Major cloud providers such as Amazon, Google and Microsoft provide nowadays some form of infrastructure as a service (IaaS) which allows deploying services in the form of virtual machines, containers or bare-metal instances. Although software-based solutions like homomorphic encryption exit, privacy concerns greatly hinder the deployment of such services over public clouds. It is particularly difficult for homomorphic encryption to match performance requirements of modern workloads. Evaluating simple operations on basic data types with HElib, a homomorphic encryption library, against their unencrypted counter part reveals that homomorphic encryption is still impractical under realistic workloads.
翻译:亚马逊、谷歌和微软等主要云源供应商现在提供某种形式的基础设施,作为服务(IaaS),允许以虚拟机器、集装箱或光金属场景的形式部署服务。尽管基于软件的解决方案,如同质加密退出,但隐私问题严重妨碍在公共云层上部署此类服务。同质加密尤其难以满足现代工作量的性能要求。 与同质加密图书馆Helib(同质加密图书馆)评估基本数据类型方面的简单操作,与其未加密的反面部分相比,表明在现实工作量下,同质加密仍然不切实际。