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 …

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 …

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 …

PiDRAM: A Holistic End-to-end FPGA-based Framework for Processing-in-DRAM

A Olgun, JG Luna, K Kanellopoulos, B Salami… - ACM Transactions on …, 2022 - dl.acm.org
Commodity DRAM-based processing-using-memory (PuM) techniques that are supported
by off-the-shelf DRAM chips present an opportunity for alleviating the data movement …

Evaluating machine learningworkloads on memory-centric computing systems

J Gómez-Luna, Y Guo, S Brocard… - … Analysis of Systems …, 2023 - ieeexplore.ieee.org
Training machine learning (ML) algorithms is a computationally intensive process, which is
frequently memory-bound due to repeatedly accessing large training datasets. As a result …

Transpimlib: Efficient transcendental functions for processing-in-memory systems

GF Oliveira, J Gómez-Luna… - … Analysis of Systems …, 2023 - ieeexplore.ieee.org
Processing-in-memory (PIM) promises to alleviate the data movement bottleneck in modern
computing systems. However, current real-world PIM systems have the inherent …

Dimm-link: Enabling efficient inter-dimm communication for near-memory processing

Z Zhou, C Li, F Yang, G Sun - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
DIMM-based near-memory processing architectures (DIMM-NMP) have received growing
interest from both academia and industry. They have the advantages of large memory …

Pathfinding Future PIM Architectures by Demystifying a Commercial PIM Technology

B Hyun, T Kim, D Lee, M Rhu - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
Processing-in-memory (PIM) has been explored for decades by computer architects, yet it
has never seen the light of day in real-world products due to its high design overheads and …

pluto: Enabling massively parallel computation in dram via lookup tables

JD Ferreira, G Falcao, J Gómez-Luna… - 2022 55th IEEE/ACM …, 2022 - ieeexplore.ieee.org
Data movement between the main memory and the processor is a key contributor to
execution time and energy consumption in memory-intensive applications. This data …

MIMDRAM: An End-to-End Processing-Using-DRAM System for High-Throughput, Energy-Efficient and Programmer-Transparent Multiple-Instruction Multiple-Data …

GF Oliveira, A Olgun, AG Yağlıkçı… - … Symposium on High …, 2024 - ieeexplore.ieee.org
Processing-using-DRAM (PUD) is a processing-in-memory (PIM) approach that uses a
DRAM array's massive internal parallelism to execute very-wide (eg, 16,384-262,144-bit …