Pruna AI is a European startup focused on AI model compression, releasing an open-source framework that incorporates techniques like caching, pruning, quantization, and distillation. Co-founder John Rachwan explained that the framework not only standardizes the processes of saving, loading, and evaluating compressed models, but it also assesses the potential quality loss due to compression. By offering this resource, Pruna AI aims to provide solutions akin to those of Hugging Face but specifically for model efficiency methods, addressing a gap in the market for comprehensive tools in this domain.
We also standardize saving and loading the compressed models, applying combinations of these compression methods, and also evaluating your compressed model after you compress it.
If I were to use a metaphor, we are similar to how Hugging Face standardized transformers and diffusers - how to call them, how to save them, load them, etc.
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