Machine Learning Training on a Real Processing-in-Memory System

v1v2 (latest)

Machine Learning Training on a Real Processing-in-Memory System

13 June 2022

Juan Gómez Luna

Geraldo F. Oliveira

Gagandeep Singh

ArXiv (abs)PDF HTML

Papers citing "Machine Learning Training on a Real Processing-in-Memory System"

14 / 14 papers shown

Title
High-throughput Pairwise Alignment with the Wavefront Algorithm using Processing-in-Memory Safaa Diab Amir Nassereldine M. Alser Juan Gómez Luna O. Mutlu I. E. Hajj FedML 88 24 0 05 Apr 2022
GenStore: A High-Performance and Energy-Efficient In-Storage Computing System for Genome Sequence Analysis Nika Mansouri-Ghiasi Jisung Park Harun Mustafa Jeremie S. Kim Ataberk Olgun ... N. Alserr Rachata Ausavarungnirun Nandita Vijaykumar M. Alser O. Mutlu 65 28 0 21 Feb 2022
Benchmarking Memory-Centric Computing Systems: Analysis of Real Processing-in-Memory Hardware Juan Gómez Luna I. E. Hajj Ivan Fernandez Christina Giannoula Geraldo F. Oliveira O. Mutlu 67 67 0 04 Oct 2021
Google Neural Network Models for Edge Devices: Analyzing and Mitigating Machine Learning Inference Bottlenecks Amirali Boroumand Saugata Ghose Berkin Akin Ravi Narayanaswami Geraldo F. Oliveira Xiaoyu Ma Eric Shiu O. Mutlu 68 86 0 29 Sep 2021
Accelerating Weather Prediction using Near-Memory Reconfigurable Fabric Gagandeep Singh D. Diamantopoulos Juan Gómez Luna C. Hagleitner S. Stuijk Henk Corporaal O. Mutlu 66 25 0 19 Jul 2021
FPGA-Based Near-Memory Acceleration of Modern Data-Intensive Applications Gagandeep Singh M. Alser Damla Senol Cali D. Diamantopoulos Juan Gómez Luna Henk Corporaal O. Mutlu 51 76 0 11 Jun 2021
QUAC-TRNG: High-Throughput True Random Number Generation Using Quadruple Row Activation in Commodity DRAM Chips Ataberk Olgun Minesh Patel A. G. Yaglikçi Haocong Luo Jeremie S. Kim Nisa Bostanci Nandita Vijaykumar Oguz Ergin O. Mutlu 63 64 0 19 May 2021
Benchmarking a New Paradigm: An Experimental Analysis of a Real Processing-in-Memory Architecture Juan Gómez Luna I. E. Hajj Ivan Fernandez Christina Giannoula Geraldo F. Oliveira O. Mutlu 59 86 0 09 May 2021
DAMOV: A New Methodology and Benchmark Suite for Evaluating Data Movement Bottlenecks Geraldo F. Oliveira Juan Gómez Luna Lois Orosa Saugata Ghose Nandita Vijaykumar Ivan Fernandez Mohammad Sadrosadati O. Mutlu 93 84 0 08 May 2021
SISA: Set-Centric Instruction Set Architecture for Graph Mining on Processing-in-Memory Systems Maciej Besta Raghavendra Kanakagiri Grzegorz Kwa'sniewski Rachata Ausavarungnirun Jakub Beránek ... Salvatore Di Girolamo Marek Konieczny Nils Blach O. Mutlu Torsten Hoefler 41 86 0 15 Apr 2021
SynCron: Efficient Synchronization Support for Near-Data-Processing Architectures Christina Giannoula Nandita Vijaykumar Nikela Papadopoulou Vasileios Karakostas Ivan Fernandez Juan Gómez Luna Lois Orosa N. Koziris G. Goumas O. Mutlu 154 85 0 19 Jan 2021
In-Datacenter Performance Analysis of a Tensor Processing Unit N. Jouppi C. Young Nishant Patil David Patterson Gaurav Agrawal ... Vijay Vasudevan Richard Walter Walter Wang Eric Wilcox Doe Hyun Yoon 237 4,644 0 16 Apr 2017
TensorFlow: A system for large-scale machine learning Martín Abadi P. Barham Jianmin Chen Zhiwen Chen Andy Davis ... Vijay Vasudevan Pete Warden Martin Wicke Yuan Yu Xiaoqiang Zhang GNN AI4CE 433 18,361 0 27 May 2016
cuDNN: Efficient Primitives for Deep Learning Sharan Chetlur Cliff Woolley Philippe Vandermersch Jonathan M. Cohen J. Tran Bryan Catanzaro Evan Shelhamer 137 1,849 0 03 Oct 2014