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

Python 74,707 14,957 Updated Mar 30, 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 9,584 1,318 Updated Mar 23, 2026

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

Python 20,861 2,232 Updated Mar 27, 2026

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

Python 3,344 628 Updated Mar 13, 2026

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

Python 33,208 6,881 Updated Mar 30, 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 158,548 32,676 Updated Mar 30, 2026