Pruna is a model optimization framework built for developers, enabling you to deliver faster, more efficient models with minimal overhead.

Concrete ML: Privacy Preserving ML framework using Fully Homomorphic Encryption (FHE), built on top of Concrete, with bindings to traditional ML frameworks.

🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.

Track emissions from Compute and recommend ways to reduce their impact on the environment.

Accelerated inference of 🤗 models using FuriosaAI NPU chips.

🤗 Optimum Intel: Accelerate inference with Intel optimization tools

Easy, fast and very cheap training and inference on AWS Trainium and Inferentia chips.

The official Python client for the Hugging Face Hub.

🔒 A compiled checklist of 300+ tips for protecting digital security and privacy in 2024

🚀 Accelerate inference and training of 🤗 Transformers, Diffusers, TIMM and Sentence Transformers with easy to use hardware optimization tools

Efficient, scalable and enterprise-grade CPU/GPU inference server for 🤗 Hugging Face transformer models 🚀

Easy and lightning fast training of 🤗 Transformers on Habana Gaudi processor (HPU)

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Blazing fast training of 🤗 Transformers on Graphcore IPUs