<p><b>dwj07@fsu.edu</b> 2011-09-01 16:02:02 -0600 (Thu, 01 Sep 2011)</p><p><br>
Adding the beginnings of a design doc for the performance branch within MPAS-Ocean.<br>
<br>
Added a figure for the visualzation of the code modularity.<br>
</p><hr noshade><pre><font color="gray">Added: branches/ocean_projects/performance/NewArchitecture.eps
===================================================================
--- branches/ocean_projects/performance/NewArchitecture.eps (rev 0)
+++ branches/ocean_projects/performance/NewArchitecture.eps 2011-09-01 22:02:02 UTC (rev 973)
@@ -0,0 +1,6640 @@
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+%%EndData
+showpage
+%%Trailer
+end
+%%EOF
Added: branches/ocean_projects/performance/PerformanceBranchDesign.tex
===================================================================
--- branches/ocean_projects/performance/PerformanceBranchDesign.tex (rev 0)
+++ branches/ocean_projects/performance/PerformanceBranchDesign.tex 2011-09-01 22:02:02 UTC (rev 973)
@@ -0,0 +1,240 @@
+\documentclass[11pt]{report}
+
+\usepackage{epsf,amsmath,amsfonts}
+\usepackage{graphicx}
+\usepackage{moreverb}
+
+\begin{document}
+
+\title{Performance Tuning: \\
+Requirements and Design}
+\author{Doug Jacobsen, Phil Jones}
+
+\maketitle
+\tableofcontents
+
+%-----------------------------------------------------------------------
+
+\chapter{Summary}
+
+This documents contains the requiremens and design specifications for use while optimizing MPAS. The overall outcome of this document will be a version of MPAS that has a higher level of parallelism available to users, as well as a more modular design. To begin requiremens regarding parallelism are laid out, followed by requiremens for the modularity of the code and potential enhancements that could be performed at a later time.
+
+%-----------------------------------------------------------------------
+
+\chapter{Requirements}
+
+\section{Performance Portable}
+Date last modified: 2011/09/01 \\
+Contributors: (Doug Jacobsen, Phil Jones) \\
+
+After this design document has been implemented the code within MPAS-Ocean is expected to be performance portable, meaning the code is not going to be optimized for a specific archetecture. All optimized code should remain general, and as readable as possible.
+
+\section{Parallelism}
+Date last modified: 2011/09/01 \\
+Contributors: (Doug Jacobsen, Phil Jones) \\
+
+Three levels of parallelism will be implemented in MPAS-Ocean, encompassing everything from broad scale parallelism down do accelerated architectures. The three levels can be thought of as follows.
+
+\begin{itemize}
+ \item Distributed Memory Parallelism - MPI
+ \item Shared Memory Parallelism - OpenMP
+ \item Accelerated Architecture Parallelism - TBD (Cuda, OpenCL)
+\end{itemize}
+
+\section{Modularity}
+Date last modified: 2011/09/01 \\
+Contributors: (Doug Jacobsen, Phil Jones) \\
+
+The modularity of MPAS-Ocean is to be enhanced to improve readability of code as well as improving turn around time for implementing new parameterizations. Modules will include error feedback to be used for error checking.
+
+\section{Further Encapsulation}
+Date last modified: 2011/09/01 \\
+Contributors: (Doug Jacobsen, Phil Jones) \\
+
+As part of this design specification, the encapsulation of MPAS-Ocean should be increased at a later time to aid the overall performance as well. This will also lower the memory footprint of specific modules or routines included in MPAS-Ocean.
+
+%-----------------------------------------------------------------------
+
+\chapter{Design and Implementation}
+
+\section{Performance Portable}
+Date last modified: 2011/09/01 \\
+Contributors: (Doug Jacobsen, Phil Jones) \\
+
+Performance optimizations will be implemented using standard general techniques. These techniques will include things like loop fusing, and removing branching statements within loops. Loop fusing can be seen in the following context, although there are more examples of this.
+
+\begin{verbatimtab}
+do iEdge=1,nEdges
+ cell1 = cellsOnEdge(1,iEdge)
+ cell2 = cellsOnEdge(2,iEdge)
+ do k=1,nVertLevels
+ flux = u(k,iEdge) * dvEdge(iEdge) * h_edge(k,iEdge)
+ tend_h(k,cell1) = tend_h(k,cell1) - flux
+ tend_h(k,cell2) = tend_h(k,cell2) + flux
+ end do
+end do
+do iCell=1,nCells
+ do k=1,nVertLevels
+ tend_h(k,iCell) = tend_h(k,iCell) / areaCell(iCell)
+ end do
+end do
+\end{verbatimtab}
+
+Which can be re-written as
+
+\begin{verbatimtab}
+do iEdge=1,nEdges
+ cell1 = cellsOnEdge(1,iEdge)
+ cell2 = cellsOnEdge(2,iEdge)
+ invArea1 = 1.d0 / areaCell(cell1)
+ invArea2 = 1.d0 / areaCell(cell2)
+ do k=1,nVertLevels
+ flux = u(k,iEdge) * dvEdge(iEdge) * h_edge(k,iEdge)
+ tend_h(k,cell1) = tend_h(k,cell1) - flux * invArea1
+ tend_h(k,cell2) = tend_h(k,cell2) + flux * invArea2
+ end do
+end do
+\end{verbatimtab}
+
+and thus avoids the second loop over nCells*nVertLevels. Also the division is replaced with a less expensive multiply to save on the nVertLevels loop. \\
+\\
+The removal of branching statements can be seen below:
+
+\begin{verbatimtab}
+do iEdge=1,nEdges
+ cell1 = cellsOnEdge(1,iEdge)
+ cell2 = cellsOnEdge(2,iEdge)
+
+ do k=1,maxLevelEdgeTop(iEdge)
+
+ d2fdx2_cell1 = 0.0
+ d2fdx2_cell2 = 0.0
+
+ do iTracer=1,num_tracers
+
+ !-- if not a boundary cell
+ if(boundaryCell(k,cell1).eq.0.and.boundaryCell(k,cell2).eq.0) then
+
+ d2fdx2_cell1 = deriv_two(1,1,iEdge) * tracers(iTracer,k,cell1)
+ d2fdx2_cell2 = deriv_two(1,2,iEdge) * tracers(iTracer,k,cell2)
+
+ !-- all edges of cell 1
+ do i=1, grid % nEdgesOnCell % array (cell1)
+ d2fdx2_cell1 = d2fdx2_cell1 + &
+ deriv_two(i+1,1,iEdge) * tracers(iTracer,k,grid % CellsOnCell % array (i,cell1))
+ end do
+
+ !-- all edges of cell 2
+ do i=1, grid % nEdgesOnCell % array (cell2)
+ d2fdx2_cell2 = d2fdx2_cell2 + &
+ deriv_two(i+1,2,iEdge) * tracers(iTracer,k,grid % CellsOnCell % array (i,cell2))
+ end do
+ endif
+
+ flux = dvEdge(iEdge) * u(k,iEdge) * h_edge(k,iEdge) * ( &
+ 0.5*(tracers(iTracer,k,cell1) + tracers(iTracer,k,cell2)) &
+ -(dcEdge(iEdge) **2) * (d2fdx2_cell1 + d2fdx2_cell2) / 12. )
+
+ !-- update tendency
+ tend_tr(iTracer,k,cell1) = tend_tr(iTracer,k,cell1) - flux/areaCell(cell1)
+ tend_tr(iTracer,k,cell2) = tend_tr(iTracer,k,cell2) + flux/areaCell(cell2)
+ enddo
+ end do
+end do
+\end{verbatimtab}
+
+which can be replaced with
+
+\begin{verbatimtab}
+do iEdge=1,nEdges
+ cell1 = cellsOnEdge(1,iEdge)
+ cell2 = cellsOnEdge(2,iEdge)
+
+
+ do k=1,maxLevelEdgeTop(iEdge)
+
+ d2fdx2_cell1 = 0.0
+ d2fdx2_cell2 = 0.0
+ boundaryMask1 = (.not. boundaryCell(k,cell1) ) * 1.d0
+ boundaryMask2 = (.not. boundaryCell(k,cell2) ) * 1.d0
+
+ do iTracer=1,num_tracers
+ d2fdx2_cell1 = deriv_two(1,1,iEdge) * tracers(iTracer,k,cell1) * boundaryMask1
+ d2fdx2_cell2 = deriv_two(1,2,iEdge) * tracers(iTracer,k,cell2) * boundaryMask2
+
+ !-- all edges of cell 1
+ do i=1, grid % nEdgesOnCell % array (cell1)
+ d2fdx2_cell1 = d2fdx2_cell1 &
+ + deriv_two(i+1,1,iEdge) &
+ * tracers(iTracer,k,grid % CellsOnCell % array (i,cell1)) &
+ * boundaryMask1
+ end do
+
+ !-- all edges of cell 2
+ do i=1, grid % nEdgesOnCell % array (cell2)
+ d2fdx2_cell2 = d2fdx2_cell2 &
+ + deriv_two(i+1,2,iEdge) &
+ * tracers(iTracer,k,grid % CellsOnCell % array (i,cell2)) &
+ * boundaryMask2
+ end do
+
+ flux = dvEdge(iEdge) * u(k,iEdge) * h_edge(k,iEdge) * ( &
+ 0.5*(tracers(iTracer,k,cell1) + tracers(iTracer,k,cell2)) &
+ -(dcEdge(iEdge) **2) * (d2fdx2_cell1 + d2fdx2_cell2) / 12. )
+
+ !-- update tendency
+ tend_tr(iTracer,k,cell1) = tend_tr(iTracer,k,cell1) - flux/areaCell(cell1)
+ tend_tr(iTracer,k,cell2) = tend_tr(iTracer,k,cell2) + flux/areaCell(cell2)
+ enddo
+ end do
+end do
+\end{verbatimtab}
+
+Which replaces the branch with a 6 multiplies and two logicial nots, and allows the loop to be vectorized easier. Other performance enhancements are implemented as seen fit.
+
+\section{Parallelism}
+Date last modified: 2011/09/01 \\
+Contributors: (Doug Jacobsen, Phil Jones) \\
+
+In order to implement the three levels of parallelism, various the code requires a variety of modifications. The distrubuted memory parallelism is already implemented using MPI commands, but some optimization for these can be explored. OpenMP directives can be added around loops and where it appears to be useful, though it is unclear if this will actually improve performance of MPAS-Ocean or not, some exploration can be done on this to see if the benefit is real or not. However, OpenMP directives might be useful on computers with multi-core CPU's that don't currently have MPI installed, and can be thought of as a potential alternative to MPI rather than begin used in addition to MPI. \\
+
+The third level of parallelism will take the most work. To begin, a suitable method of parallization for accelerated architectures needs to be identified. In the event CUDA or OpenCL are chosen to perform a set of tasks on GPUs some major modifications will need to be done to algorithms suitable for programing in this fashion, at least if portable code is still a major goal. \\
+
+In order to maintain portable code and use CUDA or OpenCL it is likely that some algorithms, or modules, will need to be ported to having a Fortran interface on top of C code, to allow multiple compilers, as CUDA currently is only supported in Fortan using the PGI compilers, and OpenCL is not supported in Fortran at all. However it remains unclear if other avenues of parallelism on this level are available.
+
+\section{Modularity}
+Date last modified: 2011/09/01 \\
+Contributors: (Doug Jacobsen, Phil Jones) \\
+
+In order to aid the parallel development of code, and increase overall performance the modularity of MPAS-Ocean will be increased. Idenfied components within currently existing portions of code can be extracted and put into their own modules, as seen fit.
+
+As an example, within module\_time\_integration.F the horizontal mixing of tracers and momentum has a $</font>
<font color="black">abla^2$ and $</font>
<font color="blue">abla^4$ option hard coded. This would be removed, and put in it's own module named something like module\_OcnHmixMom.F. This module would include possible parameterizations, and handle the selection of each. In the described case two sub-modules would be created each named something like module\_OcnHmixMomDel2.F and module\_OcnHmixMomDel4.F, representing each of the two options. Each of these would contain the portion of code relevant to computing the tendencies for the momentum equation related to the parameterization.
+
+This modular programming fashion allows several things. First, array masking can be applied by passing in pointers to arrays that will be modifed, which allows the compiler to optimize computations involved these more effectively. Second, it allows parameterizations to be explored and implemented in an easier fashion that is currently available in MPAS-Ocean. Third, it should reduce the overall memory footprint of the MPAS-Ocean at any point in time, as anywhere in the code less arrays will be used. And finally, it increases the ability for encapsulation within MPAS-Ocean.
+
+Modularity can be seen in figure \ref{fig:modules}.
+
+\begin{figure}
+ \centering
+ \includegraphics[scale=0.5]{NewArchitecture.eps}
+ \label{fig:modules}
+\end{figure}
+
+\section{Encapsulation}
+Date last modified: 2011/09/01 \\
+Contributors: (Doug Jacobsen, Phil Jones) \\
+
+Although not a short term goal of this specification, encapsulation should be explored within MPAS-Ocean.
+
+%-----------------------------------------------------------------------
+
+\chapter{Testing}
+\section{Testing and Validation}
+Date last modified: 2011/09/01 \\
+Contributors: (Doug Jacobsen, Phil Jones) \\
+
+Testing of each performance enhancement will be explored by using a basic set of timers and test cases. Unit tests will be developed that can then be set as part of a suite of tests useful for further development. Some larger tests will also be used to verify the models accuracy, and that no detrimental changes were made in each step.
+
+%-----------------------------------------------------------------------
+
+\end{document}
</font>
</pre>