Yiying Zhang


Non-Volatile Main Memory

Fast, non-volatile memory technologies such as phase change memory (PCM), spin-transfer torque magnetic memories (STTMs), and the memristor are poised to radically alter the performance landscape for storage systems. They will blur the line between storage and memory, forcing designers to rethink how volatile and non-volatile data interact and how to manage NVM as reliable storage.

Attaching NVMs directly to processors will produce non-volatile main memories (NVMMs), exposing the performance, flexibility, and persistence of these memories to applications. However, taking full advantage of these benefits of NVMMs will require changes in system software.


Distributed Shared Persistent Memory

NVMs have the potential to greatly improve the performance and reliability of large-scale applications in datacenters. However, it is still unclear how to best utilize them in distributed, datacenter environments.

We introduce Distributed Shared Persistent Memory (DSPM), a new framework for using persistent memories in distributed datacenter environments. DSPM provides a new abstraction that allows applications to both perform traditional memory load and store instructions and to name, share, and persist their data. We built Hotpot, a kernel-level DSPM system that provides low-latency, transparent memory accesses, data persistence, data reliability, and high availability.


Reliable and Highly-Available NVMM

NVMM would be especially useful in large-scale data center environments, where reliability and availability are critical. However, providing reliability and availability to NVMM is challenging, since the latency of data replication can squander the low latency that NVMM can provide.

Mojim is a system that provides the reliability and availability that large-scale storage systems require, while preserving the performance of NVMM. Mojim achieves these goals by using a two-tier architecture in which the primary tier contains a mirrored pair of nodes and the secondary tier contains one or more secondary backup nodes with weakly consistent copies of data. Mojim uses highly-optimized replication protocols, software, and networking stacks. Our evaluation results show that surprisingly Mojim provides replicated NVMM with similar or even better performance than un-replicated NVMM (reducing latency by 27% to 63% and delivering between 0.4 and 2.7X the throughput). Mojim also outperforms MongoDB's replication system by 3.4 to 4X.


Application Performance Study with NVMM

We conduct a study of storage application performance with NVMM using a hardware NVMM emulator that allows fine-grain tuning of NVMM performance parameters. Our evaluation results show that NVMM improves storage application performance significantly over flash-based SSDs and HDDs. When comparing realistic NVMM to idealized NVMM with the same performance as DRAM, we find that although NVMM is projected to have higher latency and lower bandwidth than DRAM, these difference have only a modest impact on application performance. A much larger drag on NVMM performance is the cost of ensuring data resides safely in the NVMM (rather than the volatile caches) so that applications can make strong guarantees about persistence and consistency. In response, we propose an optimized approach to flushing data from CPU caches that minimizes this cost. Our evaluation shows that this technique significantly improves performance for applications that require strict durability and consistency guarantees over large regions of memory.


Related Publications

Distributed Shared Persistent Memory
Yizhou Shan, Shin-Yeh Tsai, Yiying Zhang
To appear in the Proceedings of the ACM Symposium on Cloud Computing 2017 (SoCC '17)

A Study of Application Performance with Non-Volatile Main Memory
Yiying Zhang, Steven Swanson
Proceedings of the 31st IEEE Conference on Massive Data Storage (MSST '15)

Mojim: A Reliable and Highly-Available Non-Volatile Memory System
Yiying Zhang, Jian Yang, Amirsaman Memaripour, Steven Swanson
Proceedings of the 20th International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS '15)

Mojim: A Reliable and Highly-Available Non-Volatile Memory System
Yiying Zhang, Jian Yang, Amirsaman Memaripour, Steven Swanson
Poster at the 11th USENIX Symposium on Operating Systems Design and Implementation (OSDI '14)