README.md

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    <a href="https://www.pruna.ai/" target="_blank" rel="noopener noreferrer">
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# Simply make AI models faster, cheaper, smaller, greener!

[Pruna AI](https://www.pruna.ai/) makes AI models faster, cheaper, smaller, greener with the `pruna` package.
- It supports **various models including CV, NLP, audio, graphs for predictive and generative AI**.
- It supports **various hardware including GPU, CPU, Edge**.
- It supports **various compression algortihms including quantization, pruning, distillation, caching, recovery, compilation** that can be **combined together**.
- You can either **play on your own** with smash/compression configurations or **let the smashing/compressing agent** find the optimal configuration **[Pro]**.
- You can **evaluate reliable quality and efficiency metrics** of your base vs smashed/compressed models.
You can set it up in minutes and compress your first models in few lines of code!

| Use Case | Free Notebooks |
|------------------------------------------------------------|----------------------------------------------------------------|
| 3x Faster Stable Diffusion Models | :zap: [Smash for free](https://colab.research.google.com/drive/1BZm6NtCsF2mBV4UYlRlqpTIpTmQgR0iQ?usp=sharing) |
| Turbocharge Stable Diffusion Video Generation | :zap: [Smash for free](https://colab.research.google.com/drive/1m1wvGdXi-qND-2ys0zqAaMFZ9DbMd5jW?usp=sharing) |
| Making your LLMs 4x smaller | :zap: [Smash for free](https://colab.research.google.com/drive/1jQgwhmoPz80qRf5NdRJcY_pAr7Oj5Ftv?usp=sharing) |
| Blazingly fast Computer Vision Models | :zap: [Smash for free](https://colab.research.google.com/drive/1GkzxTQW-2yCKXc8omE6Sa4SxiETMi8yC?usp=sharing) |
| Smash your model with a CPU only | :zap: [Smash for free](https://colab.research.google.com/drive/19iLNVSgbx_IoCgduXPhqKq7rCoxegnZO?usp=sharing) |
| Transcribe 2 hours of audio in less than 2 minutes with Whisper | :zap: [Smash for free](https://colab.research.google.com/drive/1dc6fb8_GD8eshznthBSpGpRu4WPW7xuZ?usp=sharing) |
| 100% faster Whisper Transcription | :zap: [Smash for free](https://colab.research.google.com/drive/1kCJ4-xmo7y8VS6smzaV0207A5rONHPXu?usp=sharing) |
| Flux generation in a heartbeat, literally | :zap: [Smash for free](https://colab.research.google.com/drive/18_iG0UXhD7OQR_CxSSsKFC8TLDsRw_9m?usp=sharing) |
| Run your Flux model without an A100 | :zap: [Smash for free](https://colab.research.google.com/drive/1i1iSITNgiOpschV-Nu5mfX-effwYV9sn?usp=sharing) |


You can smash your own models by installing pruna with: 
```
pip install pruna[gpu]==0.1.3 --extra-index-url https://prunaai.pythonanywhere.com/
```
For more details about installation and tutorials, you can check the [Pruna AI documentation](https://docs.pruna.ai/en/latest/setup/pip.html).

Join the Pruna AI community!
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