BookGPU/Chapters/chapter17/ch17.aux

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   2 \@writefile{toc}{\author{Guillaume Laville}{}}
   3 \@writefile{toc}{\author{Christophe Lang}{}}
   4 \@writefile{toc}{\author{Kamel Mazouzi}{}}
   5 \@writefile{toc}{\author{Nicolas Marilleau}{}}
   6 \@writefile{toc}{\author{B\IeC {\'e}n\IeC {\'e}dicte Herrmann}{}}
   7 \@writefile{toc}{\author{Laurent Philippe}{}}
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   9 \@writefile{toc}{\contentsline {chapter}{\numberline {17}Implementing Multi-Agent Systems on GPU}{399}}
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  12 \newlabel{chapter17}{{17}{400}}
  13 \@writefile{toc}{\contentsline {section}{\numberline {17.1}Introduction}{400}}
  14 \newlabel{ch17:intro}{{17.1}{400}}
  15 \@writefile{toc}{\contentsline {section}{\numberline {17.2}Running Agent-Based Simulations}{401}}
  16 \newlabel{ch17:ABM}{{17.2}{401}}
  17 \@writefile{toc}{\contentsline {subsection}{\numberline {17.2.1}Multi-agent systems and parallelism}{401}}
  18 \@writefile{toc}{\contentsline {subsection}{\numberline {17.2.2}MAS Implementation on GPU}{403}}
  19 \newlabel{ch17:subsec:gpu}{{17.2.2}{403}}
  20 \@writefile{toc}{\contentsline {section}{\numberline {17.3}A first practical example}{404}}
  21 \newlabel{ch17:sec:1stmodel}{{17.3}{404}}
  22 \@writefile{toc}{\contentsline {subsection}{\numberline {17.3.1}The Collembola model}{404}}
  23 \newlabel{ch17:subsec:collembolamodel}{{17.3.1}{404}}
  24 \@writefile{lof}{\contentsline {figure}{\numberline {17.1}{\ignorespaces Evolution algorithm of Collembola model\relax }}{405}}
  25 \newlabel{ch17:fig:collem_algorithm}{{17.1}{405}}
  26 \@writefile{toc}{\contentsline {subsection}{\numberline {17.3.2}Collembola Implementation}{405}}
  27 \newlabel{ch17:listing:collembola-diffuse}{{17.1}{406}}
  28 \@writefile{lol}{\contentsline {lstlisting}{\numberline {17.1}Collembola OpenCL Diffusion kernel}{406}}
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  30 \@writefile{lol}{\contentsline {lstlisting}{\numberline {17.2}Collembola OpenCL reduction kernel}{406}}
  31 \@writefile{toc}{\contentsline {subsection}{\numberline {17.3.3}Collembola performance}{407}}
  32 \@writefile{lof}{\contentsline {figure}{\numberline {17.2}{\ignorespaces Performance of the Collembola model on CPU and GPU\relax }}{408}}
  33 \newlabel{ch17:fig:mior_perfs_collem}{{17.2}{408}}
  34 \@writefile{toc}{\contentsline {section}{\numberline {17.4}Second example}{408}}
  35 \newlabel{ch17:sec:2ndmodel}{{17.4}{408}}
  36 \@writefile{toc}{\contentsline {subsection}{\numberline {17.4.1}The MIOR model}{408}}
  37 \newlabel{ch17:subsec:miormodel}{{17.4.1}{408}}
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  39 \newlabel{ch17:seqalgo}{{21}{409}}
  40 \@writefile{toc}{\contentsline {subsection}{\numberline {17.4.2}MIOR Implementation}{409}}
  41 \@writefile{lof}{\contentsline {figure}{\numberline {17.3}{\ignorespaces Execution distribution retained on GPU\relax }}{410}}
  42 \newlabel{ch17:fig:gpu_distribution}{{17.3}{410}}
  43 \@writefile{toc}{\contentsline {subsubsection}{\numberline {17.4.2.1}Execution mapping on GPU}{410}}
  44 \@writefile{toc}{\contentsline {subsubsection}{\numberline {17.4.2.2}Data structures translation}{411}}
  45 \newlabel{ch17:subsec:datastructures}{{17.4.2.2}{411}}
  46 \newlabel{ch17:listing:mior_data_structures}{{17.3}{411}}
  47 \@writefile{lol}{\contentsline {lstlisting}{\numberline {17.3}Main data structures used in a MIOR simulation}{411}}
  48 \@writefile{lof}{\contentsline {figure}{\numberline {17.4}{\ignorespaces Compact representation of the topology of a MIOR simulation\relax }}{412}}
  49 \newlabel{ch17:fig:csr_representation}{{17.4}{412}}
  50 \@writefile{toc}{\contentsline {subsubsection}{\numberline {17.4.2.3}Critical resources access management}{412}}
  51 \newlabel{ch17:subsec:concurrency}{{17.4.2.3}{412}}
  52 \newlabel{ch17:listing:mior_kernels}{{17.4}{413}}
  53 \@writefile{lol}{\contentsline {lstlisting}{\numberline {17.4}Main MIOR kernel}{413}}
  54 \newlabel{ch17:fig:mior_launcher}{{17.5}{414}}
  55 \@writefile{lol}{\contentsline {lstlisting}{\numberline {17.5}MIOR simulation launcher}{414}}
  56 \@writefile{toc}{\contentsline {subsubsection}{\numberline {17.4.2.4}Termination detection}{414}}
  57 \@writefile{toc}{\contentsline {subsection}{\numberline {17.4.3}Performance of MIOR implementations}{415}}
  58 \newlabel{ch17:subsec:miorexperiments}{{17.4.3}{415}}
  59 \@writefile{lof}{\contentsline {figure}{\numberline {17.5}{\ignorespaces CPU and GPU performance on a Tesla C1060 node\relax }}{416}}
  60 \newlabel{ch17:fig:mior_perfs_tesla}{{17.5}{416}}
  61 \@writefile{lof}{\contentsline {figure}{\numberline {17.6}{\ignorespaces CPU and GPU performance on a personal computer with a Geforce 8800GT\relax }}{417}}
  62 \newlabel{ch17:fig:mior_perfs_8800gt}{{17.6}{417}}
  63 \@writefile{toc}{\contentsline {section}{\numberline {17.5}Analysis and recommendations}{417}}
  64 \newlabel{ch17:analysis}{{17.5}{417}}
  65 \@writefile{lof}{\contentsline {figure}{\numberline {17.7}{\ignorespaces Execution time of one multi-simulation kernel on the Tesla platform\relax }}{418}}
  66 \newlabel{ch17:fig:monokernel_graph}{{17.7}{418}}
  67 \@writefile{lof}{\contentsline {figure}{\numberline {17.8}{\ignorespaces Total execution time for 1000 simulations on the Tesla platform, while varying the number of simulations for each kernel\relax }}{418}}
  68 \newlabel{ch17:fig:multikernel_graph}{{17.8}{418}}
  69 \@writefile{toc}{\contentsline {subsection}{\numberline {17.5.1}Analysis}{418}}
  70 \@writefile{toc}{\contentsline {subsection}{\numberline {17.5.2}MAS execution workflow}{419}}
  71 \@writefile{toc}{\contentsline {subsection}{\numberline {17.5.3}Implementation challenges}{420}}
  72 \@writefile{toc}{\contentsline {subsection}{\numberline {17.5.4}MCSMA}{420}}
  73 \newlabel{ch17:Mcsma}{{17.5.4}{420}}
  74 \@writefile{toc}{\contentsline {section}{\numberline {17.6}Conclusion}{421}}
  75 \newlabel{ch17:conclusion}{{17.6}{421}}
  76 \@writefile{toc}{\contentsline {section}{Bibliography}{422}}
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