While powerful NLPs models, like LLMs, are resource-intensive, often requiring large-scale infrastructure to perform efficiently. ML Practitioners are tasked to balance performance with size to deploy them in production environments.
This is where Pruna comes into play.
Pruna addresses these problems by providing advanced compression techniques. Pruna’s optimization methods streamline performance for LLMs, making them 4x times faster without sacrificing quality.
For LLMs and NLPs, quantization and compilation are the
preferred methods for optimizing speed and accuracy.
By using Pruna, you gain access to the most advanced optimization engine, capable of smashing any AI model with the latest compression methods for unmatched performance.
AI models are getting bigger, demanding more GPUs, slowing performance, and driving up costs and emissions. ML practitioners are left burdened with solving these inefficiencies.