GPU Aggregation
One potential solution to the limitations of individual GPUs is GPU aggregation. GPU aggregation involves grouping multiple GPUs together to form a single, more powerful unit. This can be achieved through various means, including:
- Direct Liquid Cooling (DLC): A system that uses liquid cooling to cool multiple GPUs, allowing them to operate at higher temperatures and perform more computations.
- Multi-GPU Systems: A system that uses multiple GPUs, each with its own memory and compute resources, to form a single, more powerful unit.
- GPU Clustering: A system that groups multiple GPUs together to form a single, more powerful unit, using techniques such as PCIe switching and NVLink.