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The compute-storage framework is responsible for data storage and processing,and acts as the digital chassis of all upper-level businesses. The performanceof the framework affects the business's processing throughput, latency, jitter,and etc., and also determines the theoretical performance upper bound that thebusiness can achieve. In financial applications, the compute-storage frameworkmust have high reliability and high throughput, but with low latency as well aslow jitter characteristics. For some scenarios such as hot-spot account update,the performance of the compute-storage framework even surfaces to become aserver performance bottleneck of the whole business system. In this paper, westudy the hot-spot account issue faced by Alipay and present our excitingsolution to this problem by developing a new compute-storage system, calledMaxwell. Maxwell is a distributed compute-storage system with integratedhardware and software optimizations. Maxwell does not rely on any specifichardware (e.g. GPUs or FPGAs). Instead, it takes deep advantage of computercomponents' characteristics, such as disk, network, operating system and CPU,and aims to emit the ultimate performance of both hardware and software. Incomparison with the existing hot-spot account updating solutions deployedonline, Maxwell achieves three orders of magnitude performance improvement forend-to-end evaluation. Meanwhile, Maxwell also demonstrates remarkableperformance gains in other related businesses of Ant Group.

Maxwell: a hardware and software highly integrated compute-storage system