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---
license: apache-2.0
datasets:
- TempoFunk/webvid-10M
language:
- en
tags:
- text-to-video
base_model:
- ali-vilab/text-to-video-ms-1.7b
---
# caT text to video

Conditionally augmented text-to-video model. Uses pre-trained weights from modelscope text-to-video model, augmented with temporal conditioning transformers to extend generated clips and create a smooth transition between them.
Supports prompt interpolation as well to change scenes during clip extensions.

The model was trained on two RTX 6000 Ada GPUs for 5 million steps using the WebWid 10M dataset, with a batch size of 1 and a learning rate of 1e-6 at a resolution of 320x320. It used 8 frames for conditioning and 8 frames for noisy samples, with a stride of 6.

## Installation

### Clone the Repository

```bash
git clone https://github.com/motexture/caT-text-to-video-2.3b/
cd caT-text-to-video-2.3b
python3 -m venv venv
source venv/bin/activate  # On Windows use `venv\Scripts\activate`
pip install -r requirements.txt
pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu121
python run.py
```

Visit the provided URL in your browser to interact with the interface and start generating videos.

Examples:

<video controls autoplay src="https://cdn-uploads.huggingface.co/production/uploads/64a86f7d03835e13f95c3687/OPFi_f4bp2WuCDSYodHJE.mp4"></video>

A guy is riding a bike -> A guy is riding a motorcycle

<video controls autoplay src="https://cdn-uploads.huggingface.co/production/uploads/64a86f7d03835e13f95c3687/U0Jx7U-Oo4lBgFJoB7E0v.mp4"></video>

Will Smith is eating a hamburger -> Will Smith is eating an ice cream

<video controls autoplay src="https://cdn-uploads.huggingface.co/production/uploads/64a86f7d03835e13f95c3687/hZprbX6TTpJxWyMDMJIrl.mp4"></video>

A lion is looking around -> A lion is running

<video controls autoplay src="https://cdn-uploads.huggingface.co/production/uploads/64a86f7d03835e13f95c3687/FrGfwcXRU7FyM9aMAyu3x.mp4"></video>

Darth Vader is surfing on the ocean

<video controls autoplay src="https://cdn-uploads.huggingface.co/production/uploads/64a86f7d03835e13f95c3687/VoUg8tnsZqnn1QsXz93Xh.mp4"></video>

A beautiful anime girl with pink hair -> Anime girl laughing