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 {18}Implementing Multi-Agent Systems on GPU}{417}}
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  13 \@writefile{toc}{\contentsline {section}{\numberline {18.1}Introduction}{418}}
  14 \newlabel{ch17:intro}{{18.1}{418}}
  15 \@writefile{toc}{\contentsline {section}{\numberline {18.2}Running Agent-Based Simulations}{419}}
  16 \newlabel{ch17:ABM}{{18.2}{419}}
  17 \@writefile{toc}{\contentsline {subsection}{\numberline {18.2.1}Multi-agent systems and parallelism}{419}}
  18 \@writefile{toc}{\contentsline {subsection}{\numberline {18.2.2}MAS Implementation on GPU}{421}}
  19 \newlabel{ch17:subsec:gpu}{{18.2.2}{421}}
  20 \@writefile{toc}{\contentsline {section}{\numberline {18.3}A first practical example}{422}}
  21 \newlabel{ch17:sec:1stmodel}{{18.3}{422}}
  22 \@writefile{toc}{\contentsline {subsection}{\numberline {18.3.1}The Collembola model}{422}}
  23 \newlabel{ch17:subsec:collembolamodel}{{18.3.1}{422}}
  24 \@writefile{lof}{\contentsline {figure}{\numberline {18.1}{\ignorespaces Evolution algorithm of Collembola model\relax }}{423}}
  25 \newlabel{ch17:fig:collem_algorithm}{{18.1}{423}}
  26 \@writefile{toc}{\contentsline {subsection}{\numberline {18.3.2}Collembola Implementation}{423}}
  27 \newlabel{ch17:listing:collembola-diffuse}{{18.1}{424}}
  28 \@writefile{lol}{\contentsline {lstlisting}{\numberline {18.1}Collembola OpenCL Diffusion kernel}{424}}
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  30 \@writefile{lol}{\contentsline {lstlisting}{\numberline {18.2}Collembola OpenCL reduction kernel}{424}}
  31 \@writefile{toc}{\contentsline {subsection}{\numberline {18.3.3}Collembola performance}{425}}
  32 \@writefile{lof}{\contentsline {figure}{\numberline {18.2}{\ignorespaces Performance of the Collembola model on CPU and GPU\relax }}{426}}
  33 \newlabel{ch17:fig:mior_perfs_collem}{{18.2}{426}}
  34 \@writefile{toc}{\contentsline {section}{\numberline {18.4}Second example}{426}}
  35 \newlabel{ch17:sec:2ndmodel}{{18.4}{426}}
  36 \@writefile{toc}{\contentsline {subsection}{\numberline {18.4.1}The MIOR model}{426}}
  37 \newlabel{ch17:subsec:miormodel}{{18.4.1}{426}}
  38 \@writefile{loa}{\contentsline {algocf}{\numberline {22}{\ignorespaces Evolution step of each Meta-Mior (microbial colony) agent\relax }}{427}}
  39 \newlabel{ch17:seqalgo}{{22}{427}}
  40 \@writefile{toc}{\contentsline {subsection}{\numberline {18.4.2}MIOR Implementation}{427}}
  41 \@writefile{lof}{\contentsline {figure}{\numberline {18.3}{\ignorespaces Execution distribution retained on GPU\relax }}{428}}
  42 \newlabel{ch17:fig:gpu_distribution}{{18.3}{428}}
  43 \@writefile{toc}{\contentsline {subsubsection}{\numberline {18.4.2.1}Execution mapping on GPU}{428}}
  44 \@writefile{toc}{\contentsline {subsubsection}{\numberline {18.4.2.2}Data structures translation}{429}}
  45 \newlabel{ch17:subsec:datastructures}{{18.4.2.2}{429}}
  46 \newlabel{ch17:listing:mior_data_structures}{{18.3}{429}}
  47 \@writefile{lol}{\contentsline {lstlisting}{\numberline {18.3}Main data structures used in a MIOR simulation}{429}}
  48 \@writefile{lof}{\contentsline {figure}{\numberline {18.4}{\ignorespaces Compact representation of the topology of a MIOR simulation\relax }}{430}}
  49 \newlabel{ch17:fig:csr_representation}{{18.4}{430}}
  50 \@writefile{toc}{\contentsline {subsubsection}{\numberline {18.4.2.3}Critical resources access management}{430}}
  51 \newlabel{ch17:subsec:concurrency}{{18.4.2.3}{430}}
  52 \newlabel{ch17:listing:mior_kernels}{{18.4}{431}}
  53 \@writefile{lol}{\contentsline {lstlisting}{\numberline {18.4}Main MIOR kernel}{431}}
  54 \newlabel{ch17:fig:mior_launcher}{{18.5}{432}}
  55 \@writefile{lol}{\contentsline {lstlisting}{\numberline {18.5}MIOR simulation launcher}{432}}
  56 \@writefile{toc}{\contentsline {subsubsection}{\numberline {18.4.2.4}Termination detection}{432}}
  57 \@writefile{toc}{\contentsline {subsection}{\numberline {18.4.3}Performance of MIOR implementations}{433}}
  58 \newlabel{ch17:subsec:miorexperiments}{{18.4.3}{433}}
  59 \@writefile{lof}{\contentsline {figure}{\numberline {18.5}{\ignorespaces CPU and GPU performance on a Tesla C1060 node\relax }}{434}}
  60 \newlabel{ch17:fig:mior_perfs_tesla}{{18.5}{434}}
  61 \@writefile{lof}{\contentsline {figure}{\numberline {18.6}{\ignorespaces CPU and GPU performance on a personal computer with a Geforce 8800GT\relax }}{435}}
  62 \newlabel{ch17:fig:mior_perfs_8800gt}{{18.6}{435}}
  63 \@writefile{toc}{\contentsline {section}{\numberline {18.5}Analysis and recommendations}{435}}
  64 \newlabel{ch17:analysis}{{18.5}{435}}
  65 \@writefile{lof}{\contentsline {figure}{\numberline {18.7}{\ignorespaces Execution time of one multi-simulation kernel on the Tesla platform\relax }}{436}}
  66 \newlabel{ch17:fig:monokernel_graph}{{18.7}{436}}
  67 \@writefile{lof}{\contentsline {figure}{\numberline {18.8}{\ignorespaces Total execution time for 1000 simulations on the Tesla platform, while varying the number of simulations for each kernel\relax }}{436}}
  68 \newlabel{ch17:fig:multikernel_graph}{{18.8}{436}}
  69 \@writefile{toc}{\contentsline {subsection}{\numberline {18.5.1}Analysis}{436}}
  70 \@writefile{toc}{\contentsline {subsection}{\numberline {18.5.2}MAS execution workflow}{437}}
  71 \@writefile{toc}{\contentsline {subsection}{\numberline {18.5.3}Implementation challenges}{438}}
  72 \@writefile{toc}{\contentsline {subsection}{\numberline {18.5.4}MCSMA}{438}}
  73 \newlabel{ch17:Mcsma}{{18.5.4}{438}}
  74 \@writefile{toc}{\contentsline {section}{\numberline {18.6}Conclusion}{439}}
  75 \newlabel{ch17:conclusion}{{18.6}{439}}
  76 \@writefile{toc}{\contentsline {section}{Bibliography}{440}}
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