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Most data intensive applications often access only a few fields of theobjects they are operating on. Since NVM provides fast, byte-addressable accessto durable memory, it is possible to access various fields of an object storedin NVM directly without incurring any serialization and deserialization cost.This paper proposes a novel tiered object storage model that modifies a datastructure such that only a chosen subset of fields of the data structure arestored in NVM, while the remaining fields are stored in a cheaper (and atraditional) storage layer such as HDDs/SSDs. We introduce a novellinear-programming based optimization framework for deciding the fieldplacement. Our proof of concept demonstrates that a tiered object storage modelimproves the execution time of standard operations by up to 50\% by avoidingthe cost of serialization/deserialization and by reducing the memory footprintof operations.

Tiered Object Storage using Persistent Memory