A modern primer on processing in memory

O Mutlu, S Ghose, J Gómez-Luna… - … computing: from devices …, 2022 - Springer
Modern computing systems are overwhelmingly designed to move data to computation. This
design choice goes directly against at least three key trends in computing that cause …

Processing data where it makes sense: Enabling in-memory computation

O Mutlu, S Ghose, J Gómez-Luna… - Microprocessors and …, 2019 - Elsevier
Today's systems are overwhelmingly designed to move data to computation. This design
choice goes directly against at least three key trends in systems that cause performance …

Enabling practical processing in and near memory for data-intensive computing

O Mutlu, S Ghose, J Gómez-Luna… - Proceedings of the 56th …, 2019 - dl.acm.org
Modern computing systems suffer from the dichotomy between computation on one side,
which is performed only in the processor (and accelerators), and data storage/movement on …

Enabling the adoption of processing-in-memory: Challenges, mechanisms, future research directions

S Ghose, K Hsieh, A Boroumand… - arXiv preprint arXiv …, 2018 - arxiv.org
Poor DRAM technology scaling over the course of many years has caused DRAM-based
main memory to increasingly become a larger system bottleneck. A major reason for the …

Benchmarking a new paradigm: An experimental analysis of a real processing-in-memory architecture

J Gómez-Luna, IE Hajj, I Fernandez… - arXiv preprint arXiv …, 2021 - arxiv.org
Many modern workloads, such as neural networks, databases, and graph processing, are
fundamentally memory-bound. For such workloads, the data movement between main …

Benchmarking a new paradigm: Experimental analysis and characterization of a real processing-in-memory system

J Gómez-Luna, I El Hajj, I Fernandez… - IEEE …, 2022 - ieeexplore.ieee.org
Many modern workloads, such as neural networks, databases, and graph processing, are
fundamentally memory-bound. For such workloads, the data movement between main …

Processing-in-memory: A workload-driven perspective

S Ghose, A Boroumand, JS Kim… - IBM Journal of …, 2019 - ieeexplore.ieee.org
Many modern and emerging applications must process increasingly large volumes of data.
Unfortunately, prevalent computing paradigms are not designed to efficiently handle such …

[HTML][HTML] A survey on processing-in-memory techniques: Advances and challenges

K Asifuzzaman, NR Miniskar, AR Young, F Liu… - … , Devices, Circuits and …, 2023 - Elsevier
Abstract Processing-in-memory (PIM) techniques have gained much attention from computer
architecture researchers, and significant research effort has been invested in exploring and …

Data-centric computing frontiers: A survey on processing-in-memory

P Siegl, R Buchty, M Berekovic - Proceedings of the Second …, 2016 - dl.acm.org
A major shift from compute-centric to data-centric computing systems can be perceived, as
novel big data workloads like cognitive computing and machine learning strongly enforce …

A case study of {Processing-in-Memory} in {off-the-Shelf} systems

J Nider, C Mustard, A Zoltan, J Ramsden, L Liu… - 2021 USENIX Annual …, 2021 - usenix.org
We evaluate a new processing-in-memory (PIM) architecture from UPMEM that was built
and deployed in an off-the-shelf server. Systems designed to perform computing in or near …