title	emoji	colorFrom	colorTo	sdk	sdk_version	python_version	app_file	pinned	license
AI Text-to-Video Ultra-Fast Generator	🎥	purple	blue	gradio	5.43.1	3.10	app.py	false	mit

🎥 AI Text-to-Video Ultra-Fast Generator

This app generates short AI videos (2–5 seconds) from a text prompt using the open-source Zeroscope v2 576w model. It is optimized for CPU-only Hugging Face Spaces, with lightweight caching and prompt improvement techniques for faster and more consistent results.

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🚀 How to Use

1. Enter your prompt in the textbox.
2. Click Generate Video.
3. Wait a few seconds to a couple of minutes (CPU speed dependent).
4. Watch your generated AI video in the player below.

⚠️ On free CPU Spaces, video generation may take longer. Using a GPU significantly speeds up the process.

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🛠️ Features

• CPU-optimized video generation with fewer frames and inference steps.
• Lightweight in-memory cache for the last 5 prompts.
• Basic prompt improvement for cleaner, more consistent output.
• Very short FPS (6) for CPU efficiency.
• Uses Zeroscope v2 576w diffusion pipeline from Hugging Face.

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⚡ Setup Instructions

1. Clone the repository (optional, if running locally)

git clone <your-repo-url>
cd <your-repo-folder>

2. Install dependencies

pip install --upgrade pip
pip install torch --index-url https://download.pytorch.org/whl/cpu
pip install diffusers==0.33.0 transformers accelerate safetensors gradio==5.43.1

3. Run the app locally (optional)

python app.py

4. Deploy to Hugging Face Spaces

Upload app.py.

Ensure your requirements.txt contains:

torch
diffusers==0.33.0
transformers
accelerate
safetensors
gradio==5.43.1

No API keys are required.

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💡 Tips for Faster Results on CPU

• Keep prompts short and descriptive.
• Keep num_frames ≤ 6 for faster CPU generation.
• Repeating prompts benefits from cache, which makes subsequent generation faster.

⚠️ Notes

• First generation for a prompt may take slightly longer due to model loading.
• Free CPU Spaces are slow, expect 1–2 minutes for small videos.
• In-memory caching does not persist across restarts.
• This app does not require API keys or GPU to run.

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📚 References

• Zeroscope v2 576w
• Diffusers Documentation
• Gradio Documentation