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A high-throughput and memory-efficient inference and serving engine for LLMs

Python 75,166 15,132 Updated Apr 3, 2026

πŸš€ A simple way to launch, train, and use PyTorch models on almost any device and distributed configuration, automatic mixed precision (including fp8), and easy-to-configure FSDP and DeepSpeed support

Python 9,590 1,321 Updated Apr 2, 2026

πŸ€— PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.

Python 20,879 2,233 Updated Apr 2, 2026

πŸš€ Accelerate inference and training of πŸ€— Transformers, Diffusers, TIMM and Sentence Transformers with easy to use hardware optimization tools

Python 3,348 632 Updated Apr 2, 2026

πŸ€— Diffusers: State-of-the-art diffusion models for image, video, and audio generation in PyTorch.

Python 33,251 6,891 Updated Apr 3, 2026

πŸ€— 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.

Python 158,757 32,726 Updated Apr 3, 2026