpoints/\n│ │ ├── ltx-2.3-22b-dev-fp8.safetensors\n│ │ └── ltx-2.3-22b-dev.safetensors\n│ ├── 📂 loras/\n│ │ └── ltx-2.3-22b-distilled-lora-384.safetensors\n│ └── 📂 text_encoders/\n│ ├── gemma_3_12B_it_fp4_mixed.safetensors\n│ └── ltx-2-19b-embeddings_connector_dev_bf16.safetensors\n```\n\n## Report other issues\n\nNote: please update ComfyUI first ([guide](https://docs.comfy.org/installation/update_comfyui)) and prepare required models. Desktop/Cloud will be update after the stable builds; nightly-supported models may not be included yet, please wait for the update.\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)" |
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| "## NOTICE BEFORE USE: In order for the workflow to operate properly, you must load a video and image. These will not be used until you select one of the options below anyway.\n\n### **enhance_prompt** = AI prompt automatic enhancement **(currently bugged)**\n### **enable_last_frame** = Use start and end frame\n\n### **fps** = Use range from 24 - 48 frames per second\n### **seconds** = Define video duration in seconds\n### **single_pass** = Use single run without upscaler.\n### **native_resolution** = Render at native resolution instead of half resolution which is LTX default mode. This significantly increases demand and resources, so use with caution!\n### **nvidia_super_upscale** = Will upscale output resolution x2 at the final video save output.\n\n### Recommended steps:\n- Workflow is locked to 8 steps as per default in distilled mode.\n\n### Recommended resolutions:\n- The workflow will take the video input resolution (divided by 2) by default or when running with single_pass.\n- To run in real native resolution, set the native_resolution to ON, but this will significantly consume a lot more resources, especially for 1080p videos.\n- To match exact video details with extension, it's best to run in single_pass mode.\n- If you need to change the input resolution, enable the node. Most optimal resolution in this case is 960 x 544 pixels.\n\n### INSTRUCTIONS:\n\n1.) Use the Load Video Upload node to load a clip\n\n2.) On the same node, use **frame_load_cap** option to set last frames amount like 49 or 97.\n\n3.) Use **skip_first_frames** option on the same node to fast forward to the desired starting point.\n\n4.) Enter the desired extension duration in the **extended_clip_duration**.\n\n5.) Choose running options and click RUN. You will get 2 videos. One is the extended video with a part from the original video included and a cut version which only includes the extended part. The extended clip duration time is for the combined clip, not the cut version.\n\n## This workflow requires Comfy version 0.17 (or newer) to work properly.\n\n### Width & height settings must be divisible by 32 + 1. \n### Frame count must be divisible by 8 + 1, but this is now automatically handled by the workflow. Simply input video length in seconds and fps.\n\n### Running with invalid parameters **will not cause errors**. Instead, the flow will silently choose the closest valid parameters. \n\n### By default, we are using 720p resolution. You can try 1920*1088 if you have a powerful GPU.\n" |
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| 0 |
| ] |
| }, |
| "class_type": "CLIPTextEncode", |
| "_meta": { |
| "title": "CLIP Text Encode (Prompt)" |
| } |
| }, |
| "4": { |
| "inputs": { |
| "text": "blurry, low quality, still frame, frames, watermark, overlay, titles, has blurbox, has subtitles", |
| "clip": [ |
| "2", |
| 0 |
| ] |
| }, |
| "class_type": "CLIPTextEncode", |
| "_meta": { |
| "title": "CLIP Text Encode (Prompt)" |
| } |
| }, |
| "8": { |
| "inputs": { |
| "sampler_name": "euler" |
| }, |
| "class_type": "KSamplerSelect", |
| "_meta": { |
| "title": "KSamplerSelect" |
| } |
| }, |
| "9": { |
| "inputs": { |
| "steps": 20, |
| "max_shift": 2.05, |
| "base_shift": 0.95, |
| "stretch": true, |
| "terminal": 0.1, |
| "latent": [ |
| "28", |
| 0 |
| ] |
| }, |
| "class_type": "LTXVScheduler", |
| "_meta": { |
| "title": "LTXVScheduler" |
| } |
| }, |
| "11": { |
| "inputs": { |
| "noise_seed": 10 |
| }, |
| "class_type": "RandomNoise", |
| "_meta": { |
| "title": "RandomNoise" |
| } |
| }, |
| "12": { |
| "inputs": { |
| "samples": [ |
| "29", |
| 0 |
| ], |
| "vae": [ |
| "1", |
| 2 |
| ] |
| }, |
| "class_type": "VAEDecode", |
| "_meta": { |
| "title": "VAE Decode" |
| } |
| }, |
| "13": { |
| "inputs": { |
| "ckpt_name": "ltx-av-step-1751000_vocoder_24K.safetensors" |
| }, |
| "class_type": "LTXVAudioVAELoader", |
| "_meta": { |
| "title": "🅛🅣🅧 LTXV Audio VAE Loader" |
| } |
| }, |
| "14": { |
| "inputs": { |
| "samples": [ |
| "29", |
| 1 |
| ], |
| "audio_vae": [ |
| "13", |
| 0 |
| ] |
| }, |
| "class_type": "LTXVAudioVAEDecode", |
| "_meta": { |
| "title": "🅛🅣🅧 LTXV Audio VAE Decode" |
| } |
| }, |
| "15": { |
| "inputs": { |
| "frame_rate": [ |
| "23", |
| 0 |
| ], |
| "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, |
| "images": [ |
| "12", |
| 0 |
| ], |
| "audio": [ |
| "14", |
| 0 |
| ] |
| }, |
| "class_type": "VHS_VideoCombine", |
| "_meta": { |
| "title": "Video Combine 🎥🅥🅗🅢" |
| } |
| }, |
| "17": { |
| "inputs": { |
| "skip_blocks": "29", |
| "model": [ |
| "28", |
| 1 |
| ], |
| "positive": [ |
| "22", |
| 0 |
| ], |
| "negative": [ |
| "22", |
| 1 |
| ], |
| "parameters": [ |
| "18", |
| 0 |
| ] |
| }, |
| "class_type": "MultimodalGuider", |
| "_meta": { |
| "title": "🅛🅣🅧 Multimodal Guider" |
| } |
| }, |
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| "inputs": { |
| "modality": "VIDEO", |
| "cfg": 3, |
| "stg": 0, |
| "rescale": 0, |
| "modality_scale": 3, |
| "parameters": [ |
| "19", |
| 0 |
| ] |
| }, |
| "class_type": "GuiderParameters", |
| "_meta": { |
| "title": "🅛🅣🅧 Guider Parameters" |
| } |
| }, |
| "19": { |
| "inputs": { |
| "modality": "AUDIO", |
| "cfg": 7, |
| "stg": 0, |
| "rescale": 0, |
| "modality_scale": 3 |
| }, |
| "class_type": "GuiderParameters", |
| "_meta": { |
| "title": "🅛🅣🅧 Guider Parameters" |
| } |
| }, |
| "21": { |
| "inputs": { |
| "audioUI": "", |
| "audio": [ |
| "14", |
| 0 |
| ] |
| }, |
| "class_type": "PreviewAudio", |
| "_meta": { |
| "title": "PreviewAudio" |
| } |
| }, |
| "22": { |
| "inputs": { |
| "frame_rate": [ |
| "23", |
| 0 |
| ], |
| "positive": [ |
| "3", |
| 0 |
| ], |
| "negative": [ |
| "4", |
| 0 |
| ] |
| }, |
| "class_type": "LTXVConditioning", |
| "_meta": { |
| "title": "LTXVConditioning" |
| } |
| }, |
| "23": { |
| "inputs": { |
| "value": 25 |
| }, |
| "class_type": "FloatConstant", |
| "_meta": { |
| "title": "Float Constant" |
| } |
| }, |
| "26": { |
| "inputs": { |
| "frames_number": [ |
| "27", |
| 0 |
| ], |
| "frame_rate": [ |
| "42", |
| 0 |
| ], |
| "batch_size": 1 |
| }, |
| "class_type": "LTXVEmptyLatentAudio", |
| "_meta": { |
| "title": "🅛🅣🅧 LTXV Empty Latent Audio" |
| } |
| }, |
| "27": { |
| "inputs": { |
| "value": 105 |
| }, |
| "class_type": "INTConstant", |
| "_meta": { |
| "title": "INT Constant" |
| } |
| }, |
| "28": { |
| "inputs": { |
| "video_latent": [ |
| "43", |
| 0 |
| ], |
| "audio_latent": [ |
| "26", |
| 0 |
| ], |
| "model": [ |
| "44", |
| 0 |
| ] |
| }, |
| "class_type": "LTXVConcatAVLatent", |
| "_meta": { |
| "title": "🅛🅣🅧 LTXV Concat AV Latent" |
| } |
| }, |
| "29": { |
| "inputs": { |
| "av_latent": [ |
| "41", |
| 0 |
| ], |
| "model": [ |
| "28", |
| 1 |
| ] |
| }, |
| "class_type": "LTXVSeparateAVLatent", |
| "_meta": { |
| "title": "🅛🅣🅧 LTXV Separate AV Latent" |
| } |
| }, |
| "41": { |
| "inputs": { |
| "noise": [ |
| "11", |
| 0 |
| ], |
| "guider": [ |
| "17", |
| 0 |
| ], |
| "sampler": [ |
| "8", |
| 0 |
| ], |
| "sigmas": [ |
| "9", |
| 0 |
| ], |
| "latent_image": [ |
| "28", |
| 0 |
| ] |
| }, |
| "class_type": "SamplerCustomAdvanced", |
| "_meta": { |
| "title": "SamplerCustomAdvanced" |
| } |
| }, |
| "42": { |
| "inputs": { |
| "a": [ |
| "23", |
| 0 |
| ] |
| }, |
| "class_type": "CM_FloatToInt", |
| "_meta": { |
| "title": "FloatToInt" |
| } |
| }, |
| "43": { |
| "inputs": { |
| "width": 768, |
| "height": 512, |
| "length": [ |
| "27", |
| 0 |
| ], |
| "batch_size": 1 |
| }, |
| "class_type": "EmptyLTXVLatentVideo", |
| "_meta": { |
| "title": "EmptyLTXVLatentVideo" |
| } |
| }, |
| "44": { |
| "inputs": { |
| "torch_compile": true, |
| "disable_backup": false, |
| "model": [ |
| "1", |
| 0 |
| ] |
| }, |
| "class_type": "LTXVSequenceParallelMultiGPUPatcher", |
| "_meta": { |
| "title": "LTXVSequenceParallelMultiGPUPatcher" |
| } |
| }, |
| "45": { |
| "inputs": { |
| "frame_idx": 0, |
| "strength": 1 |
| }, |
| "class_type": "LTXVAddGuide", |
| "_meta": { |
| "title": "LTXVAddGuide" |
| } |
| } |
| }, |
| "comfy_fork_version": "feature/av_inference@a6994ed1", |
| "VHS_latentpreview": true, |
| "VHS_latentpreviewrate": 0, |
| "VHS_MetadataImage": true, |
| "VHS_KeepIntermediate": true, |
| "ds": { |
| "scale": 0.22952251000133594, |
| "offset": [ |
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| } |
| }, |
| "version": 0.4 |
| } |
