From 95a63bbb6da63251f723c649443a4e71733e9018 Mon Sep 17 00:00:00 2001 From: sync-bot Date: Wed, 5 Mar 2025 15:54:13 +0000 Subject: [PATCH] Automated PR - 2025-03-05 --- README.md | 61 +- __init__.py | 13 +- assets/end.jpg | Bin 0 -> 485613 bytes assets/jeep.mp4 | 3 + .../ltxvideo-first-sequence-conditioning.json | 1835 ++++++++ .../ltxvideo-first-sequence-conditioning.png | 3 + assets/ltxvideo-frame-interpolation.json | 1873 ++++++++ assets/ltxvideo-frame-interpolation.png | 3 + assets/ltxvideo-i2v.json | 2313 +++++----- assets/ltxvideo-i2v.png | 4 +- .../ltxvideo-last-sequence-conditioning.json | 1925 ++++++++ .../ltxvideo-last-sequence-conditioning.png | 3 + assets/ltxvideo-t2v.json | 1803 ++++---- assets/ltxvideo-t2v.png | 4 +- assets/shrek2.jpg | Bin 0 -> 357174 bytes assets/start.jpg | Bin 0 -> 583733 bytes img2vid.py | 99 - loader_node.py | 179 - model.py | 234 - prompt_enhancer_nodes.py | 203 + prompt_enhancer_utils.py | 258 ++ pyproject.toml | 8 +- requirements.txt | 4 +- stg.py | 162 +- t5_encoder.py | 149 - transformer.py | 268 -- tricks/__init__.py | 54 + tricks/assets/ltxvideo-flow-edit.json | 3106 +++++++++++++ tricks/assets/ltxvideo-flow-edit.png | 3 + tricks/assets/ltxvideo-rf-edit.json | 3877 +++++++++++++++++ tricks/assets/ltxvideo-rf-edit.png | 3 + tricks/assets/ref.png | 3 + tricks/assets/shot.mp4 | 3 + tricks/assets/shot2.mp4 | 3 + tricks/assets/shrek2.jpg | Bin 0 -> 357174 bytes tricks/assets/shrek3.jpg | Bin 0 -> 350159 bytes tricks/modules/ltx_model.py | 258 ++ tricks/nodes/attn_bank_nodes.py | 90 + tricks/nodes/attn_override_node.py | 30 + tricks/nodes/latent_guide_node.py | 39 + tricks/nodes/ltx_feta_enhance_node.py | 36 + tricks/nodes/ltx_flowedit_nodes.py | 180 + tricks/nodes/ltx_inverse_model_pred_nodes.py | 91 + tricks/nodes/ltx_pag_node.py | 149 + tricks/nodes/modify_ltx_model_node.py | 20 + tricks/nodes/rectified_sampler_nodes.py | 275 ++ tricks/nodes/rf_edit_sampler_nodes.py | 376 ++ tricks/utils/attn_bank.py | 16 + tricks/utils/feta_enhance_utils.py | 55 + tricks/utils/latent_guide.py | 8 + tricks/utils/module_utils.py | 6 + tricks/utils/noise_utils.py | 23 + vae.py | 167 - 53 files changed, 16913 insertions(+), 3365 deletions(-) create mode 100644 assets/end.jpg create mode 100644 assets/jeep.mp4 create mode 100644 assets/ltxvideo-first-sequence-conditioning.json create mode 100644 assets/ltxvideo-first-sequence-conditioning.png create mode 100644 assets/ltxvideo-frame-interpolation.json create mode 100644 assets/ltxvideo-frame-interpolation.png create mode 100644 assets/ltxvideo-last-sequence-conditioning.json create mode 100644 assets/ltxvideo-last-sequence-conditioning.png create mode 100644 assets/shrek2.jpg create mode 100644 assets/start.jpg delete mode 100644 img2vid.py delete mode 100644 loader_node.py delete mode 100644 model.py create mode 100644 prompt_enhancer_nodes.py create mode 100644 prompt_enhancer_utils.py delete mode 100644 t5_encoder.py delete mode 100644 transformer.py create mode 100644 tricks/__init__.py create mode 100644 tricks/assets/ltxvideo-flow-edit.json create mode 100644 tricks/assets/ltxvideo-flow-edit.png create mode 100644 tricks/assets/ltxvideo-rf-edit.json create mode 100644 tricks/assets/ltxvideo-rf-edit.png create mode 100644 tricks/assets/ref.png create mode 100644 tricks/assets/shot.mp4 create mode 100644 tricks/assets/shot2.mp4 create mode 100644 tricks/assets/shrek2.jpg create mode 100644 tricks/assets/shrek3.jpg create mode 100644 tricks/modules/ltx_model.py create mode 100644 tricks/nodes/attn_bank_nodes.py create mode 100644 tricks/nodes/attn_override_node.py create mode 100644 tricks/nodes/latent_guide_node.py create mode 100644 tricks/nodes/ltx_feta_enhance_node.py create mode 100644 tricks/nodes/ltx_flowedit_nodes.py create mode 100644 tricks/nodes/ltx_inverse_model_pred_nodes.py create mode 100644 tricks/nodes/ltx_pag_node.py create mode 100644 tricks/nodes/modify_ltx_model_node.py create mode 100644 tricks/nodes/rectified_sampler_nodes.py create mode 100644 tricks/nodes/rf_edit_sampler_nodes.py create mode 100644 tricks/utils/attn_bank.py create mode 100644 tricks/utils/feta_enhance_utils.py create mode 100644 tricks/utils/latent_guide.py create mode 100644 tricks/utils/module_utils.py create mode 100644 tricks/utils/noise_utils.py delete mode 100644 vae.py diff --git a/README.md b/README.md index de52ca7..eebc262 100644 --- a/README.md +++ b/README.md @@ -1,16 +1,43 @@ # ComfyUI-LTXVideo -ComfyUI-LTXVideo is a collection of custom nodes for ComfyUI designed to integrate the LTXVideo diffusion model. These nodes enable workflows for text-to-video, image-to-video, and video-to-video generation. The main LTXVideo repository can be found [here](https://github.com/Lightricks/LTX-Video). + +ComfyUI-LTXVideo is a collection of custom nodes for ComfyUI, designed to provide useful tools for working with the LTXV model. +The model itself is supported in the core ComfyUI [code](https://github.com/comfyanonymous/ComfyUI/tree/master/comfy/ldm/lightricks). +The main LTXVideo repository can be found [here](https://github.com/Lightricks/LTX-Video). + +# 5.03.2025 :star: LTXVideo 0.9.5 Release :star: + +### LTXVideo 0.9.5 introduces: + +1. Improved quality with reduced artifacts. +2. Support for higher resolution and longer sequences. +3. Frame and sequence conditioning (beyond the first frame). +4. Enhanced prompt understanding. +5. Commercial license availability. + +### Technical Updates + +Since LTXVideo is now fully supported in the ComfyUI core, we have removed the custom model implementation. Instead, we provide updated workflows to showcase the new features: + +1. **Frame Conditioning** – Enables interpolation between given frames. +2. **Sequence Conditioning** – Allows motion interpolation from a given frame sequence, enabling video extension from the beginning, end, or middle of the original video. +3. **Prompt Enhancer** – A new node that helps generate prompts optimized for the best model performance. + See the [Example Workflows](#example-workflows) section for more details. + +### LTXTricks Update + +The LTXTricks code has been integrated into this repository (in the `/tricks` folder) and will be maintained here. The original [repo](https://github.com/logtd/ComfyUI-LTXTricks) is no longer maintained, but all existing workflows should continue to function as expected. ## 22.12.2024 Fixed a bug which caused the model to produce artifacts on short negative prompts when using a native CLIP Loader node. ## 19.12.2024 ⭐ Update ⭐ + 1. Improved model - removes "strobing texture" artifacts and generates better motion. Download from [here](https://huggingface.co/Lightricks/LTX-Video/resolve/main/ltx-video-2b-v0.9.1.safetensors). 2. STG support 3. Integrated image degradation system for improved motion generation. -3. Additional initial latent optional input to chain latents for high res generation. -4. Image captioning in image to video [flow](assets/ltxvideo-i2v.json). +4. Additional initial latent optional input to chain latents for high res generation. +5. Image captioning in image to video [flow](assets/ltxvideo-i2v.json). ## Installation @@ -21,10 +48,13 @@ Installation via [ComfyUI-Manager](https://github.com/ltdrdata/ComfyUI-Manager) 1. Install ComfyUI 2. Clone this repository to `custom-nodes` folder in your ComfyUI installation directory. 3. Install the required packages: + ```bash cd custom_nodes/ComfyUI-LTXVideo && pip install -r requirements.txt ``` + For portable ComfyUI installations, run + ``` .\python_embeded\python.exe -m pip install -r .\ComfyUI\custom_nodes\ComfyUI-LTXVideo\requirements.txt ``` @@ -47,3 +77,28 @@ Note that to run the example workflows, you need to have some additional custom [Download workflow](assets/ltxvideo-t2v.json) ![workflow](assets/ltxvideo-t2v.png) + +### Frame Interpolation + +[Download workflow](assets/ltxvideo-frame-interpolation.json) +![workflow](assets/ltxvideo-frame-interpolation.png) + +### First Sequence Conditioning + +[Download workflow](assets/ltxvideo-first-sequence-conditioning.json) +![workflow](assets/ltxvideo-first-sequence-conditioning.png) + +### Last Sequence Conditioning + +[Download workflow](assets/ltxvideo-last-sequence-conditioning.json) +![workflow](assets/ltxvideo-last-sequence-conditioning.png) + +### Flow Edit + +[Download workflow](tricks/assets/ltxvideo-flow-edit.json) +![workflow](tricks/assets/ltxvideo-flow-edit.png) + +### RF Edit + +[Download workflow](tricks/assets/ltxvideo-rf-edit.json) +![workflow](tricks/assets/ltxvideo-rf-edit.png) diff --git a/__init__.py b/__init__.py index 1432143..5bb1b44 100644 --- a/__init__.py +++ b/__init__.py @@ -1,8 +1,15 @@ -from .loader_node import LTXVLoader # noqa: F401 from .nodes_registry import NODE_CLASS_MAPPINGS, NODE_DISPLAY_NAME_MAPPINGS +from .prompt_enhancer_nodes import ( # noqa: F401 + LTXVPromptEnhancer, + LTXVPromptEnhancerLoader, +) from .stg import LTXVApplySTG, STGGuiderNode # noqa: F401 -from .t5_encoder import LTXVCLIPModelLoader # noqa: F401 -from .transformer import LTXVModelConfigurator, LTXVShiftSigmas # noqa: F401 +from .tricks import NODE_CLASS_MAPPINGS as TRICKS_NODE_CLASS_MAPPINGS +from .tricks import NODE_DISPLAY_NAME_MAPPINGS as TRICKS_NODE_DISPLAY_NAME_MAPPINGS + +# Merge the node mappings from tricks into the main mappings +NODE_CLASS_MAPPINGS.update(TRICKS_NODE_CLASS_MAPPINGS) +NODE_DISPLAY_NAME_MAPPINGS.update(TRICKS_NODE_DISPLAY_NAME_MAPPINGS) # Export so that ComfyUI can pick them up. __all__ = ["NODE_CLASS_MAPPINGS", "NODE_DISPLAY_NAME_MAPPINGS"] diff --git a/assets/end.jpg b/assets/end.jpg new file mode 100644 index 0000000000000000000000000000000000000000..dc82a10c537443ea55a3a6488adcbef84fbbe0ad GIT binary patch literal 485613 zcmafacT`i`8|6)bP=wI&NsABx0mTN0l!PWl5%7tCND)wx5;{mtL6q{OS`eRf6#)sL zv>*f&UO?qXlOhQwN(&``l;n{RnEYneteN?1ZnD-*R!+`2>)!8tXYc*(yFaPX&S3F|XD0cA7 zpCi9MYFhh8r5aul^r#F1!2ccb{~i(m{dZ6i!LQcRfM7I;kg%{|SST0-hzpuaLk>e_ zP6}DL+*p@Y7mW2&xU8Xj__y3C4NG~2%YKo_(=dY7k&kC={G;;AH}jRVe{B}x z^nedS`d48FwyjJ@&GjA}`r4}5pr6PBmBW03Of1PYjas$Spthg^*?xrAZ+?3$)5cap z=%b>Pqc3%}``R{g+#CQo0RR5{& zpDDqhS{BCGL`3={?SZYJ=BSw4^y0AE3_$6b-fo6zPRYa;vl&cmcuA_8*x;yuJ7bj! 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It may also increase the amount of motion and make the scene more erratic." + "outputs": [ + { + "name": "CLIP", + "type": "CLIP", + "links": [ + 74, + 75 + ], + "slot_index": 0 + } ], - "color": "#432", - "bgcolor": "#653" + "properties": { + "Node name for S&R": "CLIPLoader" + }, + "widgets_values": [ + "t5xxl_fp16.safetensors", + "ltxv", + "default" + ] }, { - "id": 167, - "type": "Note", + "id": 86, + "type": "LTXVPromptEnhancerLoader", "pos": [ - -290, - 360 + -39.71400833129883, + 215.62998962402344 ], "size": [ - 273.5710144042969, - 108.21559143066406 + 428.4000244140625, + 82 ], "flags": {}, "order": 4, "mode": 0, "inputs": [], - "outputs": [], - "properties": {}, - "widgets_values": [ - "* Model expects spatial dimensions that are a multiple of 32\n* Do not use bicubic upscaling method - it can create negative values interfering with conditioning." + "outputs": [ + { + "name": "prompt_enhancer", + "type": "LTXV_PROMPT_ENHANCER", + "links": [ + 207 + ], + "slot_index": 0 + } ], - "color": "#432", - "bgcolor": "#653" + "properties": { + "Node name for S&R": "LTXVPromptEnhancerLoader" + }, + "widgets_values": [ + "unsloth/Llama-3.2-3B-Instruct", + "MiaoshouAI/Florence-2-large-PromptGen-v2.0" + ] }, { - "id": 173, + "id": 90, "type": "Note", "pos": [ - 840, - 710.3784790039062 + 882.869140625, + 635.9225463867188 ], "size": [ - 343.3447570800781, - 137.82643127441406 + 267.3019714355469, + 192.86129760742188 ], "flags": {}, "order": 5, @@ -690,152 +629,40 @@ "outputs": [], "properties": {}, "widgets_values": [ - "Look at preset field for reasonable range of width x height x frames_numbers parameters.\n\nIncreasing FPS will reduce the overall amount of motion.\n\nImg_compression will add noise to the original image in order to match the training data distribution more closely. Increase it if you are getting little motion in the resulting video." + "The conditioning image size should match the aspect ratio of the generated video." ], "color": "#432", "bgcolor": "#653" }, { - "id": 14, - "type": "KSamplerSelect", - "pos": [ - 1290, - 340 - ], - "size": [ - 315, - 58 - ], - "flags": {}, - "order": 6, - "mode": 0, - "inputs": [], - "outputs": [ - { - "name": "SAMPLER", - "type": "SAMPLER", - "links": [ - 70 - ], - "slot_index": 0, - "shape": 3 - } - ], - "properties": { - "Node name for S&R": "KSamplerSelect" - }, - "widgets_values": [ - "euler_ancestral" - ] - }, - { - "id": 114, - "type": "String Replace (mtb)", - "pos": [ - -263.9010314941406, - 1020.9951782226562 - ], - "size": [ - 210, - 82 - ], - "flags": {}, - "order": 23, - "mode": 0, - "inputs": [ - { - "name": "string", - "type": "STRING", - "link": 273, - "widget": { - "name": "string" - } - } - ], - "outputs": [ - { - "name": "STRING", - "type": "STRING", - "links": [ - 274 - ], - "slot_index": 0 - } - ], - "properties": { - "Node name for S&R": "String Replace (mtb)" - }, - "widgets_values": [ - "", - "illustration", - "video" - ] - }, - { - "id": 175, - "type": "Note", - "pos": [ - -662.0302734375, - 1164.6153564453125 - ], - "size": [ - 346.5567626953125, - 134.1456756591797 - ], - "flags": {}, - "order": 7, - "mode": 0, - "inputs": [], - "outputs": [], - "properties": {}, - "widgets_values": [ - "For good results, you should follow the prompting style in the examples here: https://github.com/Lightricks/LTX-Video\n\nYou can use image captioner to get the overall description of the scene and tweak it to get the desired results.\n\nImage captioning doesn't address the kind of motion that happens in the scenes. Consider adding this part manually or using an LLM of your choice." - ], - "color": "#432", - "bgcolor": "#653" - }, - { - "id": 174, - "type": "Note", - "pos": [ - -27.461523056030273, - 1153.3006591796875 - ], - "size": [ - 313.4017028808594, - 110.61173248291016 - ], - "flags": {}, - "order": 8, - "mode": 0, - "inputs": [], - "outputs": [], - "properties": {}, - "widgets_values": [ - "Suggested suffixes:\n\nThe scene is captured in real-life footage.\nThe scene appears to be from a movie or TV show.\nThe scene is computer-generated imagery." - ], - "color": "#432", - "bgcolor": "#653" - }, - { - "id": 88, + "id": 6, "type": "CLIPTextEncode", "pos": [ - 530, - 400 + 462.1104736328125, + 192.36297607421875 ], "size": [ - 216.46029663085938, - 85.68096923828125 + 314.9385986328125, + 122.6602783203125 ], - "flags": {}, - "order": 16, + "flags": { + "collapsed": false + }, + "order": 11, "mode": 0, "inputs": [ { "name": "clip", "type": "CLIP", - "link": 354 + "link": 74 + }, + { + "name": "text", + "type": "STRING", + "widget": { + "name": "text" + }, + "link": 206 } ], "outputs": [ @@ -843,311 +670,64 @@ "name": "CONDITIONING", "type": "CONDITIONING", "links": [ - 301 + 187 ], - "slot_index": 0, - "shape": 3 + "slot_index": 0 } ], + "title": "CLIP Text Encode (Positive Prompt)", "properties": { "Node name for S&R": "CLIPTextEncode" }, "widgets_values": [ - "worst quality, inconsistent motion, blurry, jittery, distorted, watermarks" - ] + "best quality, 4k, HDR, a tracking shot of a beautiful scene of the sea waves on the beach with a massive explosion in the water" + ], + "color": "#232", + "bgcolor": "#353" }, { - "id": 37, - "type": "RandomNoise", + "id": 89, + "type": "ImageResizeKJ", "pos": [ - 1290, - 210 + 462.32904052734375, + 654.6148681640625 ], "size": [ 315, - 82 + 266 ], "flags": {}, - "order": 9, - "mode": 0, - "inputs": [], - "outputs": [ - { - "name": "NOISE", - "type": "NOISE", - "links": [ - 72 - ], - "slot_index": 0, - "shape": 3 - } - ], - "properties": { - "Node name for S&R": "RandomNoise" - }, - "widgets_values": [ - 42, - "fixed" - ] - }, - { - "id": 103, - "type": "LTXVModelConfigurator", - "pos": [ - 840, - 380 - ], - "size": [ - 347.4894104003906, - 284.0930480957031 - ], - "flags": {}, - "order": 18, - "mode": 0, - "inputs": [ - { - "name": "model", - "type": "MODEL", - "link": 303 - }, - { - "name": "vae", - "type": "VAE", - "link": 255 - }, - { - "name": "conditioning", - "type": "IMAGE", - "link": 375, - "shape": 7 - }, - { - "name": "initial_latent", - "type": "LATENT", - "link": null, - "shape": 7 - }, - { - "name": "width", - "type": "INT", - "link": 359, - "widget": { - "name": "width" - } - }, - { - "name": "height", - "type": "INT", - "link": 360, - "widget": { - "name": "height" - } - } - ], - "outputs": [ - { - "name": "model", - "type": "MODEL", - "links": [ - 261, - 299 - ], - "slot_index": 0 - }, - { - "name": "latent", - "type": "LATENT", - "links": [ - 258 - ], - "slot_index": 1 - }, - { - "name": "sigma_shift", - "type": "FLOAT", - "links": [ - 259 - ], - "slot_index": 2 - }, - { - "name": "image_prompt", - "type": "STRING", - "links": [], - "slot_index": 3 - } - ], - "properties": { - "Node name for S&R": "LTXVModelConfigurator" - }, - "widgets_values": [ - "Custom", - 768, - 512, - 105, - 25, - 1, - true, - 29 - ] - }, - { - "id": 115, - "type": "StringFunction|pysssss", - "pos": [ - -28.328399658203125, - 607.7398681640625 - ], - "size": [ - 319.0057373046875, - 495.6424255371094 - ], - "flags": {}, - "order": 24, - "mode": 0, - "inputs": [ - { - "name": "text_a", - "type": "STRING", - "link": 274, - "widget": { - "name": "text_a" - }, - "shape": 7 - } - ], - "outputs": [ - { - "name": "STRING", - "type": "STRING", - "links": [ - 362 - ], - "slot_index": 0 - } - ], - "properties": { - "Node name for S&R": "StringFunction|pysssss" - }, - "widgets_values": [ - "append", - "no", - "", - "", - "The scene is captured in real-life footage.", - "The video shows a man riding a red motorcycle on a road. 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82 - ], - "flags": {}, - "order": 11, - "mode": 0, - "inputs": [ - { - "name": "model", - "type": "MODEL", - "link": 296 - } - ], - "outputs": [ - { - "name": "model", - "type": "MODEL", - "links": [ - 303 - ], - "slot_index": 0 - } - ], - "properties": { - "Node name for S&R": "LTXVApplySTG" - }, - "widgets_values": [ - "attention", - "14" - ] - }, - { - "id": 171, - "type": "Note", - "pos": [ - 530, - 688.9594116210938 - ], - "size": [ - 210, - 72.68328857421875 - ], - "flags": {}, - "order": 0, - "mode": 0, - "inputs": [], - "outputs": [], - "properties": {}, - "widgets_values": [ - "Adding more layers will tend to reduce the amount of motion. Start experimenting with layers: 11, 14, and 19" - ], - "color": "#432", - "bgcolor": "#653" - }, - { - "id": 36, "type": "SamplerCustomAdvanced", "pos": [ - 1720, - 210 + 1199.310302734375, + 17.57975959777832 ], "size": [ 355.20001220703125, 106 ], "flags": {}, - "order": 23, + "order": 13, "mode": 0, "inputs": [ { "name": "noise", "type": "NOISE", - "link": 72 + "link": 194 }, { "name": "guider", "type": "GUIDER", - "link": 302, - "slot_index": 1 + "link": 200 }, { "name": "sampler", "type": "SAMPLER", - "link": 70 + "link": 196 }, { "name": "sigmas", "type": "SIGMAS", - "link": 380 + "link": 197 }, { "name": "latent_image", "type": "LATENT", - "link": 258 + "link": 205 } ], "outputs": [ { "name": "output", "type": "LATENT", - "links": [], - "slot_index": 0, - "shape": 3 + "links": [ + 199 + ], + "slot_index": 0 }, { "name": "denoised_output", "type": "LATENT", - "links": [ - 383 - ], - "slot_index": 1, - "shape": 3 + "links": null } ], "properties": { @@ -395,34 +64,212 @@ "widgets_values": [] }, { - "id": 130, - "type": "STGGuider", + "id": 69, + "type": "LTXVConditioning", "pos": [ - 1290, - 610 + 900.875, + 273.27288818359375 ], "size": [ - 310.2327575683594, + 223.8660125732422, + 78 + ], + "flags": {}, + "order": 11, + "mode": 0, + "inputs": [ + { + "name": "positive", + "type": "CONDITIONING", + "link": 203 + }, + { + "name": "negative", + "type": "CONDITIONING", + "link": 204 + } + ], + "outputs": [ + { + "name": "positive", + "type": "CONDITIONING", + "links": [ + 201 + ], + "slot_index": 0 + }, + { + "name": "negative", + "type": "CONDITIONING", + "links": [ + 202 + ], + "slot_index": 1 + } + ], + "properties": { + "Node name for S&R": "LTXVConditioning" + }, + "widgets_values": [ + 25 + ] + }, + { + "id": 6, + "type": "CLIPTextEncode", + "pos": [ + 475.5454406738281, + 199.1752471923828 + ], + "size": [ + 295.2641296386719, + 54 + ], + "flags": { + "collapsed": true + }, + "order": 10, + "mode": 0, + "inputs": [ + { + "name": "clip", + "type": "CLIP", + "link": 74 + }, + { + "name": "text", + "type": "STRING", + "widget": { + "name": "text" + }, + "link": 207 + } + ], + "outputs": [ + { + "name": "CONDITIONING", + "type": "CONDITIONING", + "links": [ + 203 + ], + "slot_index": 0 + } + ], + "title": "CLIP Text Encode (Positive Prompt)", + "properties": { + "Node name for S&R": "CLIPTextEncode" + }, + "widgets_values": [ + "" + ], + "color": "#232", + "bgcolor": "#353" + }, + { + "id": 7, + "type": "CLIPTextEncode", + "pos": [ + 477.51873779296875, + 259.2063293457031 + ], + "size": [ + 425.27801513671875, + 180.6060791015625 + ], + "flags": { + "collapsed": true + }, + "order": 9, + "mode": 0, + "inputs": [ + { + "name": "clip", + "type": "CLIP", + "link": 75 + } + ], + "outputs": [ + { + "name": "CONDITIONING", + "type": "CONDITIONING", + "links": [ + 204 + ], + "slot_index": 0 + } + ], + "title": "CLIP Text Encode (Negative Prompt)", + "properties": { + "Node name for S&R": "CLIPTextEncode" + }, + "widgets_values": [ + "low quality, worst quality, deformed, distorted, disfigured, motion smear, motion artifacts, fused fingers, bad anatomy, weird hand, ugly" + ], + "color": "#322", + "bgcolor": "#533" + }, + { + "id": 85, + "type": "LTXVPromptEnhancerLoader", + "pos": [ + -38.702144622802734, + 346.9218444824219 + ], + "size": [ + 428.4000244140625, + 82 + ], + "flags": {}, + "order": 0, + "mode": 0, + "inputs": [], + "outputs": [ + { + "name": "prompt_enhancer", + "type": "LTXV_PROMPT_ENHANCER", + "links": [ + 206 + ], + "slot_index": 0 + } + ], + "properties": { + "Node name for S&R": "LTXVPromptEnhancerLoader" + }, + "widgets_values": [ + "unsloth/Llama-3.2-3B-Instruct", + "MiaoshouAI/Florence-2-large-PromptGen-v2.0" + ] + }, + { + "id": 82, + "type": "STGGuider", + "pos": [ + 844.2092895507812, + 72.4302978515625 + ], + "size": [ + 315, 146 ], "flags": {}, - "order": 22, + "order": 12, "mode": 0, "inputs": [ { "name": "model", "type": "MODEL", - "link": 299 + "link": 195 }, { "name": "positive", "type": "CONDITIONING", - "link": 300 + "link": 201 }, { "name": "negative", "type": "CONDITIONING", - "link": 301 + "link": 202 } ], "outputs": [ @@ -430,7 +277,7 @@ "name": "GUIDER", "type": "GUIDER", "links": [ - 302 + 200 ], "slot_index": 0 } @@ -445,134 +292,18 @@ ] }, { - "id": 170, - "type": "Note", - "pos": [ - 1290, - 800 - ], - "size": [ - 309.2375793457031, - 80.02484130859375 - ], - "flags": {}, - "order": 1, - "mode": 0, - "inputs": [], - "outputs": [], - "properties": {}, - "widgets_values": [ - "Setting CFG to 1.0 will reduce running time by skipping unconditioned generation. It may also increase the amount of motion and make the scene more erratic." - ], - "color": "#432", - "bgcolor": "#653" - }, - { - "id": 173, - "type": "Note", - "pos": [ - 840, - 710.3784790039062 - ], - "size": [ - 343.3447570800781, - 137.82643127441406 - ], - "flags": {}, - "order": 2, - "mode": 0, - "inputs": [], - "outputs": [], - "properties": {}, - "widgets_values": [ - "Look at preset field for reasonable range of width x height x frames_numbers parameters.\n\nIncreasing FPS will reduce the overall amount of motion.\n\nImg_compression will add noise to the original image in order to match the training data distribution more closely. Increase it if you are getting little motion in the resulting video." - ], - "color": "#432", - "bgcolor": "#653" - }, - { - "id": 174, - "type": "Note", - "pos": [ - 84.26954650878906, - 1121.198486328125 - ], - "size": [ - 313.4017028808594, - 110.61173248291016 - ], - "flags": {}, - "order": 3, - "mode": 0, - "inputs": [], - "outputs": [], - "properties": {}, - "widgets_values": [ - "Suggested suffixes:\n\nThe scene is captured in real-life footage.\nThe scene appears to be from a movie or TV show.\nThe scene is computer-generated imagery." - ], - "color": "#432", - "bgcolor": "#653" - }, - { - "id": 115, - "type": "StringFunction|pysssss", - "pos": [ - 83.40266418457031, - 575.637451171875 - ], - "size": [ - 319.0057373046875, - 495.6424255371094 - ], - "flags": {}, - "order": 20, - "mode": 0, - "inputs": [ - { - "name": "text_a", - "type": "STRING", - "link": 400, - "widget": { - "name": "text_a" - }, - "shape": 7 - } - ], - "outputs": [ - { - "name": "STRING", - "type": "STRING", - "links": [ - 362 - ], - "slot_index": 0 - } - ], - "properties": { - "Node name for S&R": "StringFunction|pysssss" - }, - "widgets_values": [ - "append", - "no", - "", - "", - "The scene is captured in real-life footage.", - "a man riding a red motorcycle, the motorcycle has a front grille with a small emblem, in front of him is an open road with blurred grassy field and some distant trees, sunlight is filtering through the trees creating patches of light on the ground, there are several cars parked along both sides of the road, one car is closer to the camera while the other is farther away, the road is bordered by lush green hills, the sky above is clear and blue, the scene captures a moment of racing or racing, overall video taken during daytime, vibrant colors.The scene is captured in real-life footage." - ] - }, - { - "id": 14, + "id": 73, "type": "KSamplerSelect", "pos": [ - 1290, - 340 + 853.5048828125, + -61.43290328979492 ], "size": [ 315, 58 ], "flags": {}, - "order": 4, + "order": 1, "mode": 0, "inputs": [], "outputs": [ @@ -580,321 +311,238 @@ "name": "SAMPLER", "type": "SAMPLER", "links": [ - 70 + 196 ], - "slot_index": 0, - "shape": 3 + "slot_index": 0 } ], "properties": { "Node name for S&R": "KSamplerSelect" }, "widgets_values": [ - "euler_ancestral" + "gradient_estimation" ] }, { - "id": 103, - "type": "LTXVModelConfigurator", + "id": 84, + "type": "EmptyLTXVLatentVideo", "pos": [ - 840, - 380 + 865.0157470703125, + 427.244384765625 ], "size": [ - 347.4894104003906, - 286 + 315, + 130 ], "flags": {}, - "order": 14, + "order": 2, "mode": 0, - "inputs": [ - { - "name": "model", - "type": "MODEL", - "link": 303 - }, - { - "name": "vae", - "type": "VAE", - "link": 255 - }, - { - "name": "conditioning", - "type": "IMAGE", - "link": null, - "shape": 7 - }, - { - "name": "initial_latent", - "type": "LATENT", - "link": null, - "shape": 7 - } - ], + "inputs": [], "outputs": [ { - "name": "model", - "type": "MODEL", - "links": [ - 261, - 299 - ], - "slot_index": 0 - }, - { - "name": "latent", + "name": "LATENT", "type": "LATENT", "links": [ - 258 + 205, + 210 ], - "slot_index": 1 - }, - { - "name": "sigma_shift", - "type": "FLOAT", - "links": [ - 259 - ], - "slot_index": 2 - }, - { - "name": "image_prompt", - "type": "STRING", - "links": [], - "slot_index": 3 + "slot_index": 0 } ], "properties": { - "Node name for S&R": "LTXVModelConfigurator" + "Node name for S&R": "EmptyLTXVLatentVideo" }, "widgets_values": [ - "Custom", 768, 512, - 105, - 25, - 1, - true, - 29 + 97, + 1 ] }, { - "id": 169, - "type": "Note", + "id": 79, + "type": "LTXVApplySTG", "pos": [ - 840, - 99.53419494628906 + 456.1823425292969, + 77.06049346923828 ], "size": [ - 312.3548278808594, + 315, 58 ], "flags": {}, - "order": 5, - "mode": 0, - "inputs": [], - "outputs": [], - "properties": {}, - "widgets_values": [ - "Alternative scheduler is linear-quadratic; in this case, do not use LTXV Shift Sigmas node" - ], - "color": "#432", - "bgcolor": "#653" - }, - { - "id": 114, - "type": "String Replace (mtb)", - "pos": [ - -152.169921875, - 988.8927001953125 - ], - "size": [ - 210, - 82 - ], - "flags": {}, - "order": 19, + "order": 8, "mode": 0, "inputs": [ { - "name": "string", - "type": "STRING", - "link": 273, - "widget": { - "name": "string" - } + "name": "model", + "type": "MODEL", + "link": 191 } ], "outputs": [ { - "name": "STRING", - "type": "STRING", + "name": "model", + "type": "MODEL", "links": [ - 400 + 195 ], "slot_index": 0 } ], "properties": { - "Node name for S&R": "String Replace (mtb)" + "Node name for S&R": "LTXVApplySTG" }, "widgets_values": [ - "", - "illustration", - "video" + "14" ] }, { - "id": 88, - "type": "CLIPTextEncode", + "id": 71, + "type": "LTXVScheduler", "pos": [ - 530, - 400 + 1215.2900390625, + 217.12747192382812 ], "size": [ - 216.46029663085938, - 90.9249496459961 + 315, + 154 ], "flags": {}, - "order": 12, + "order": 7, "mode": 0, "inputs": [ { - "name": "clip", - "type": "CLIP", - "link": 354 + "name": "latent", + "type": "LATENT", + "shape": 7, + "link": 210 } ], "outputs": [ { - "name": "CONDITIONING", - "type": "CONDITIONING", + "name": "SIGMAS", + "type": "SIGMAS", "links": [ - 301 + 197 ], - "slot_index": 0, - "shape": 3 + "slot_index": 0 } ], "properties": { - "Node name for S&R": "CLIPTextEncode" + "Node name for S&R": "LTXVScheduler" }, "widgets_values": [ - "watermark, logo, text, subtitles, worst quality, inconsistent motion, blurry, jittery, distorted" + 20, + 2.05, + 0.95, + true, + 0.1 ] }, { - "id": 37, - "type": "RandomNoise", + "id": 86, + "type": "LTXVPromptEnhancer", "pos": [ - 1290, - 210 + 447.4213562011719, + 346.47674560546875 + ], + "size": [ + 335.70489501953125, + 124.35137939453125 + ], + "flags": {}, + "order": 6, + "mode": 0, + "inputs": [ + { + "name": "prompt_enhancer", + "type": "LTXV_PROMPT_ENHANCER", + "link": 206 + }, + { + "name": "image_prompt", + "type": "IMAGE", + "shape": 7, + "link": null + } + ], + "outputs": [ + { + "name": "str", + "type": "STRING", + "links": [ + 207 + ], + "slot_index": 0 + } + ], + "properties": { + "Node name for S&R": "LTXVPromptEnhancer" + }, + "widgets_values": [ + "dog", + 256 + ] + }, + { + "id": 44, + "type": "CheckpointLoaderSimple", + "pos": [ + 93.61398315429688, + -66.24134063720703 + ], + "size": [ + 315, + 98 + ], + "flags": {}, + "order": 3, + "mode": 0, + "inputs": [], + "outputs": [ + { + "name": "MODEL", + "type": "MODEL", + "links": [ + 191 + ], + "slot_index": 0 + }, + { + "name": "CLIP", + "type": "CLIP", + "links": null + }, + { + "name": "VAE", + "type": "VAE", + "links": [ + 211 + ], + "slot_index": 2 + } + ], + "properties": { + "Node name for S&R": "CheckpointLoaderSimple" + }, + "widgets_values": [ + "ltx-video-2b-v0.9.5.safetensors" + ] + }, + { + "id": 38, + "type": "CLIPLoader", + "pos": [ + 73.48588562011719, + 131.20065307617188 ], "size": [ 315, 82 ], "flags": {}, - "order": 6, - "mode": 0, - "inputs": [], - "outputs": [ - { - "name": "NOISE", - "type": "NOISE", - "links": [ - 72 - ], - "slot_index": 0, - "shape": 3 - } - ], - "properties": { - "Node name for S&R": "RandomNoise" - }, - "widgets_values": [ - 0, - "fixed" - ] - }, - { - "id": 175, - "type": "Note", - "pos": [ - -557.6407470703125, - 579.795654296875 - ], - "size": [ - 383.26470947265625, - 228.53770446777344 - ], - "flags": {}, - "order": 7, - "mode": 0, - "inputs": [], - "outputs": [], - "properties": {}, - "widgets_values": [ - "For good results, you should follow the prompting style in the examples here: https://github.com/Lightricks/LTX-Video\n\nYou can use flux prompt enhancer to get the overall description of the scene and tweak it to get the desired results.\n\nThis enhancer doesn't address the kind of motion that happens in the scenes. Consider adding this part manually or using an LLM of your choice." - ], - "color": "#432", - "bgcolor": "#653" - }, - { - "id": 102, - "type": "LTXVLoader", - "pos": [ - 11.242873191833496, - 200.9393310546875 - ], - "size": [ - 412.85296630859375, - 102 - ], - "flags": {}, - "order": 8, - "mode": 0, - "inputs": [], - "outputs": [ - { - "name": "model", - "type": "MODEL", - "links": [ - 296 - ], - "slot_index": 0 - }, - { - "name": "vae", - "type": "VAE", - "links": [ - 255, - 256 - ], - "slot_index": 1 - } - ], - "properties": { - "Node name for S&R": "LTXVLoader" - }, - "widgets_values": [ - "ltx-video-2b-v0.9.1.safetensors", - "bfloat16" - ] - }, - { - "id": 142, - "type": "CLIPLoader", - "pos": [ - 15.098348617553711, - 360.0001525878906 - ], - "size": [ - 404.1546936035156, - 82 - ], - "flags": {}, - "order": 9, + "order": 4, "mode": 0, "inputs": [], "outputs": [ @@ -902,8 +550,8 @@ "name": "CLIP", "type": "CLIP", "links": [ - 353, - 354 + 74, + 75 ], "slot_index": 0 } @@ -912,111 +560,68 @@ "Node name for S&R": "CLIPLoader" }, "widgets_values": [ - "t5xxl_fp8.safetensors", - "ltxv" + "t5xxl_fp16.safetensors", + "ltxv", + "default" ] }, { - "id": 60, - "type": "VHS_VideoCombine", + "id": 83, + "type": "RandomNoise", "pos": [ - 1726.3380126953125, - 504.3022155761719 + 451.1808166503906, + -72.91265106201172 ], "size": [ - 559.9261474609375, - 683.9507446289062 + 315, + 82 ], "flags": {}, - "order": 25, + "order": 5, "mode": 0, - "inputs": [ - { - "name": "images", - "type": "IMAGE", - "link": 121, - "shape": 7 - }, - { - "name": "audio", - "type": "AUDIO", - "link": null, - "shape": 7 - }, - { - "name": "meta_batch", - "type": "VHS_BatchManager", - "link": null, - "shape": 7 - }, - { - "name": "vae", - "type": "VAE", - "link": null, - "shape": 7 - } - ], + "inputs": [], "outputs": [ { - "name": "Filenames", - "type": "VHS_FILENAMES", - "links": null, - "shape": 3 + "name": "NOISE", + "type": "NOISE", + "links": [ + 194 + ], + "slot_index": 0 } ], "properties": { - "Node name for S&R": "VHS_VideoCombine" + "Node name for S&R": "RandomNoise" }, - "widgets_values": { - "frame_rate": 24, - "loop_count": 0, - "filename_prefix": "LTXVideo", - "format": "video/h264-mp4", - "pix_fmt": "yuv420p", - "crf": 19, - "save_metadata": false, - "pingpong": false, - "save_output": false, - "videopreview": { - "hidden": false, - "paused": false, - "params": { - "filename": "LTXVideo_00004.mp4", - "subfolder": "", - "type": "temp", - "format": "video/h264-mp4", - "frame_rate": 24, - "workflow": "LTXVideo_00004.png", - "fullpath": "C:\\Users\\Zeev\\Projects\\ComfyUI\\temp\\LTXVideo_00004.mp4" - } - } - } + "widgets_values": [ + 42, + "fixed" + ] }, { "id": 8, "type": "VAEDecode", "pos": [ - 1723.52490234375, - 380.15924072265625 + 1600, + 30 ], "size": [ 210, 46 ], "flags": {}, - "order": 24, + "order": 14, "mode": 0, "inputs": [ { "name": "samples", "type": "LATENT", - "link": 383 + "link": 199 }, { "name": "vae", "type": "VAE", - "link": 256, - 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