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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| "title": "Get_width_downsized", | |
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| "title": "Set_compress_image", | |
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| "previousName": "compress_image" | |
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| "compress_image" | |
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| "title": "Set_height", | |
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| "title": "Set_width", | |
| "properties": { | |
| "previousName": "" | |
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| "widgets_values": [ | |
| "width" | |
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| "color": "#1b4669", | |
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| "title": "Set_fps", | |
| "properties": { | |
| "previousName": "" | |
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| "widgets_values": [ | |
| "fps" | |
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| "color": "#346434", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
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| "title": "FPS", | |
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| "ver": "0.10.0", | |
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| "outputs": [ | |
| { | |
| "name": "*", | |
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| "title": "Set_frames", | |
| "properties": { | |
| "previousName": "" | |
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| "widgets_values": [ | |
| "frames" | |
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| "color": "#1b4669", | |
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| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "BOOLEAN", | |
| "type": "BOOLEAN", | |
| "link": 534 | |
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| "outputs": [ | |
| { | |
| "name": "*", | |
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| "links": null | |
| } | |
| ], | |
| "title": "Set_t2v_mode", | |
| "properties": { | |
| "previousName": "" | |
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| "widgets_values": [ | |
| "t2v_mode" | |
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| "inputs": [], | |
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| "name": "VAE", | |
| "type": "VAE", | |
| "links": [ | |
| 448 | |
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| } | |
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| "title": "Get_vae_audio", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "vae_audio" | |
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| "color": "#af3535", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
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| "flags": { | |
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| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "VAE", | |
| "type": "VAE", | |
| "links": [ | |
| 446, | |
| 447 | |
| ] | |
| } | |
| ], | |
| "title": "Get_vae", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "vae" | |
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| "color": "#af3535", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
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| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "LATENT_UPSCALE_MODEL", | |
| "type": "LATENT_UPSCALE_MODEL", | |
| "links": [ | |
| 470 | |
| ] | |
| } | |
| ], | |
| "title": "Get_upscale_model", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "upscale_model" | |
| ] | |
| }, | |
| { | |
| "id": 127, | |
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| "flags": {}, | |
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| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "samples", | |
| "type": "LATENT", | |
| "link": 302 | |
| }, | |
| { | |
| "name": "vae", | |
| "type": "VAE", | |
| "link": 449 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "links": [ | |
| 313 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
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| "ver": "0.7.0", | |
| "Node name for S&R": "VAEDecodeTiled", | |
| "enableTabs": false, | |
| "tabWidth": 65, | |
| "tabXOffset": 10, | |
| "hasSecondTab": false, | |
| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65 | |
| }, | |
| "widgets_values": [ | |
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| 64, | |
| 4096, | |
| 8 | |
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| { | |
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| "type": "LTXVConcatAVLatent", | |
| "pos": [ | |
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| ], | |
| "flags": {}, | |
| "order": 105, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "video_latent", | |
| "type": "LATENT", | |
| "link": 373 | |
| }, | |
| { | |
| "name": "audio_latent", | |
| "type": "LATENT", | |
| "link": 475 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "latent", | |
| "type": "LATENT", | |
| "links": [ | |
| 276 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.5.1", | |
| "Node name for S&R": "LTXVConcatAVLatent", | |
| "enableTabs": false, | |
| "tabWidth": 65, | |
| "tabXOffset": 10, | |
| "hasSecondTab": false, | |
| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65 | |
| }, | |
| "widgets_values": [] | |
| }, | |
| { | |
| "id": 229, | |
| "type": "GetNode", | |
| "pos": [ | |
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| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "CONDITIONING", | |
| "type": "CONDITIONING", | |
| "links": [ | |
| 458 | |
| ] | |
| } | |
| ], | |
| "title": "Get_negative", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "negative" | |
| ], | |
| "color": "#38291f", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
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| "mode": 0, | |
| "inputs": [], | |
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| { | |
| "name": "CONDITIONING", | |
| "type": "CONDITIONING", | |
| "links": [ | |
| 457 | |
| ] | |
| } | |
| ], | |
| "title": "Get_positive", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "positive" | |
| ], | |
| "color": "#38291f", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
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| "order": 11, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [ | |
| 561 | |
| ] | |
| } | |
| ], | |
| "title": "Get_fps", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "fps" | |
| ] | |
| }, | |
| { | |
| "id": 309, | |
| "type": "GetNode", | |
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| "title": "Get_t2v_mode", | |
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| "title": "Get_t2v_mode", | |
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| { | |
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| "name": "INT", | |
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| { | |
| "name": "BOOLEAN", | |
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| "title": "Get_fps", | |
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| "fps" | |
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| "name": "VAE", | |
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| "title": "Get_vae_audio", | |
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| { | |
| "name": "*", | |
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| "title": "Set_latent_audio", | |
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| "previousName": "latent_audio" | |
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| "color": "#422342", | |
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| { | |
| "name": "IMAGE", | |
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| 438 | |
| ] | |
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| "title": "Get_ref_image", | |
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| "ref_image" | |
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| "color": "#006691", | |
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| { | |
| "id": 160, | |
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| "name": "image", | |
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| { | |
| "name": "latent", | |
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| 373 | |
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| { | |
| "id": 118, | |
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| { | |
| "name": "upscale_model", | |
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| { | |
| "name": "vae", | |
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| { | |
| "name": "LATENT", | |
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| 372 | |
| ] | |
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| "title": "spatial", | |
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| "secondTabText": "Send Back", | |
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| "secondTabWidth": 65 | |
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| { | |
| "id": 116, | |
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| 46 | |
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| "name": "av_latent", | |
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| "outputs": [ | |
| { | |
| "name": "video_latent", | |
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| 374 | |
| ] | |
| }, | |
| { | |
| "name": "audio_latent", | |
| "type": "LATENT", | |
| "links": [ | |
| 475 | |
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| "secondTabText": "Send Back", | |
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| "secondTabWidth": 65 | |
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| 58 | |
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| { | |
| "name": "value", | |
| "type": "INT", | |
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| 529 | |
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| "title": "WIDTH", | |
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| 58 | |
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| "flags": { | |
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| { | |
| "name": "value", | |
| "type": "INT", | |
| "links": [ | |
| 528 | |
| ] | |
| } | |
| ], | |
| "title": "HEIGHT", | |
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| { | |
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| 69 | |
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| { | |
| "name": "input", | |
| "type": "IMAGE,MASK", | |
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| "outputs": [ | |
| { | |
| "name": "resized", | |
| "type": "IMAGE", | |
| "links": [ | |
| 355, | |
| 482 | |
| ] | |
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| 0.5, | |
| "area" | |
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| { | |
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| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
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| } | |
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| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_resize_image", | |
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| "previousName": "resize_image" | |
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| "resize_image" | |
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| "color": "#006691", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
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| { | |
| "id": 233, | |
| "type": "SetNode", | |
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| 210, | |
| 60 | |
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| "collapsed": true | |
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| "order": 101, | |
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| { | |
| "name": "INT", | |
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| } | |
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| "outputs": [ | |
| { | |
| "name": "*", | |
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| "links": null | |
| } | |
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| "title": "Set_width_downsized", | |
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| "width_downsized" | |
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| "color": "#1b4669", | |
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| { | |
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| 136 | |
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| "order": 94, | |
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| { | |
| "name": "image", | |
| "type": "IMAGE", | |
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| "outputs": [ | |
| { | |
| "name": "width", | |
| "type": "INT", | |
| "links": [ | |
| 461 | |
| ] | |
| }, | |
| { | |
| "name": "height", | |
| "type": "INT", | |
| "links": [ | |
| 462 | |
| ] | |
| }, | |
| { | |
| "name": "batch_size", | |
| "type": "INT", | |
| "links": null | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.7.0", | |
| "Node name for S&R": "GetImageSize" | |
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| "widgets_values": [] | |
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| { | |
| "id": 246, | |
| "type": "ResizeImagesByLongerEdge", | |
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| 4367.062194105972 | |
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| "size": [ | |
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| 58 | |
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| }, | |
| "order": 85, | |
| "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" | |
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| "widgets_values": [ | |
| 1536 | |
| ] | |
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| { | |
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| "type": "SetNode", | |
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| 210, | |
| 60 | |
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| "flags": { | |
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| }, | |
| "order": 93, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "link": 481 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_ref_image", | |
| "properties": { | |
| "previousName": "ref_image" | |
| }, | |
| "widgets_values": [ | |
| "ref_image" | |
| ], | |
| "color": "#006691", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
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| { | |
| "id": 244, | |
| "type": "GetNode", | |
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| "size": [ | |
| 210, | |
| 58 | |
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| "flags": { | |
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| "order": 19, | |
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| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": [ | |
| 473 | |
| ] | |
| } | |
| ], | |
| "title": "Get_height", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "height" | |
| ], | |
| "color": "#1b4669", | |
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| { | |
| "id": 243, | |
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| 60 | |
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| "outputs": [ | |
| { | |
| "name": "INT", | |
| "type": "INT", | |
| "links": [ | |
| 472 | |
| ] | |
| } | |
| ], | |
| "title": "Get_width", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "width" | |
| ], | |
| "color": "#1b4669", | |
| "bgcolor": "#29699c" | |
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| { | |
| "id": 188, | |
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| 50 | |
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| "title": "Get_positive", | |
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| "title": "Prompting LTX-2", | |
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| "## 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" | |
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| "type": "INT,FLOAT,BOOLEAN", | |
| "link": null | |
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| { | |
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| "name": "variables.b", | |
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| "type": "INT,FLOAT,BOOLEAN", | |
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| { | |
| "name": "a", | |
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| "name": "b", | |
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| "name": "FLOAT", | |
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| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
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| "Node name for S&R": "SimpleCalculatorKJ" | |
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| "widgets_values": [ | |
| "1+ 8*(round(a*b)/8)" | |
| ], | |
| "color": "#006691", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
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| { | |
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| "name": "value", | |
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| 532 | |
| ] | |
| } | |
| ], | |
| "title": "LENGTH (in seconds)", | |
| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
| "ver": "c6ce76d00bb8177d1b0286cad891df08eff5226e", | |
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| { | |
| "name": "MODEL", | |
| "type": "MODEL", | |
| "links": [] | |
| } | |
| ], | |
| "title": "Get_model_with_lora", | |
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| "model_with_lora" | |
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| { | |
| "id": 196, | |
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| { | |
| "name": "VAE", | |
| "type": "VAE", | |
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| "title": "VAELoader KJ (audio VAE)", | |
| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
| "ver": "487c7d86a0230aae3d8c0a37d517159b73834f85", | |
| "Node name for S&R": "VAELoaderKJ" | |
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| "widgets_values": [ | |
| "LTX23_audio_vae_bf16_KJ.safetensors", | |
| "main_device", | |
| "bf16" | |
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| "color": "#1f1f48", | |
| "bgcolor": "rgba(24,24,27,.9)", | |
| "ndSuperSelectorEnabled": false, | |
| "ndPowerEnabled": false | |
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| "inputs": [], | |
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| "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", | |
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| "id": 114, | |
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| 82 | |
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| { | |
| "name": "NOISE", | |
| "type": "NOISE", | |
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| 272 | |
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| } | |
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| "properties": { | |
| "cnr_id": "comfy-core", | |
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| "Node name for S&R": "RandomNoise", | |
| "enableTabs": false, | |
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| "tabXOffset": 10, | |
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| "secondTabText": "Send Back", | |
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| "secondTabWidth": 65 | |
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| "name": "VAE", | |
| "type": "VAE", | |
| "link": 611 | |
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| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_vae_tiny", | |
| "properties": { | |
| "previousName": "vae_tiny" | |
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| "vae_tiny" | |
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| { | |
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| "order": 32, | |
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| "inputs": [], | |
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| "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. \nfps : 24 or 25 (or 48 or 50 if your pc can run it)" | |
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| "order": 33, | |
| "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": 330, | |
| "type": "VAELoader", | |
| "pos": [ | |
| -1520.5822224509632, | |
| 4613.909852848894 | |
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| "size": [ | |
| 364.0273046899474, | |
| 58 | |
| ], | |
| "flags": {}, | |
| "order": 34, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "VAE", | |
| "type": "VAE", | |
| "links": [ | |
| 611 | |
| ] | |
| } | |
| ], | |
| "title": "Tiny VAE (for sampler previews)", | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.16.3", | |
| "Node name for S&R": "VAELoader" | |
| }, | |
| "widgets_values": [ | |
| "vae_approx\\taeltx2_3.safetensors" | |
| ], | |
| "color": "#1f1f48", | |
| "bgcolor": "rgba(24,24,27,.9)", | |
| "ndSuperSelectorEnabled": false, | |
| "ndPowerEnabled": false | |
| }, | |
| { | |
| "id": 184, | |
| "type": "VAELoader", | |
| "pos": [ | |
| -1520.5822224509632, | |
| 4336.445191076728 | |
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| "size": [ | |
| 364.0273046899474, | |
| 61.42705146159551 | |
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| "flags": {}, | |
| "order": 35, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "VAE", | |
| "type": "VAE", | |
| "links": [ | |
| 442 | |
| ] | |
| } | |
| ], | |
| "title": "Load VAE (video VAE)", | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.8.2", | |
| "Node name for S&R": "VAELoader" | |
| }, | |
| "widgets_values": [ | |
| "LTX23_video_vae_bf16_KJ.safetensors" | |
| ], | |
| "color": "#1f1f48", | |
| "bgcolor": "rgba(24,24,27,.9)", | |
| "ndSuperSelectorEnabled": false, | |
| "ndPowerEnabled": false | |
| }, | |
| { | |
| "id": 189, | |
| "type": "LatentUpscaleModelLoader", | |
| "pos": [ | |
| -1520.5822224509632, | |
| 4016.7756391685116 | |
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| "size": [ | |
| 364.0273046899474, | |
| 73.19414812714422 | |
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| "flags": {}, | |
| "order": 36, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "LATENT_UPSCALE_MODEL", | |
| "type": "LATENT_UPSCALE_MODEL", | |
| "links": [ | |
| 403 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.7.0", | |
| "Node name for S&R": "LatentUpscaleModelLoader", | |
| "models": [ | |
| { | |
| "name": "ltx-2-spatial-upscaler-x2-1.0.safetensors", | |
| "url": "https://huggingface.co/Lightricks/LTX-2/resolve/main/ltx-2-spatial-upscaler-x2-1.0.safetensors", | |
| "directory": "latent_upscale_models" | |
| } | |
| ], | |
| "enableTabs": false, | |
| "tabWidth": 65, | |
| "tabXOffset": 10, | |
| "hasSecondTab": false, | |
| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65 | |
| }, | |
| "widgets_values": [ | |
| "ltx-2.3-spatial-upscaler-x2-1.0.safetensors" | |
| ], | |
| "color": "#1f1f48", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 338, | |
| "type": "GetNode", | |
| "pos": [ | |
| 223.4896747219059, | |
| 4273.815325164831 | |
| ], | |
| "size": [ | |
| 271.305509971064, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 37, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "VAE", | |
| "type": "VAE", | |
| "links": [ | |
| 617 | |
| ] | |
| } | |
| ], | |
| "title": "Get_vae_tiny", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "vae_tiny" | |
| ] | |
| }, | |
| { | |
| "id": 339, | |
| "type": "GetNode", | |
| "pos": [ | |
| 223.4896747219059, | |
| 4265.536374190711 | |
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| "size": [ | |
| 271.305509971064, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 38, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "MODEL", | |
| "type": "MODEL", | |
| "links": [ | |
| 618 | |
| ] | |
| } | |
| ], | |
| "title": "Get_model_with_lora", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "model_with_lora" | |
| ] | |
| }, | |
| { | |
| "id": 341, | |
| "type": "GetNode", | |
| "pos": [ | |
| 928.4635194330906, | |
| 4279.241281487408 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 39, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "MODEL", | |
| "type": "MODEL", | |
| "links": [ | |
| 621 | |
| ] | |
| } | |
| ], | |
| "title": "Get_model", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "model" | |
| ] | |
| }, | |
| { | |
| "id": 103, | |
| "type": "CFGGuider", | |
| "pos": [ | |
| 904.0113840120589, | |
| 4252.4882795605445 | |
| ], | |
| "size": [ | |
| 270, | |
| 98 | |
| ], | |
| "flags": {}, | |
| "order": 70, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "model", | |
| "type": "MODEL", | |
| "link": 621 | |
| }, | |
| { | |
| "name": "positive", | |
| "type": "CONDITIONING", | |
| "link": 457 | |
| }, | |
| { | |
| "name": "negative", | |
| "type": "CONDITIONING", | |
| "link": 458 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "GUIDER", | |
| "type": "GUIDER", | |
| "links": [ | |
| 507 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.3.71", | |
| "Node name for S&R": "CFGGuider", | |
| "enableTabs": false, | |
| "tabWidth": 65, | |
| "tabXOffset": 10, | |
| "hasSecondTab": false, | |
| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65 | |
| }, | |
| "widgets_values": [ | |
| 1 | |
| ] | |
| }, | |
| { | |
| "id": 140, | |
| "type": "VHS_VideoCombine", | |
| "pos": [ | |
| 1934.0196209901683, | |
| 3534.310345613742 | |
| ], | |
| "size": [ | |
| 440.22251031455653, | |
| 579.1223806730061 | |
| ], | |
| "flags": {}, | |
| "order": 110, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "images", | |
| "type": "IMAGE", | |
| "link": 313 | |
| }, | |
| { | |
| "name": "audio", | |
| "shape": 7, | |
| "type": "AUDIO", | |
| "link": 416 | |
| }, | |
| { | |
| "name": "meta_batch", | |
| "shape": 7, | |
| "type": "VHS_BatchManager", | |
| "link": null | |
| }, | |
| { | |
| "name": "vae", | |
| "shape": 7, | |
| "type": "VAE", | |
| "link": null | |
| }, | |
| { | |
| "name": "frame_rate", | |
| "type": "FLOAT", | |
| "widget": { | |
| "name": "frame_rate" | |
| }, | |
| "link": 561 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "Filenames", | |
| "type": "VHS_FILENAMES", | |
| "links": null | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfyui-videohelpersuite", | |
| "ver": "8923bd836bdab8b7bbdf4ed104b7d045e70c66e2", | |
| "Node name for S&R": "VHS_VideoCombine" | |
| }, | |
| "widgets_values": { | |
| "frame_rate": 24, | |
| "loop_count": 0, | |
| "filename_prefix": "LTX-2", | |
| "format": "video/h264-mp4", | |
| "pix_fmt": "yuv420p", | |
| "crf": 19, | |
| "save_metadata": true, | |
| "trim_to_audio": false, | |
| "pingpong": false, | |
| "save_output": true, | |
| "videopreview": { | |
| "hidden": false, | |
| "paused": false, | |
| "params": { | |
| "filename": "LTX-2_00651-audio.mp4", | |
| "subfolder": "", | |
| "type": "output", | |
| "format": "video/h264-mp4", | |
| "frame_rate": 24, | |
| "workflow": "LTX-2_00651.png", | |
| "fullpath": "E:\\AI\\ComfyUI\\output\\LTX-2_00651-audio.mp4" | |
| } | |
| } | |
| } | |
| }, | |
| { | |
| "id": 109, | |
| "type": "LTXVConcatAVLatent", | |
| "pos": [ | |
| -129.42226803816817, | |
| 4321.568181514111 | |
| ], | |
| "size": [ | |
| 270, | |
| 46 | |
| ], | |
| "flags": {}, | |
| "order": 91, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "video_latent", | |
| "type": "LATENT", | |
| "link": 363 | |
| }, | |
| { | |
| "name": "audio_latent", | |
| "type": "LATENT", | |
| "link": 412 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "latent", | |
| "type": "LATENT", | |
| "links": [ | |
| 465 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.7.0", | |
| "Node name for S&R": "LTXVConcatAVLatent", | |
| "enableTabs": false, | |
| "tabWidth": 65, | |
| "tabXOffset": 10, | |
| "hasSecondTab": false, | |
| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65 | |
| }, | |
| "widgets_values": [] | |
| }, | |
| { | |
| "id": 210, | |
| "type": "GetNode", | |
| "pos": [ | |
| -124.74901604508295, | |
| 3640.5535495196073 | |
| ], | |
| "size": [ | |
| 270, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 40, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "IMAGE", | |
| "type": "IMAGE", | |
| "links": [ | |
| 436 | |
| ] | |
| } | |
| ], | |
| "title": "Get_ref_image", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "ref_image" | |
| ], | |
| "color": "#006691", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 119, | |
| "type": "SamplerCustomAdvanced", | |
| "pos": [ | |
| 1231.9021149163655, | |
| 3630.2432511726074 | |
| ], | |
| "size": [ | |
| 279.4732492615425, | |
| 270.40621687987004 | |
| ], | |
| "flags": {}, | |
| "order": 106, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "noise", | |
| "type": "NOISE", | |
| "link": 272 | |
| }, | |
| { | |
| "name": "guider", | |
| "type": "GUIDER", | |
| "link": 507 | |
| }, | |
| { | |
| "name": "sampler", | |
| "type": "SAMPLER", | |
| "link": 274 | |
| }, | |
| { | |
| "name": "sigmas", | |
| "type": "SIGMAS", | |
| "link": 640 | |
| }, | |
| { | |
| "name": "latent_image", | |
| "type": "LATENT", | |
| "link": 276 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "output", | |
| "type": "LATENT", | |
| "links": [ | |
| 562 | |
| ] | |
| }, | |
| { | |
| "name": "denoised_output", | |
| "type": "LATENT", | |
| "links": [] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.3.75", | |
| "Node name for S&R": "SamplerCustomAdvanced", | |
| "enableTabs": false, | |
| "tabWidth": 65, | |
| "tabXOffset": 10, | |
| "hasSecondTab": false, | |
| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65 | |
| }, | |
| "widgets_values": [] | |
| }, | |
| { | |
| "id": 125, | |
| "type": "LTXVSeparateAVLatent", | |
| "pos": [ | |
| 1588.4701242780627, | |
| 3635.833611632587 | |
| ], | |
| "size": [ | |
| 257.2388542190106, | |
| 46 | |
| ], | |
| "flags": {}, | |
| "order": 107, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "av_latent", | |
| "type": "LATENT", | |
| "link": 562 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "video_latent", | |
| "type": "LATENT", | |
| "links": [ | |
| 302 | |
| ] | |
| }, | |
| { | |
| "name": "audio_latent", | |
| "type": "LATENT", | |
| "links": [ | |
| 430 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.5.1", | |
| "Node name for S&R": "LTXVSeparateAVLatent", | |
| "enableTabs": false, | |
| "tabWidth": 65, | |
| "tabXOffset": 10, | |
| "hasSecondTab": false, | |
| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65 | |
| }, | |
| "widgets_values": [] | |
| }, | |
| { | |
| "id": 340, | |
| "type": "SetNode", | |
| "pos": [ | |
| 223.4896747219059, | |
| 4274.898658969989 | |
| ], | |
| "size": [ | |
| 271.305509971064, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 90, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "MODEL", | |
| "type": "MODEL", | |
| "link": 626 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "*", | |
| "type": "*", | |
| "links": null | |
| } | |
| ], | |
| "title": "Set_model", | |
| "properties": { | |
| "previousName": "model" | |
| }, | |
| "widgets_values": [ | |
| "model" | |
| ] | |
| }, | |
| { | |
| "id": 344, | |
| "type": "GetNode", | |
| "pos": [ | |
| 227.25283425559775, | |
| 3801.2809427623147 | |
| ], | |
| "size": [ | |
| 271.305509971064, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 41, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "MODEL", | |
| "type": "MODEL", | |
| "links": [ | |
| 627 | |
| ] | |
| } | |
| ], | |
| "title": "Get_model", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "model" | |
| ] | |
| }, | |
| { | |
| "id": 115, | |
| "type": "RandomNoise", | |
| "pos": [ | |
| 227.25283425559775, | |
| 3622.508555364414 | |
| ], | |
| "size": [ | |
| 271.305509971064, | |
| 82 | |
| ], | |
| "flags": {}, | |
| "order": 42, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "NOISE", | |
| "type": "NOISE", | |
| "links": [ | |
| 259 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfy-core", | |
| "ver": "0.3.56", | |
| "Node name for S&R": "RandomNoise", | |
| "enableTabs": false, | |
| "tabWidth": 65, | |
| "tabXOffset": 10, | |
| "hasSecondTab": false, | |
| "secondTabText": "Send Back", | |
| "secondTabOffset": 80, | |
| "secondTabWidth": 65 | |
| }, | |
| "widgets_values": [ | |
| 43, | |
| "fixed" | |
| ], | |
| "color": "#006691", | |
| "bgcolor": "rgba(24,24,27,.9)" | |
| }, | |
| { | |
| "id": 343, | |
| "type": "GetNode", | |
| "pos": [ | |
| 262.5000585381107, | |
| 4555.458131084777 | |
| ], | |
| "size": [ | |
| 271.305509971064, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 43, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "CONDITIONING", | |
| "type": "CONDITIONING", | |
| "links": [ | |
| 623, | |
| 624 | |
| ] | |
| } | |
| ], | |
| "title": "Get_negative", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "negative" | |
| ] | |
| }, | |
| { | |
| "id": 342, | |
| "type": "LTX2_NAG", | |
| "pos": [ | |
| 232.8828178551316, | |
| 4503.144527534975 | |
| ], | |
| "size": [ | |
| 271.305509971064, | |
| 170 | |
| ], | |
| "flags": {}, | |
| "order": 81, | |
| "mode": 0, | |
| "inputs": [ | |
| { | |
| "name": "model", | |
| "type": "MODEL", | |
| "link": 625 | |
| }, | |
| { | |
| "name": "nag_cond_video", | |
| "shape": 7, | |
| "type": "CONDITIONING", | |
| "link": 623 | |
| }, | |
| { | |
| "name": "nag_cond_audio", | |
| "shape": 7, | |
| "type": "CONDITIONING", | |
| "link": 624 | |
| } | |
| ], | |
| "outputs": [ | |
| { | |
| "name": "model", | |
| "type": "MODEL", | |
| "links": [ | |
| 626 | |
| ] | |
| } | |
| ], | |
| "properties": { | |
| "cnr_id": "comfyui-kjnodes", | |
| "ver": "ff79c7332d7ea4aa85097a88fb09359f28cb487e", | |
| "Node name for S&R": "LTX2_NAG" | |
| }, | |
| "widgets_values": [ | |
| 11, | |
| 0.25, | |
| 2.5, | |
| true | |
| ] | |
| }, | |
| { | |
| "id": 322, | |
| "type": "GetNode", | |
| "pos": [ | |
| -24.85188038740955, | |
| 4458.612414801248 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
| "order": 44, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [ | |
| { | |
| "name": "FLOAT", | |
| "type": "FLOAT", | |
| "links": [ | |
| 600 | |
| ] | |
| } | |
| ], | |
| "title": "Get_fps", | |
| "properties": {}, | |
| "widgets_values": [ | |
| "fps" | |
| ] | |
| }, | |
| { | |
| "id": 226, | |
| "type": "SetNode", | |
| "pos": [ | |
| -86.21565705316577, | |
| 4476.954700525474 | |
| ], | |
| "size": [ | |
| 210, | |
| 60 | |
| ], | |
| "flags": { | |
| "collapsed": true | |
| }, | |
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| }, | |
| "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 | |
| } |