About Pruna AI

Package

pip install pruna[gpu]==0.1.2 --extra-index-url https://prunaai.pythonanywhere.com/

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pip install pruna[gpu]==0.1.2 --extra-index-url https://prunaai.pythonanywhere.com/

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pip install pruna[gpu]==0.1.2 --extra-index-url https://prunaai.pythonanywhere.com/

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Simplicity

Easy to setup, compress, and run models with any ML pipeline.

Efficiency

Brings significant efficiency gains in terms of efficiency metrics without impacting quality metrics.

Adaptability

Adapts to any models, hardwares, and use-cases thanks to all our combination methods available.

Proven Expertise

Built by efficiency experts with 30+ years’ experience and 300+ published papers.

Simplicity

Easy to setup, compress, and run models with any ML pipeline.

Efficiency

Brings significant efficiency gains in terms of efficiency metrics without impacting quality metrics.

Adaptability

Adapts to any models, hardwares, and use-cases thanks to all our combination methods available.

Proven Expertise

Built by efficiency experts with 30+ years’ experience and 300+ published papers.

Simplicity

Easy to setup, compress, and run models with any ML pipeline.

Efficiency

Seamlessly integrates into any ML pipeline, supporting all major compression methods.

Adaptability

Adapts to any models, hardwares, and use-cases thanks to all our combination methods available.

Proven Expertise

Built by efficiency experts with 30+ years’ experience and 270+ published papers.

Start optimizing your AI models

Accessing Pruna’s optimization engine is fast, simple and free with a few steps:

Have Conda installed already in your environment

Install Pruna with our CLI

Get your Pruna Token

You are ready to smash models!

See documentation

Smaller, Faster, Cheaper, Greener AI

Complex models slow down inference, increase costs, and require more resources. Pruna solves this by shrinking models and cutting computational needs without compromising performance.

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Smaller

By employing compression techniques like pruning and quantization, you can reduce model size without affecting its ability to perform complex tasks.

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Smaller

By employing compression techniques like pruning and quantization, you can reduce model size without affecting its ability to perform complex tasks.

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Smaller

By employing compression techniques like pruning and quantization, you can reduce model size without affecting its ability to perform complex tasks.

Faster

Compressed models by Pruna not only take up less space but also execute faster, reducing inference time dramatically.

Faster

Compressed models by Pruna not only take up less space but also execute faster, reducing inference time dramatically.

Faster

Compressed models by Pruna not only take up less space but also execute faster, reducing inference time dramatically.

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Cheaper

Pruna’s compression helps you reduce renting cost of your hardware and makes your model fit in less expensive instance, while maintaining performance.

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Cheaper

Pruna’s compression helps you reduce renting cost of your hardware and makes your model fit in less expensive instance, while maintaining performance.

1/3

Cheaper

Pruna’s compression helps you reduce renting cost of your hardware and makes your model fit in less expensive instance, while maintaining performance.

Greener

By reducing the computational power and energy required to run models, you reduce your carbon footprint. Additionally, with less strain on the hardware, it lasts longer, reducing the need for frequent replacements.

Greener

Made for Every Model

LLMs, Image & Video Generation, Computer Vision, Audio and more. Pruna’s flexible approach delivers the best performance for all type of models. Test it yourself with our tutorials.

Whisper

Transcribe 2 hours of audio in less than 2 minutes.

Whisper

Transcribe 2 hours of audio in less than 2 minutes.

Whisper

Transcribe 2 hours of audio in less than 2 minutes.

Stable Diffusion

Compress any image generation model to make it 3x faster.

Stable Diffusion

Compress any image generation model to make it 3x faster.

Stable Diffusion

Compress any image generation model to make it 3x faster.

LLMs

Make your LLMs 4x smaller without loosing on accuracy.

LLMs

Make your LLMs 4x smaller without loosing on accuracy.

LLMs

Make your LLMs 4x smaller without loosing on accuracy.

Video Generation

Optimize your Stable Diffusion video generation pipeline.

Video Generation

Optimize your Stable Diffusion video generation pipeline.

Video Generation

Optimize your Stable Diffusion video generation pipeline.

Combine The Best Optimizations Methods

By using Pruna, you enjoy the most advanced optimization engine, encompassing all the most recent compression methods.

Pruning

Pruning helps simplify your models for faster inference by removing unnecessary parts without affecting quality.

Quantization

Quantization is particularly valuable for memory reduction & inference speed-ups in resource-constrained environments

Compilation

Compilation ensures that your models run as efficiently as possible, maximizing both speed and resource use.

Batching

Thanks to batching, your models can handle more tasks in less time, especially in inference-heavy environments.

Optimize Your Model with a Few Lines of Code

Pruna is designed for simplicity. Install it, configure your environment, and get your token,
then you’re all set to smash models in minutes!

See our Public models

Hugging Face model

With more than 7 000 smashed models available and 1.4M total downloads on Hugging Face, Pruna’s profile is the right spot to find ready-to-use models.

See documentation

Documentation

Pruna’s documentation will guide you from the install to your first optimized models. If you don’t know where to start, check out our tutorials.

Join our Discord

Discord

Having trouble installing or using Pruna? Join our Discord and directly chat with our team for more guidance.

Simplicity

Easy to setup, compress, and run models with any ML pipeline.

Efficiency

Brings significant efficiency gains in terms of efficiency metrics without impacting quality metrics.

Adaptability

Adapts to any models, hardwares, and use-cases thanks to all our combination methods available.

Proven Expertise

Built by efficiency experts with 30+ years’ experience and 300+ published papers.

See our Public models

Hugging Face model

With more than 7 000 smashed models available and 1.4M total downloads on Hugging Face, Pruna’s profile is the right spot to find ready-to-use models.

See documentation

Documentation

Pruna’s documentation will guide you from the install to your first optimized models. If you don’t know where to start, check out our tutorials.

Join our Discord

Discord

Having trouble installing or using Pruna? Join our Discord and directly chat with our team for more guidance.

They Work with Us

Speed Up Your Models With Pruna

Inefficient models drive up costs, slow down your productivity and increase carbon emissions. Make your AI more accessible and sustainable with Pruna.

pip install pruna[gpu]==0.1.2 --extra-index-url https://prunaai.pythonanywhere.com/

Copied

Speed Up Your Models With Pruna

Inefficient models drive up costs, slow down your productivity and increase carbon emissions. Make your AI more accessible and sustainable with Pruna.

pip install pruna[gpu]==0.1.2 --extra-index-url https://prunaai.pythonanywhere.com/

Copied

Speed Up Your Models With Pruna

Inefficient models drive up costs, slow down your productivity and increase carbon emissions. Make your AI more accessible and sustainable with Pruna.

pip install pruna[gpu]==0.1.2 --extra-index-url https://prunaai.pythonanywhere.com/

Copied

The AI Optimization Engine