Amdahl's law in the context of heterogeneous many‐core systems–a survey

MAN Al‐hayanni, F Xia, A Rafiev… - IET Computers & …, 2020 - Wiley Online Library
For over 50 years, Amdahl's Law has been the hallmark model for reasoning about
performance bounds for homogeneous parallel computing resources. As heterogeneous …

The effect of communication and synchronization on Amdahl's law in multicore systems

L Yavits, A Morad, R Ginosar - Parallel Computing, 2014 - Elsevier
This work analyses the effects of sequential-to-parallel synchronization and inter-core
communication on multicore performance, speedup and scaling from Amdahl's law …

Exploiting processor heterogeneity in interactive services

S Ren, Y He, S Elnikety, KS McKinley - 10th International Conference on …, 2013 - usenix.org
To add processing power under power constraints, emerging heterogeneous processors
include fast and slow cores on the same chip. This paper demonstrates that this …

Efficient multi-GPU shared memory via automatic optimization of fine-grained transfers

H Muthukrishnan, D Nellans, D Lustig… - 2021 ACM/IEEE 48th …, 2021 - ieeexplore.ieee.org
Despite continuing research into inter-GPU communication mechanisms, extracting
performance from multi-GPU systems remains a significant challenge. Inter-GPU …

Predicting potential speedup of serial code via lightweight profiling and emulations with memory performance model

M Kim, P Kumar, H Kim, B Brett - 2012 IEEE 26th International …, 2012 - ieeexplore.ieee.org
We achieve very small runtime overhead: approximately a 1.2-10 times slowdown and
moderate memory consumption. We demonstrate the effectiveness of Parallel Prophet in …

Advancements in Accelerating Deep Neural Network Inference on AIoT Devices: A Survey

L Cheng, Y Gu, Q Liu, L Yang, C Liu… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
The amalgamation of artificial intelligence with Internet of Things (AIoT) devices have seen a
rapid surge in growth, largely due to the effective implementation of deep neural network …

[PDF][PDF] A survey on Amdahl's law extension in multicore architectures

BM Al-Babtain, FJ Al-Kanderi, MF Al-Fahad… - International Journal of …, 2013 - academia.edu
Multicore architectures represent the future of computing since they provide cost effective
solutions to improve throughput and performance of parallel programs while keeping power …

A generic energy optimization framework for heterogeneous platforms using scaling models

U Gupta, S Korrapati, N Matturu, UY Ogras - Microprocessors and …, 2016 - Elsevier
Mobile platforms are becoming highly heterogeneous by combining a powerful
multiprocessor system-on-a-chip (MpSoC) with numerous other resources, including …

Thread count prediction model: Dynamically adjusting threads for heterogeneous many-core systems

T Ju, W Wu, H Chen, Z Zhu… - 2015 IEEE 21st …, 2015 - ieeexplore.ieee.org
Determining an appropriate thread count for a multithread application running on a
heterogeneous many-core system is crucial for improving computing performance and …

Application configuration selection for energy-efficient execution on multicore systems

S Wang, B Luo, W Shi, D Tiwari - Journal of Parallel and Distributed …, 2016 - Elsevier
Modern computer systems are designed to balance performance and energy consumption.
Several run-time factors, such as concurrency levels, thread mapping strategies, and …