AI & ML interests
Efficient machine learning for any model and hardware: pruning, quantization, compilation, and more.
Recent Activity
Articles
🌍 Join the Pruna AI community!
💜 Make AI models faster, cheaper, smaller, greener!
Pruna AI makes AI models faster, cheaper, smaller, and greener with the pruna package.
- It supports various models, including CV, NLP, audio, and graphs for predictive and generative AI.
- It supports various hardware, including GPU, CPU, Edge.
- It supports various compression algorithms, including quantization, pruning, distillation, caching, recovery, compilation, or factorization, among others.
- You can combine algorithms to find the optimal configuration and smash/compress your model.
- You can evaluate reliable quality and efficiency metrics of your base vs smashed/compressed models.
Set it up in minutes and compress your first models in a few lines of code!
⏩ How to get started?
You can smash your own models by installing pruna with pip:
pip install pruna
You can start with simple notebooks to experience efficiency gains with:
| Use Case | Free Notebooks |
|---|---|
| 3x Faster Stable Diffusion Models | ⏩ Smash for free |
| Making your LLMs 4x smaller | ⏩ Smash for free |
| Smash your model with a CPU only | ⏩ Smash for free |
| Transcribe 2 hours of audio in less than 2 minutes with Whisper | ⏩ Smash for free |
| 100% faster Whisper Transcription | ⏩ Smash for free |
| Run your Flux model without an A100 | ⏩ Smash for free |
| x2 smaller Sana in action | ⏩ Smash for free |
For more details on installation and free tutorials, check the Pruna AI documentation.
✨ Test our Performance Models
Want to use our optimized models right away? Try them via our API for fast, easy access to Pruna-powered inference.
-
PrunaAI/p-image-edit-dotted-illustration-lora
Image-to-Image • Updated • 82 -
PrunaAI/p-image-edit-photo-enhancement-lora
Image-to-Image • Updated • 453 • 1 -
PrunaAI/p-image-edit-skin-retouching-lora
Image-to-Image • Updated • 157 • 1 -
PrunaAI/p-image-edit-photo-to-anime-lora
Image-to-Image • Updated • 195 • 1
-
PrunaAI/p-image-edit-dotted-illustration-lora
Image-to-Image • Updated • 82 -
PrunaAI/p-image-edit-photo-enhancement-lora
Image-to-Image • Updated • 453 • 1 -
PrunaAI/p-image-edit-skin-retouching-lora
Image-to-Image • Updated • 157 • 1 -
PrunaAI/p-image-edit-photo-to-anime-lora
Image-to-Image • Updated • 195 • 1
spaces 5
P-Bench
A cost/quality/speed Leaderboard for Inference Providers!
Frame Arena
Frame by frame video comparison tool with quality metrics
P-H3-Image
Text-to-image and image editing, based on MiniMax-H3
P-Q-Image-2.1
Few-step LoRA for Qwen-Image-2.1 (6-steps v0.2)