layer-by-layer

An investigation into why dual RTX 5060 Ti GPUs max out at ~50% utilization when running large LLMs like Qwen 27B reveals that memory bandwidth is the bottleneck and layer-by-layer splitting causes idle time, making it a relay race rather than parallel computation.