A method and system for providing memory in a computer system. The method includes receiving a memory access request for a shared memory address from a processor, mapping the received memory access request to at least one virtual memory pool to produce a mapping result, and providing the mapping result to the processor.

Mechanisms, including systems, methods, and media, for tuning a solid-state drive (SSD) are provided, the mechanisms including: providing as an input to a first neural network (NN) current parameter settings (PSs) of the SSD; receiving as an output from the first NN at least one adjustment to the current PSs; based on the at least one adjustment, adjusting the current PSs of the SSD so that the SSD is using adjusted PSs; causing the SSD to execute a workload using the adjusted PSs; determining performance data of the SSD while executing the workload; determining a reward value based on the performance data; and back propagating the first NN based on the reward value.

An efficient structure and methodology are provided for implementing a dual-port memory module to provide improved memory capacity composability, expansion and sharing. This dual-port memory module uses high-speed SerDes or Optical based redundant access ports for connection to one or more CPUs or compute nodes, where each access port may access part or all of the module's memory capacity under configuration. This provides improvement for memory capacity composability, expansion through memory sharing and improved memory access performance and reliability for composable computing applications.