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This commit is contained in:
Matthias
@@ -1,4 +1,6 @@
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\chapter{Background}
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\input{background/workflowmodel}
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\input{background/workflowmodel}
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\input{background/hardwaremodel}
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@@ -0,0 +1,3 @@
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\section{Hardware Model}
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+152
@@ -33,3 +33,155 @@
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Volume = 13
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}
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@InProceedings{Plachetka98-PVPR,
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Title = {{POVRAY -- Persistence of Vision Parallel Raytracer}},
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Author = {Tomas Plachetka},
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Booktitle = {Proceedings of Computer Graphics International '98},
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Year = {1998},
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Pages = {123--129}
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}
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@Article{Plankensteiner2013,
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Title = {Fine-Grain Interoperability of Scientific Workflows in Distributed Computing Infrastructures},
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Author = {Kassian Plankensteiner and Radu Prodan and Matthias Janetschek and Johan Montagnat and David Rogers and Ian Harvey and Ian Taylor and {\'A}kos Balask{\'o} and P{\'e}ter Kacsuk},
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Journal = {Journal of Grid Computing},
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Year = {2013},
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Number = {3},
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Pages = {429-455},
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Volume = {11}
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}
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@InCollection{Fahringer2007,
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Title = {{ASKALON}: A Development and Grid Computing Environment for Scientific Workflows},
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Author = {Thomas Fahringer and Radu Prodan and Rubing Duan and J{\"u}rgen Hofer and Farrukh Nadeem and Francesco Nerieri and Stefan Podlipnig, Jun Qin and Mumtaz Siddiqui and Hong-Linh Truong and Alex Villaz{\'o}n and Marek Wieczorek},
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Booktitle = {Workflows for e-Science},
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Publisher = {Springer},
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Year = {2007},
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Editor = {Ian J. Taylor and Ewa Deelman and Dennis B. Gannon and Matthew Shields},
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Pages = {450-471}
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}
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@Article{glatard2008flexible,
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Title = {Flexible and efficient workflow deployment of data-intensive applications on grids with {MOTEUR}},
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Author = {Glatard, T. and Montagnat, J. and Lingrand, D. and Pennec, X.},
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Journal = {International Journal of High Performance Computing Applications},
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Year = {2008},
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Number = {3},
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Pages = {347--360},
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Volume = {22},
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Publisher = {SAGE Publications}
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}
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@Article{taylor2003triana,
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Title = {Triana applications within grid computing and peer to peer environments},
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Author = {Taylor, I. and Shields, M. and Wang, I. and Rana, O.},
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Journal = {Journal of Grid Computing},
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Year = {2003},
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Number = {2},
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Pages = {199--217},
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Volume = {1},
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||||
|
||||
Publisher = {Springer}
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}
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@Article{kacsuk2011p,
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Title = {{P-GRADE} portal family for Grid infrastructures},
|
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Author = {P{\'e}ter Kacsuk},
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Journal = {Concurrency and Computation: Practice and Experience},
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Year = {2011},
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Number = {3},
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Pages = {235--245},
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Volume = {23},
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Publisher = {Wiley Online Library}
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}
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||||
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||||
@InProceedings{jordan2013inspire,
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Title = {INSPIRE: The insieme parallel intermediate representation},
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Author = {Jordan, Herbert and Pellegrini, Simone and Thoman, Peter and Kofler, Klaus and Fahringer, Thomas},
|
||||
Booktitle = {Proceedings of the 22nd international conference on Parallel architectures and compilation techniques},
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Year = {2013},
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||||
Organization = {IEEE Press},
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Pages = {7--18}
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}
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||||
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||||
|
||||
@Article{wilde2011swift,
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Title = {Swift: A language for distributed parallel scripting},
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Author = {Wilde, Michael and Hategan, Mihael and Wozniak, Justin M and Clifford, Ben and Katz, Daniel S and Foster, Ian},
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Journal = {Parallel Computing},
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Year = {2011},
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Number = {9},
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Pages = {633--652},
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Volume = {37},
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Publisher = {Elsevier}
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}
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@Article{Maheswarana1999,
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Title = {Dynamic Mapping of a Class of Independent Tasks onto Heterogeneous Computing Systems},
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Author = {Muthucumaru Maheswarana and Shoukat Ali and Howard Jay Siegel and Debra Hensgen and Richard F. Freund},
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Journal = {Journal of Parallel and Distributed Computing},
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Year = {1999},
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Month = {November},
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Number = {2},
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Pages = {107-131},
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Volume = {59}
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}
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@InProceedings{Schuller2013,
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Title = {The RainCloud project: Harnessing Cloud Computing for a meteorological application at the Tyrolean Avalanche Service},
|
||||
Author = {Felix Sch{\"u}ller and Simon Ostermann and Matthias Janetschek and Radu Prodan and Georg Mayr},
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Booktitle = {Geophysical Research Abstracts},
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Year = {2013},
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Number = {EGU2013-9710},
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Pages = {9710},
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Volume = {15}
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}
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@Article{Jacob2009,
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Title = {Montage: a grid portal and software toolkit for science-grade astronomical image mosaicking},
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Author = {Joseph C. Jacob and Daniel S. Katz and G. Bruce Berriman and John C. Good and Anastasia Laity and Ewa Deelman and Carl Kesselman and Gurmeet Singh and Mei-Hui Su and Thomas Prince and Roy Williams},
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Journal = {International Journal of Computational Science and Engineering},
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Year = {2009},
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Number = {2},
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Pages = {73-87},
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Volume = {4},
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Publisher = {Inderscience}
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}
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@InProceedings{duran2009barcelona,
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Title = {Barcelona {OpenMP} tasks suite: A set of benchmarks targeting the exploitation of task parallelism in {OpenMP}},
|
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Author = {Alejandro Duran and Xavier Teruel and Roger Ferrer and Xavier Martorell and Eduard Ayguade},
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Booktitle = {International Conference on Parallel Processing},
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Year = {2009},
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Organization = {IEEE Computer Society},
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Pages = {124-131}
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}
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@Article{topcuoglu2002performance,
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Title = {Performance-effective and low-complexity task scheduling for heterogeneous computing},
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Author = {Topcuoglu, Haluk and Hariri, Salim and Wu, Min-you},
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||||
Journal = {Parallel and Distributed Systems, IEEE Transactions on},
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Year = {2002},
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Number = {3},
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||||
Pages = {260--274},
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Volume = {13},
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||||
|
||||
Publisher = {IEEE}
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||||
}
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||||
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||||
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|
||||
/threequarters /questiondown /Agrave /Aacute /Acircumflex /Atilde /Adieresis /Aring /AE /Ccedilla
|
||||
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|
||||
/Ograve /Oacute /Ocircumflex /Otilde /Odieresis /multiply /Oslash /Ugrave /Uacute /Ucircumflex
|
||||
/Udieresis /Yacute /Thorn /germandbls /agrave /aacute /acircumflex /atilde /adieresis /aring
|
||||
/ae /ccedilla /egrave /eacute /ecircumflex /edieresis /igrave /iacute /icircumflex /idieresis
|
||||
/eth /ntilde /ograve /oacute /ocircumflex /otilde /odieresis /divide /oslash /ugrave
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||||
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|
||||
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|
||||
/f {fill} bind def
|
||||
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|
||||
/ef {eofill} bind def
|
||||
/ex {exch} bind def
|
||||
/gr {grestore} bind def
|
||||
/gs {gsave} bind def
|
||||
/sa {save} bind def
|
||||
/rs {restore} bind def
|
||||
/l {lineto} bind def
|
||||
/m {moveto} bind def
|
||||
/rm {rmoveto} bind def
|
||||
/n {newpath} bind def
|
||||
/s {stroke} bind def
|
||||
/sh {show} bind def
|
||||
/slc {setlinecap} bind def
|
||||
/slj {setlinejoin} bind def
|
||||
/slw {setlinewidth} bind def
|
||||
/srgb {setrgbcolor} bind def
|
||||
/rot {rotate} bind def
|
||||
/sc {scale} bind def
|
||||
/sd {setdash} bind def
|
||||
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|
||||
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|
||||
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|
||||
/sw {stringwidth pop} bind def
|
||||
/tr {translate} bind def
|
||||
|
||||
/ellipsedict 8 dict def
|
||||
ellipsedict /mtrx matrix put
|
||||
/ellipse
|
||||
{ ellipsedict begin
|
||||
/endangle exch def
|
||||
/startangle exch def
|
||||
/yrad exch def
|
||||
/xrad exch def
|
||||
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|
||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
dup
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||||
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||||
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5 1 roll
|
||||
3 -1 roll
|
||||
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0 exch
|
||||
putinterval
|
||||
dup
|
||||
4 2 roll
|
||||
putinterval
|
||||
} bind def
|
||||
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|
||||
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|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Times-Italic-latin1
|
||||
/Times-Italic findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Times-Bold-latin1
|
||||
/Times-Bold findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Times-BoldItalic-latin1
|
||||
/Times-BoldItalic findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/AvantGarde-Gothic-latin1
|
||||
/AvantGarde-Gothic findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/AvantGarde-BookOblique-latin1
|
||||
/AvantGarde-BookOblique findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/AvantGarde-Demi-latin1
|
||||
/AvantGarde-Demi findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/AvantGarde-DemiOblique-latin1
|
||||
/AvantGarde-DemiOblique findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Bookman-Light-latin1
|
||||
/Bookman-Light findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Bookman-LightItalic-latin1
|
||||
/Bookman-LightItalic findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Bookman-Demi-latin1
|
||||
/Bookman-Demi findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Bookman-DemiItalic-latin1
|
||||
/Bookman-DemiItalic findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Courier-latin1
|
||||
/Courier findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Courier-Oblique-latin1
|
||||
/Courier-Oblique findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Courier-Bold-latin1
|
||||
/Courier-Bold findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Courier-BoldOblique-latin1
|
||||
/Courier-BoldOblique findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Helvetica-latin1
|
||||
/Helvetica findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Helvetica-Oblique-latin1
|
||||
/Helvetica-Oblique findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Helvetica-Bold-latin1
|
||||
/Helvetica-Bold findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Helvetica-BoldOblique-latin1
|
||||
/Helvetica-BoldOblique findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Helvetica-Narrow-latin1
|
||||
/Helvetica-Narrow findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Helvetica-Narrow-Oblique-latin1
|
||||
/Helvetica-Narrow-Oblique findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Helvetica-Narrow-Bold-latin1
|
||||
/Helvetica-Narrow-Bold findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Helvetica-Narrow-BoldOblique-latin1
|
||||
/Helvetica-Narrow-BoldOblique findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/NewCenturySchlbk-Roman-latin1
|
||||
/NewCenturySchlbk-Roman findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/NewCenturySchlbk-Italic-latin1
|
||||
/NewCenturySchlbk-Italic findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/NewCenturySchlbk-Bold-latin1
|
||||
/NewCenturySchlbk-Bold findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/NewCenturySchlbk-BoldItalic-latin1
|
||||
/NewCenturySchlbk-BoldItalic findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Palatino-Roman-latin1
|
||||
/Palatino-Roman findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Palatino-Italic-latin1
|
||||
/Palatino-Italic findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Palatino-Bold-latin1
|
||||
/Palatino-Bold findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Palatino-BoldItalic-latin1
|
||||
/Palatino-BoldItalic findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Symbol-latin1
|
||||
/Symbol findfont
|
||||
definefont pop
|
||||
/ZapfChancery-MediumItalic-latin1
|
||||
/ZapfChancery-MediumItalic findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/ZapfDingbats-latin1
|
||||
/ZapfDingbats findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
28.346000 -28.346000 scale
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||||
-18.192500 -32.700000 translate
|
||||
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dup
|
||||
length
|
||||
dup
|
||||
5 1 roll
|
||||
3 -1 roll
|
||||
add
|
||||
array cvx
|
||||
dup
|
||||
3 -1 roll
|
||||
0 exch
|
||||
putinterval
|
||||
dup
|
||||
4 2 roll
|
||||
putinterval
|
||||
} bind def
|
||||
/Times-Roman-latin1
|
||||
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|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Times-Italic-latin1
|
||||
/Times-Italic findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Times-Bold-latin1
|
||||
/Times-Bold findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Times-BoldItalic-latin1
|
||||
/Times-BoldItalic findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/AvantGarde-Gothic-latin1
|
||||
/AvantGarde-Gothic findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/AvantGarde-BookOblique-latin1
|
||||
/AvantGarde-BookOblique findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/AvantGarde-Demi-latin1
|
||||
/AvantGarde-Demi findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/AvantGarde-DemiOblique-latin1
|
||||
/AvantGarde-DemiOblique findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
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|
||||
currentdict end
|
||||
definefont pop
|
||||
/Bookman-Light-latin1
|
||||
/Bookman-Light findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
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|
||||
currentdict end
|
||||
definefont pop
|
||||
/Bookman-LightItalic-latin1
|
||||
/Bookman-LightItalic findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Bookman-Demi-latin1
|
||||
/Bookman-Demi findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Bookman-DemiItalic-latin1
|
||||
/Bookman-DemiItalic findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
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|
||||
currentdict end
|
||||
definefont pop
|
||||
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|
||||
/Courier findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Courier-Oblique-latin1
|
||||
/Courier-Oblique findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
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|
||||
currentdict end
|
||||
definefont pop
|
||||
/Courier-Bold-latin1
|
||||
/Courier-Bold findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
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|
||||
currentdict end
|
||||
definefont pop
|
||||
/Courier-BoldOblique-latin1
|
||||
/Courier-BoldOblique findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
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|
||||
currentdict end
|
||||
definefont pop
|
||||
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|
||||
/Helvetica findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Helvetica-Oblique-latin1
|
||||
/Helvetica-Oblique findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
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|
||||
currentdict end
|
||||
definefont pop
|
||||
/Helvetica-Bold-latin1
|
||||
/Helvetica-Bold findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
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|
||||
currentdict end
|
||||
definefont pop
|
||||
/Helvetica-BoldOblique-latin1
|
||||
/Helvetica-BoldOblique findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Helvetica-Narrow-latin1
|
||||
/Helvetica-Narrow findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Helvetica-Narrow-Oblique-latin1
|
||||
/Helvetica-Narrow-Oblique findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
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|
||||
currentdict end
|
||||
definefont pop
|
||||
/Helvetica-Narrow-Bold-latin1
|
||||
/Helvetica-Narrow-Bold findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/Helvetica-Narrow-BoldOblique-latin1
|
||||
/Helvetica-Narrow-BoldOblique findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/NewCenturySchlbk-Roman-latin1
|
||||
/NewCenturySchlbk-Roman findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/NewCenturySchlbk-Italic-latin1
|
||||
/NewCenturySchlbk-Italic findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/NewCenturySchlbk-Bold-latin1
|
||||
/NewCenturySchlbk-Bold findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
/Encoding isolatin1encoding def
|
||||
currentdict end
|
||||
definefont pop
|
||||
/NewCenturySchlbk-BoldItalic-latin1
|
||||
/NewCenturySchlbk-BoldItalic findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
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|
||||
currentdict end
|
||||
definefont pop
|
||||
/Palatino-Roman-latin1
|
||||
/Palatino-Roman findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
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|
||||
currentdict end
|
||||
definefont pop
|
||||
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|
||||
/Palatino-Italic findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
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|
||||
currentdict end
|
||||
definefont pop
|
||||
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|
||||
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|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
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|
||||
currentdict end
|
||||
definefont pop
|
||||
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|
||||
/Palatino-BoldItalic findfont
|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
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|
||||
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|
||||
definefont pop
|
||||
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|
||||
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|
||||
definefont pop
|
||||
/ZapfChancery-MediumItalic-latin1
|
||||
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|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
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|
||||
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|
||||
definefont pop
|
||||
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|
||||
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|
||||
dup length dict begin
|
||||
{1 index /FID ne {def} {pop pop} ifelse} forall
|
||||
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|
||||
currentdict end
|
||||
definefont pop
|
||||
28.346000 -28.346000 scale
|
||||
36.050000 -33.050000 translate
|
||||
%%EndProlog
|
||||
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||||
|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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\section{MWRE Architecture}\label{sec:workflow_environment}
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\begin{wrapfigure}{R}{0.5\textwidth}
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\centering
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\includegraphics[width=4cm,keepaspectratio=true]{./mwre/figures/Povray.pdf}
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@@ -6,8 +9,6 @@
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\label{fig:ex-povray}
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\end{wrapfigure}
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\section{MWRE Architecture}\label{sec:workflow_environment}
|
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Based on the requirements outlined in the introduction, we designed a \emph{Manycore Workflow Runtime Engine (MWRE)} tailored to heterogeneous shared-memory manycore systems. Our main design principle was to provide a set of feature similar to the ones found in the current DCI workflow engines, while addressing the special characteristics and requirements of manycore systems. In this section we discuss the basic architecture of our workflow system and give short descriptions of the components.
|
||||
|
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We use the Persistence of Vision Raytracer (POV-Ray) workflow as a running example to illustrate the workflow representation, translation and enactment.
|
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@@ -0,0 +1,159 @@
|
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\section{MWRE Workflow Enactment}\label{sec:MWRE-EnactmentModel}
|
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This section describes the enactment model of our workflow engine. In order to be able to meet the requirements of shared-memory manycore systems, we designed it significantly different from traditional scientific workflow engines for DCIs by paying special attention to the efficient use of resources, low overheads, and arbitrarily complex data types for input and output activity ports.
|
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\begin{wrapfigure}{R}{0pt}
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\centering
|
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\includegraphics[keepaspectratio=true, width=.5\textwidth]{./mwre/figures/engine-schematics.pdf}
|
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\caption{MWRE workflow execution model.}
|
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\label{fig:engine-schematics}
|
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\end{wrapfigure}
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|
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\subsection{Workflow enactment model}
|
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Workflow engines for DCIs usually rely on reflection and type introspection to generate the complete workflow structure and retrieve detailed activity information. Based on this information, the engine executes the workflow and handles the dependency resolution and the data transfers. One problem with this approach is its high overhead and increased resource use. Furthermore, to reduce the complexity and simplify the engine implementation, only a restricted set of data types for ports is usually supported. While this is sufficient for DCIs where complex data structures are usually transmitted via files, it is more efficient on shared memory systems to directly transfer them via shared memory requiring support for arbitrarily complex data types. To circumvent these problems, we use a novel design which, instead of relying on reflection and type introspection, employs a callback mechanism to resolve dependencies, transfer data, and handle composite activities.
|
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|
||||
Figure~\ref{fig:engine-schematics} shows the execution model of our engine. First (\circled{1}), the engine reads the workflow structure from the workflow program. Listing~\ref{alg:povray_structure} shows the structure of the C++ workflow program generated from the POV-Ray workflow representation. Lines~\ref{alg:povray_structure:SceneFileImpls:start}~--~\ref{alg:povray_structure:SceneFileImpls:end} list the available activity implementations of the \texttt{SceneFile} atomic activity, lines~\ref{alg:povray_structure:RenderImpls:start}~--~\ref{alg:povray_structure:RenderImpls:end} the implementations of the \texttt{Render} atomic activity, and lines~\ref{alg:povray_structure:ConvertImpls:start}~--~\ref{alg:povray_structure:ConvertImpls:end} the implementations of the \texttt{Convert} atomic activity. Afterwards, lines~\ref{alg:povray_structure:activities:start}~--~\ref{alg:povray_structure:activities:end} encode a table containing all workflow activities. Each line in this table represents a single activity and contains the activity name, the parent activity which represents the composite activity the activity is contained within, the successors and predecessors of the activity representing the data- and control-flow dependencies, the callbacks associated with the activity, and other activity dependent information. Finally, line~\ref{alg:povray_structure:workflow} defines the workflow itself and defines the initial start activity.
|
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|
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\begin{listing}[t]
|
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\scriptsize
|
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\begin{algorithmic}[1]
|
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\State ActivityImplemenation SceneFileImpls[] = \{ \label{alg:povray_structure:SceneFileImpls:start}\\
|
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\ \ \ \ /* \{type, function-pointer, meta-data\} */ \\
|
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\ \ \ \ PThread, \&renderImplFunc, \{\{``SSE'', ``SSE2''\}\} \\
|
||||
\};
|
||||
\Statex \label{alg:povray_structure:SceneFileImpls:end}
|
||||
|
||||
\State ActivityImplemenation RenderImpls[] = \{ \label{alg:povray_structure:RenderImpls:start}\\
|
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\ \ \ \ PThread, \&renderImplFunc, \{\{``SSE'', ``SSE3''\}, \{``key2'', ``value2''\}\} \label{alg:povray_structure:meta-data-example}\\
|
||||
\};
|
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\Statex \label{alg:povray_structure:RenderImpls:end}
|
||||
|
||||
\State ActivityImplemenation ConvertImpls[] = \{ \label{alg:povray_structure:ConvertImpls:start}\\
|
||||
\ \ \ \ PThread, \&convertImplFunc1, \{\{``SSE'', ``SSE''\}, \{``key3'', ``value3''\}\} \\
|
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\ \ \ \ OpenCl, \&convertImplFunc2, \{\{``OpenCL'', ``2.1''\}\} \\
|
||||
\};
|
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\Statex \label{alg:povray_structure:ConvertImpls:end}
|
||||
|
||||
\State ActivityTemplate Activities[] = \{ \label{alg:povray_structure:activities:start}\\
|
||||
\ \ \ \ /* (name, ID, parentID, branchID, succs, preds, callbacks, activity-specific) */ \\
|
||||
\ \ \ \ AT::Container(``toplevel'', 1, 0, 0, \{\}, \{\}, callbacks, ...), \label{alg:povray_structure:activities:0}\\
|
||||
\ \ \ \ AT::Atomic(``SceneFile'', 2, 1, 0, \{3\}, \{\}, callbacks, SceneFileImpls, 1, ...), \\
|
||||
\ \ \ \ AT::PForLoop(``PFor'', 3, 1, 0, \{5\}, \{2\}, callbacks, ...), \\
|
||||
\ \ \ \ AT::Atomic(``Render'', 4, 2, 0, \{\}, \{\}, callbacks, RenderImpls, 1, ...), \\
|
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\ \ \ \ AT::Atomic(``Convert'', 5, 1, 0, \{\}, \{3\}, callbacks, ConvertImpls, 2, ...), \\
|
||||
\};
|
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\Statex \label{alg:povray_structure:activities:end}
|
||||
|
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|
||||
\State /* (workflow name, activities, id of start activity) */ \\
|
||||
Workflow workflow(``povray'', Activities, 1);\label{alg:povray_structure:workflow}
|
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\Statex
|
||||
|
||||
\State int main() \{ \label{alg:povray_structure:main:start}\\
|
||||
\ \ \ wf\_input wf\_int = ...; \\
|
||||
\ \ \ wf\_output wf\_out = WorkflowEngine.startWorkflow(workflow, wf\_in); \\
|
||||
\}\label{alg:povray_structure:main:end}
|
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\end{algorithmic}
|
||||
\caption{POV-Ray workflow program snippet.}
|
||||
\label{alg:povray_structure}
|
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\end{listing}
|
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|
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\begin{listing}[t]
|
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\scriptsize
|
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\begin{algorithmic}[1]
|
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\Function{visitPFor}{activity instance $AI_i$}
|
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\If{$\lnot AI_i$.\Call{allInputsAvailable}{}}
|
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\State \Call{$AI_i$.\Call{inputCallback}{}}{}\label{alg:visitpfor:inputCallback}
|
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\EndIf
|
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\If{$AI_i$.state $<$ \texttt{ReadyForExecution}}
|
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\State \Call{$AI_i$.\Call{forCounterCallback}{}}{}\label{alg:visitpfor:forCallback}
|
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\EndIf
|
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\If{$AI_i$.state = \texttt{ReadyForExecution}}
|
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\If{$\lnot AI_i$.\Call{isUnrolled}{}}
|
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\State \Call{UnrollLoop}{$AI_i$}\label{alg:visitpfor:unrollLoop}
|
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\EndIf
|
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\State \Call{visitChildren}{$AI_i$}\label{alg:visitpfor:visitChildren}
|
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\EndIf
|
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\If{$AI_i$.state $\ge$ \texttt{ReadyForExecution} $\land \lnot AI_i$.\Call{allOutputsAvailable}{}}
|
||||
\State \Call{$AI_i$.\Call{outputCallback}{}}{}\label{alg:visitpfor:outputCallback}
|
||||
\EndIf
|
||||
\If{$AI_i$.state $<$ \texttt{Finished} $\land$ all children are finished}
|
||||
\State $AI_i$.\Call{setState}{\texttt{Finished}}\label{alg:visitpfor:finished}
|
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\EndIf
|
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\EndFunction
|
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\end{algorithmic}
|
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\caption{Visitor function of a \texttt{parallel for} loop.}
|
||||
\label{alg:visitpfor}
|
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\end{listing}
|
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|
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\begin{listing}[t]
|
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\scriptsize
|
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\begin{algorithmic}[1]
|
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\Function{forLoopInputCallback}{ForLoopInstance $for$}\label{alg:povray_callbacks:inputcallback}
|
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\State $for\_in \gets$ \Call{retrieveInStruct}{$for$}\Comment{Initialisation of $for\_in$ input port}
|
||||
\State $parent\_in \gets$ \Call{retrieveInStruct}{\Call{getParentInstance}{$for$}}
|
||||
\If{\Call{isValid}{$parent\_in.povFile$}}
|
||||
\State $for\_in.povFile \gets parent\_in.povFile$
|
||||
\EndIf
|
||||
\Statex
|
||||
\State [\ldots] \Comment{Similar code for initializing $totalFrames$, $framesPerActivity$ and $scene$ ports}
|
||||
\Statex
|
||||
\If{\Call{isValid}{$for\_in.povFile$, $for\_in.totalFrames$, $for\_in.framesPerActivity$, $for\_in.scene$}}
|
||||
\State $for$.\Call{setAllInputsAvailable}{\texttt{true}}
|
||||
\EndIf
|
||||
\EndFunction
|
||||
\Statex
|
||||
|
||||
\Function{forLoopOutputCallback}{ForLoopInstance $for$}\label{alg:povray_callbacks:outputcallback}
|
||||
\State $for\_out \gets$ \Call{retrieveOutStruct}{$for$}
|
||||
\For{$i \gets 0$ \textbf{to} $for$.getIterationCount()}
|
||||
\State $child\_out \gets$ \Call{retrieveOutStruct}{\Call{getChildInstance}{$for, i, 0$}}
|
||||
\If{\Call{isValid}{$child\_out.frames$}}
|
||||
\State $for\_out.frames$.set(i, $child\_out.frames$)
|
||||
\EndIf
|
||||
\EndFor
|
||||
\If{\Call{containsNValidEntries}{\mbox{$for$.\Call{getIterationCount}{}, $for\_out.frames$}}}
|
||||
\State $for$.\Call{setAllOutputsAvailable}{\texttt{true}}
|
||||
\EndIf
|
||||
\EndFunction
|
||||
\Statex
|
||||
|
||||
\Function{forLoopCounterCallback}{ForLoopInstance $for$}\label{alg:povray_callbacks:countercallback}
|
||||
\State $for\_in \gets$ \Call{retrieveInStruct}{$for$}
|
||||
\If{isValid($for\_in.totalFrames, for\_in.framesPerActivity$)}
|
||||
\State $for$.\Call{setCounter}{\mbox{0, $for\_in.totalFrames / for\_in.framesPerActivity$, 1}}
|
||||
\State $for$.\Call{setState}{\texttt{ReadyForExecution}}
|
||||
\EndIf
|
||||
\EndFunction
|
||||
\end{algorithmic}
|
||||
\caption{Callback functions of the POV-Ray \texttt{ParallelFor} loop activity.}
|
||||
\label{alg:povray_callbacks}
|
||||
\end{listing}
|
||||
|
||||
The engine maintains bookkeeping record information for the workflow and each activity instance. A record entry includes, among other things, the current state of the activity instance and references to the input and output data buffers. By amending the engine with an API that allows accessing these records, third-party applications can easily monitor the workflow progress. Furthermore, workflow steering can be easily implemented by allowing manipulation of the input and output data structures by third-party applications. However, due to its architecture, the engine cannot provide data type information inside input/output data buffers and, therefore, third-party applications used for workflow steering need to retrieve this information from other sources.
|
||||
|
||||
From the workflow structure, the engine constructs the WEP (\circled{2}) and repeatedly traverses it during the enactment. When traversing the WEP, the engine executes so-called \emph{visitor functions} for each node. In traditional engines, the visitor functions are directly responsible for the dependency resolution and data transfers. In contrast, the visitor functions in our engine are only responsible for orchestrating the execution of the associated pre-compiled callback functions (\circled{3}) that directly modify the state of the associated workflow activities (\circled{4}). The callback functions are part of the workflow specification, and it is the responsibility of the source-to-source compiler to generate them. Each callback function implements a specific functionality, such as transferring the input data, collecting the output data from children for composite activities, or resolving the condition of a \texttt{while} loop. This approach has the advantage of keeping the workflow engine lightweight and efficient. Instead of knowing all the details about the workflow, the engine only knows what is necessary to traverse the workflow structure and to keep track of the execution status, with no need to implement generic functionality for dependency resolution, data transfer and other tasks that introduce performance overheads. Another advantage is that it allows arbitrary data type support and facilitates extensibility. Every functionality that needs information about data types is encapsulated in a purposely-tailored callback function used in a particular workflow. New functionality can be easily implemented in callback functions too without needing to modify the engine.
|
||||
|
||||
\begin{wrapfigure}{R}{0pt}
|
||||
\centering
|
||||
\includegraphics[keepaspectratio=true, width=.5\textwidth]{./mwre/figures/activityStateDiagram.pdf}
|
||||
\caption{Simplified state diagram of a \texttt{parallel for} activity.}
|
||||
\label{fig:state-diagram}
|
||||
\end{wrapfigure}
|
||||
|
||||
|
||||
Listing~\ref{alg:visitpfor} shows the generic visitor function used to visit a \texttt{parallel for} loop (Figure~\ref{fig:state-diagram} shows a simplified state diagram of the \texttt{parallel for} loop). At first, it calls the input callback function in line~\ref{alg:visitpfor:inputCallback} to fetch the input data from its predecessors, if they are not already available. If the \texttt{for} loop is not ready for execution (meaning that the for loop counter has not been yet evaluated), the evaluating \texttt{for} counter callback gets executed in line~\ref{alg:visitpfor:forCallback}. When the for loop is ready for execution (meaning that the iteration space of the loop counter is known), the loop gets unrolled and an activity instance is created for each child and each iteration in line~\ref{alg:visitpfor:unrollLoop}. Afterwards, the visitor functions for the children activities are called in line~\ref{alg:visitpfor:visitChildren}. In our case, the atomic activity \texttt{render} is the only child. The visitor function of an atomic activity executes the input callback function and, when all inputs are satisfied, the activity gets executed and the output data is available in the output buffer of the atomic activity. The visitor function of the \texttt{for} loop activity executes the output callback function in line~\ref{alg:visitpfor:outputCallback}, which fetches data from the output buffers of the child activities and stores them into the output buffer of the loop activity. After all child activities have finished their execution, the activity state is set to \texttt{Finished} in line \ref{alg:visitpfor:finished}.
|
||||
|
||||
As an example, Listing~\ref{alg:povray_callbacks} shows the implementations of the callback functions of the \texttt{parallel for} loop (\texttt{ParallelFor}) of the POV-Ray workflow. The first callback (line~\ref{alg:povray_callbacks:inputcallback}) is the \emph{input callback} responsible for initializing the activity's input data buffer. For this, it accesses the input data buffer of the parent activity, checks whether it contains valid data, saves it into the input buffer of the \texttt{for} activity, and sets the \texttt{allInputsAvailable} flag to \texttt{true} if all input data fields contain valid data to avoid unnecessary function invocations. The second callback (line~\ref{alg:povray_callbacks:outputcallback}) is the \emph{output callback} responsible for filling in the output data buffers by accessing the output data buffers of its children, checking the validity of the data, storing the data into the output buffer of the \texttt{for} loop, and setting the \texttt{allOutputsAvailable} flag to \texttt{true} if all output data fields contain valid data. The third callback (line~\ref{alg:povray_callbacks:countercallback}) is the \emph{for counter callback} responsible for initializing the loop counter of the \texttt{for} loop activity \texttt{PForLoop} by checking if all required data is available, setting the counter, and declaring the activity as ready-for-execution by modifying its state.
|
||||
|
||||
|
||||
\subsection{Scheduling and activity execution}
|
||||
|
||||
After the WEP has been evaluated for the first time and after every change, the workflow engine sends the new WEP to the scheduler. The scheduler then maps atomic activities to computing resources. Traditional workflow engines for DCIs often only lazily evaluate the WEP as far as it is required for workflow enactment to enact the ready to execute activities. However, full-ahead schedulers require a WEP that is as complete as possible to achieve a better schedule and, therefore, need to compute the WEP on their own. While this was not a major issue in traditional engines, as they are more tolerant to high overheads and usually run on own external dedicated systems, the performance overhead are of a greater concern for workflows on shared memory manycore systems. Because of this, we designed the WEP maintained by the workflow engine as complete as possible and such that all the relevant information is shared with the scheduler to avoid unnecessary recalculations.
|
||||
|
||||
Each activity implementation comes with meta-data in form of key-value pairs that can be used by the scheduler to select an appropriate implementation for execution. There is a set of well-defined key-value pairs such as the key \texttt{OpenCL} used to specify the OpenCL version of a specific activity implementation, or \texttt{SSE} to specify the required version of the Streaming SIMD Extension. Moreover, users can also define their own arbitrary key-value pairs. For example, line~\ref{alg:povray_structure:meta-data-example} in Listing~\ref{alg:povray_structure} specifies that the activity implementation requires \emph{SSE3} and there is also a user-defined key-value pair \texttt{key2=value2}.
|
||||
|
||||
After the scheduler has selected appropriate activity implementations and generated a schedule, the individual scheduling decisions are sent to the appropriate execution subsystems (e.g. \texttt{pthread} subsystem for \texttt{x86} code, \texttt{CUDA}/\texttt{OpenCL} subsystem for GPU kernels). For this purpose, MWRE provides a common extensible interface for the execution subsystems designed to support a wide variety of computing resources and to allow the scheduler interact with a specific execution subsystem without knowing the details of the underlying implementation. The execution results are then send back to the scheduler, which then handles them accordingly and notifies the workflow engine of any activity state changes.
|
||||
|
||||
Whenever an activity execution fails, the scheduler decides how the fault is resolved. We offer an API for implementing third-party schedulers and using this API the scheduler can resubmit the activity as it is, select a different activity implementation, map the activity onto a different resource, or simply fail the entire workflow. For example, our scheduler implementations try to resubmit a failed activity three times and after that the entire workflow is put into failed state, but other implementations may come up with more sophisticated fault handling methods.
|
||||
|
||||
@@ -0,0 +1,258 @@
|
||||
|
||||
\section{Experiments}\label{sec:experiments}
|
||||
|
||||
The purpose of our experiments is twofold. We first compare in Section~\ref{sec:exp-overhead} the perfomance and overhead of our workflow engine with two related state-of-the-art workflow systems.
|
||||
Second, we evaluate in Section~\ref{sec:exp-performance} the overhead of workflow execution with full-ahead scheduling to find out how well full-ahead scheduling performs on shared-memory manycore computers which exhibit completely different characteristics than DCIs.
|
||||
We conducted all the experiments on a multi-core system with four Intel Xeon E7-4870 10-core CPUs at \SI{2.40}{\giga\hertz} with a total of \SI{128}{\giga\byte} of RAM. We used the GNU GCC C/C++ compiler version 4.9.1 to compile the generated workflow programs with the \texttt{-O3} optimisation flag.
|
||||
|
||||
\subsection{Workflow enactment performance and overhead}
|
||||
\label{sec:exp-overhead}
|
||||
|
||||
|
||||
|
||||
\begin{figure}[t]
|
||||
\centering
|
||||
\begin{subfigure}[b]{0.48\textwidth}
|
||||
\resizebox{\columnwidth}{!}{ \input{./mwre/figures/Povray-Runtime.tex}}
|
||||
\caption{Enactment time.}
|
||||
\end{subfigure}
|
||||
\begin{subfigure}[b]{0.48\textwidth}
|
||||
\resizebox{\columnwidth}{!}{ \input{./mwre/figures/Povray-Memory.tex}}
|
||||
\caption{Memory utilisation.}
|
||||
\end{subfigure}
|
||||
\caption{Experimental results for the POV-Ray workflow.}
|
||||
\label{fig:ex-povray-results}
|
||||
\end{figure}
|
||||
|
||||
The goal of these experiments was to verify the callback-driven approach of designing the engine
|
||||
and to give a general estimate of the overhead and scalability associated with maintaining a WEP on shared memory many-core systems.
|
||||
Furthermore we also compared the performance and overhead of \emph{early evaluation} mode (labelled \texttt{MWRE-Early}) and \emph{late evaluation} mode (labelled \texttt{MWRE-Late}) to get an estimate on the costs of maintaining an as complete as possible WEP.
|
||||
|
||||
We conducted the experiments by comparing our engine with two related ones: a fully-fledged workflow environment for DCIs (ASKALON~\cite{Fahringer2007}) and a general purpose lightweight workflow scripting language (Swift~\cite{wilde2011swift}). To allow a low baseline comparison, we also implemented synthetic OpenMP versions for each workflow application, as OpenMP is the current standard for programming parallel applications on shared memory architectures. We automatically generated the MWRE workflow programs from the IWIR specifications (exported from ASKALON) and the concrete parts from the ASKALON's resource management deployment files using a Java source-to-source compiler that translates IWIR to C++. For each experiment, we recorded the enactment time of the workflow programs in both default and lazy WEP evaluation modes, and their memory utilisation. The enactment time refers to the time spend by the engine while evaluating the WEP and resolving dependencies. Regarding memory, we used the resident size reported by the operating system for MWRE and OpenMP, while for ASKALON and Swift we used the memory statistics delivered by the Java runtime API. Since there is no difference in memory consumption between \texttt{MWRE-Early} and \texttt{MWRE-Late}, we report a single joint result for both. To obtain a more accurate measure of the workflow enactment overhead and its memory consumption, we replaced the actual atomic activities with dummy implementations that only create empty files to satisfy data dependencies, and recorded the makespan of the workflow executions. We used the minimum completion time (MCT)~\cite{Maheswarana1999} scheduling algorithm in all experiments as it has low overhead, a low linear complexity, and is resilient to prediction inaccuracies.
|
||||
We use a logarithmic $y$-axis in all the figures for a better visualisation.
|
||||
|
||||
|
||||
\subsubsection{POV-Ray}
|
||||
|
||||
\begin{wrapfigure}{R}{0.3\textwidth}
|
||||
\centering
|
||||
\includegraphics[width=3cm,keepaspectratio=true]{./mwre/figures/Povray-experiments1.pdf}
|
||||
\caption{Experimental POV-Ray workflow.}
|
||||
\label{fig:ex-povray2}
|
||||
\end{wrapfigure}
|
||||
|
||||
We used again the POV-Ray workflow with the simple structure presented in detail in Section~\ref{sec:workflow_environment} but without the \texttt{SceneFile} activity (see Figure~\ref{fig:ex-povray2}).
|
||||
|
||||
The results in Figure~\ref{fig:ex-povray-results} show that until about 2000~--~3000 activities the performance of MWRE is similar to OpenMP. Above 2000 activities the performance of \texttt{MWRE-Early} is significantly worse than OpenMP, and the performance difference increases the higher the activity count. The performance of \texttt{MWRE-Late} is slightly better, being similar to OpenMP till about 3000, and after it gets worse than OpenMP but it stays better than \texttt{MWRE-Early} showing twice the performance at about 8000 activities.
|
||||
Swift is 50 times worse than MWRE for a low number of activities, but this difference decreases till it has the same performance as \texttt{MWRE-Early} and is only twice as worse than \texttt{MWRE-Late} for 8000 activities.
|
||||
ASKALON's performance is 70~--120 times worse than MWRE and it can only handle about 2000 activities till it exceeds the memory available to Java.
|
||||
|
||||
After a rapid increase in the beginning, MWRE's memory utilization remains relatively constant between 90~--~\SI{110}{\mega\byte} and slowly increases with the number of activities. We consider this a low consumption given that real-world activity implementations typically consume gigabytes of memory. In comparison, OpenMP uses between 10~--~\SI{15}{\mega\byte}, Swift between 280~--~\SI{1000}{\mega\byte}, and ASKALON between 590~--~\SI{8500}{\mega\byte}.
|
||||
|
||||
|
||||
|
||||
\subsubsection{RainCloud}
|
||||
|
||||
\begin{wrapfigure}{R}{0.5\textwidth}
|
||||
\centering
|
||||
\includegraphics[width=6cm,keepaspectratio=true]{./mwre/figures/Raincloud-experiments1.pdf}
|
||||
\caption{RainCloud workflow.}
|
||||
\label{fig:ex-raincloud}
|
||||
\end{wrapfigure}
|
||||
|
||||
RainCloud is a meteorological workflow for weather simulation in mountainous regions using a simple numerical linear model of orographic precipitations~\cite{Schuller2013}. The workflow is currently used by the Tyrolean avalanche service for their daily avalanche bulletins. Its structure, displayed in Figure\ref{fig:ex-raincloud}, is very similar to POV-Ray, but contains a few additional conditional activities. In our experiments, the conditional activities always evaluate to true so that the \texttt{PPS} and \texttt{PPF} activities are executed.
|
||||
|
||||
|
||||
\begin{figure}[t]
|
||||
\centering
|
||||
\begin{subfigure}[b]{0.48\textwidth}
|
||||
\resizebox{\columnwidth}{!}{ \input{./mwre/figures/Raincloud-Runtime.tex}}
|
||||
\caption{Enactment time.}
|
||||
\end{subfigure}
|
||||
\begin{subfigure}[b]{0.48\textwidth}
|
||||
\resizebox{\columnwidth}{!}{ \input{./mwre/figures/Raincloud-Memory.tex}}
|
||||
\caption{Memory utilisation.}
|
||||
\end{subfigure}
|
||||
\caption{Experimental results for the RainCloud workflow.}
|
||||
\label{fig:ex-raincloud-results}
|
||||
\end{figure}
|
||||
|
||||
The results in Figure~\ref{fig:ex-raincloud-results} show that until about 3000 activities the performance of MWRE is similar to OpenMP. Above 3000 activities the performance of \texttt{MWRE-Early} and \texttt{MWRE-Late} is significantly worse than OpenMP, and the performance difference increases the higher the activity count. The performance of \texttt{MWRE-Late} is again significantly better than \texttt{MWRE-Early} after 3000 activities.
|
||||
Swift is 40 times worse than MWRE for a low number of activities, but this difference decreases till it shows even better performance as \texttt{MWRE-Early} and is only slightly worse than \texttt{MWRE-Late} at around 9000 activities.
|
||||
ASKALON's performance starts out 350 times worse than MWRE but at around 6000 activities, where it runs out of memory again, it is only 10 times worse than \texttt{MWRE-Early}.
|
||||
|
||||
After a rapid increase, the memory utilization of MWRE is relatively constant between 60~--~\SI{95}{\mega\byte} and slowly increases with the number of activities. In comparison, OpenMP uses between 16~--~\SI{21}{\mega\byte}, Swift between 283~--~\SI{590}{\mega\byte}, and ASKALON between 590~--~\SI{6200}{\mega\byte}.
|
||||
|
||||
\begin{wrapfigure}{R}{0.5\textwidth}
|
||||
\centering
|
||||
\includegraphics[width=6cm,keepaspectratio=true]{./mwre/figures/Montage-experiments1.pdf}
|
||||
\caption{Montage workflow.}
|
||||
\label{fig:ex-montage}
|
||||
\end{wrapfigure}
|
||||
|
||||
|
||||
\subsubsection{Montage}
|
||||
|
||||
Montage~\cite{Jacob2009} is a well-known workflow in the scientific computing community created by NASA/IPAC, which stitches together multiple images to create mosaics of the sky. Montage has a rather complex structure briefly sketched in Figure~\ref{fig:ex-montage}, making its enactment the most computationally expensive from all our workflows.
|
||||
|
||||
|
||||
The results in Figure~\ref{fig:ex-montage-results} show that until about 600 activities the performance of MWRE is similar to OpenMP. Above 600 activities the performance of \texttt{MWRE-Early} is rapidly degrading, even getting much worse than Swift at around 2000 activities. In contrast, \texttt{MWRE-Late} always performs similar to OpenMP.
|
||||
Swift starts 7 times worse than MWRE for a low number of activities, but this difference decreases till it is even twice as fast as \texttt{MWRE-Early} at around 3000 activities.
|
||||
In this experiment we cannot directly compare ASKALON to the rest because ASKALON begins to exceed available memory at around 160 activities due to the internal implementation of the collection data type, extensively used for activity ports in Montage.
|
||||
|
||||
|
||||
\begin{figure}[t]
|
||||
\centering
|
||||
\begin{subfigure}[b]{0.48\textwidth}
|
||||
\resizebox{\columnwidth}{!}{ \input{./mwre/figures/Montage-Runtime.tex}}
|
||||
\caption{Enactment time.}
|
||||
\end{subfigure}
|
||||
\begin{subfigure}[b]{0.48\textwidth}
|
||||
\resizebox{\columnwidth}{!}{ \input{./mwre/figures/Montage-Memory.tex}}
|
||||
\caption{Memory utilisation.}
|
||||
\end{subfigure}
|
||||
\caption{Experimental results for the Montage workflow.}
|
||||
\label{fig:ex-montage-results}
|
||||
\end{figure}
|
||||
|
||||
The memory utilisation of MWRE is relatively constant between 65~--~\SI{207}{\mega\byte} and slowly increases with the number of activities. In comparison, OpenMP uses between 21~--~\SI{30}{\mega\byte}, Swift between 312~--~\SI{6500}{\mega\byte}, and ASKALON between 614~--~\SI{9000}{\mega\byte}.
|
||||
|
||||
|
||||
\subsubsection{Sparselu}
|
||||
|
||||
\begin{wrapfigure}{R}{0.5\textwidth}
|
||||
\centering
|
||||
\includegraphics[width=6cm,keepaspectratio=true]{./mwre/figures/Sparselu-experiments1.pdf}
|
||||
\caption{Sparselu workflow.}
|
||||
\label{fig:ex-sparselu}
|
||||
\end{wrapfigure}
|
||||
|
||||
The Sparselu workflow (see Figure~\ref{fig:ex-sparselu}) adapted from the \texttt{sparselu} program from the BOTS benchmark suite~\cite{duran2009barcelona} does LU factorisation of sparse matrices. The workflow comes in two flavours: with a \texttt{for} and with a \texttt{while} sequential outermost loop. In terms of WEP generation in MWRE, there is a big difference between a \texttt{while} and a \texttt{for} loop. While we can unroll a \texttt{for} loop once we know the loop iteration counter and generate the complete WEP, this is not possible for a \texttt{while} loop that requires re-evaluation of the loop condition after each iteration with no indication on the total number of iterations. The workflow contains three consecutive \texttt{parallel for} loops with the same number of iterations within the sequential outermost loop. The experiments labelled \texttt{*-Length} in Figures~\ref{fig:ex-Sparselu-while-results} and~\ref{fig:ex-Sparselu-for-results} only modify the iteration number of the sequential outermost loop (i.e. the length of the workflow), while the experiments labelled \texttt{*-Width} only modify the iteration number of the inner \texttt{parallel for} loops (i.e. the width of the workflow). In the first case, we increase of total number of activities while keeping the number of activities scheduled at the same time constant, while in the second case we also modify the number of activities simultaneously scheduled.
|
||||
|
||||
\begin{figure}[t]
|
||||
\centering
|
||||
\begin{subfigure}[b]{0.48\textwidth}
|
||||
\resizebox{\columnwidth}{!}{ \input{./mwre/figures/Sparselu-For-1-Runtime.tex}}
|
||||
\caption{Enactment time (\texttt{For-Length}).}
|
||||
\end{subfigure}
|
||||
\begin{subfigure}[b]{0.48\textwidth}
|
||||
\resizebox{\columnwidth}{!}{ \input{./mwre/figures/Sparselu-For-1-Memory.tex}}
|
||||
\caption{Memory utilisation (\texttt{For-Length}).}
|
||||
\end{subfigure}
|
||||
\begin{subfigure}[b]{0.48\textwidth}
|
||||
\resizebox{\columnwidth}{!}{ \input{./mwre/figures/Sparselu-For-2-Runtime.tex}}
|
||||
\caption{Enactment time (\texttt{For-Width}).}
|
||||
\end{subfigure}
|
||||
\begin{subfigure}[b]{0.48\textwidth}
|
||||
\resizebox{\columnwidth}{!}{ \input{./mwre/figures/Sparselu-For-2-Memory.tex}}
|
||||
\caption{Memory utilisation (\texttt{For-Width}).}
|
||||
\end{subfigure}
|
||||
\caption{Experimental results for the \texttt{For} variant of the Sparselu workflow.}
|
||||
\label{fig:ex-Sparselu-for-results}
|
||||
\end{figure}
|
||||
|
||||
\begin{figure}[t]
|
||||
\centering
|
||||
\begin{subfigure}[b]{0.48\textwidth}
|
||||
\resizebox{\columnwidth}{!}{ \input{./mwre/figures/Sparselu-While-1-Runtime.tex}}
|
||||
\caption{Enactment time (\texttt{While-Length}).}
|
||||
\end{subfigure}
|
||||
\begin{subfigure}[b]{0.48\textwidth}
|
||||
\resizebox{\columnwidth}{!}{ \input{./mwre/figures/Sparselu-While-1-Memory.tex}}
|
||||
\caption{Memory utilisation (\texttt{While-Length}).}
|
||||
\end{subfigure}
|
||||
\begin{subfigure}[b]{0.48\textwidth}
|
||||
\resizebox{\columnwidth}{!}{ \input{./mwre/figures/Sparselu-While-2-Runtime.tex}}
|
||||
\caption{Enactment time (\texttt{While-Width}).}
|
||||
\end{subfigure}
|
||||
\begin{subfigure}[b]{0.48\textwidth}
|
||||
\resizebox{\columnwidth}{!}{ \input{./mwre/figures/Sparselu-While-2-Memory.tex}}
|
||||
\caption{Memory utilisation (\texttt{While-Width}).}
|
||||
\end{subfigure}
|
||||
\caption{Experimental results for the \texttt{While} variant of the Sparselu workflow.}
|
||||
\label{fig:ex-Sparselu-while-results}
|
||||
\end{figure}
|
||||
|
||||
The results in Figures~\ref{fig:ex-Sparselu-while-results} and~\ref{fig:ex-Sparselu-for-results} show that the performance of MWRE is similar to OpenMP most of the time. Also there is no significant difference in performance between the \texttt{For} and the \texttt{While} variants. However, there is a significant performance difference between the \texttt{*-Length} and the \texttt{*-Width} variants. The performance of the \texttt{*-Length} variants always stays similar to OpenMP, whereas the performance of the \texttt{*-Width} variants gets worse than OpenMP at about 30000 activities. The performance of Swift is about 4~--~7 times worse than MWRE in most cases. However, in the \texttt{*-Width} variants it is only two times worse than \texttt{MWRE-Early} at around 60000 activities. ASKALON on the other hand, is about 500~--~800 times worse than MWRE, and at around 6000 activities it again runs out of memory.
|
||||
|
||||
The memory utilisation of MWRE is significantly higher than in the previous experiments (between 15~--~\SI{820}{\mega\byte}), but comparable if we take into account the higher number of activities involved. In comparison, OpenMP uses between 15~--~\SI{32}{\mega\byte}s, Swift between 550~--~\SI{4100}{\mega\byte}, and ASKALON between 770~--~\SI{7200}{\mega\byte}.
|
||||
|
||||
|
||||
\subsubsection{Discussion}
|
||||
The experimental results show that MWRE has a better performance and lower memory usage than other traditional workflow systems on shared-memory manycore systems most of the time. It even shows similar performance than OpenMP in most cases. However, its scalability is limited and nearly all experiments show that at a certain workflow size the performance of MWRE begins to degrade. This is because MWRE maintains a complete WEP of the workflow in order to facilitate full-ahead scheduling. Maintaining a WEP is a complex stateful operation and at a certain size the costs of maintaining a WEP becomes too high causing poor performance. At which workflow size the costs of maintaining a WEP seems to be individual for each workflow. In our experiments a simple workflow like POV-Ray only shows similar performance to OpenMP up to 2000~--~3000 activities, whereas a more complex workflow like Sparselu can scale up to more than 60000 activities.
|
||||
|
||||
One of the factors that influences the scalability is the number of simultaneously scheduled activities. POV-Ray is basically a single parallel loops, which means that nearly all activities are scheduled at the same time. In contrast, Sparselu contains several parallel loops within a sequential loop which means that only a fraction of the total workflow activities are simultaneously scheduled. This is further confirmed by comparing the \texttt{*-Length} and \texttt{*-Width} variants of the Sparselu workflow. The \texttt{*-Length} variants do not change the number of simultaneously scheduled activities, and they show performance similar to OpenMP in all cases. In comparison, the \texttt{*-Width} variants do increase the number of simultaneously scheduled activities, and at around 30000 activities their performance begins to worsen.
|
||||
|
||||
Another factor limiting scalability seems to be the number of re-evaluations of the WEP caused by our \emph{early evaluation} policy. The most prominent example is the huge gap in the performance of \texttt{MWRE-Early} and \texttt{MWRE-Late} in the Montage workflow. Montage excessively uses \texttt{parallel ForEach} loops together with \texttt{Union}-Ports, which means that every finished loop iteration causes a notification of the successor activities that new data is available when \texttt{MWRE-Early} is used. In contrast, \texttt{MWRE-Late} only informs the successors when the complete loop has finished. Also in most other workflows \texttt{MWRE-Late} scales better than \texttt{MWRE-Early}, although the performance difference is not that dramatic. This also indicates that there is some optimization potential by finding some middle ground between \texttt{MWRE-Early} and \texttt{MWRE-Late} and thus reducing the number of re-evaluations.
|
||||
|
||||
The results also indicate that there is no significant performance difference between generating the complete WEP from the beginning (i.e. \texttt{For} variants of Sparselu) and successively completing the WEP as the workflow execution progresses (i.e. \texttt{While} variants of Sparselu).
|
||||
|
||||
|
||||
\subsection{Workflow execution using full-ahead scheduling}
|
||||
\label{sec:exp-performance}
|
||||
|
||||
We believe that full-ahead scheduling is one of the keys to success for workflows on shared-memory manycore computers. We know from DCIs that full-ahead scheduling algorithm produce a better schedule than just-in-time scheduling algorithms in most cases. But workflows on DCIs exhibit different characteristics than parallel programs on shared-memory manycore computers. While Workflows on DCIs usually consist of relatively few, long running atomic activities, parallel programs on manycores consist of a rather large number of short running tasks. Also, on DCIs the workflow engine and consequently the scheduler are implemented as extern services having their own dedicated computing resources, while on manycores the workflow engine and the scheduler have to compete with the atomic activity execution sub-system for computing resources. Because of this the scheduler has to re-evaluate the schedule more often on manycore computers leading to more overhead, while at the same time workflow execution on manycores is much more susceptible to scheduling overhead because of shared computing resources and much shorter execution times of atomic activities.
|
||||
|
||||
To find out whether full-ahead scheduling can still deliver its promises despite the above mentioned problems, we executed a large number of workflows exhibiting characteristics of parallel programs for manycores using a well-known full-ahead scheduling algorithm. In order to have a baseline we can compare the results to, we also executed the same workflows using a just-in-time scheduling algorithm. As full-ahead scheduling algorithm we use HEFT~\cite{Maheswarana1999} and as just-in-time algorithm we use Minimum Completion Time (MCT). HEFT is one of the most widely known full-ahead scheduling algorithms consisting of two phases. In the first phase, it recursively assigns a rank to each activity according to its highest distance to the last activity of the workflow (i.e. B-rank):
|
||||
\[\mathit{rank}\left(a_i\right)=\overline{w_i}+\max_{n_j\in \mathit{succ}\left(a_i\right)}\left(\overline{c_{i,j}}+\mathit{rank}\left(a_j\right)\right),\]
|
||||
where $a_i \in A$ refers to the $i$-th activity, $\overline{w_i}$ is the average execution time of activity $a_i$ across all available resources, $\mathit{succ}\left(a_i\right)$ is the set of activities that immediately depend on $a_i$, and $\overline{c_{i,j}}$ is the average communication costs of the data transferred between activities $a_i$ and $a_j \in \mathit{succ}\left(a_i\right)$ across all pairs of available resources. In the second phase, it traverses the ranked list of activities and schedules each of them using the MCT algorithm.
|
||||
|
||||
\begin{figure}[t]
|
||||
\centering
|
||||
\resizebox{\textwidth}{!}{ \input{./mwre/figures/Scheduler01-Speedup.tex}}
|
||||
\caption{Speedup of HEFT versus MCT.}
|
||||
\label{fig:ex-scheduling-speedup-results}
|
||||
\end{figure}
|
||||
|
||||
To evaluate the workflow execution performance for a large number and variety of workflows, we used an algorithm for automatically generating random workflows~\cite{topcuoglu2002performance} by varying the following parameters as presented in Table~\ref{tab:wf-params}:
|
||||
\begin{itemize}
|
||||
\item \emph{Average number of activities} $v$ in the workflow;
|
||||
\item \emph{Workflow shape} $\alpha$ by randomly generating the workflow height from a uniform distribution with a mean value equal to $\frac{\sqrt{v}}{\alpha}$, and the width of each level randomly selected from a uniform distribution with mean value $\sqrt{v}\cdot\alpha$;
|
||||
\item \emph{Output degree of an activity} $o_i$ representing the maximum number of successors a workflow activity is allowed to have;
|
||||
\item \emph{Computational heterogeneity} $\beta$ by randomly generating the execution time for each activity $a_i$ on each resource from the interval $\left(\overline{w_i}\cdot\left(1-\frac{\beta}{2}\right), \overline{w_i}\cdot\left(1+\frac{\beta}{2}\right)\right)$, where $\overline{w_i}$ is the average execution time of $a_i$.
|
||||
\end{itemize}
|
||||
|
||||
\begin{wraptable}{r}{0pt}
|
||||
\small
|
||||
\begin{tabular}{|c|c|}
|
||||
\hline
|
||||
\emph{Parameter} & \emph{Value set}\\
|
||||
\hline
|
||||
$v$ & \{ 300, 600, 900, 1200, 2400 \}\\
|
||||
$\alpha$ & \{ 1, 2, 4 \}\\
|
||||
$o_i$ & \{ 2, 4, 8, 10 \}\\
|
||||
$\beta$ & \{ 1, 1.9 \}\\
|
||||
\hline
|
||||
\end{tabular}
|
||||
\caption{Random workflow generation parameters.}
|
||||
\label{tab:wf-params}
|
||||
\end{wraptable}
|
||||
|
||||
We set the computation to communication ratio parameter to zero, since on shared memory systems the communication is usually much faster than the computation. We set the average activity execution time $\overline{w}$ to five seconds to get a more realistic result for shared memory manycore systems that allow a much finer-grained parallelism compared to DCIs that feature average execution times of several minutes or hours.
|
||||
|
||||
We generated three different workflows for each parameter combination, recorded the average workflow execution time for each parameter combination, and computed the speedup of HEFT compared to MCT. Furthermore, we recorded the workflow enactment time (spent in the workflow engine and the scheduler) together with the queuing and actual execution time for each activity.
|
||||
|
||||
\begin{figure}[t!]
|
||||
\centering
|
||||
\begin{subfigure}[b]{\textwidth}
|
||||
\resizebox{\columnwidth}{!}{ \input{./mwre/figures/Scheduler01-Times-HEFT.tex}}
|
||||
\caption{HEFT.}
|
||||
\end{subfigure}
|
||||
\begin{subfigure}[b]{\textwidth}
|
||||
\resizebox{\columnwidth}{!}{ \input{./mwre/figures/Scheduler01-Times-JIT.tex}}
|
||||
\caption{MCT.}
|
||||
\end{subfigure}
|
||||
\caption{Cumulative time analysis of HEFT and MCT.}
|
||||
\label{fig:ex-scheduling-results}
|
||||
\end{figure}
|
||||
|
||||
Figure~\ref{fig:ex-scheduling-speedup-results} shows the speedup results of our experiments. The $x$-axis represents the parameter groups starting with 1, defined as the cross-product of the parameter values from Table~\ref{tab:wf-params}. For example, the parameter group 20 represents the parameter values $v=300$, $\alpha=4$, $o_i=4$ and $\beta=1.9$. It can be seen that HEFT generally exhibits a better performance than MCT for a large number of workflows, with performance gains of up to 40\%. The number of activities $v$ does not have a significant impact on performance in our experiment. In contrast, the shape parameter $\alpha$ significantly influence performance. For $\alpha=1$ (parameter groups 1~--~8, 25~--~32, 49~--~56, 73~--~80 and 97~--~104), we hardly obtain any speedup and get even slowdowns. Only for $\alpha>1$ we obtain significant speedups. The parameter $\alpha$ controls the height and width of a workflow, and the higher its value the more parallelism a workflow contains. This means that a workflow needs a minimal amount of parallelism for full-ahead scheduling to produce good results. The influence of the parameters $o_i$ and $\beta$ on the speedup cannot be clearly determined. There are some indications that higher values of $o_i$ and $\beta$ tend to produce a better speedups, but the differences are smaller than the error distribution. Therefore, they are not significant enough for a conclusion.
|
||||
|
||||
Figure~\ref{fig:ex-scheduling-results} with a logarithmic $y$-axis shows the cumulative sum of enactment times, activity queuing times and activity execution times. The $x$-axis again represents the parameter groups. In this figure, the number of nodes $v$ significantly impacts the enactment time. The number of nodes grows with the growing parameter group number, as also the enactment time for both HEFT and MCT. The activity queuing time is influenced by both number of nodes $v$ and workflow shape $\alpha$. The higher the number of nodes $v$ the higher the average queue time. But there are also sudden jumps in the queue time which correspond with the workflow shape $\alpha$ being set to 2 (the smaller jumps like e.g. at parameter group 57~--~64) and being set to 4 (the higher jumps like e.g. at parameter group 65~--~72). When we compare the results of HEFT with the results of MCT then we see that HEFT has higher enactment time, which is proportional to the number of nodes $v$, than MCT. Nevertheless, the enactment time is in all instances still much smaller than the sum of queue times and execution times. But HEFT has a lower activity queue time than MCT. When we look at the total times, then the lower queue times more than compensate for the higher enactment times so that in the end HEFT has a better performance than MCT in most cases.
|
||||
|
||||
|
||||
|
||||
|
||||
The results clearly show that workflow execution on shared-memory manycores using a full-ahead scheduling algorithm can still gain significant performance compared to just-in-time scheduling, despite suffering from a higher overhead compared to workflow execution on DCIs and manycore computers being more susceptible to overhead. Even with a low average activity execution time of only five seconds, the overhead caused by the WEP generation and full-ahead scheduling algorithm stays in an acceptable range.
|
||||
|
||||
|
||||
@@ -2,3 +2,11 @@
|
||||
\chapter{Manycore Workflow Runtime Engine (MWRE)}
|
||||
|
||||
\input{mwre/mwre-architecture}
|
||||
|
||||
\input{mwre/mwre-enactment}
|
||||
|
||||
\input{mwre/mwre-source-to-source-compiler}
|
||||
|
||||
\input{mwre/mwre-evaluation}
|
||||
|
||||
|
||||
|
||||
@@ -0,0 +1,111 @@
|
||||
|
||||
\section{Source-to-Source Compiler}\label{sec:Source-to-Source-Compiler}
|
||||
|
||||
|
||||
In our MWRE workflow environment, we employ the Insieme compiler\footnote{http://www.insieme-compiler.org} to convert a workflow specification written in IWIR into a C++ workflow program using our engine. Insieme is a research source-to-source compiler targeted at automatically optimizing parallel programs for homogeneous and heterogeneous multi-core architectures, which currently supports C, Cilk, OpenMP and OpenCL languages. Insieme uses a single high-level parallel intermediate representation (IR) called INSPIRE~\cite{jordan2013inspire} in all stages of the compilation process. INSPIRE is the best-suited compiler-based IR because it allows us to concentrate on a single language (unlike e.g. \texttt{gcc}, which uses different IR languages in different compiler stages), it includes constructs for high-level constructs like \texttt{for} loops (unlike e.g. LLVM whose IR language only consists of simple assembler-like instructions), and it additionally includes constructs directly representing parallel concepts (like e.g. \texttt{parallel for} loops). High-level constructs ease program analysis, while dedicated parallel constructs allow to precisely represent an IWIR workflow. Furthermore, INSPIRE has been designed as an extensible IR allowing to easily add new data types or program constructs.
|
||||
|
||||
The conversion process from an IWIR workflow specification into an equivalent MWRE workflow program consists of three phases: (1) translation of the IWIR specification into INSPIRE, (2) compiler transformations on the INSPIRE IR, and (3) conversion of the INSPIRE IR into a MWRE workflow program.
|
||||
|
||||
|
||||
\subsection{Phase 1: IWIR translation into INSPIRE}\label{sec:Source-to-Source-Compiler-phase1}
|
||||
IWIR is a block-structured, data flow-oriented workflow language with control flow constructs very similar to modern imperative programming languages like C. Therefore, IWIR workflows can also be represented by IR languages originally designed for imperative languages, for example by replacing all IWIR constructs with their corresponding INSPIRE high-level counterparts.
|
||||
|
||||
\lstdefinelanguage{INSPIRE}{
|
||||
language=XML,
|
||||
commentstyle=\color{gray}\upshape,
|
||||
morestring=[b][\color{black}\itshape\mdseries]",
|
||||
morestring=[s][\bfseries]{>}{<},
|
||||
morecomment=[s]{<?}{?>},
|
||||
stringstyle=\color{black},
|
||||
identifierstyle=\color{black}\bfseries,
|
||||
keywordstyle=\color{black}\bfseries, % keyword style
|
||||
tagstyle=\color{black}\bfseries
|
||||
}
|
||||
|
||||
\begin{listing}[!t]
|
||||
\lstinputlisting[language=INSPIRE]{mwre/povray.inspire}
|
||||
\caption{INSPIRE representation of the POV-Ray workflow.}
|
||||
\label{lst:povray_inspire}
|
||||
\end{listing}
|
||||
|
||||
Listing~\ref{lst:povray_inspire} shows the INSPIRE program representing our POV-Ray example workflow. To ease the program analysis, each activity is represented by a function that encapsulates the code implementing the activity and whose signature represents the activity input and output ports. In our example, function \texttt{fun003} (lines~\ref{povray:inspire:wfstart:start}~--~\ref{povray:inspire:wfstart:end}) represents the start of the workflow and defines the workflow input (lines~\ref{povray:inspire:wfinputs:start}~--~\ref{povray:inspire:wfinputs:end}) and output ports (line~\ref{povray:inspire:wfoutput}). The \texttt{\_iwir\_wf\_input\_} and \texttt{\_iwir\_wf\_output\_} functions are helper functions whose only purpose is to help identify the workflow input and output ports. The \texttt{fun002} function (lines~\ref{povray:inspire:toplevel:start}~--~\ref{povray:inspire:toplevel:end}) represents the \texttt{toplevel} activity corresponding to the IWIR snippet between lines~\ref{povray:iwir:toplevel:start}~--~\ref{povray:iwir:toplevel:end} in Listing~\ref{lst:povray_iwir}. The \texttt{fun001} (lines~\ref{povray:inspire:pfor:start}~--~\ref{povray:inspire:pfor:end}) and \texttt{fun000} (lines~\ref{povray:inspire:pfor_lambda:start}~--~\ref{povray:inspire:pfor_lambda:end}) functions represent the \texttt{parallel for} \texttt{ParallelFor} activity corresponding to the IWIR snippet between lines~\ref{povray:iwir:pfor:start}~--~\ref{povray:iwir:pfor:end} in Listing~\ref{lst:povray_iwir}. The \texttt{fun001} function defines the parallel loop itself and the activity ports, while the \texttt{fun000} function represents the loop body. Finally, line~\ref{povray:inspire:programroot} represents the root of the workflow program. The \texttt{\_iwir\_input\_wrapper\_} and \texttt{\_iwir\_output\_wrapper\_} functions in each function call are helper functions used to determine the function arguments representing the input and the output ports. Atomic activities are represented by a call to the \texttt{\_iwir\_atomic\_} function, the first parameter being the name of the atomic activity type, the second parameter being the atomic activity type, and the rest of the parameters representing the input and output ports and their names.
|
||||
|
||||
Imperative languages, including INSPIRE, use variables and operations upon variables to describe the data flow. Data flow-driven programs like IWIR can easily be converted into an imperative program by representing every data dependency as a variable using a \emph{single static assignment}, meaning that every variable is written only once, which ensures that we can easily analyse the data flow to recreate the data dependencies. The only exceptions are loop ports that can be written more than once, however, they can only be written once per loop iteration, which makes them still easy to analyse. IWIR also does not allow any data manipulations outside of atomic activities, therefore, an INSPIRE program representing an IWIR workflow is only allowed to transport data from one activity to another, but not to manipulate this data.
|
||||
|
||||
|
||||
\subsection{Phase 2: INSPIRE compiler transformations}\label{sec:Source-to-Source-Compiler:phase2}
|
||||
|
||||
Compiler transformations are usually applied to a program in order to optimize one or more program characteristics, such as execution time or program size. They can also be applied to an INSPIRE representation of a workflow application. However, compiler transformations for MWRE workflows have different optimizations goals and constraints. Traditional compiler transformations are mostly targeted towards exploiting hardware characteristics and loop optimisation, their only constraint being program correctness. In contrast, MWRE workflows only contain an abstract specification of the workflow structure translated into a WEP by the workflow engine that executes the workflow by traversing it. Furthermore, IWIR and consequently MWRE do not allow any data manipulation outside of atomic activities that are treated as blackboxes and may have more than one implementation. This excludes most traditional compiler transformations which require data manipulations or operate on low-level program constructs or on individual instructions.
|
||||
However, compiler transformations having other optimization goals can be applied to workflows, as described in the following:
|
||||
|
||||
\begin{itemize}
|
||||
\item \emph{Reduce the number of executed atomic activities}, where the most effort is spent when executing a workflow. Therefore, this transformation category is the most likely to achieve good results. When applying traditional compiler transformations, atomic activities should be treated as single instructions.
|
||||
|
||||
\item \emph{Reduce the engine overhead} by reducing the number of composite activities and/or transforming the workflow structure. Since the time spent in the workflow engine is usually a fraction of the total workflow execution there is only limited benefits from such transformations with respect to the execution time. However, optimizations falling into this category may help with the next optimization goal.
|
||||
|
||||
\item \emph{Improve and/or facilitate scheduling} by modifying the workflow structure so that the scheduler can find better mappings leading to faster execution plans.
|
||||
\end{itemize}
|
||||
|
||||
A compiler transformation is legal when the resulting program is semantically equivalent to the original program, which means that the transformed program produces the same results as the original program. When applying compiler transformation to a workflow program, we may change the order of atomic activities, or eliminate an individual atomic activity. This poses a problem because, according to the workflow paradigm, atomic activities are regarded as black-boxes without any knowledge of its internals. There could be a hidden state governing the execution of atomic activities, and by applying compiler transformations we could accidentally alter it in a way that causes the transformed program to produce false results.
|
||||
|
||||
To solve this problem, we need to relax the black-box principle and provide (limited) information on what happens inside an activity. To achieve this, we use a tag systems which allows attaching tags to activities. For example, we use a \emph{side-effect freeness} tag (the term comes from functional programming indicating functions that always produce the same output for the same input) to indicate that the tagged activities do not have a global state influencing their execution of an atomic activity. The tags are stored inside the activity repository as part of the activity description. All tags added to an activity also need to be valid for all implementations of that activity. Before a workflow transformation is applied, the source-to-source compiler checks the tags of the affected activities to determine whether the transformation can be safely applied.
|
||||
|
||||
There are traditional compiler transformations that fall into one of the categories mentioned above, and can be theoretically applied to workflow programs. But there are practical implications that hinder the application of traditional transformations without tailoring them specifially to workflow programs first. To demonstrate the problem let us try to apply an existing compiler transformation to our POV-Ray workflow example. The first step is to analyse the workflow program to identify optimization possibilities. In our example a data-flow analysis would reveal that the input value of the \texttt{SceneFile} atomic activity are loop invariant, and therefore we can move this activity out of the loop and place it right before it using a traditional compiler transformation called \emph{loop-invariant code hoisting}, and thus improve performance by having the affected activities executed only once instead of every loop iteration.
|
||||
|
||||
However, when applying the loop-invariant code hoisting transformation of a traditional compiler, the \texttt{SceneFile} activity would be placed before the \texttt{parallel for} loop (between lines~\ref{povray:inspire:pfor:start} and~\ref{povray:inspire:pfor:loopstart} in Listing~\ref{lst:povray_inspire}). This would break the rule that every composite activity needs to be encapsulated in its own function, which violates the INSPIRE workflow structure outlined in Section~\ref{sec:Source-to-Source-Compiler-phase1} that can no longer be translated into a MWRE workflow program in the next step. Instead, a workflow-aware version of the loop-invariant code hoisting transformation needs to place the \texttt{SceneFile} activity inside the function representing the \texttt{toplevel} activity (line~\ref{povray:inspire:toplevel:start} in Listing~\ref{lst:povray_inspire}).
|
||||
|
||||
|
||||
|
||||
\subsection{Phase 3: MWRE workflow generation}
|
||||
|
||||
The last phase deals with the conversion the (optimized) INSPIRE program into a MWRE workflow program. It consists of three sub-phases: In the first sub-phase, we generate C data structures (i.e. \texttt{struct}s) representing the input and output ports of each activity. In the second sub-phase, we replace the functions representing the individual activities and the contained INSPIRE constructs with equivalent MWRE constructs and construct tables representing the complete workflow structure. Finally in the third sub-phase, we analyse the variables and their data-flow to reconstruct the original data-flow and generate the callback functions implementing said data-flow.
|
||||
|
||||
\begin{listing}[!t]
|
||||
\scriptsize
|
||||
\begin{algorithmic}[1]
|
||||
\StructStart[toplevel\_input] \label{alg:povray_structs:toplevel_input:start}
|
||||
\State string string;
|
||||
\State int totalFrames;
|
||||
\State int framesPerActivity;
|
||||
\StructEnd \label{alg:povray_structs:toplevel_input:end}
|
||||
|
||||
\StructStart[toplevel\_output] \label{alg:povray_structs:toplevel_output:start}
|
||||
\State string finalMovie;
|
||||
\StructEnd \label{alg:povray_structs:toplevel_output:end}
|
||||
|
||||
\StructStart[SceneFile\_input]
|
||||
\State string scene;
|
||||
\StructEnd
|
||||
|
||||
\StructStart[SceneFile\_output]
|
||||
\State string povFile;
|
||||
\StructEnd
|
||||
|
||||
\StructStart[PForLoop\_input]
|
||||
\State string povFile;
|
||||
\State int totalFrames;
|
||||
\State int numFrames;
|
||||
\State string scene;
|
||||
\StructEnd
|
||||
|
||||
\StructStart[PForLoop\_output]
|
||||
\State collection frames;
|
||||
\StructEnd
|
||||
|
||||
\StructStart[RenderTask\_input]
|
||||
\State string povFile;
|
||||
\State int startFrame;
|
||||
\State int numFrames;
|
||||
\StructEnd
|
||||
|
||||
\StructStart[RenderTask\_output]
|
||||
\State collection frames;
|
||||
\StructEnd
|
||||
\end{algorithmic}
|
||||
\caption{Data structures representing the ports of a POV-Ray workflow
|
||||
(we omitted the boolean \texttt{``valid data''} flag for each structure component and the structures
|
||||
for the \texttt{Convert} activity for brevity reasons).}
|
||||
\label{alg:povray_structs}
|
||||
\end{listing}
|
||||
|
||||
We again use our example POV-Ray workflow to describe the translation process. First, we traverse the entire INSPIRE workflow program and look at the signatures of the functions and function-calls representing the workflow activities to learn about their input- and output-ports. Using that information we generate the structures (\texttt{struct}s) representing the ports of each activity (see Listing~\ref{alg:povray_structs}). Afterwards, we again traverse the INSPIRE workflow program, only this time we create the tables representing the workflow structure (see Listing~\ref{alg:povray_structure}). The INSPIRE program structure outlined in Section~\ref{sec:Source-to-Source-Compiler-phase1} allows us to identify the individual workflow activities in the INSPIRE workflow program, and for each identified activity we create a row in our activity table (Lines~\ref{alg:povray_structure:activities:start}~--~\ref{alg:povray_structure:activities:end} in Listing~\ref{alg:povray_structure}). For each encountered atomic activity we consult the activity implementation repository to retrieve all available implementations and construct a table representing these implementations (e.g. Lines~\ref{alg:povray_structure:SceneFileImpls:start}~--~\ref{alg:povray_structure:SceneFileImpls:end} in Listing~\ref{alg:povray_structure} lists the available implementations for the \texttt{SceneFile} activity). Also we generate the callback function implementing the semantics of composite activities like e.g. the callback function that evaluates the loop counter of our \texttt{parallel for} loop. Finally, we analyse the variables of the INSPIRE program and their data-flow to reconstruct the original data-flows and generate the callback functions implementing the found data-flow (see Listing~\ref{alg:povray_callbacks}).
|
||||
@@ -0,0 +1,31 @@
|
||||
let fun000 = fun(ref<ref<array<char,1>>> scene, ref<int<4>> numFrames, ref<collection<collection<file<ref<array<char,1>>>>>> frames, int<4> counterStart, int<4> counterStop, int<4> counterStep) -> unit { (*@\label{povray:inspire:pfor_lambda:start}@*)
|
||||
for(decl int<4> forCounter = counterStart .. counterStop : counterStep) {
|
||||
decl ref<file<ref<array<char,1>>>> povFile = (var(undefined(type<file<ref<array<char,1>>>>)));
|
||||
_iwir_atomic_("SceneFile", "SceneFile", _iwir_input_wrapper_(scene), "scene", _iwir_output_wrapper_(povFile), "povFile");
|
||||
decl ref<collection<file<ref<array<char,1>>>>> renderFrames = (var(undefined(type<collection<file<ref<array<char,1>>>>>)));
|
||||
_iwir_atomic_("Render", "Render", _iwir_input_wrapper_(povFile), "povFile", _iwir_input_wrapper_(forCounter), "forCounter", _iwir_input_wrapper_(numFrames), "numFrames", _iwir_output_wrapper_(renderFrames), "renderFrames");
|
||||
(ref_collection_at(frames, forCounter) := ( *renderFrames));
|
||||
};
|
||||
}; (*@\label{povray:inspire:pfor_lambda:end}@*)
|
||||
|
||||
let fun001 = fun(ref<ref<array<char,1>>> scene, ref<int<4>> totalFrames, ref<int<4>> framesPerActivity, ref<collection<collection<file<ref<array<char,1>>>>>> frames) -> unit { (*@\label{povray:inspire:pfor:start}@*)
|
||||
pfor(getThreadGroup(0), 1, ( *totalFrames), ( *framesPerActivity), bind(counterStart, counterStop, counterStep){fun000(_iwir_input_wrapper_(scene), _iwir_input_wrapper_(framesPerActivity), _iwir_output_wrapper_(frames), counterStart, counterStop, counterStep)}); (*@\label{povray:inspire:pfor:loopstart}@*)
|
||||
}; (*@\label{povray:inspire:pfor:end}@*)
|
||||
|
||||
let fun002 = fun(ref<ref<array<char,1>>> scene, ref<int<4>> totalFrames, ref<int<4>> framesPerActivity, decl ref<file<ref<array<char,1>>>> outFile) -> unit { (*@\label{povray:inspire:toplevel:start}@*)
|
||||
decl ref<collection<collection<file<ref<array<char,1>>>>>> frames = (var(undefined(type<collection<collection<file<ref<array<char,1>>>>>>)));
|
||||
fun001(_iwir_input_wrapper_(scene), _iwir_input_wrapper_(totalFrames), _iwir_input_wrapper_(framesPerActivity), _iwir_output_wrapper_(frames))
|
||||
_iwir_atomic_("Convert", "Convert", _iwir_input_wrapper_(frames), "frames", _iwir_output_wrapper_(outFile), "outfile"); (*@\label{povray:inspire:convert:end}@*)
|
||||
_iwir_wf_output_(type<file<ref<array<char,1>>>>, outFile)
|
||||
}; (*@\label{povray:inspire:toplevel:end}@*)
|
||||
|
||||
let fun003 = fun() -> unit { (*@\label{povray:inspire:wfstart:start}@*)
|
||||
decl ref<ref<array<char,1>>> scene = _iwir_wf_input_(type<ref<array<char,1>>>); (*@\label{povray:inspire:wfinputs:start}@*)
|
||||
decl ref<int<4>> totalFrames = _iwir_wf_input_(type<int<4>>);
|
||||
decl ref<int<4>> framesPerActivity = _iwir_wf_input_(type<int<4>>); (*@\label{povray:inspire:wfinputs:end}@*)
|
||||
decl ref<file<ref<array<char,1>>>> outFile = (var(undefined(type<file<ref<array<char,1>>>>)));
|
||||
fun002(_iwir_input_wrapper_(scene), _iwir_input_wrapper_(totalFrames), _iwir_input_wrapper_(framesPerActivity), _iwir_output_wrapper_(outFile))
|
||||
_iwir_wf_output_(type<file<ref<array<char,1>>>>, outFile) (*@\label{povray:inspire:wfoutput}@*)
|
||||
}; (*@\label{povray:inspire:wfstart:end}@*)
|
||||
|
||||
fun003() (*@\label{povray:inspire:programroot}@*)
|
||||
+176
-28
@@ -4,7 +4,7 @@ img_extIsRegExp=false
|
||||
img_extensions=.eps .jpg .jpeg .png .pdf .ps .fig .gif
|
||||
kileprversion=2
|
||||
kileversion=2.1.3
|
||||
lastDocument=mwre/mwre-architecture.tex
|
||||
lastDocument=mwre/mwre-evaluation.tex
|
||||
masterDocument=
|
||||
name=PhD Thesis
|
||||
pkg_extIsRegExp=false
|
||||
@@ -23,6 +23,13 @@ Highlighting=LaTeX
|
||||
Indentation Mode=normal
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||||
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|
||||
|
||||
[document-settings,item:background/hardwaremodel.tex]
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
[document-settings,item:background/workflowmodel.tex]
|
||||
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|
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|
||||
@@ -51,6 +58,20 @@ Highlighting=LaTeX
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||||
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|
||||
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|
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|
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|
||||
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|
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||||
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|
||||
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|
||||
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|
||||
Highlighting=LaTeX
|
||||
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|
||||
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|
||||
|
||||
[document-settings,item:mwre/mwre-main.tex]
|
||||
Bookmarks=
|
||||
Encoding=UTF-8
|
||||
@@ -58,6 +79,13 @@ Highlighting=LaTeX
|
||||
Indentation Mode=normal
|
||||
Mode=LaTeX
|
||||
|
||||
[document-settings,item:mwre/mwre-source-to-source-compiler.tex]
|
||||
Bookmarks=
|
||||
Encoding=UTF-8
|
||||
Highlighting=LaTeX
|
||||
Indentation Mode=normal
|
||||
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|
||||
|
||||
[document-settings,item:thesis.tex]
|
||||
Bookmarks=
|
||||
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|
||||
@@ -72,16 +100,40 @@ Highlighting=LaTeX
|
||||
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|
||||
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|
||||
|
||||
[document-settings,item:workflowtransformations/workflowtransformations-main.tex]
|
||||
Bookmarks=
|
||||
Encoding=UTF-8
|
||||
Highlighting=LaTeX
|
||||
Indentation Mode=normal
|
||||
Mode=LaTeX
|
||||
|
||||
[document-settings,item:workflowtransformations/workflowtransformations-transformations.tex]
|
||||
Bookmarks=
|
||||
Encoding=UTF-8
|
||||
Highlighting=LaTeX
|
||||
Indentation Mode=normal
|
||||
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|
||||
|
||||
[item:background/background-main.tex]
|
||||
archive=true
|
||||
column=20
|
||||
column=31
|
||||
encoding=UTF-8
|
||||
highlight=LaTeX
|
||||
line=1
|
||||
line=5
|
||||
mode=LaTeX
|
||||
open=true
|
||||
order=2
|
||||
|
||||
[item:background/hardwaremodel.tex]
|
||||
archive=true
|
||||
column=0
|
||||
encoding=UTF-8
|
||||
highlight=LaTeX
|
||||
line=3
|
||||
mode=LaTeX
|
||||
open=true
|
||||
order=5
|
||||
|
||||
[item:background/workflowmodel.tex]
|
||||
archive=true
|
||||
column=18
|
||||
@@ -97,10 +149,10 @@ archive=true
|
||||
column=0
|
||||
encoding=UTF-8
|
||||
highlight=BibTeX
|
||||
line=0
|
||||
line=186
|
||||
mode=BibTeX
|
||||
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|
||||
order=-1
|
||||
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|
||||
order=7
|
||||
|
||||
[item:conclusion/conclusion-main.tex]
|
||||
archive=true
|
||||
@@ -124,24 +176,64 @@ order=-1
|
||||
|
||||
[item:mwre/mwre-architecture.tex]
|
||||
archive=true
|
||||
column=64
|
||||
column=0
|
||||
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|
||||
highlight=LaTeX
|
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|
||||
line=1
|
||||
mode=LaTeX
|
||||
open=true
|
||||
order=4
|
||||
|
||||
[item:mwre/mwre-main.tex]
|
||||
[item:mwre/mwre-enactment.tex]
|
||||
archive=true
|
||||
column=30
|
||||
column=0
|
||||
encoding=UTF-8
|
||||
highlight=LaTeX
|
||||
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|
||||
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|
||||
mode=LaTeX
|
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|
||||
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|
||||
|
||||
[item:mwre/mwre-evaluation.tex]
|
||||
archive=true
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
mode=LaTeX
|
||||
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|
||||
order=9
|
||||
|
||||
[item:mwre/mwre-main.tex]
|
||||
archive=true
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
mode=LaTeX
|
||||
open=true
|
||||
order=3
|
||||
|
||||
[item:mwre/mwre-source-to-source-compiler.tex]
|
||||
archive=true
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
|
||||
[item:mwre/povray.inspire]
|
||||
archive=true
|
||||
column=0
|
||||
encoding=
|
||||
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|
||||
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||||
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|
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|
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|
||||
[item:phdthesis.kilepr]
|
||||
archive=true
|
||||
column=1
|
||||
@@ -164,10 +256,10 @@ order=-1
|
||||
|
||||
[item:thesis.tex]
|
||||
archive=true
|
||||
column=28
|
||||
column=1
|
||||
encoding=UTF-8
|
||||
highlight=LaTeX
|
||||
line=29
|
||||
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|
||||
mode=LaTeX
|
||||
open=true
|
||||
order=0
|
||||
@@ -192,7 +284,7 @@ mode=
|
||||
open=false
|
||||
order=-1
|
||||
|
||||
[item:workflowtransformations/workflowtransformations-main.tex]
|
||||
[item:workflowtransformations/workflowtransformations-evaluation.tex]
|
||||
archive=true
|
||||
column=0
|
||||
encoding=
|
||||
@@ -202,6 +294,26 @@ mode=
|
||||
open=false
|
||||
order=-1
|
||||
|
||||
[item:workflowtransformations/workflowtransformations-main.tex]
|
||||
archive=true
|
||||
column=0
|
||||
encoding=UTF-8
|
||||
highlight=LaTeX
|
||||
line=6
|
||||
mode=LaTeX
|
||||
open=true
|
||||
order=10
|
||||
|
||||
[item:workflowtransformations/workflowtransformations-transformations.tex]
|
||||
archive=true
|
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column=0
|
||||
encoding=UTF-8
|
||||
highlight=LaTeX
|
||||
line=38
|
||||
mode=LaTeX
|
||||
open=true
|
||||
order=11
|
||||
|
||||
[item:workflowtranslation/workflowtranslation-main.tex]
|
||||
archive=true
|
||||
column=0
|
||||
@@ -213,10 +325,16 @@ open=false
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||||
order=-1
|
||||
|
||||
[view-settings,view=0,item:background/background-main.tex]
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|
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[view-settings,view=0,item:background/hardwaremodel.tex]
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JumpList=
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ViMarks=.,1,22,[,1,9,],1,22
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|
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[view-settings,view=0,item:background/workflowmodel.tex]
|
||||
CursorColumn=18
|
||||
@@ -226,9 +344,9 @@ ViMarks=.,5,15,[,5,15,],5,15
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[view-settings,view=0,item:biblio.bib]
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||||
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||||
ViMarks=.,185,1,[,151,0,],-1,-1
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|
||||
[view-settings,view=0,item:introduction/introduction-main.tex]
|
||||
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|
||||
@@ -237,25 +355,55 @@ JumpList=
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||||
ViMarks=
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|
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[view-settings,view=0,item:mwre/mwre-architecture.tex]
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|
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[view-settings,view=0,item:mwre/mwre-enactment.tex]
|
||||
CursorColumn=0
|
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|
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JumpList=
|
||||
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|
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|
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ViMarks=.,241,38,[,241,38,],241,51
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|
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[view-settings,view=0,item:mwre/mwre-main.tex]
|
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|
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[view-settings,view=0,item:mwre/mwre-source-to-source-compiler.tex]
|
||||
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||||
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|
||||
[view-settings,view=0,item:titlepage.tex]
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|
||||
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|
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|
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+26
-3
@@ -13,22 +13,45 @@
|
||||
|
||||
\usepackage[utf8]{inputenc}
|
||||
|
||||
\usepackage[caption=false,font=footnotesize]{subfig}
|
||||
\usepackage{subfig}
|
||||
\usepackage{wrapfig}
|
||||
\usepackage{graphicx}
|
||||
\usepackage{caption}
|
||||
\usepackage{subcaption}
|
||||
%\usepackage{subcaption}
|
||||
\usepackage{xcolor}
|
||||
\usepackage{listings}
|
||||
\usepackage{url}
|
||||
\usepackage{morefloats}
|
||||
|
||||
\usepackage{tikz}
|
||||
\newcommand*\circled[1]{\tikz[baseline=(char.base)]{\node[shape=circle,draw,inner sep=0.5pt] (char) {#1};}}
|
||||
|
||||
\usepackage{float}
|
||||
\floatstyle{ruled}
|
||||
\newfloat{listing}{tbph}{listing}
|
||||
\floatname{listing}{Listing}
|
||||
|
||||
\usepackage{tikz}
|
||||
\newcommand*\circled[1]{\tikz[baseline=(char.base)]{\node[shape=circle,draw,inner sep=0.5pt] (char) {#1};}}
|
||||
|
||||
\usepackage{algorithmicx}
|
||||
\usepackage{algpseudocode}
|
||||
\usepackage{algorithm}
|
||||
|
||||
\renewcommand{\algorithmicrequire}{\textbf{Input:}}
|
||||
\renewcommand{\algorithmicensure}{\textbf{Output:}}
|
||||
|
||||
\algblockx[Struct]{StructStart}{StructEnd}%
|
||||
[1][structname]{\textbf{struct #1 \{}}%
|
||||
{\textbf{\}}}
|
||||
|
||||
|
||||
\usepackage{makerobust}
|
||||
\MakeRobustCommand{\Call}
|
||||
|
||||
\usepackage{placeins}
|
||||
\usepackage[binary-units=true]{siunitx}
|
||||
|
||||
|
||||
|
||||
% Bibliography
|
||||
%\usepackage[backend=bibtex,style=numeric]{biblatex}
|
||||
|
||||
@@ -0,0 +1,143 @@
|
||||
\section{Experiments}\label{sec:experiments}
|
||||
|
||||
We conducted all experiments on a multi-core system with four Intel Xeon E7-4870 10-core CPUs at \SI{2.40}{\giga\hertz} with \SI{128}{\giga\byte} of RAM. We used the GNU \texttt{gcc} compiler version 4.9.1 to compile the generated workflow programs with the \texttt{-O3} optimization flag.
|
||||
|
||||
We used a combination of real-world workflows to show that compiler transformations are practically applicable,
|
||||
supplemented by a number of synthetic workflows to better highlight their potential positive effects. We manually chose the applied the transformations, and plan to research an automatic optimizer based on the experience gained from these experiments in future work.
|
||||
For each experiment, we recorded the workflow enactment time in both early and late evaluation modes, and their memory utilization. The enactment time refers to the time spent by the engine for evaluating the WEP and resolving the dependencies and does not include the time spent in executing atomic activities. We used the resident size reported by the operating system to measure the engine's memory consumption. Since there is no difference in memory consumption in early and late evaluation modes, we report a single joint result for both. We also report a single value for the number of WEP nodes for early and late evaluation modes for the same reasons.
|
||||
We used the HEFT~\cite{heft02} scheduling algorithm in all experiments unless otherwise stated.
|
||||
|
||||
|
||||
\subsection{Engine Overhead Reduction}
|
||||
|
||||
\begin{figure*}[t]
|
||||
\centering
|
||||
\subfloat[Original workflow.]{\includegraphics[height=4cm]{./figures/Raincloud-experiments1.pdf}\label{fig:raincloud-structure1}}\qquad
|
||||
\subfloat[After loop unswitching.]{\includegraphics[height=4cm]{./figures/Raincloud-experiments2.pdf}\label{fig:raincloud-structure2}}\qquad
|
||||
\subfloat[After loop unswitching and loop unrolling.]{\includegraphics[height=4cm]{./figures/Raincloud-experiments3.pdf}\label{fig:raincloud-structure3}}
|
||||
\caption{RainCloud workflow.}
|
||||
\label{fig:raincloud-structure}
|
||||
\end{figure*}
|
||||
|
||||
We show in this section the effects of transformations on reducing engine overhead for two real-world workflows.
|
||||
|
||||
\subsubsection{RainCloud} is a meteorological workflow for weather simulation in mountainous regions that uses a simple numerical linear model of orographic precipitations~\cite{Schuller2013} (see Figure~\ref{fig:raincloud-structure1}). The \texttt{prepareLM} activity partitions the input data in several chunks, independently processed by a \texttt{parallel for each} loop. The number of chunks and the degree of parallelism is controlled by an input port called \texttt{NGroups}. The workflow features an optional post-processing activity of the results called \texttt{PPS}, and an optional post-processing activity of all results called \texttt{PPF}.
|
||||
We first applied loop unswitching that moves the \texttt{if} activity out of the \texttt{parallel foreach} loop (see Figure~\ref{fig:raincloud-structure2}), followed by a ten-fold loop unrolling, as shown in Figure~\ref{fig:raincloud-structure3} (we only unrolled the loop twice in the figure for brevity reasons).
|
||||
To enable loop unrolling, we exchanged \texttt{parallel foreach} with a \texttt{parallel for} loop to process more data chunks per iteration in the transformed workflow. We also introduced three additional helper activities: (1) \texttt{H1} that calculates the loop counter boundaries of the new \texttt{parallel for} loop, (2) \texttt{H2} that distributes the data chunks among the unrolled activities, and (3) \texttt{H3} that collects the results from the unrolled activities and passes them to the output port of the \texttt{parallel for} loop.
|
||||
%We compared in our experiments the original version of the Raincloud workflow with a version that only has Loop Unswitching applied, and with a version that has Loop Unswitching and Loop Unrolling applied.
|
||||
|
||||
\begin{figure*}[t]
|
||||
\centering
|
||||
\subfloat[Early evaluation enactment.]{\includegraphics[width=.33\textwidth]{./figures/raincloud-EnactmentTimeEarly.pdf}\label{fig:raincloud-results-enactment-early}}
|
||||
\subfloat[Late evaluation enactment.]{\includegraphics[width=.33\textwidth]{./figures/raincloud-EnactmentTimeLate.pdf}\label{fig:raincloud-results-enactment-late}}
|
||||
\subfloat[WEP length.]{\includegraphics[width=.33\textwidth]{./figures/raincloud-NodeCountLate.pdf}\label{fig:raincloud-results-nodecount}}\\
|
||||
\subfloat[Early evaluation WEP visitation.]{\includegraphics[width=.33\textwidth]{./figures/raincloud-VisitationCountEarly.pdf}\label{fig:raincloud-results-visitations-early}}
|
||||
\subfloat[Late evaluation WEP visitation.]{\includegraphics[width=.33\textwidth]{./figures/raincloud-VisitationCountLate.pdf}\label{fig:raincloud-results-visitations-late}}
|
||||
\subfloat[Memory usage.]{\includegraphics[width=.33\textwidth]{./figures/raincloud-MemoryLate.pdf}\label{fig:raincloud-results-memory}}
|
||||
\caption{RainCloud workflow experimental results.}
|
||||
\label{fig:raincloud-results-enactment}
|
||||
\end{figure*}
|
||||
|
||||
Figure~\ref{fig:raincloud-results-enactment-early} shows that loop unswitching enables an up to three times better enactment, while loop unrolling an up to 88 times better enactment as the original version. The better performance is caused on one hand by a reduced WEP length, defined as the length of its critical path (see Figure~\ref{fig:raincloud-results-nodecount}), and a consequentially lower WEP node visitation (see Figure~\ref{fig:raincloud-results-visitations-early}). On the other hand, loop unrolling reduces the loop iterations by an order of magnitude, which massively reduces the loop handling overhead.
|
||||
|
||||
Figure~\ref{fig:raincloud-results-enactment-late} shows a better scalability of the enactment time with the problem size, although the performance improvements are lower than in early evaluation mode. Applying loop unswitching shows an up to 1.4 times better enactment, while applying both loop unswitching and loop unrolling increases it to a twice better enactment time. The lower overhead is again caused by a reduced WEP length, a consequentially lower WEP node visitation, and a reduced loop handling overhead. Late evaluation, however, eliminates a lager number of unnecessary WEP node visits reducing the optimization potential compared to the early evaluation mode. Figure~\ref{fig:raincloud-results-visitations-late} shows that, in contrast to the early evaluation mode, the workflow after loop unswitching and loop unrolling features more WEP node visits in late evaluation mode compared to loop unswitching only. The helper activities needed by loop unrolling cause more WEP node visits in late evaluation mode than eliminated by the reduced number of loop iterations.
|
||||
|
||||
% memory usage of the original and the transformed versions of the RainCloud workflow.
|
||||
Loop unswitching reduces the number of WEP nodes, which improves the memory usage of the engine by up to 29\% (see Figure~\ref{fig:raincloud-results-memory}).
|
||||
Loop unrolling reduces loop iteration management overhead, which additionally improves the memory usage up to 4\% for a total reduction of up to 33\%.
|
||||
|
||||
\begin{figure*}[t]
|
||||
\centering
|
||||
\subfloat[Original workflow.]{\includegraphics[height=6.1cm]{./figures/meteoag01.pdf}\label{fig:meteoag-structure1}}\qquad
|
||||
\subfloat[After loop unswitching.]{\includegraphics[height=6.1cm]{./figures/meteoag02.pdf}\label{fig:meteoag-structure2}}\qquad
|
||||
\subfloat[After loop unswitching and loop unrolling.]{\includegraphics[height=6.1cm]{./figures/meteoag03.pdf}\label{fig:meteoag-structure3}}
|
||||
\caption{MeteoAG workflow.}
|
||||
\label{fig:meteoag-structure}
|
||||
\end{figure*}
|
||||
|
||||
\subsubsection{MeteoAG} \cite{cotton2003rams} is another workflow designed for meteorological simulations based on the RAMS numerical atmospheric model (see Figure~\ref{fig:meteoag-structure1}). The simulations produce spatial and temporal fields of heavy precipitation cases over the western part of Austria to resolve most alpine watersheds and thunderstorms. The \texttt{simulation\_init} activity splits the input data into several simulation cases, independently processed by the \texttt{parallel for each} loop. For each simulation case, another nested parallel loop is executed with different parameter values. The workflow contains two optional \texttt{rams\_hist} and \texttt{revu\_dump} activities within an \texttt{if} activity. As with RainCloud, we first applied loop unswitching to move the \texttt{if} activity out of the \texttt{parallel foreach} loop (see Figure~\ref{fig:meteoag-structure2}), followed by a ten-fold loop unrolling shown in Figure~\ref{fig:meteoag-structure3} (unrolled twice in the figure for brevity reasons). Again, the helper activity \texttt{H1} calculates the loop boundaries for the new \texttt{parallel for} loop, \texttt{H2} distributes the input data among the unrolled loop iterations, and \texttt{H3} collects the results. We fixed in our experiments the inner loop iteration number to 20 and varied the outer loop iteration count.
|
||||
|
||||
\begin{figure*}[t]
|
||||
\centering
|
||||
\subfloat[Speedup.]{\includegraphics[width=.33\textwidth]{./figures/meteoag-speedup.pdf}\label{fig:meteoag-speedup}}
|
||||
\subfloat[Early evaluation enactment.]{\includegraphics[width=.33\textwidth]{./figures/meteoag-enactment-early.pdf}\label{fig:meteoag-enactment-early}}
|
||||
\subfloat[Late evaluation enactment.]{\includegraphics[width=.33\textwidth]{./figures/meteoag-enactment-late.pdf}\label{fig:meteoag-enactment-late}}
|
||||
\caption{MeteoAG workflow experimental results.}
|
||||
\label{fig:meteoag-results}
|
||||
\end{figure*}
|
||||
|
||||
Figure~\ref{fig:meteoag-speedup} shows the speedup of the transformed workflows of up to 1.32.
|
||||
The MeteoAG workflow is much more complex than RainCloud with atomic activities having a much larger impact on enactment performance than the composite activities, as indicated by the late enactment mode having the same performance as early enactment mode (see Figures~\ref{fig:meteoag-enactment-early} and \ref{fig:meteoag-enactment-late}).
|
||||
For this reason, the measured enactment times lie well within the respective error margins and, therefore, the results only hint at a better performance achieved by the transformations.
|
||||
The performance improvements achieved by loop unswitching and loop unrolling are largely hidden by the remaining unoptimized workflow structure.
|
||||
More specialized transformations suitable for the unoptimized workflow parts may obtain significant
|
||||
performance improvements, which we plan to research
|
||||
in future work.
|
||||
|
||||
\subsection{Atomic Activity Reduction}
|
||||
We show in this section the results of applying loop-invariant code hoisting and common activity elimination. We implemented the workflow from Figure~\ref{fig:transformation-loopInvariantHoisting}, and for activity elimination the workflow from Figure~\ref{fig:transformation-CommonSubexpressionElimination}, surrounded by a \texttt{parallel for} loop. For both workflows, we implemented activities with an execution time of \SI{1}{\second} each that, in contrast to DCIs, is a common order of magnitude for manycore parallel systems.
|
||||
Loop-invariant code hoisting halves the number of activities in the loop body of our example, which produces a theoretical speedup of up to 2. Figure~\ref{fig:raincloud-results-loophoisting-makespan} shows a performance speedup of up to 2.6, surpassing the theoretical estimate because the original loop loop overhead significantly contributes to the workflow makespan, as the loop body consists of two short-running activities. %Loop hoisting cuts the number of activities in half, thereby also reducing loop overhead.
|
||||
Common activity elimination reduces the number of atomic activities in our example workflow from five to four, which gives us a theoretical speedup of up to 1.25. Figure~\ref{fig:raincloud-results-elimination-makespan} shows a performance improvement of up to 1.7 times, again surpassing our theoretical estimate. The reason is that the total number of activities in the transformed workflow is a multiple of the number of cores, in contrast to the original workflow where the average activity time spent in the waiting queue was twice as high.
|
||||
|
||||
\begin{figure}[t]
|
||||
\centering
|
||||
\subfloat[Loop hoisting makespan.]{\includegraphics[width=.8\columnwidth]{./figures/loophoisting-Makespan.pdf}\label{fig:raincloud-results-loophoisting-makespan}}\\
|
||||
\subfloat[Common activity elimination makespan.]{\includegraphics[width=.8\columnwidth]{./figures/elimination-Makespan.pdf}\label{fig:raincloud-results-elimination-makespan}}
|
||||
\caption{Loop hoisting and common activity elimination results.}
|
||||
\label{fig:raincloud-results-elimination-loophoisting}
|
||||
\end{figure}
|
||||
|
||||
|
||||
\subsection{Schedule Improvement}
|
||||
We show in this section the effects of transformations to improving scheduling of the Sparselu workflow, adapted from the BOTS benchmark suite~\cite{duran2009barcelona} for LU factorization of sparse matrices. The original version of the program consists of three parallel inner loops (see Figure~\ref{fig:Sparselu-experiments1}) within a sequential outer loop. However, the first and the second inner loops have the same loop range and the contained activities \texttt{fwd} and \texttt{bvid} operate on separate parts of the sparse matrix and have no dependencies on each other. Therefore, we can apply loop fusion to combine the two inner loops (see Figure~\ref{fig:Sparselu-experiments2}) in a new
|
||||
inner loop containing twice as many parallel activities. This gives the scheduler more opportunities to utilize the available computing resources.
|
||||
%We simulated in this experiment the execution of the activities to be able to assign them arbitrary execution times matching the predicted execution times used by HEFT.
|
||||
The iteration count of the inner loops determines the number of activities to be executed in parallel. Figure~\ref{fig:Sparselu-Heft-Speedup} shows that
|
||||
%the speed-up of the transformed workflow version.
|
||||
in all scenarios where the number of inner loop iterations is not a multiple of the number of cores, the transformed workflow version shows a significant speedup up to 36\%. Even when the inner loop iteration count is a multiple of the number of cores, the transformed version still shows a slightly better performance when the outer loop counter is large enough. The higher number of activities to be simultaneously scheduled allows a better mapping.
|
||||
|
||||
\begin{figure}[t]
|
||||
\centering
|
||||
\subfloat[Original workflow.]{\includegraphics[height=4.2cm]{./figures/Sparselu-experiments1.pdf}\label{fig:Sparselu-experiments1}}\qquad
|
||||
\subfloat[After loop fusion.]{\includegraphics[height=4.2cm]{./figures/Sparselu-experiments2.pdf}\label{fig:Sparselu-experiments2}}
|
||||
\caption{Sparselu workflow.}
|
||||
\label{fig:sparselu-structure}
|
||||
\end{figure}
|
||||
|
||||
\begin{figure}[t]
|
||||
\centering
|
||||
\subfloat[Early evaluation mode.]{\includegraphics[width=.8\columnwidth]{./figures/Sparselu-Heft-Speedup-early.pdf}\label{fig:Sparselu-Heft-Speedup-early}}\\
|
||||
\subfloat[Late evaluation mode.]{\includegraphics[width=.8\columnwidth]{./figures/Sparselu-Heft-Speedup-late.pdf}\label{fig:Sparselu-Heft-Speedup-late}}
|
||||
\caption{Speedup of Sparselu caused by scheduling improvements.}
|
||||
\label{fig:Sparselu-Heft-Speedup}
|
||||
\end{figure}
|
||||
|
||||
|
||||
|
||||
\subsection{Parallel Throughput Improvement}
|
||||
|
||||
\begin{figure}[t]
|
||||
\centering
|
||||
\subfloat[Original workflow.]{\includegraphics[height=4.5cm]{./figures/blast-experiment01.pdf}\label{fig:blast-experiment01}}\hspace{2mm}
|
||||
\subfloat[After reduction recognition.]{\includegraphics[height=4.5cm]{./figures/blast-experiment02.pdf}\label{fig:blast-experiment02}}
|
||||
\caption{Blast workflow.}
|
||||
\label{fig:blast-structure}
|
||||
\end{figure}
|
||||
|
||||
We first show the results of applying reduction recognition to the Basic Local Alignment Search Tool Blast~\cite{altschul1990basic} workflow (see Figure~\ref{fig:blast-structure}). Blast is a bioinformatics application that finds regions of local similarity between sequences by comparing nucleotide or protein sequences to sequence databases, and calculating the statistical significance of matches. The workflow consists of a parallel \texttt{foreach} loop that conducts the parallel search operation, and a few subsequent activities that collect the intermediate results and produce the final result. Each iteration of the \texttt{foreach} loop produces three files (called \texttt{output}, \texttt{error} and \texttt{total}), collected by the \texttt{cat\_output}, \texttt{cat\_error} and \texttt{cat\_total} activities and merged into a single file each. The merge operations are associative and, therefore, appropriate for the reduction recognition transformation.
|
||||
|
||||
Figure~\ref{fig:blast-experiment02} shows the transformed workflow featuring an additional \texttt{for} loop, which distributes the results of the \texttt{foreach} loop among several parallel merge activities \texttt{cat\_*\_p}.
|
||||
The helper activity \texttt{H1} splits the original input of the \texttt{foreach} loop.
|
||||
The results of the parallel merge operations are then collected and merged by the final merge operations \texttt{cat\_*\_f}. To exclusively measure the time for the merge operation, we replaced in our experiments all activities not involved in the merge operation with empty implementations. The execution time of the merge operations is around \SI{1}{\milli\second} per file. We configured the outer loop to have 40 parallel iterations to fully utilize all available cores, and varied the iteration count of the inner loop.
|
||||
|
||||
Figure~\ref{fig:results-reduction-makespan} shows that reduction recognition can significantly improve the performance of the merge operation up to 3.8 times. However, this is still far from the theoretical estimate of 13.3 times because the parallel merge operations have a very short execution time and therefore, a comparably larger execution overhead. However, we expect a higher speedup for longer running reduction operations.
|
||||
|
||||
For software pipelining, we implemented the workflow from Figure~\ref{fig:transformation-SoftwarePipelining} with activities' execution time of \SI{1}{\second} each. Figure~\ref{fig:results-pipelining-makespan} shows that executing the three previously sequential activities in parallel improves the performance by up to 2.8 times, close to the theoretical estimate of 3.
|
||||
|
||||
\begin{figure}[t]
|
||||
\centering
|
||||
\subfloat[Reduction recognition makespan.]{\includegraphics[width=.8\columnwidth]{./figures/blast-reduction.pdf}\label{fig:results-reduction-makespan}}\\
|
||||
\subfloat[Software pipelining makespan.]{\includegraphics[width=.8\columnwidth]{./figures/pipelining-Makespan.pdf}\label{fig:results-pipelining-makespan}}
|
||||
\caption{Software pipelining and reduction recognition results.}
|
||||
\label{fig:results-pipelining-reduction}
|
||||
\end{figure}
|
||||
@@ -1,2 +1,6 @@
|
||||
|
||||
\chapter{Workflow Transformations}
|
||||
|
||||
\input{workflowtransformations/workflowtransformations-transformations}
|
||||
|
||||
\input{workflowtransformations/workflowtransformations-evaluation}
|
||||
|
||||
@@ -0,0 +1,157 @@
|
||||
\section{Workflow Transformations}\label{sec:optimization-goals}
|
||||
|
||||
\subsection{Workflow Transformation Properties}
|
||||
|
||||
Since scientific workflows are of a different nature than traditional imperative sequential and parallel applications, applied transformations have different properties.
|
||||
|
||||
\subsubsection{Hardware agnosticism}
|
||||
One distinguishing property of workflow applications is that their structure belongs to the abstract part (see Section~\ref{sec:workflowmodel}) that is hardware-agnostic. Therefore, only hardware-agnostic transformations can be applied to workflows, in contrast to traditional compiler transformations that are both hardware-agnostic and specific.
|
||||
|
||||
\subsubsection{Hidden data access patterns}
|
||||
Most part of the execution of sequential and parallel applications is spent in loops iterating over arrays. For this reason, there exist a large number of compiler transformations that modify their data access patterns to eliminate data dependencies and improve performance by, for example, better utilizing the CPU cache. While workflow applications also contain loops that iterate over arrays, they are usually contained within an atomic activities not visible outside and, therefore, cannot be modified by a transformation.
|
||||
|
||||
|
||||
\subsubsection{Black-box principle}
|
||||
One important constraint that needs to be preserved by program transformations is \emph{program correctness}. A transformed program is considered correct when it produces exactly the same output as the original program for all identical executions~\cite{bacon1994compiler}.
|
||||
%The correctness of compiler transformations is usually verified using static program analysis by knowing the effects and the pre- and post-conditions of each program instruction.
|
||||
%The smallest functional units of traditional imperative applications consist of a well-defined and \emph{finite} set of invariant machine instructions for which static program analysis becomes feasible. In contrast, the smallest functional units of workflow applications consist of a possibly \emph{infinite} set of atomic instructions considered as black-boxes for which only their input and output ports are known (but not their internals) with possible sexist several different implementations.
|
||||
%This precludes a static program analysis of a workflow program because of unknown side-effects, pre- and post-conditions. To be able to conduct a static analysis, we need to relax the black-box principle and give the engine additional information about workflow activities that can be used by the static analysis to determine whether a transformed program is correct.
|
||||
Scientific workflow activities are black-boxes that represent an undefined set of atomic instructions with potentially unknown side-effects, pre- and post-conditions, which precludes a static program analysis to determine program correctness. To still be able to decide whether a transformed program is correct, we need to relax the black-box principle and give additional information about workflow activities to be used for program analysis.
|
||||
We solved this problem in MWRE by implementing a tagging system that allows to attach tags to atomic activity types. Using these tags, we can specify properties satisfied by an atomic activity, stored inside the activity repository accessible to the source-to-source compiler. For example, a \emph{side-effect freeness} tag indicates that an atomic activity does not have any hidden state that can influence the activity execution, but always produces the same result for the same input values. Any activity without this tag cannot have any transformations applied because it may accidentally alter a hidden state and produce wrong results.
|
||||
%\textcolor{red}{For example, an activity that does not have any external data dependencies but only returns the current time is called in each iteration of a loop. From the lack of external data dependencies one could conclude that loop invariant code hoisting can be applied, but the current time represents a hidden state leading to different return values for each invocation.}
|
||||
%For example, let us assume an activity called in each iteration of an enclosing loop that does not have any external data dependencies but only returns the current time. While the lack of data dependencies makes this activity a candidate for loop invariant code hoisting, the current time represents a hidden state leading to different return values for each activity invocation.
|
||||
|
||||
\subsubsection{Data manipulation}
|
||||
Many compiler transformations require data manipulation. For example, a loop normalization transformation modifies the \texttt{for} loop counter so that it starts at 1 or 0 and is incremented by 1 in every iteration. However, most workflow environments do not allow data manipulations outside atomic activities, and we cannot directly modify the affected atomic activities implementations to correctly work with the new data values. To solve this problem, we introduce new atomic activities that implement the needed data manipulation.
|
||||
%however, this approach has the disadvantage of causing relatively high overheads.
|
||||
However, data manipulations required by transformations are usually computationally cheap, and executing them through the entire entire execution stack may cause significant unnecessary overheads. We solve this problem in MWRE by introducing a special atomic \emph{assign activity} (inspired from BPEL\footnote{\url{http://docs.oasis-open.org/wsbpel/2.0/wsbpel-v2.0.html}}) executed directly by the workflow engine without going through the entire execution stack.
|
||||
%but is directly in a transparent way so that the scheduler does not notice its existence.
|
||||
|
||||
\subsection{Workflow Transformation Categories}
|
||||
|
||||
In this section, we discuss different categories of workflow transformations representing the optimization goals.
|
||||
We give a selected list of the most important examples from each category for brevity reasons.
|
||||
As our goal is to verify transformations that improve the workflow performance, we only consider well-known transformations for simplicity reasons.
|
||||
We plan to investigate further workflow-specific transformations in future work.
|
||||
|
||||
\begin{figure*}[t]
|
||||
\centering
|
||||
\subfloat[Loop-invariant code hosting.]{\includegraphics[width=.3\textwidth]{./figures/transformation-loopInvariantHoisting.pdf}\label{fig:transformation-loopInvariantHoisting}}
|
||||
\subfloat[Common subexpression elimination.]{\includegraphics[width=.3\textwidth]{./figures/transformation-CommonSubexpressionElimination.pdf}\label{fig:transformation-CommonSubexpressionElimination}}
|
||||
\subfloat[If optimization.]{\includegraphics[width=.25\textwidth]{./figures/transformation-IfOptimization.pdf}\label{fig:transformation-IfOptimization}}\\
|
||||
\subfloat[Reduction recognition.]{\includegraphics[width=.3\textwidth]{./figures/transformation-ReductionRecognition.pdf}\label{fig:transformation-ReductionRecognition}}
|
||||
\subfloat[Code hoisting.]{\includegraphics[width=.3\textwidth]{./figures/transformation-CodeHoisting.pdf}\label{fig:transformation-CodeHoisting}}
|
||||
\subfloat[Software pipelining.]{\includegraphics[width=.3\textwidth]{./figures/transformation-SoftwarePipelining.pdf}\label{fig:transformation-SoftwarePipelining}}
|
||||
\caption{Example workflow transformations.}
|
||||
\label{fig:example-transformations}
|
||||
\end{figure*}
|
||||
|
||||
|
||||
\subsubsection{Atomic activities reduction}\label{sec:reduce-executed-atomic}
|
||||
This category represents transformations that eliminate redundant atomic activity invocations (the most expensive parts in the workflow enactment),
|
||||
with a possible huge impact on performance. This category is similar to traditional transformations trying to reduce the number of executed instructions (replaced by activities here) such as loop-invariant code hoisting, common subexpression/activity elimination and constant propagation.
|
||||
|
||||
\paragraph{Loop-invariant code hoisting} moves the loop-invariant code to be executed only once before the loop instead of every loop iteration. With workflow applications, this transformation moves atomic activities with loop-invariant input data outside of the loop, reducing the number of activity invocations. Figure~\ref{fig:transformation-loopInvariantHoisting} shows an example where the activity \texttt{A2} only has a loop-invariant data dependency on activity \texttt{A1} and can be moved out of the loop. Section~\ref{sec:experiments} features an example of loop-invariant code hoisting.
|
||||
|
||||
%\begin{figure}[t]
|
||||
% \centering
|
||||
% \includegraphics[width=.5\columnwidth]{./figures/transformation-loopInvariantHoisting.pdf}
|
||||
% \caption{Loop-Invariant Code Hosting.}
|
||||
% \label{fig:transformation-loopInvariantHoisting}
|
||||
%\end{figure}
|
||||
|
||||
\paragraph{Common subexpression/activity elimination} searches for several instances of identical expressions evaluated to the same value, and replaces them with a variable holding the computed value. We use this transformation in workflow applications to eliminate several invocations of the same activity type with the same input values. In case of an execution path between two invocations, we eliminate the redundant second invocation and connect its involved ports to the output ports of the first invocation. In the example from Figure~\ref{fig:transformation-loopInvariantHoisting}, the activities \texttt{B1} and \texttt{B2} share the same activity type and the same input values, and \texttt{B2} is reachable from \texttt{B1}. In this case, we eliminate \texttt{B2} and connect the input ports of activity \texttt{D} with the output ports of \texttt{B1}. Section~\ref{sec:experiments} features an example of common activity elimination.
|
||||
|
||||
%\begin{figure}[t]
|
||||
% \centering
|
||||
% \includegraphics[width=.75\columnwidth]{./figures/transformation-CommonSubexpressionElimination.pdf}
|
||||
% \caption{Common subexpression elimination.}
|
||||
% \label{fig:transformation-CommonSubexpressionElimination}
|
||||
%\end{figure}
|
||||
|
||||
|
||||
\paragraph{Constant propagation} evaluates a constant expression at compile-time and replaces it with the computed value. With workflows, we evaluate atomic activities that have constant input values at compile-time and replace the corresponding data dependencies in the successors with the computed value.
|
||||
|
||||
|
||||
\subsubsection{Engine overhead reduction}
|
||||
This category represents transformations that eliminate engine overhead by optimizing the WEP. Workflow engines that support full-ahead scheduling need to maintain and evaluate state information for each activity instance and for each loop iteration and therefore, exhibit limited scalability.
|
||||
%This state information is stored inside the WEP, and
|
||||
By reducing the number of nodes in the WEP, we reduce the state information, which improves the engine's scalability and reduces the callback function invocations.
|
||||
There exists no equivalent category in traditional compiler transformations, as full-ahead scheduling has never been a topic in this area. However, there are transformations that can be re-purposed to reduce the number of WEP nodes like loop unswitching, loop unrolling and if optimization.
|
||||
|
||||
\paragraph{Loop unswitching} moves a conditional activity out of a loop and duplicates the loop in each branch of the condition. This way, the condition is only evaluated once instead of every loop iteration thus simplifying the WEP.
|
||||
%Applying this transformation to a workflow produces a WEP that only contains a single set of nodes encompassing the loop, instead of a set of nodes within each loop iteration, thus reducing the number of nodes in the WEP.
|
||||
Section~\ref{sec:experiments} features a loop unswitching example applied to a real-world workflow. The WEP of the original version of this workflow (see Figure~\ref{fig:raincloud-structure1}) features four, respectively three nodes per iteration, while loop unswitching (see Figure~\ref{fig:raincloud-structure2}) reduces it to two, respectively one node per iteration.
|
||||
|
||||
\paragraph{Loop unrolling} replicates the loop body several times, so that a single iteration of the modified loop does the same computation as several iterations of the original loop, reducing the number of iterations needed to get the same result.
|
||||
%Applying this transformation to a workflow application allows us to reduce the number of loop iteration nodes in the WEP and the number of invocations of the associated callback function, which improves scalability.
|
||||
Section~\ref{sec:experiments} features an example of a loop unrolled ten times that reduces the number of loop iteration nodes nodes in the WEP and the number of loop iteration callback invocations by a factor of ten (see Figure~\ref{fig:raincloud-structure3}).
|
||||
|
||||
\paragraph{If optimization} combines consecutive conditional activities with equivalent conditions into a single one, and flattens the nested conditional activities when the inner condition always evaluates to true and the outer condition is true, resulting in a simpler WEP.
|
||||
%When applied to a workflow application, the WEP of the modified workflow contains fewer conditional nodes and, therefore, features less overhead when traversing the WEP and evaluating the nodes.
|
||||
Figure~\ref{fig:transformation-IfOptimization} shows an example of two consecutive conditional activities, both having the same condition. By collapsing them into a single conditional activity, we can reduce the number of conditional activity nodes in the WEP and the number of invocations of the associated condition evaluation callback by a factor of two.
|
||||
|
||||
%\begin{figure}[ht]
|
||||
% \centering
|
||||
% \includegraphics[width=4cm,keepaspectratio=true]{./figures/transformation-IfOptimization.pdf}
|
||||
% \caption{If Optimization.}
|
||||
% \label{fig:transformation-IfOptimization}
|
||||
%\end{figure}
|
||||
|
||||
|
||||
\subsubsection{Scheduling and parallel throughput improvement}
|
||||
The performance of workflow applications is highly influenced by the mapping of activities onto the parallel computing resources. %conducted by the scheduler.
|
||||
This category contains transformations that rearrange activities to either increase the number of activities that can be executed in parallel, or to help generating a better schedule. While there exists traditional transformation that aims to improve the parallel throughput, most of them target loops and modify data access patterns to eliminate dependencies that hinder parallelization.
|
||||
With workflow applications that hide data access patterns inside atomic activates, however, such transformations are not applicable.
|
||||
Examples of transformations that do not modify data access patterns and can be applied to workflow applications are reduction recognition, code hoisting and software pipelining.
|
||||
|
||||
\paragraph{Reduction recognition} recognizes array operations (usually the output of a loop) reduced to a single value. Associative reduction operations can be parallelized by splitting the loop and spawning several parallel reduction operations, each reducing a part of the array, followed by a final reduction operation that reduces the partial results.
|
||||
To be able to recognize activities suitable for parallel reduction, we tag them with an \texttt{associative} tag.
|
||||
Figure~\ref{fig:transformation-ReductionRecognition} shows an example of a parallel loop producing an array reduced by the activity \texttt{R}. Reduction recognition splits the original loop in several loops that are executed and reduced in parallel by the activities \texttt{Rp}, followed by a final reduction \texttt{Rf}. Section~\ref{sec:experiments} features an example of reduction recognition.
|
||||
%This allows us to improve parallel performance because instead of a single activity~\texttt{R} we have several parallel activities~\texttt{Rp} executing at the same time.
|
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|
||||
%\begin{figure}[ht]
|
||||
% \centering
|
||||
% \includegraphics[width=4cm,keepaspectratio=true]{./figures/transformation-ReductionRecognition.pdf}
|
||||
% \caption{Reduction Recognition.}
|
||||
% \label{fig:transformation-ReductionRecognition}
|
||||
%\end{figure}
|
||||
|
||||
|
||||
\paragraph{Code hoisting} is a generalization of the loop-invariant code hoisting (see Section~\ref{sec:reduce-executed-atomic}) that moves code not only out of loops, but also out of any hierarchical code block.
|
||||
It can be used to improve the late enactment mode, when the contents of a composite activity are evaluated only after all its input values are available. By moving the activities with no input dependencies inside the composite activity out of it, the scheduler can schedule and execute them before the composite activity is ready.
|
||||
%This transformation can be used to improve workflow scheduling in case of engine running in late enactment mode (see Section~\ref{sec:workflowenactment}), which has the problem that the contents of a composite activity are only evaluated after all their input values have been resolved. However, child activities that only depend on activities outside the parent activity can already be scheduled and executed before all the input values of the parent activities are available. Moving these activities outside of their parent activity gives the scheduler the opportunity to generate a better mapping.
|
||||
Figure~\ref{fig:transformation-CodeHoisting} shows an example workflow containing an activity \texttt{B} that only depends on activities outside the composite activity. In late evaluation mode, the activity \texttt{B} is only executed after the activity \texttt{A} has finished and all the input values of the composite activity are available. By hoisting the activity \texttt{B} out of the composite activity, activities \texttt{A} and \texttt{B} can be executed in parallel.
|
||||
%When using the late evaluation mode, the scheduler can only execute the activity \texttt{B} after the activity \texttt{A} finished and all input values of the composite activity are available. Assuming that each activity has an execution time of one time slot, the total execution time of the workflow is three time slots. Moving the activity \texttt{B} outside of the composite activity, the engine can execute activities \texttt{A} and \texttt{B} in parallel reducing the execution time to two time slots.
|
||||
|
||||
%\begin{figure}[ht]
|
||||
% \centering
|
||||
% \includegraphics[width=4cm,keepaspectratio=true]{./figures/transformation-CodeHoisting.pdf}
|
||||
% \caption{Code Hoisting.}
|
||||
% \label{fig:transformation-CodeHoisting}
|
||||
%\end{figure}
|
||||
|
||||
|
||||
\paragraph{Software pipelining} parallelizes a sequential loop containing a linear sequence of operations by overlapping the individual loop iterations. This transformation can also be applied to a workflow to improve its parallel throughput.
|
||||
Figure~\ref{fig:transformation-SoftwarePipelining} shows a workflow consisting of a sequential loop with three activities \texttt{A}, \texttt{B} and \texttt{C} in a pipeline. The index \texttt{i} in the parenthesis refers to the loop iteration. The output of activity \texttt{A(i)} is input into the activity \texttt{A(i+1)} via a loop port, which hinders the use a \texttt{parallel for} loop. Software pipelining executes the activities \texttt{A(i+2)}, \texttt{B(i+1)} and \texttt{C(i)} in parallel, which improves parallelism and reduces the execution time
|
||||
(see Section~\ref{sec:experiments}).% features an example of software pipelining.
|
||||
|
||||
%\begin{figure}[ht]
|
||||
% \centering
|
||||
% \includegraphics[width=6cm,keepaspectratio=true]{./figures/transformation-SoftwarePipelining.pdf}
|
||||
% \caption{Software Pipelining}
|
||||
% \label{fig:transformation-SoftwarePipelining}
|
||||
%\end{figure}
|
||||
|
||||
|
||||
\subsubsection{Further transformation support}
|
||||
This category represents transformations that do not directly improve performance, but modify the workflow in a way that enables further transformations.
|
||||
Most traditional transformations falling in this category primarily target loop-carried dependencies to enable loop parallelization.
|
||||
These transformations can also be applied to workflows, as long as they do not modify data access patterns hidden inside atomic activities.
|
||||
Examples of such transformations are loop peeling and loop fission.
|
||||
|
||||
\paragraph{Loop peeling} splits the first or the last loop iterations, required for example for loop unrolling where
|
||||
%In the loop unrolling example in Section~\ref{sec:experiments},
|
||||
the number of loop iterations needs to be a multiple of the unrolling factor. We can support arbitrary loop iterations by applying loop peeling beforehand, so that the remaining number of iterations is a multiple of the unrolling factor.
|
||||
|
||||
\paragraph{Loop fission} breaks up a loop into several ones over the same index range, each containing a part of the body. This allows moving activities that prevent, for example, loop unrolling or software pipelining into a separate loop.
|
||||
Reference in New Issue
Block a user