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- README.md +60 -0
- comfy_lora_weights_step_03000.safetensors +3 -0
- lora_weights_step_03000.safetensors +3 -0
- samples/sample_0.gif +3 -0
- samples/sample_1.gif +3 -0
- samples/sample_2.gif +3 -0
- samples/sample_3.gif +3 -0
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README.md
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---
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tags:
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- ltx-video
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- image-to-video
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pinned: true
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language:
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- en
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license: other
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pipeline_tag: text-to-video
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library_name: diffusers
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---
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# ltxv_2b_lora_soft_draw_v1
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This is a fine-tuned version of [`LTXV_2B_0.9.6_DEV`](https://huggingface.co/Lightricks/LTX-Video/blob/main/ltxv-2b-0.9.6-dev-04-25.safetensors) trained on custom data.
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## Model Details
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- **Base Model:** [`LTXV_2B_0.9.6_DEV`](https://huggingface.co/Lightricks/LTX-Video/blob/main/ltxv-2b-0.9.6-dev-04-25.safetensors)
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- **Training Type:** LoRA fine-tuning
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- **Training Steps:** 3000
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- **Learning Rate:** 0.0002
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- **Batch Size:** 2
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## Sample Outputs
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| | | | |
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|:---:|:---:|:---:|:---:|
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| <br><details style="max-width: 300px; margin: auto;"><summary>Prompt</summary>a snowy village square during a gentle snowfall, with twinkling holiday lights, warmly dressed people strolling past market stalls, and a large decorated tree at the center</details> | <br><details style="max-width: 300px; margin: auto;"><summary>Prompt</summary>a deep underwater scene with shafts of light breaking through the surface, illuminating coral reefs and schools of colorful fish swimming gracefully through the blue depths.</details> | <br><details style="max-width: 300px; margin: auto;"><summary>Prompt</summary>a dramatic cliffside overlooking a stormy sea, where crashing waves slam against the rocks below, and dark clouds churn above, hinting at an approaching tempest.</details> | <br><details style="max-width: 300px; margin: auto;"><summary>Prompt</summary>a peaceful rural farm at sunrise, with golden light spilling across open fields, a red barn in the distance, and a few grazing animals starting their day.</details> |
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## Usage
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This model is designed to be used with the LTXV (Lightricks Text-to-Video) pipeline.
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### 🔌 Using Trained LoRAs in ComfyUI
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In order to use the trained lora in comfy:
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1. Copy your comfyui trained LoRA weights (`comfyui..safetensors` file) to the `models/loras` folder in your ComfyUI installation.
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2. In your ComfyUI workflow:
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- Add the "LTXV LoRA Selector" node to choose your LoRA file
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- Connect it to the "LTXV LoRA Loader" node to apply the LoRA to your generation
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You can find reference Text-to-Video (T2V) and Image-to-Video (I2V) workflows in the [official LTXV ComfyUI repository](https://github.com/Lightricks/ComfyUI-LTXVideo).
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### Example Prompts
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Example prompts used during validation:
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- `a snowy village square during a gentle snowfall, with twinkling holiday lights, warmly dressed people strolling past market stalls, and a large decorated tree at the center`
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- `a deep underwater scene with shafts of light breaking through the surface, illuminating coral reefs and schools of colorful fish swimming gracefully through the blue depths.`
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- `a dramatic cliffside overlooking a stormy sea, where crashing waves slam against the rocks below, and dark clouds churn above, hinting at an approaching tempest.`
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- `a peaceful rural farm at sunrise, with golden light spilling across open fields, a red barn in the distance, and a few grazing animals starting their day.`
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This model inherits the license of the base model ([`LTXV_2B_0.9.6_DEV`](https://huggingface.co/Lightricks/LTX-Video/blob/main/ltxv-2b-0.9.6-dev-04-25.safetensors)).
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## Acknowledgments
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- Base model by [Lightricks](https://huggingface.co/Lightricks)
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- Training infrastructure: [LTX-Video-Trainer](https://github.com/Lightricks/ltx-video-trainer)
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version https://git-lfs.github.com/spec/v1
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oid sha256:15dd73230c93b1870bac418af5fe0d17c8c42742e5fac0aba07f08f558dba065
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size 58780864
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lora_weights_step_03000.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:094a85345696820bc78cf7fa253da4f000c12264c284cbc35bbb7e46001962a2
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size 58779104
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samples/sample_0.gif
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Git LFS Details
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samples/sample_1.gif
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Git LFS Details
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samples/sample_2.gif
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Git LFS Details
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samples/sample_3.gif
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Git LFS Details
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