Caratterizzazione del traffico per Cluster GPU ad Alte Prestazioni nell'Era dell'AI Generativa

Growing and steady interest in generative AI is being shown all around the world, with new use cases being discovered continuously in every field of human activity. Due to the nature of this technology, these applications must be supported by a few highly dense data centres hosting thousands of computational machines. Inside one of these networks, computational devices behave as a single computational entity thanks to communication. According to Amdahl's law, communication causes performance degradation, so a deep understanding and its optimization are desperately needed. This study uses a new generation simulator and AI theory to explain communication patterns between the computational beasts living in the data centre jungle.