Image-to-Video
LTX.io
GGUF
ltx-2
comfyui
comfy
ltx-video
ltx-2-3
ltx-2.5
ltxv
text-to-video
audio-to-video
video-to-video
Instructions to use RuneXX/LTX-2.3-2.5-Workflows with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LTX.io
How to use RuneXX/LTX-2.3-2.5-Workflows with LTX.io:
# Install the LTX-2 pipelines git clone https://github.com/Lightricks/LTX-2.git cd LTX-2 uv sync --frozen
# Download the weights from this repo, plus the Gemma text encoder hf download RuneXX/LTX-2.3-2.5-Workflows --local-dir models/LTX-2.3-2.5-Workflows hf download google/gemma-3-12b-it-qat-q4_0-unquantized --local-dir models/gemma-3-12b
# Fast pipeline (distilled model, no distilled LoRA needed) uv run python -m ltx_pipelines.distilled \ --distilled-checkpoint-path models/LTX-2.3-2.5-Workflows/<distilled-checkpoint>.safetensors \ --spatial-upsampler-path models/LTX-2.3-2.5-Workflows/<spatial-upsampler>.safetensors \ --gemma-root models/gemma-3-12b \ --prompt "A beautiful sunset over the ocean" \ --output-path output.mp4 # For image-to-video, add: --image path/to/image.jpg 0 0.8# HQ pipeline (two-stage, higher quality) uv run python -m ltx_pipelines.ti2vid_two_stages_hq \ --checkpoint-path models/LTX-2.3-2.5-Workflows/<checkpoint>.safetensors \ --distilled-lora models/LTX-2.3-2.5-Workflows/<distilled-lora>.safetensors 0.8 \ --spatial-upsampler-path models/LTX-2.3-2.5-Workflows/<spatial-upsampler>.safetensors \ --gemma-root models/gemma-3-12b \ --prompt "A beautiful sunset over the ocean" \ --output-path output.mp4 # For image-to-video, add: --image path/to/image.jpg 0 0.8 - Notebooks
- Google Colab
- Kaggle
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| "order": 18, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "VAE", | |
| "type": "VAE", | |
| "links": [ | |
| 660 | |
| ] | |
| } | |
| ], | |
| "title": "Get_vae_tiny", | |
| "properties": { | |
| "Node name for S&R": "GetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes" | |
| }, | |
| "widgets_values": [ | |
| "vae_tiny" | |
| ] | |
| }, | |
| { | |
| "id": 366, | |
| "type": "GetNode", | |
| "pos": [ | |
| 1655.3020141851941, | |
| 4071.203378917821 | |
| ], | |
| "size": [ | |
| 271.305509971064, | |
| 50 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 19, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "MODEL", | |
| "type": "MODEL", | |
| "links": [ | |
| 708 | |
| ] | |
| } | |
| ], | |
| "title": "Get_model_with_lora", | |
| "properties": { | |
| "Node name for S&R": "GetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes" | |
| }, | |
| "widgets_values": [ | |
| "model_with_lora" | |
| ] | |
| }, | |
| { | |
| "id": 253, | |
| "type": "MarkdownNote", | |
| "pos": [ | |
| -2009.6434299603925, | |
| 3651.23725322191 | |
| ], | |
| "size": [ | |
| 382.280702747692, | |
| 140 | |
| ], | |
| "flags": { | |
| "collapsed": false | |
| }, | |
| "order": 20, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [], | |
| "title": "Prompting LTX-2", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "## LTX-2 Prompting Tips\n1. **Core Actions**: Describe events and actions as they occur over time \n2. **Audio**: Describe sounds and dialogue needed for the scene \n3. **Reference Image**: Do not repeat details already present \n4. **Consistency**: Avoid instructions that do not match the reference image, as this will degrade results" | |
| ], | |
| "color": "#222", | |
| "bgcolor": "#000" | |
| }, | |
| { | |
| "id": 250, | |
| "type": "MarkdownNote", | |
| "pos": [ | |
| -2009.6434299603925, | |
| 3842.4693979657636 | |
| ], | |
| "size": [ | |
| 382.280702747692, | |
| 94.68361703674918 | |
| ], | |
| "flags": { | |
| "collapsed": false | |
| }, | |
| "order": 21, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [], | |
| "title": "About Size", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "Width & height settings must be divisible by 32 + 1. \nFrame count must be divisible by 8 + 1. \n\n\nRunning with invalid parameters **will not cause errors**. Instead, the flow will silently choose the closest valid parameters. " | |
| ], | |
| "color": "#222", | |
| "bgcolor": "#000" | |
| }, | |
| { | |
| "id": 333, | |
| "type": "MarkdownNote", | |
| "pos": [ | |
| -2009.6434299603925, | |
| 3998.060323809549 | |
| ], | |
| "size": [ | |
| 382.280702747692, | |
| 88 | |
| ], | |
| "flags": { | |
| "collapsed": false | |
| }, | |
| "order": 22, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [], | |
| "title": "Sampler Preview", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "Tiny VAE for sampler previews. \nOptionally you can drop this for a lower res latent RGB built into the node " | |
| ], | |
| "color": "#222", | |
| "bgcolor": "#000" | |
| }, | |
| { | |
| "id": 353, | |
| "type": "MarkdownNote", | |
| "pos": [ | |
| -2009.6434299603925, | |
| 4141.685471968206 | |
| ], | |
| "size": [ | |
| 382.280702747692, | |
| 107.3859507080042 | |
| ], | |
| "flags": { | |
| "collapsed": false | |
| }, | |
| "order": 23, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [], | |
| "title": "Prompt Enhancer (Optional)", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "This automagically enhances your prompt using the already loaded Gemma model. But it can be a bit sensitive to having correct Gemma if using GGUF models. Alternatively you can bypass/disable this feature " | |
| ], | |
| "color": "#222", | |
| "bgcolor": "#000" | |
| }, | |
| { | |
| "id": 326, | |
| "type": "MarkdownNote", | |
| "pos": [ | |
| -2009.6434299603925, | |
| 4302.590626338288 | |
| ], | |
| "size": [ | |
| 382.280702747692, | |
| 107.3859507080042 | |
| ], | |
| "flags": { | |
| "collapsed": false | |
| }, | |
| "order": 24, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [], | |
| "title": "User Made Loras", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "If using some user made LTX-2 loras they sometimes are not trained on audio, so it will produce very noisy audio outputs. Try use KJNodes LTX-2 Lora Loader Advanced in such cases, and set the non video strenght to zero\n" | |
| ], | |
| "color": "#222", | |
| "bgcolor": "#000" | |
| }, | |
| { | |
| "id": 251, | |
| "type": "MarkdownNote", | |
| "pos": [ | |
| -2009.6434299603925, | |
| 3502.146622006774 | |
| ], | |
| "size": [ | |
| 382.280702747692, | |
| 89.8245395507779 | |
| ], | |
| "flags": { | |
| "collapsed": false | |
| }, | |
| "order": 25, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [], | |
| "title": "About Models", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "Download models from here:\n\n\nhttps://huggingface.co/Kijai/LTX2.3_comfy\n\nText encoder : https://huggingface.co/Comfy-Org/ltx-2" | |
| ], | |
| "color": "#222", | |
| "bgcolor": "#000" | |
| }, | |
| { | |
| "id": 289, | |
| "type": "MarkdownNote", | |
| "pos": [ | |
| -2009.6434299603925, | |
| 4778.44557958042 | |
| ], | |
| "size": [ | |
| 382.280702747692, | |
| 102.45137621179947 | |
| ], | |
| "flags": { | |
| "collapsed": false | |
| }, | |
| "order": 26, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [], | |
| "title": "Video settings", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "If low on Ram/Vram, try width height to 832 x 480 or 960 x 544. If you can, run at 1280 x 720 or higher.\n\n\nLength in seconds : try 5, 10 or 20. \n\nfps : 24 or 25 (or 48 or 50)" | |
| ], | |
| "color": "#222", | |
| "bgcolor": "#000" | |
| }, | |
| { | |
| "id": 107, | |
| "type": "LTXVConditioning", | |
| "pos": [ | |
| -133.12340171782637, | |
| 4410.859535039599 | |
| ], | |
| "size": [ | |
| 270, | |
| 86.66666666666667 | |
| ], | |
| "flags": { | |
| "collapsed": false | |
| }, | |
| "order": 128, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "positive", | |
| "type": "CONDITIONING", | |
| "link": 286 | |
| }, | |
| { | |
| "name": "negative", | |
| "type": "CONDITIONING", | |
| "link": 287 | |
| }, | |
| { | |
| "name": "frame_rate", | |
| "type": "FLOAT", | |
| "widget": { | |
| "name": "frame_rate" | |
| }, | |
| "link": 600 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "positive", | |
| "type": "CONDITIONING", | |
| "links": [ | |
| 455 | |
| ] | |
| }, | |
| { | |
| "name": "negative", | |
| "type": "CONDITIONING", | |
| "links": [ | |
| 456 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.3.56", | |
| "Node name for S&R": "LTXVConditioning", | |
| "enableTabs": false, | |
| "tabWidth": 65, | |
| "tabXOffset": 10, | |
| "hasSecondTab": false, | |
| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65 | |
| }, | |
| "widgets_values": [ | |
| 24 | |
| ] | |
| }, | |
| { | |
| "id": 243, | |
| "type": "GetNode", | |
| "pos": [ | |
| -960.1459178203535, | |
| 4367.586664082286 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 27, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": [ | |
| 472 | |
| ] | |
| } | |
| ], | |
| "title": "Get_width", | |
| "properties": { | |
| "Node name for S&R": "GetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes" | |
| }, | |
| "widgets_values": [ | |
| "width" | |
| ] | |
| }, | |
| { | |
| "id": 211, | |
| "type": "SetNode", | |
| "pos": [ | |
| -86.85820698628493, | |
| 3640.425812919234 | |
| ], | |
| "size": [ | |
| 270, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 100, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "link": 437 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_compress_image", | |
| "properties": { | |
| "Node name for S&R": "SetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes", | |
| "previousName": "compress_image" | |
| }, | |
| "widgets_values": [ | |
| "compress_image" | |
| ], | |
| "color": "#006691", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 210, | |
| "type": "GetNode", | |
| "pos": [ | |
| -99.70964996726863, | |
| 3646.363437094009 | |
| ], | |
| "size": [ | |
| 270, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 28, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "links": [ | |
| 436 | |
| ] | |
| } | |
| ], | |
| "title": "Get_ref_image", | |
| "properties": { | |
| "Node name for S&R": "GetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes" | |
| }, | |
| "widgets_values": [ | |
| "ref_image" | |
| ], | |
| "color": "#006691", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 108, | |
| "type": "EmptyLTXVLatentVideo", | |
| "pos": [ | |
| -130.5531131216296, | |
| 3730.376523396028 | |
| ], | |
| "size": [ | |
| 270, | |
| 146.66666666666669 | |
| ], | |
| "flags": {}, | |
| "order": 72, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "width", | |
| "type": "INT", | |
| "widget": { | |
| "name": "width" | |
| }, | |
| "link": 464 | |
| }, | |
| { | |
| "name": "height", | |
| "type": "INT", | |
| "widget": { | |
| "name": "height" | |
| }, | |
| "link": 463 | |
| }, | |
| { | |
| "name": "length", | |
| "type": "INT", | |
| "widget": { | |
| "name": "length" | |
| }, | |
| "link": 424 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "LATENT", | |
| "type": "LATENT", | |
| "links": [ | |
| 361 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.3.60", | |
| "Node name for S&R": "EmptyLTXVLatentVideo", | |
| "enableTabs": false, | |
| "tabWidth": 65, | |
| "tabXOffset": 10, | |
| "hasSecondTab": false, | |
| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65 | |
| }, | |
| "widgets_values": [ | |
| 704, | |
| 512, | |
| 121, | |
| 1 | |
| ] | |
| }, | |
| { | |
| "id": 246, | |
| "type": "ResizeImagesByLongerEdge", | |
| "pos": [ | |
| -1013.499398033602, | |
| 4409.722130699915 | |
| ], | |
| "size": [ | |
| 243.6109375, | |
| 58 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 101, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "images", | |
| "type": "IMAGE", | |
| "link": 479 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "images", | |
| "type": "IMAGE", | |
| "links": [ | |
| 481 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.5.1", | |
| "Node name for S&R": "ResizeImagesByLongerEdge" | |
| }, | |
| "widgets_values": [ | |
| 1536 | |
| ] | |
| }, | |
| { | |
| "id": 209, | |
| "type": "SetNode", | |
| "pos": [ | |
| -973.6379868095801, | |
| 4457.062553339335 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 112, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "link": 481 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_ref_image", | |
| "properties": { | |
| "Node name for S&R": "SetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes", | |
| "previousName": "ref_image" | |
| }, | |
| "widgets_values": [ | |
| "ref_image" | |
| ] | |
| }, | |
| { | |
| "id": 416, | |
| "type": "GetImageSizeAndCount", | |
| "pos": [ | |
| -994.5680840216088, | |
| 4617.330364290979 | |
| ], | |
| "size": [ | |
| 196.2994140625, | |
| 86 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 113, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "image", | |
| "type": "IMAGE", | |
| "link": 746 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "image", | |
| "type": "IMAGE", | |
| "links": [ | |
| 745 | |
| ] | |
| }, | |
| { | |
| "label": "640 width", | |
| "name": "width", | |
| "type": "INT", | |
| "links": [ | |
| 747 | |
| ] | |
| }, | |
| { | |
| "label": "352 height", | |
| "name": "height", | |
| "type": "INT", | |
| "links": [ | |
| 748 | |
| ] | |
| }, | |
| { | |
| "label": "1 count", | |
| "name": "count", | |
| "type": "INT", | |
| "links": null | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
| "ver": "2acdef1766026ff3be00daf3c45f6a064db9100f", | |
| "Node name for S&R": "GetImageSizeAndCount" | |
| }, | |
| "widgets_values": [] | |
| }, | |
| { | |
| "id": 244, | |
| "type": "GetNode", | |
| "pos": [ | |
| -965.0682584615687, | |
| 4325.112755172648 | |
| ], | |
| "size": [ | |
| 210, | |
| 58 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 29, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": [ | |
| 473 | |
| ] | |
| } | |
| ], | |
| "title": "Get_height", | |
| "properties": { | |
| "Node name for S&R": "GetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes" | |
| }, | |
| "widgets_values": [ | |
| "height" | |
| ] | |
| }, | |
| { | |
| "id": 248, | |
| "type": "SetNode", | |
| "pos": [ | |
| -966.6906832348664, | |
| 4613.284808084253 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 120, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "link": 745 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_resize_image", | |
| "properties": { | |
| "Node name for S&R": "SetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes", | |
| "previousName": "resize_image" | |
| }, | |
| "widgets_values": [ | |
| "resize_image" | |
| ] | |
| }, | |
| { | |
| "id": 233, | |
| "type": "SetNode", | |
| "pos": [ | |
| -955.1848459460082, | |
| 4615.0548141930085 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 121, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "link": 747 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_width_downsized", | |
| "properties": { | |
| "Node name for S&R": "SetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes", | |
| "previousName": "width_downsized" | |
| }, | |
| "widgets_values": [ | |
| "width_downsized" | |
| ] | |
| }, | |
| { | |
| "id": 234, | |
| "type": "SetNode", | |
| "pos": [ | |
| -1018.2412371202633, | |
| 4615.4664432034215 | |
| ], | |
| "size": [ | |
| 210, | |
| 58 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 122, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "link": 748 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_height_downsized", | |
| "properties": { | |
| "Node name for S&R": "SetNode", | |
| "aux_id": "kijai/ComfyUI-KJNodes", | |
| "previousName": "height_downsized" | |
| }, | |
| "widgets_values": [ | |
| "height_downsized" | |
| ] | |
| }, | |
| { | |
| "id": 161, | |
| "type": "LTXVImgToVideoInplace", | |
| "pos": [ | |
| -133.12340171782637, | |
| 4126.909650995599 | |
| ], | |
| "size": [ | |
| 270, | |
| 122 | |
| ], | |
| "flags": {}, | |
| "order": 99, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "vae", | |
| "type": "VAE", | |
| "link": 445 | |
| }, | |
| { | |
| "name": "image", | |
| "type": "IMAGE", | |
| "link": 353 | |
| }, | |
| { | |
| "name": "latent", | |
| "type": "LATENT", | |
| "link": 361 | |
| }, | |
| { | |
| "name": "bypass", | |
| "type": "BOOLEAN", | |
| "widget": { | |
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| "title": "Get_fps", | |
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| "outputs": [ | |
| { | |
| "name": "Filenames", | |
| "type": "VHS_FILENAMES", | |
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| "name": "OPT_CONNECTION", | |
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| } | |
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| "title": "TURN OFF BOTH FOR SINGLE PASS", | |
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| { | |
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| { | |
| "name": "sampler", | |
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| { | |
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| }, | |
| { | |
| "name": "latent_image", | |
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| "outputs": [ | |
| { | |
| "name": "output", | |
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| 271 | |
| ] | |
| }, | |
| { | |
| "name": "denoised_output", | |
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| "secondTabText": "Send Back", | |
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| "secondTabWidth": 65 | |
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| "widgets_values": [] | |
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| { | |
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| "type": "RandomNoise", | |
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| { | |
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| 272 | |
| ] | |
| } | |
| ], | |
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| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65 | |
| }, | |
| "widgets_values": [ | |
| 43, | |
| "fixed" | |
| ], | |
| "color": "#006691", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 412, | |
| "type": "VAEDecode", | |
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| { | |
| "name": "samples", | |
| "type": "LATENT", | |
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| }, | |
| { | |
| "name": "vae", | |
| "type": "VAE", | |
| "link": 741 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "links": [ | |
| 740 | |
| ] | |
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| "properties": { | |
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| { | |
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| "type": "VAEDecodeTiled", | |
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| } | |
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| "links": [] | |
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| "properties": { | |
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| "Node name for S&R": "VAEDecodeTiled", | |
| "enableTabs": false, | |
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| "secondTabText": "Send Back", | |
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| "secondTabWidth": 65 | |
| }, | |
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| 64, | |
| 4096, | |
| 8 | |
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| { | |
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| { | |
| "name": "CONDITIONING", | |
| "type": "CONDITIONING", | |
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| 743 | |
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| } | |
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| "title": "Get_positive", | |
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| "aux_id": "kijai/ComfyUI-KJNodes" | |
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| { | |
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| "type": "GetNode", | |
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| 58 | |
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| { | |
| "name": "CONDITIONING", | |
| "type": "CONDITIONING", | |
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| 744 | |
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| } | |
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| "title": "Get_negative", | |
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| "aux_id": "kijai/ComfyUI-KJNodes" | |
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| { | |
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| "name": "FLOAT", | |
| "type": "FLOAT", | |
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| } | |
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| "title": "Get_fps", | |
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| "aux_id": "kijai/ComfyUI-KJNodes" | |
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| }, | |
| { | |
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| "type": "FLOAT", | |
| "widget": { | |
| "name": "frame_rate" | |
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| { | |
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| "type": "CONDITIONING", | |
| "slot_index": 0, | |
| "links": [ | |
| 690 | |
| ] | |
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| { | |
| "name": "negative", | |
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| "slot_index": 1, | |
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| 691 | |
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| "properties": { | |
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| { | |
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| "You are a Creative Assistant writing concise, action-focused image-to-video prompts. Given an image (first frame) and user Raw Input Prompt, generate a prompt to guide video generation from that image.\n\n#### Guidelines:\n- Analyze the Image: Identify Subject, Setting, Elements, Style and Mood.\n- Follow user Raw Input Prompt: Include all requested motion, actions, camera movements, audio, and details. If in conflict with the image, prioritize user request while maintaining visual consistency (describe transition from image to user's scene).\n- Describe only changes from the image: Don't reiterate established visual details. Inaccurate descriptions may cause scene cuts.\n- Active language: Use present-progressive verbs (\"is walking,\" \"speaking\"). If no action specified, describe natural movements.\n- Chronological flow: Use temporal connectors (\"as,\" \"then,\" \"while\").\n- Audio layer: Describe complete soundscape throughout the prompt alongside actionsโNOT at the end. Align audio intensity with action tempo. Include natural background audio, ambient sounds, effects, speech or music (when requested). Be specific (e.g., \"soft footsteps on tile\") not vague (e.g., \"ambient sound\").\n- Speech (only when requested): Provide exact words in quotes with character's visual/voice characteristics (e.g., \"The tall man speaks in a low, gravelly voice\"), language if not English and accent if relevant. If general conversation mentioned without text, generate contextual quoted dialogue. (i.e., \"The man is talking\" input -> the output should include exact spoken words, like: \"The man is talking in an excited voice saying: 'You won't believe what I just saw!' His hands gesture expressively as he speaks, eyebrows raised with enthusiasm. The ambient sound of a quiet room underscores his animated speech.\")\n- Style: Include visual style at beginning: \"Style: <style>, <rest of prompt>.\" If unclear, omit to avoid conflicts.\n- Visual and audio only: Describe only what is seen and heard. NO smell, taste, or tactile sensations.\n- Restrained language: Avoid dramatic terms. Use mild, natural, understated phrasing.\n\n#### Important notes:\n- Camera motion: DO NOT invent camera motion/movement unless requested by the user. Make sure to include camera motion only if specified in the input.\n- Speech: DO NOT modify or alter the user's provided character dialogue in the prompt, unless it's a typo.\n- No timestamps or cuts: DO NOT use timestamps or describe scene cuts unless explicitly requested.\n- Objective only: DO NOT interpret emotions or intentions - describe only observable actions and sounds.\n- Format: DO NOT use phrases like \"The scene opens with...\" / \"The video starts...\". Start directly with Style (optional) and chronological scene description.\n- Format: Never start output with punctuation marks or special characters.\n- DO NOT invent dialogue unless the user mentions speech/talking/singing/conversation.\n- Your performance is CRITICAL. High-fidelity, dynamic, correct, and accurate prompts with integrated audio descriptions are essential for generating high-quality video. Your goal is flawless execution of these rules.\n\n#### Output Format (Strict):\n- Single concise paragraph in natural English. NO titles, headings, prefaces, sections, code fences, or Markdown.\n- If unsafe/invalid, return original user prompt. Never ask questions or clarifications.\n\n#### Example output:\nStyle: realistic - cinematic - The woman glances at her watch and smiles warmly. She speaks in a cheerful, friendly voice, \"I think we're right on time!\" In the background, a cafรฉ barista prepares drinks at the counter. The barista calls out in a clear, upbeat tone, \"Two cappuccinos ready!\" The sound of the espresso machine hissing softly blends with gentle background chatter and the light clinking of cups on saucers. \n\nUSER PROMPT BELOW: \n___________________________________________________" | |
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| "text": "A medium close-up shot features a Caucasian man with a closely shaven head and face, wearing a black baseball cap with \"PNTR\" in white letters on the front, and a dark grey t-shirt with \"JUST DO IT\" visible across his chest. A small black microphone is clipped to his shirt collar. He is positioned slightly to the left of the frame, looking intently downwards and to his right, his eyes focused off-camera. His facial expression is one of deep concentration, with his brow slightly furrowed. As he looks down, a quick sniff sound is heard, and then he speaks with a deep male voice and a slightly frustrated tone, saying, \"I think it's so bad.\" The camera remains static throughout, maintaining a shallow depth of field, which keeps the man in sharp focus while the background is softly blurred, revealing a light-colored wall with white wooden shelving or trim, and a partially open white wooden door on the right. After a brief pause, another short, audible sniff is heard. The man then continues to speak, his voice maintaining the same quality, as he states, \"So bad. So bad.\" He elaborates further, emphasizing his point with a final statement, \"This got to be, it's got to be the worst tool I've ever seen.\"", | |
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| "title": "CLIP Text Encode (Prompt)" | |
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| "text": "blurry, out of focus, overexposed, underexposed, low contrast, washed out colors, excessive noise, grainy texture, poor lighting, flickering, motion blur, distorted proportions, unnatural skin tones, deformed facial features, asymmetrical face, missing facial features, extra limbs, disfigured hands, wrong hand count, artifacts around text, unreadable text on shirt or hat, incorrect lettering on cap (โPNTRโ), incorrect t-shirt slogan (โJUST DO ITโ), missing microphone, misplaced microphone, inconsistent perspective, camera shake, incorrect depth of field, background too sharp, background clutter, distracting reflections, harsh shadows, inconsistent lighting direction, color banding, cartoonish rendering, 3D CGI look, unrealistic materials, uncanny valley effect, incorrect ethnicity, wrong gender, exaggerated expressions, smiling, laughing, exaggerated sadness, wrong gaze direction, eyes looking at camera, mismatched lip sync, silent or muted audio, distorted voice, robotic voice, echo, background noise, off-sync audio, missing sniff sounds, incorrect dialogue, added dialogue, repetitive speech, jittery movement, awkward pauses, incorrect timing, unnatural transitions, inconsistent framing, tilted camera, missing door or shelves, missing shallow depth of field, flat lighting, inconsistent tone, cinematic oversaturation, stylized filters, or AI artifacts.", | |
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| "title": "CLIP Text Encode (Prompt)" | |
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| }, | |
| "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": "๐ ๐ ฃ๐ ง LTXV Concat AV Latent" | |
| } | |
| }, | |
| "29": { | |
| "inputs": { | |
| "av_latent": [ | |
| "41", | |
| 0 | |
| ], | |
| "model": [ | |
| "28", | |
| 1 | |
| ] | |
| }, | |
| "class_type": "LTXVSeparateAVLatent", | |
| "_meta": { | |
| "title": "๐ ๐ ฃ๐ ง 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": false, | |
| "VHS_latentpreviewrate": 0, | |
| "VHS_MetadataImage": false, | |
| "VHS_KeepIntermediate": false | |
| }, | |
| "version": 0.4 | |
| } |