// Run models locally
optimumv2.3.0
🚀 Accelerate inference and training of 🤗 Transformers, Diffusers, TIMM and Sentence Transformers with easy to use hardware optimization tools
Open source Maintained For developers
IN ONE PARAGRAPH
optimum is 🚀 Accelerate inference and training of 🤗 Transformers, Diffusers, TIMM and Sentence Transformers with easy to use hardware optimization tools.
Good for: Developers and teams who want to run models locally.
01How to start
- 1Read the official quick-start (link above).
- 2Install from the official package registry:
pip install optimum - 3Try it on a small example before wiring it into a project.
02Alternatives & comparison
Compare side by side → ncnn ncnn is a high-performance neural network inference framework optimized for the mobile platform ★ 24k inference Swap GPT for any LLM by changing a single line of code. Xinference lets you run open-source, speech, and multimodal models on cloud, on-prem, or your laptop — all through one unified, production-ready inference API. ★ 9.6k onnxruntime ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator ★ 22k LMCache LMCache: Supercharge Your LLM with the Fastest KV Cache Layer ★ 12k openvino OpenVINO™ is an open source toolkit for optimizing and deploying AI inference ★ 11k
03Related
- ›Elements of AI · 赫尔辛基大学 / MinnaLearnMultilingual (incl. EN/ZH)
- ›AI For Everyone · DeepLearning.AI / 吴恩达English
- ›Generative AI for Everyone · DeepLearning.AI / 吴恩达English
- ›Introduction to Generative AI 学习路径 · Google Cloud SkillsEnglish
- ›Microsoft Learn: Fundamentals of Generative AI · Microsoft LearnMultilingual (incl. EN/ZH)
- All tutorials →