The embodiments disclosed herein include an interconnection network that is configured to provide data communication between storage processing units. The disclosed interconnection network can be particularly effective when the storage processing units are configured to locally perform scientific computations. The disclosed interconnection network can enable localized, high throughput, and low latency data communication between storage processing units without overloading the host system.