Memory-Centric Computing - Talk at UCLA - 29.11.2022

Why It Matters

Reducing data movement by making memory the focal point of system design can dramatically improve performance and energy efficiency for data-intensive applications, enabling faster, cheaper analysis of exploding data sources like genomics and AI. Adopting memory-centric architectures and online error correction is therefore critical for scaling future compute infrastructure and supporting edge-to-cloud workflows.

Summary

Professor Onur Mutlu outlined the case for memory-centric computing, arguing that modern workloads—especially machine learning and genomics—generate far more data than current systems can efficiently process. He highlighted trends like wafer-scale processor designs and high-bandwidth memory attachments as steps toward co-locating large memory and computation, and emphasized the growing importance of online error correction in memory systems. Mutlu stressed that many data-generating devices (e.g., nanopore sequencers, cameras, edge sensors) are strong at collection but weak at analysis, causing costly data movement to distant general-purpose servers. He sketched accelerator-based solutions (FPGAs with HBM) and architectural shifts to push computation closer to memory and the edge.

Original Description

Title: Memory-Centric Computing

Presenter: Professor Onur Mutlu (https://people.inf.ethz.ch/omutlu/)

Date: October 29, 2022

Slides (pptx):

Slides (pdf):

Recommended Reading:

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A Modern Primer on Processing in Memory

https://arxiv.org/abs/2012.03112

Intelligent Architectures for Intelligent Computing Systems

https://arxiv.org/abs/2012.12381

RowHammer: A Retrospective

https://people.inf.ethz.ch/omutlu/pub/RowHammer-Retrospective_ieee_tcad19.pdf

Fundamentally Understanding and Solving RowHammer

https://arxiv.org/abs/2211.07613

RECOMMENDED LECTURE VIDEOS & PLAYLISTS:

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Computer Architecture Fall 2021 Lectures Playlist:

https://www.youtube.com/watch?v=4yfkM_5EFgo&list=PL5Q2soXY2Zi-Mnk1PxjEIG32HAGILkTOF

Digital Design and Computer Architecture Spring 2021 Livestream Lectures Playlist:

https://www.youtube.com/watch?v=LbC0EZY8yw4&list=PL5Q2soXY2Zi_uej3aY39YB5pfW4SJ7LlN

Featured Lectures:

https://www.youtube.com/watch?v=jVYCchBGNVc&list=PL5Q2soXY2Zi8VrmOTz44l2WupethSdh-M&index=1

Interview with Professor Onur Mutlu:

https://www.youtube.com/watch?v=8ffSEKZhmvo&list=PL5Q2soXY2Zi8VrmOTz44l2WupethSdh-M&index=9

The Story of RowHammer Lecture:

https://www.youtube.com/watch?v=sgd7PHQQ1AI&list=PL5Q2soXY2Zi8D_5MGV6EnXEJHnV2YFBJl&index=39

Accelerating Genome Analysis Lecture:

https://www.youtube.com/watch?v=r7sn41lH-4A&list=PL5Q2soXY2Zi8D_5MGV6EnXEJHnV2YFBJl&index=41

Memory-Centric Computing Systems Tutorial at IEDM 2021:

https://www.youtube.com/watch?v=H3sEaINPBOE&list=PL5Q2soXY2Zi8D_5MGV6EnXEJHnV2YFBJl&index=35

Intelligent Architectures for Intelligent Machines Lecture:

https://www.youtube.com/watch?v=GTieZPY4Wmc&list=PL5Q2soXY2Zi8D_5MGV6EnXEJHnV2YFBJl&index=38

Computer Architecture Fall 2020 Lectures Playlist:

https://www.youtube.com/watch?v=c3mPdZA-Fmc&list=PL5Q2soXY2Zi9xidyIgBxUz7xRPS-wisBN

Digital Design and Computer Architecture Spring 2020 Lectures Playlist:

https://www.youtube.com/watch?v=AJBmIaUneB0&list=PL5Q2soXY2Zi_FRrloMa2fUYWPGiZUBQo2

Public Lectures by Onur Mutlu, Playlist:

https://www.youtube.com/watch?v=kgiZlSOcGFM&list=PL5Q2soXY2Zi8D_5MGV6EnXEJHnV2YFBJl

Computer Architecture at Carnegie Mellon Spring 2015 Lectures Playlist:

https://www.youtube.com/watch?v=zLP_X4wyHbY&list=PL5PHm2jkkXmi5CxxI7b3JCL1TWybTDtKq

Rethinking Memory System Design Lecture @stanfordonline :

https://www.youtube.com/watch?v=F7xZLNMIY1E&list=PL5Q2soXY2Zi8D_5MGV6EnXEJHnV2YFBJl&index=4