NVIDIA FLARE 如何跨 Docker、Kubernetes 和 Slurm 扩展联邦学习
Scaling Federated Learning Across Docker, Kubernetes, and Slurm with NVIDIA FLARE
NVIDIA FLARE 支持在 Docker、Kubernetes 和 Slurm 上运行联邦学习，解决项目从单服务器、少量客户端扩展到共享基础设施时的编排问题。随着规模增长，GPU 需按需分配、多项研究需相互隔离，且每个参与机构都要保留对自身数据的控制权。
Federated learning (FL) projects often begin with a straightforward setup: one server, a few clients, and one dataset at each site. As those projects grow, the...
Federated learning (FL) projects often begin with a straightforward setup: one server, a few clients, and one dataset at each site. As those projects grow, the challenge shifts from running an algorithm to operating shared infrastructure. GPUs must be allocated when jobs need them, multiple research studies must remain separated, and every participating organization must retain control of its own…
来源：NVIDIA Developer Blog · developer.nvidia.com