Designing Hardware-Friendly LLMs for Maximum Throughput and Interactivity

Artificial intelligence performance is often measured across three key dimensions: accuracy, throughput, and interactivity. While high accuracy is essential, it’s equally important to consider the model’s ability to process large amounts of data quickly and respond promptly to user inputs. In practical systems, these three aspects are intertwined, making it crucial for developers to optimize them simultaneously.