Performance and Energy evaluation of Spark applications on low-power SoC

被引：0

作者：

Kachris, Christoforos ^{[1
]}

Stamelos, Ioannis ^{[2
]}

Soudris, Dimitrios ^{[2
]}

机构：

[1] Inst Commun & Comp Syst ICCS NTUA, Athens, Greece

[2] Natl Tech Univ Athens, Athens, Greece

来源：

PROCEEDINGS OF 2016 INTERNATIONAL CONFERENCE ON EMBEDDED COMPUTER SYSTEMS: ARCHITECTURES, MODELING AND SIMULATION (SAMOS) | 2016年

关键词：

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Microservers have recently gained attention as low-cost, low power, reduced footprint servers that are mainly based on energy efficient processors such as the ones used in embedded systems. Microservers based on low-power embedded processors are mainly targeting lightweight applications or parallel applications that benefit most from individual low-power servers with sufficient I/O between nodes rather than high performance processors. In this paper we evaluate the mapping of Apache Spark on low-power SoC-based processors. Apache Spark is one of the most widely framework in cloud computing for batch and streaming data analytics. We evaluate the energy efficiency of low-power SoCs that are used in embedded system for the execution of several Spark applications. The performance evaluation shows that low-power SoCs have the potential to offer up to 3x higher energy efficiency compared to high performance processors typically used in data centers.

引用

页码：300 / 305

页数：6

共 50 条

[1] SoC Low-Power Practices for Wireless Applications
Darbel, Nicolas
Lecomte, Stephane
DESIGN, AUTOMATION & TEST IN EUROPE, 2013, : 778 - 778
[2] Energy Efficient Peripheral and System Buses for Low-Area and Low-Power SoC Applications
Romero, Juan
Cuevas, Nestor
Roa, Elkim
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2020, 67 (05) : 866 - 870
[3] Low-power SoC design techniques for Bluetooth/Bluetooth Low Energy
Majima, Hideaki
2015 IEEE INTERNATIONAL SYMPOSIUM ON RADIO-FREQUENCY INTEGRATION TECHNOLOGY (RFIT), 2015, : 10 - 12
[4] Low-Power SoC Design and System Implementation for Medical Applications
Cheng, Yuhua
Chen, Hongming
2013 FIRST INTERNATIONAL SYMPOSIUM ON FUTURE INFORMATION AND COMMUNICATION TECHNOLOGIES FOR UBIQUITOUS HEALTHCARE (UBI-HEALTHTECH), 2013,
[5] Low-power issues for SoC
Lazorenko, Dmytro I.
Chemeris, Alexander A.
2006 IEEE TENTH INTERNATIONAL SYMPOSIUM ON CONSUMER ELECTRONICS, PROCEEDINGS, 2006, : 573 - +
[6] A High-Performance Low-Power SoC for Mobile One-Time Password Applications
Mai, Songping
Li, Chunhong
Zhao, Yixin
Zhang, Chun
Wang, Zhihua
2013 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2013, : 1436 - 1439
[7] Analysing the radiation reliability, performance and energy consumption of low-power SoC through heterogeneous parallelism
Badia, Jose M.
Leon, German
Garcia-Valderas, Mario
Belloch, Jose A.
Lindoso, Almudena
Entrena, Luis
SUSTAINABLE COMPUTING-INFORMATICS & SYSTEMS, 2024, 44
[8] Power crisis in SoC design: Strategies for constructing low-power, high-performance SoC designs
Brock, K
Edwards, C
Lannoo, R
Schlichtmann, U
Domic, A
Benkoski, J
Overhauser, D
Kliment, M
DESIGN, AUTOMATION AND TEST IN EUROPE CONFERENCE AND EXHIBITION, 2002 PROCEEDINGS, 2002, : 538 - 538
[9] Monotonic and low-power digitally controlled oscillator with portability for SoC applications
Sheng, D.
Chung, C. -C.
Lan, J. -C.
Lai, H. -F.
ELECTRONICS LETTERS, 2012, 48 (06) : 321 - 322
[10] A Low-Power and Portable Spread Spectrum Clock Generator for SoC Applications
Sheng, Duo
Chung, Ching-Che
Lee, Chen-Yi
IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 2011, 19 (06) : 1113 - 1117

← 1 2 3 4 5 →