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Optimum is an extension of Hugging Face Transformers, Diffusers, TIMM, and Sentence-Transformers, designed to provide a suite of optimization tools. It enables maximum efficiency for training and running models on targeted hardware, simplifying the process for developers. This library helps users achieve significant performance gains across various machine learning workflows.