Скачать или смотреть HEART 2024 Tutorial: Memory-Centric Computing Systems

HEART 2024 Tutorial: Real-world Processing-in-Memory Systems for Modern Workloads
https://events.safari.ethz.ch/heart24...

Organizers: Geraldo F. Oliveira & Professor Onur Mutlu
Date: 21.06.2024
Agenda
10:30 am-11:00 am, Prof. Onur Mutlu / Geraldo F. Oliveira, “Memory-Centric Computing: Introduction to PIM as a Paradigm to Overcome the Data Movement Bottleneck.”
Introduction: PIM as a paradigm to overcome the data movement bottleneck. Workload analysis and system bottlenecks.
PIM taxonomy: technology, location, and nature of computation (e.g., PNM (processing-near-memory) and PUM (processing-using-memory).
Advances in different types of PIM at different parts of the memory/storage systems.
Research challenges and opportunities in PIM systems, with a focus on enabling adoption in the real world.
11:00 am-11:20 am, Geraldo F. Oliveira, “Real-World PNM Systems.”
Example real-world PNM systems: UPMEM PIM, Samsung HBM-PIM & CXL-PNM, SK Hynix AiM & CMS 2.0, Samsung AxDIMM, Alibaba PNM, Mythic.
11:30 am-12:00 pm, Geraldo F. Oliveira, “PUM Systems for Bulk Bitwise Operations.”
PUM systems for bulk bitwise operations in simulated and off-the-shelf memory technologies (DRAM, SRAM, and NVM).
12:30 pm-02:00pm, Lunch break.
02:00 pm-02:30 pm, Geraldo F. Olveira, “PIM Programming & Infrastructure for PIM Research.”
Programming techniques and tools for PIM systems.
Infrastructures for doing PIM Research (simulation, real systems, FPGA prototypes).
02:30 pm-03:00 pm, Geraldo F. Oliveira, “Introduction/Preparation for Hands-on Labs.”
Optional - Hands-on Lab: Programming and Understanding a Real PIM Architecture.

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Recommended Readings:
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A Modern Primer on Processing in Memory
https://people.inf.ethz.ch/omutlu/pub...

Processing Data Where It Makes Sense: Enabling In-Memory Computation
https://people.inf.ethz.ch/omutlu/pub...

Processing-in-Memory: A Workload-Driven Perspective
https://people.inf.ethz.ch/omutlu/pub...

Benchmarking a New Paradigm: An Experimental Analysis of a Real Processing-in-Memory Architecture
https://people.inf.ethz.ch/omutlu/pub...

Benchmarking Memory-Centric Computing Systems: Analysis of Real Processing-in-Memory Hardware
https://people.inf.ethz.ch/omutlu/pub...

SIMDRAM: An End-to-End Framework for Bit-Serial SIMD Computing in DRAM
https://people.inf.ethz.ch/omutlu/pub...

DAMOV: A New Methodology and Benchmark Suite for Evaluating Data Movement Bottlenecks
https://people.inf.ethz.ch/omutlu/pub...

Intelligent Architectures for Intelligent Computing Systems
https://people.inf.ethz.ch/omutlu/pub...

RowHammer: A Retrospective
https://people.inf.ethz.ch/omutlu/pub...

RECOMMENDED LECTURE VIDEOS & PLAYLISTS:
========================================
P&S Data-Centric Architectures: Fundamentally Improving Performance and Energy (Fall 2022)
   • Livestream - P&S Data-Centric Architecture...  

P&S Programming Heterogeneous Computing Systems with GPUs and other Accelerators (Fall 2022)
   • Livestream - P&S Programming Heterogeneous...  

Computer Architecture Fall 2022 Lectures Playlist:
   • Livestream - Computer Architecture - ETH Z...  

Digital Design and Computer Architecture Spring 2022 Livestream Lectures Playlist:
   • Livestream - Digital Design and Computer A...  

Featured Lectures:
   • Onur Mutlu - Supercomputing Frontiers Euro...  

Interview with Professor Onur Mutlu:
   • Interview with Onur Mutlu @ ISCA 2019 on c...  

The Story of RowHammer Lecture:
   • The Story of Rowhammer - Secure Hardware, ...  

Accelerating Genome Analysis Lecture:
   • Accelerating Genome Analysis: A Primer on ...  

Memory-Centric Computing Systems Tutorial at IEDM 2021:
   • IEDM 2020 Tutorial: Memory-Centric Computi...  

Intelligent Architectures for Intelligent Machines Lecture:
   • Onur Mutlu - Invited Talk @ Seoul National...