Pruna AI The AI Optimization Engine

What is Pruna AI?

Pruna AI is an AI Optimization Inference Framework designed to help machine learning teams achieve significant gains in efficiency and productivity. It works by automatically adapting and combining the best machine learning efficiency and compression methods for specific use cases, resulting in faster and cheaper AI model inference.

Pruna AI offers compatibility with various serving platforms like TritonServer, ComfyUI, SageMaker, and Replicate, allowing for flexible deployments, whether locally or in the cloud. The framework supports all AI models and integrates multiple optimization algorithms, making models more accessible and sustainable.

Features

Open-source: Freely available for use and contribution.
Works with any AI model: Supports image/video generation, SLM/LLM, computer vision, and audio models.
Combines all optimization algorithms: Includes pruning, caching, batching, quantization, compilation, and distillation.
Supports all serving platforms: Compatible with TritonServer, ComfyUI, SageMaker, and Replicate.
Quality evaluation metrics integrated: Includes metrics like LPIPS, SSIM, and PNSR.
Optimization Agent: Proprietary optimization algorithms (Pro Version)
Evaluation Agent: Proprietary Algorithm (Pro Version)

Use Cases

Speeding up inference for image and video generation models.
Optimizing large language models (LLMs) and small language models (SLMs) for faster and cheaper deployment.
Improving the efficiency of computer vision applications.
Enhancing the performance of audio processing models.
Reducing the cost of running AI models in the cloud.
Making AI models more sustainable by reducing their carbon footprint.

FAQs

How does Pruna make models more efficient?

Pruna combines various optimization algorithms like pruning, caching, batching, quantization, compilation and distillation.
Does the model quality change?

The provided context does not give information on it.
How much does it cost?

Pruna offers a free, open-source version. The Pro version is priced at $0.40/hour on a pay-per-use basis. An Enterprise version is also available with custom pricing.
Can I use Pruna for free?

Yes, there is a free, open-source version available.
Is this for training or for inference?

Pruna is for inference.