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PrunaAI (Pruna AI)
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\n \"PrunaAI\"\n\n\n\n----\n\n# 🌍 Join the Pruna AI community!\n[![Twitter](https://img.shields.io/twitter/follow/PrunaAI?style=social)](https://twitter.com/PrunaAI)\n[![GitHub](https://img.shields.io/github/stars/prunaai/pruna)](https://github.com/PrunaAI/pruna)\n[![LinkedIn](https://img.shields.io/badge/LinkedIn-Connect-blue)](https://www.linkedin.com/company/93832878/admin/feed/posts/?feedType=following)\n[![Discord](https://img.shields.io/badge/Discord-Join%20Us-blue?style=social&logo=discord)](https://discord.com/invite/JFQmtFKCjd)\n[![Reddit](https://img.shields.io/reddit/subreddit-subscribers/PrunaAI?style=social)](https://www.reddit.com/r/PrunaAI/)\n\n----\n\n# 💜 Simply make AI models faster, cheaper, smaller, greener!\n[Pruna AI](https://www.pruna.ai/) makes AI models faster, cheaper, smaller, greener with the `pruna` package.\n- It supports **various models including CV, NLP, audio, graphs for predictive and generative AI**.\n- It supports **various hardware including GPU, CPU, Edge**.\n- It supports **various compression algortihms including quantization, pruning, distillation, caching, recovery, compilation** that can be **combined together**.\n- You can either **play on your own** with smash/compression configurations or **let the smashing/compressing agent** find the optimal configuration **[Pro]**.\n- You can **evaluate reliable quality and efficiency metrics** of your base vs smashed/compressed models.\nYou can set it up in minutes and compress your first models in few lines of code!\n\n----\n\n# ⏩ How to get started?\nYou can smash your own models by installing pruna with pip: \n```\npip install pruna\n```\nor directly [from source](https://github.com/PrunaAI/pruna).\n\nYou can start with simple notebooks to experience efficiency gains with:\n\n| Use Case | Free Notebooks |\n|------------------------------------------------------------|----------------------------------------------------------------|\n| **3x Faster Stable Diffusion Models** | ⏩ [Smash for free](https://colab.research.google.com/github/PrunaAI/pruna/blob/main/docs/tutorials/sd_deepcache.ipynb) |\n| **Making your LLMs 4x smaller** | ⏩ [Smash for free](https://colab.research.google.com/github/PrunaAI/pruna/blob/main/docs/tutorials/llms.ipynb) |\n| **Smash your model with a CPU only** | ⏩ [Smash for free](https://colab.research.google.com/github/PrunaAI/pruna/blob/main/docs/tutorials/cv_cpu.ipynb) |\n| **Transcribe 2 hours of audio in less than 2 minutes with Whisper** | ⏩ [Smash for free](https://colab.research.google.com/github/PrunaAI/pruna/blob/main/docs/tutorials/asr_tutorial.ipynb) |\n| **100% faster Whisper Transcription** | ⏩ [Smash for free](https://colab.research.google.com/github/PrunaAI/pruna/blob/main/docs/tutorials/asr_whisper.ipynb) |\n| **Run your Flux model without an A100** | ⏩ [Smash for free](https://githubtocolab.com/PrunaAI/pruna/blob/1d68f74c132bd4045f2af55bb1e5c03bf2dde6a9/docs/tutorials/flux_small.ipynb) |\n| **x2 smaller Sana in action** | ⏩ [Smash for free](https://colab.research.google.com/github/PrunaAI/pruna/blob/main/docs/tutorials/sana_diffusers_int8.ipynb) |\n\nFor more details about installation, free tutorials and Pruna Pro tutorials, you can check the [Pruna AI documentation](https://docs.pruna.ai/).\n\n----\n","html":"\n \"PrunaAI\"\n\n\n\n
\n

🌍 Join the Pruna AI community!

\n

\"Twitter\"\n\"GitHub\"\n\"LinkedIn\"\n\"Discord\"\n\"Reddit\"

\n
\n

💜 Simply make AI models faster, cheaper, smaller, greener!

\n

Pruna AI makes AI models faster, cheaper, smaller, greener with the pruna package.

\n
    \n
  • It supports various models including CV, NLP, audio, graphs for predictive and generative AI.
  • \n
  • It supports various hardware including GPU, CPU, Edge.
  • \n
  • It supports various compression algortihms including quantization, pruning, distillation, caching, recovery, compilation that can be combined together.
  • \n
  • You can either play on your own with smash/compression configurations or let the smashing/compressing agent find the optimal configuration [Pro].
  • \n
  • You can evaluate reliable quality and efficiency metrics of your base vs smashed/compressed models.\nYou can set it up in minutes and compress your first models in few lines of code!
  • \n
\n
\n

⏩ How to get started?

\n

You can smash your own models by installing pruna with pip:

\n
pip install pruna\n
\n

or directly from source.

\n

You can start with simple notebooks to experience efficiency gains with:

\n
\n\t\n\t\t\n\n\n\n\n\t\t\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\t
Use CaseFree Notebooks
3x Faster Stable Diffusion ModelsSmash for free
Making your LLMs 4x smallerSmash for free
Smash your model with a CPU onlySmash for free
Transcribe 2 hours of audio in less than 2 minutes with WhisperSmash for free
100% faster Whisper TranscriptionSmash for free
Run your Flux model without an A100Smash for free
x2 smaller Sana in actionSmash for free
\n
\n

For more details about installation, free tutorials and Pruna Pro tutorials, you can check the Pruna AI documentation.

\n
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Efficient machine learning for any model and hardware: pruning, quantization, compilation, and more.

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PrunaAI

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💜 Simply make AI models faster, cheaper, smaller, greener!

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!

⏩ How to get started?

You can smash your own models by installing pruna with pip:

pip install pruna

or directly from source.

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 about installation, free tutorials and Pruna Pro tutorials, you can check the Pruna AI documentation.