@inproceedings{ad649e74bf2a4a448a0d2725f1d71dde,
title = "Application-Transparent near-memory processing architecture with memory channel network",
abstract = "The physical memory capacity of servers is expected to increase drastically with deployment of the forthcoming non-volatile memory technologies. This is a welcomed improvement for emerging data-intensive applications. For such servers to be cost-effective, nonetheless, we must cost-effectively increase compute throughput and memory bandwidth commensurate with the increase in memory capacity without compromising application readiness. Tackling this challenge, we present Memory Channel Network (MCN) architecture in this paper. Specifically, first, we propose an MCN DIMM, an extension of a buffered DIMM where a small but capable processor called MCN processor is integrated with a buffer device on the DIMM for near-memory processing. Second, we implement device drivers to give the host and MCN processors in a server an illusion that they are independent heterogeneous nodes connected through an Ethernet link. These allow the host and MCN processors in a server to run a given data-intensive application together based on popular distributed computing frameworks such as MPI and Spark without any change in the host processor hardware and its application software, while offering the benefits of high-bandwidth and low-latency communications between the host and the MCN processors over memory channels. As such, MCN can serve as an application-Transparent framework which can seamlessly unify near-memory processing within a server and distributed computing across such servers for data-intensive applications. Our simulation running the full software stack shows that a server with 8 MCN DIMMs offers 4.56X higher throughput and consume 47.5\% less energy than a cluster with 9 conventional nodes connected through Ethernet links, as it facilitates up to 8.17X higher aggregate DRAM bandwidth utilization. Lastly, we demonstrate the feasibility of MCN with an IBM POWER8 system and an experimental buffered DIMM.",
keywords = "Application Transparent, Buffer Device, Distributed Systems, DRAM, Ethernet, Memory Channel, Mobile Processors, Near Memory Processing, Processing In Memory, TCP IP",
author = "Mohammad Alian and Min, \{Seung Won\} and Hadi Asgharimoghaddam and Ashutosh Dhar and Wang, \{Dong Kai\} and Thomas Roewer and Adam McPadden and Oliver O'Halloran and Deming Chen and Jinjun Xiong and Daehoon Kim and Hwu, \{Wen Mei\} and Kim, \{Nam Sung\}",
note = "Publisher Copyright: {\textcopyright} 2018 IEEE.; 51st Annual IEEE/ACM International Symposium on Microarchitecture, MICRO 2018 ; Conference date: 20-10-2018 Through 24-10-2018",
year = "2018",
month = dec,
day = "12",
doi = "10.1109/MICRO.2018.00070",
language = "English",
series = "Proceedings of the Annual International Symposium on Microarchitecture, MICRO",
publisher = "IEEE Computer Society",
pages = "802--814",
booktitle = "Proceedings - 51st Annual IEEE/ACM International Symposium on Microarchitecture, MICRO 2018",
address = "United States",
}