X-Git-Url: https://bilbo.iut-bm.univ-fcomte.fr/and/gitweb/Krylov_multi.git/blobdiff_plain/1aae0aa7fe4cab80db08382a65985baef5853fb1..a5cc060a0ba3e9cee743f3c3c6e836a769deeaee:/krylov_multi.tex?ds=inline diff --git a/krylov_multi.tex b/krylov_multi.tex index 3482e92..dca87e4 100644 --- a/krylov_multi.tex +++ b/krylov_multi.tex @@ -5,6 +5,7 @@ \usepackage{graphicx} \usepackage{algorithm} \usepackage{algpseudocode} +\usepackage{multirow} \algnewcommand\algorithmicinput{\textbf{Input:}} \algnewcommand\Input{\item[\algorithmicinput]} @@ -12,6 +13,9 @@ \algnewcommand\algorithmicoutput{\textbf{Output:}} \algnewcommand\Output{\item[\algorithmicoutput]} +\newcommand{\Time}[1]{\mathit{Time}_\mathit{#1}} +\newcommand{\Prec}{\mathit{prec}} +\newcommand{\Ratio}{\mathit{Ratio}} \title{A scalable multisplitting algorithm for solving large sparse linear systems} \date{} @@ -345,7 +349,77 @@ implement: a 3 dimension Poisson problem. \end{equation} After discretization, with a finite difference scheme, a seven point stencil is -obtained. +used. It is well-known that the spectral radius of matrices representing such +problems are very close to 1. Moreover, the larger the number of discretization +points is, the closer to 1 the spectral radius is. Hence, to solve a matrix +obtained for a 3D Poisson problem, the number of iterations is high. Using a +preconditioner it is possible to reduce the number of iterations but +preconditioners are not scalable when using many cores. + +Doing many experiments with many cores is not easy and require to access to a +supercomputer with several hours for developping a code and then improving +it. In the following we presented some experiments we could achieved out on the +Hector architecture, the previous UK's high-end computing resource, funded by +the UK Research Councils, which has been stopped in the early 2014. + +In the experiments we report the size of the 3D poisson considered + + +The first column shows the size of the problem The size is chosen in order to +have approximately 50,000 components per core. The second column represents the +number of cores used. In parenthesis, there is the decomposition used for the +Krylov multisplitting. The third column and the sixth column respectively show +the execution time for the GMRES and the Kyrlow multisplitting code. The fourth +and the seventh column describes the number of iterations. For the +multisplitting code, the total number of inner iterations is represented in +parenthesis. + + We also give the other parameters: the restart for the GRMES method.... + +\begin{table}[p] +\begin{center} +\begin{tabular}{|c|c||c|c|c||c|c|c||c|} +\hline +\multirow{2}{*}{Pb size}&\multirow{2}{*}{Nb. cores} & \multicolumn{3}{c||}{GMRES} & \multicolumn{3}{c||}{Krylov Multisplitting} & \multirow{2}{*}{Ratio}\\ + \cline{3-8} + & & Time (s) & nb Iter. & $\Delta$ & Time (s)& nb Iter. & $\Delta$ & \\ +\hline + +$590^3$ & 4096 (2x2048) & 433.1 & 55,494 & 4.92e-7 & 74.1 & 1,101(8,211) & 6.62e-08 & 5.84 \\ +\hline +$743^3$ & 8192 (2x4096) & 704.4 & 87,822 & 4.80e-07 & 151.2 & 3,061(14,914) & 5.87e-08 & 4.65 \\ +\hline +$743^3$ & 8192 (4x2048) & 704.4 & 87,822 & 4.80e-07 & 110.3 & 1,531(12,721) & 1.47e-07& 6.39 \\ +\hline + +\end{tabular} +\caption{Results without preconditioner} +\label{tab1} +\end{center} +\end{table} + + +\begin{table}[p] +\begin{center} +\begin{tabular}{|c|c||c|c|c||c|c|c||c|} +\hline +\multirow{2}{*}{Pb size}&\multirow{2}{*}{Nb. cores} & \multicolumn{3}{c||}{GMRES} & \multicolumn{3}{c||}{Krylov Multisplitting} & \multirow{2}{*}{Ratio}\\ + \cline{3-8} + & & Time (s) & nb Iter. & $\Delta$ & Time (s)& nb Iter. & $\Delta$ & \\ +\hline + +$590^3$ & 4096 (2x2048) & 433.0 & 55,494 & 4.92e-7 & 80.4 & 1,091(9,545) & 7.64e-08 & 5.39 \\ +\hline +$743^3$ & 8192 (2x4096) & 704.4 & 87,822 & 4.80e-07 & 110.2 & 1,401(12,379) & 1.11e-07 & 6.39 \\ +\hline +$743^3$ & 8192 (4x2048) & 704.4 & 87,822 & 4.80e-07 & 139.8 & 1,891(15,960) & 1.60e-07& 5.03 \\ +\hline + +\end{tabular} +\caption{Results with preconditioner} +\label{tab2} +\end{center} +\end{table} \section{Conclusion and perspectives}