Image-to-Video
LTX-2
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-Workflows with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LTX-2
How to use RuneXX/LTX-2.3-Workflows with LTX-2:
# Install the LTX-2 pipelines git clone https://github.com/Lightricks/LTX-2.git cd LTX-2 uv sync --extra natten
# Download weights from this repo # Substitute filenames from this repo's "Files and versions" if they differ hf download RuneXX/LTX-2.3-Workflows \ diffusion_models/<distilled-transformer>.safetensors \ text_encoders/gemma4-12b-with-proj-ltx-2.5-bf16.safetensors \ vae/<video-vae>.safetensors \ vae/<audio-vae>.safetensors \ latent_upscale_models/<spatial-upsampler>.safetensors \ latent_upscale_models/<temporal-upsampler>.safetensors \ --local-dir models/LTX-2.3-Workflows # DFR requires the detailing IC-LoRA (separate repo; strength is fixed at 0.5) hf download Lightricks/LTX-2.5-22b-IC-LoRA-Pixel-Spatial-Upscaler --local-dir models/LTX-2.5-22b-IC-LoRA-Pixel-Spatial-Upscaler# Distilled LTX-2.5 pipeline (fast) uv run python -m ltx_pipelines.distilled \ --transformer-path models/LTX-2.3-Workflows/diffusion_models/<distilled-transformer>.safetensors \ --text-encoder-path models/LTX-2.3-Workflows/text_encoders/gemma4-12b-with-proj-ltx-2.5-bf16.safetensors \ --video-vae-path models/LTX-2.3-Workflows/vae/<video-vae>.safetensors \ --audio-vae-path models/LTX-2.3-Workflows/vae/<audio-vae>.safetensors \ --spatial-upsampler-path models/LTX-2.3-Workflows/latent_upscale_models/<spatial-upsampler>.safetensors \ --num-frames 121 \ --prompt "A beautiful sunset over the ocean" \ --output-path output.mp4 # For image-to-video, add: --image path/to/image.jpg 0 0.8# DFR pipeline (higher detail fidelity; optional temporal 2x/4x) uv run python -m ltx_pipelines.dfr_pipeline \ --transformer-path models/LTX-2.3-Workflows/diffusion_models/<distilled-transformer>.safetensors \ --text-encoder-path models/LTX-2.3-Workflows/text_encoders/gemma4-12b-with-proj-ltx-2.5-bf16.safetensors \ --video-vae-path models/LTX-2.3-Workflows/vae/<video-vae>.safetensors \ --audio-vae-path models/LTX-2.3-Workflows/vae/<audio-vae>.safetensors \ --spatial-upsampler-path models/LTX-2.3-Workflows/latent_upscale_models/<spatial-upsampler>.safetensors \ --temporal-upsampler-path models/LTX-2.3-Workflows/latent_upscale_models/<temporal-upsampler>.safetensors \ --detailing-lora models/LTX-2.5-22b-IC-LoRA-Pixel-Spatial-Upscaler/ltx-2.5-22b-ic-lora-pixel-spatial-upscaler-x2-1.0.safetensors \ --spatial-upscalings 1 \ --temporal-upscalings 1 \ --height 1088 \ --width 1920 \ --num-frames 121 \ --prompt "A beautiful sunset over the ocean" \ --output-path output.mp4 # For 4K: --spatial-upscalings 2 --width 3840 --height 2176 # For image-to-video, add: --image path/to/image.jpg 0 0.8 - Notebooks
- Google Colab
- Kaggle
Update First-Last-Frame/LTX-2.3_-_FLF2V_First-Last-Frame_transition_lora.json
Browse files
First-Last-Frame/LTX-2.3_-_FLF2V_First-Last-Frame_transition_lora.json
CHANGED
|
@@ -1455,7 +1455,7 @@
|
|
| 1455 |
],
|
| 1456 |
"size": [
|
| 1457 |
238.15470099351288,
|
| 1458 |
-
|
| 1459 |
],
|
| 1460 |
"flags": {},
|
| 1461 |
"order": 140,
|
|
@@ -3688,7 +3688,7 @@
|
|
| 3688 |
],
|
| 3689 |
"size": [
|
| 3690 |
586.3075522928343,
|
| 3691 |
-
|
| 3692 |
],
|
| 3693 |
"flags": {},
|
| 3694 |
"order": 78,
|
|
@@ -3753,13 +3753,13 @@
|
|
| 3753 |
"hidden": false,
|
| 3754 |
"paused": false,
|
| 3755 |
"params": {
|
| 3756 |
-
"filename": "LTX-
|
| 3757 |
"subfolder": "",
|
| 3758 |
"type": "output",
|
| 3759 |
"format": "video/h264-mp4",
|
| 3760 |
"frame_rate": 24,
|
| 3761 |
-
"workflow": "LTX-
|
| 3762 |
-
"fullpath": "E:\\AI\\ComfyUI\\output\\LTX-
|
| 3763 |
}
|
| 3764 |
}
|
| 3765 |
}
|
|
@@ -6285,44 +6285,6 @@
|
|
| 6285 |
"color": "#222",
|
| 6286 |
"bgcolor": "#000"
|
| 6287 |
},
|
| 6288 |
-
{
|
| 6289 |
-
"id": 2071,
|
| 6290 |
-
"type": "PreviewAny",
|
| 6291 |
-
"pos": [
|
| 6292 |
-
1403.3623576453483,
|
| 6293 |
-
3656.3975496156827
|
| 6294 |
-
],
|
| 6295 |
-
"size": [
|
| 6296 |
-
387.0142215022124,
|
| 6297 |
-
224.94884332014044
|
| 6298 |
-
],
|
| 6299 |
-
"flags": {
|
| 6300 |
-
"collapsed": true
|
| 6301 |
-
},
|
| 6302 |
-
"order": 109,
|
| 6303 |
-
"mode": 0,
|
| 6304 |
-
"inputs": [
|
| 6305 |
-
{
|
| 6306 |
-
"name": "source",
|
| 6307 |
-
"type": "*",
|
| 6308 |
-
"link": 3682
|
| 6309 |
-
}
|
| 6310 |
-
],
|
| 6311 |
-
"outputs": [],
|
| 6312 |
-
"title": "ENHANCED PROMPT",
|
| 6313 |
-
"properties": {
|
| 6314 |
-
"cnr_id": "comfy-core",
|
| 6315 |
-
"ver": "0.17.0",
|
| 6316 |
-
"Node name for S&R": "PreviewAny"
|
| 6317 |
-
},
|
| 6318 |
-
"widgets_values": [
|
| 6319 |
-
null,
|
| 6320 |
-
null,
|
| 6321 |
-
null
|
| 6322 |
-
],
|
| 6323 |
-
"color": "#008181",
|
| 6324 |
-
"bgcolor": "rgba(24,24,27,.9)"
|
| 6325 |
-
},
|
| 6326 |
{
|
| 6327 |
"id": 2070,
|
| 6328 |
"type": "8fa4f93a-67ee-463f-ba43-249580c0bfb1",
|
|
@@ -6385,6 +6347,44 @@
|
|
| 6385 |
"ver": "0.17.0"
|
| 6386 |
},
|
| 6387 |
"widgets_values": []
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 6388 |
}
|
| 6389 |
],
|
| 6390 |
"links": [
|
|
@@ -8512,10 +8512,10 @@
|
|
| 8512 |
"config": {},
|
| 8513 |
"extra": {
|
| 8514 |
"ds": {
|
| 8515 |
-
"scale": 0.
|
| 8516 |
"offset": [
|
| 8517 |
-
|
| 8518 |
-
-
|
| 8519 |
]
|
| 8520 |
},
|
| 8521 |
"frontendVersion": "1.42.8",
|
|
|
|
| 1455 |
],
|
| 1456 |
"size": [
|
| 1457 |
238.15470099351288,
|
| 1458 |
+
247.72943550620533
|
| 1459 |
],
|
| 1460 |
"flags": {},
|
| 1461 |
"order": 140,
|
|
|
|
| 3688 |
],
|
| 3689 |
"size": [
|
| 3690 |
586.3075522928343,
|
| 3691 |
+
659.4691537610588
|
| 3692 |
],
|
| 3693 |
"flags": {},
|
| 3694 |
"order": 78,
|
|
|
|
| 3753 |
"hidden": false,
|
| 3754 |
"paused": false,
|
| 3755 |
"params": {
|
| 3756 |
+
"filename": "LTX-2_01380-audio.mp4",
|
| 3757 |
"subfolder": "",
|
| 3758 |
"type": "output",
|
| 3759 |
"format": "video/h264-mp4",
|
| 3760 |
"frame_rate": 24,
|
| 3761 |
+
"workflow": "LTX-2_01380.png",
|
| 3762 |
+
"fullpath": "E:\\AI\\ComfyUI\\output\\LTX-2_01380-audio.mp4"
|
| 3763 |
}
|
| 3764 |
}
|
| 3765 |
}
|
|
|
|
| 6285 |
"color": "#222",
|
| 6286 |
"bgcolor": "#000"
|
| 6287 |
},
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 6288 |
{
|
| 6289 |
"id": 2070,
|
| 6290 |
"type": "8fa4f93a-67ee-463f-ba43-249580c0bfb1",
|
|
|
|
| 6347 |
"ver": "0.17.0"
|
| 6348 |
},
|
| 6349 |
"widgets_values": []
|
| 6350 |
+
},
|
| 6351 |
+
{
|
| 6352 |
+
"id": 2071,
|
| 6353 |
+
"type": "PreviewAny",
|
| 6354 |
+
"pos": [
|
| 6355 |
+
1403.3623576453483,
|
| 6356 |
+
3656.3975496156827
|
| 6357 |
+
],
|
| 6358 |
+
"size": [
|
| 6359 |
+
387.0142215022124,
|
| 6360 |
+
224.94884332014044
|
| 6361 |
+
],
|
| 6362 |
+
"flags": {
|
| 6363 |
+
"collapsed": false
|
| 6364 |
+
},
|
| 6365 |
+
"order": 109,
|
| 6366 |
+
"mode": 0,
|
| 6367 |
+
"inputs": [
|
| 6368 |
+
{
|
| 6369 |
+
"name": "source",
|
| 6370 |
+
"type": "*",
|
| 6371 |
+
"link": 3682
|
| 6372 |
+
}
|
| 6373 |
+
],
|
| 6374 |
+
"outputs": [],
|
| 6375 |
+
"title": "ENHANCED PROMPT",
|
| 6376 |
+
"properties": {
|
| 6377 |
+
"cnr_id": "comfy-core",
|
| 6378 |
+
"ver": "0.17.0",
|
| 6379 |
+
"Node name for S&R": "PreviewAny"
|
| 6380 |
+
},
|
| 6381 |
+
"widgets_values": [
|
| 6382 |
+
null,
|
| 6383 |
+
null,
|
| 6384 |
+
null
|
| 6385 |
+
],
|
| 6386 |
+
"color": "#008181",
|
| 6387 |
+
"bgcolor": "rgba(24,24,27,.9)"
|
| 6388 |
}
|
| 6389 |
],
|
| 6390 |
"links": [
|
|
|
|
| 8512 |
"config": {},
|
| 8513 |
"extra": {
|
| 8514 |
"ds": {
|
| 8515 |
+
"scale": 0.33809166040572747,
|
| 8516 |
"offset": [
|
| 8517 |
+
1007.9422249191132,
|
| 8518 |
+
-2375.4685958043765
|
| 8519 |
]
|
| 8520 |
},
|
| 8521 |
"frontendVersion": "1.42.8",
|