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Claudio Maggioni 2 years ago
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report/Claudio_Maggioni_report.tex
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@ -581,7 +581,7 @@ tier respectively, and Cluster D has 12.04 mean slowdown in its ``Free'' tier.
\subsection{Spatial Impact: Resource Waste}
\input{figures/spatial_resource_waste}
In this analyzis we aim to understand how physical resources of machines
In this analysis we aim to understand how physical resources of machines
in the Borg cluster are used to complete tasks. In particular, we compare how
CPU and Memory resource allocation and usage are distributed among tasks based
on their termination
@ -607,12 +607,31 @@ This resource distribution can also be found in the data from individual
clusters in figure~\ref{fig:spatialresourcewaste-actual-csts}, with always more
than 80\% of resources devoted to \texttt{KILL}ed tasks.
With more than 98\% of CPU and memory resources used by ultimately
Considering now requested resources instead of used ones, a comparison between
2011 and the aggregation of all A-H clusters of the 2019 traces can be found in
figure~\ref{fig:spatialresourcewaste-requested}. Additionally, a
cluster-by-cluster breakdown for single 2019 clusters can be found in
figure~\ref{fig:spatialresourcewaste-requested-csts}.
Here \texttt{KILL}ed jobs dominate even more the distribution of resources,
reaching a global 97.21\% of CPU allocation and a global 96.89\% of memory
allocation. Even in allocations, the \texttt{KILL} lead is followed by (in
order) \texttt{EVICT}ed, \texttt{FAIL}ed and \texttt{FINISH}ed jobs, with
respective CPU allocation figures of 2.73\%, 0.06\% and 0.0012\% and memory
allocation figures of 3.04\%, 0.06\% and 0.012\%.
Behaviour across clusters (as
evinced in figure~\ref{fig:spatialresourcewaste-requested-csts}) in terms of
requested resources is pretty homogeneous, with the exception of cluster A
having a relatively high 2.85\% CPU and 3.42\% memory resource requests from
\texttt{EVICT}ed tasks and cluster E having a noteworthy 1.67\% CPU and 1.31\%
memory resource resquests from \texttt{FINISH}ed tasks.
With more than 98\% of both CPU and memory resources used by
(and more than 99.99\% of both CPU and memory resources requested by)
non-successful tasks, it is clear the spatial resource waste is high in the 2019
traces.
\textbf{TBD figure~\ref{fig:spatialresourcewaste-requested}}
\input{figures/table_iii} % has table III and table IV in it
\input{figures/figure_5}

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40
report/figures/spatial_resource_waste/used-2011.pgf
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