How much power does your server consume? Estimating wall socket power using RAPL measurements
Kashif Nizam Khan
1, 2
,
Zhonghong Ou
3
,
Mikael Hirki
1, 2
,
Jukka K. Nurminen
2, 4
,
Tapio Niemi
2
Publication type: Journal Article
Publication date: 2016-08-08
SJR: —
CiteScore: —
Impact factor: —
ISSN: 18652034, 18652042
General Computer Science
Abstract
Full system electricity intake from the wall socket is important for understanding and budgeting the power consumption of large scale data centers. Measuring full system power, however, requires extra instrumentation with external physical devices, which is not only cumbersome, but also expensive and time consuming. To tackle this problem, in this paper, we propose to model wall socket power from processor package power obtained from the running average power limit (RAPL) interface, which is available on the latest Intel processors. Our experimental results demonstrate a strong correlation between RAPL package power and wall socket power consumption. Based on the observations, we propose an empirical power model to predict the full system power. We verify the model using multiple synthetic benchmarks (Stress-ng, STREAM), high energy physics benchmark (ParFullCMS), and non-trivial application benchmarks (Parsec). Experimental results show that the prediction model achieves good accuracy, which is maximum 5.6 % error rate.
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Metrics
11
Total citations:
11
Citations from 2024:
2
(18.18%)
The most citing journal
Citations in journal:
1
Cite this
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RIS |
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MLA
Cite this
GOST
Copy
Khan K. N. et al. How much power does your server consume? Estimating wall socket power using RAPL measurements // Computer Science - Research and Development. 2016. Vol. 31. No. 4. pp. 207-214.
GOST all authors (up to 50)
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Khan K. N., Ou Z., Hirki M., Nurminen J. K., Niemi T. How much power does your server consume? Estimating wall socket power using RAPL measurements // Computer Science - Research and Development. 2016. Vol. 31. No. 4. pp. 207-214.
Cite this
RIS
Copy
TY - JOUR
DO - 10.1007/s00450-016-0325-4
UR - https://doi.org/10.1007/s00450-016-0325-4
TI - How much power does your server consume? Estimating wall socket power using RAPL measurements
T2 - Computer Science - Research and Development
AU - Khan, Kashif Nizam
AU - Ou, Zhonghong
AU - Hirki, Mikael
AU - Nurminen, Jukka K.
AU - Niemi, Tapio
PY - 2016
DA - 2016/08/08
PB - Springer Nature
SP - 207-214
IS - 4
VL - 31
SN - 1865-2034
SN - 1865-2042
ER -
Cite this
BibTex (up to 50 authors)
Copy
@article{2016_Khan,
author = {Kashif Nizam Khan and Zhonghong Ou and Mikael Hirki and Jukka K. Nurminen and Tapio Niemi},
title = {How much power does your server consume? Estimating wall socket power using RAPL measurements},
journal = {Computer Science - Research and Development},
year = {2016},
volume = {31},
publisher = {Springer Nature},
month = {aug},
url = {https://doi.org/10.1007/s00450-016-0325-4},
number = {4},
pages = {207--214},
doi = {10.1007/s00450-016-0325-4}
}
Cite this
MLA
Copy
Khan, Kashif Nizam, et al. “How much power does your server consume? Estimating wall socket power using RAPL measurements.” Computer Science - Research and Development, vol. 31, no. 4, Aug. 2016, pp. 207-214. https://doi.org/10.1007/s00450-016-0325-4.