From b85aac77ff9f56f7c83108ff7d3c8732d3045889 Mon Sep 17 00:00:00 2001
From: RCE <cramamonjisoa@bilbo.iut-bm.univ-fcomte.fr>
Date: Thu, 19 Nov 2015 10:01:46 +0100
Subject: [PATCH] RCE : 19-11-2015 Prise en compte des styles UFC
---
These_RCE.aux | 181 +-
These_RCE.loe | 0
These_RCE.lof | 22 +
These_RCE.log | 2157 +-
These_RCE.lot | 9 +
These_RCE.out | 49 +
These_RCE.pdf | Bin 608894 -> 4053402 bytes
These_RCE.synctex.gz | Bin 155959 -> 256238 bytes
These_RCE.tex | 1887 +-
These_RCE.toc | 66 +-
UPMVERSION.def | 1 +
phdthesisapa.bst | 1106 +
phdthesisapaunsort.bst | 1107 +
phdthesisnum.bst | 1157 +
phdthesisnumunsort.bst | 1157 +
spimbasephdthesis.sty | 457 +
spimufcphdthesis-backpage.eps | 10768 +++++++
spimufcphdthesis-backpage.pdf | Bin 0 -> 544837 bytes
spimufcphdthesis-frontpage.eps | 18570 +++++++++++
spimufcphdthesis-frontpage.pdf | Bin 0 -> 203580 bytes
spimufcphdthesis-p3-head.eps | 53533 +++++++++++++++++++++++++++++++
spimufcphdthesis-p3-head.pdf | Bin 0 -> 2661858 bytes
spimufcphdthesis.cls | 54 +
upmethodology-backpage.sty | 81 +
upmethodology-code.sty | 143 +
upmethodology-document.cls | 288 +
upmethodology-document.sty | 560 +
upmethodology-extension.sty | 123 +
upmethodology-fmt.sty | 1504 +
upmethodology-frontpage.sty | 251 +
upmethodology-p-common.sty | 231 +
upmethodology-spec.sty | 457 +
upmethodology-task.sty | 268 +
upmethodology-version.sty | 203 +
upmext-spimufcphdthesis.cfg | 147 +
35 files changed, 94867 insertions(+), 1670 deletions(-)
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+\contentsline {figure}{\numberline {2.7}{\ignorespaces M\IeC {\'e}moire MIMD: Architecture UMA}}{22}{figure.2.7}
+\contentsline {figure}{\numberline {2.8}{\ignorespaces M\IeC {\'e}moire MIMD: Architecture NUMA}}{23}{figure.2.8}
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+ defining Unicode char U+00E4 (decimal 228)
+ defining Unicode char U+00E5 (decimal 229)
+ defining Unicode char U+00E6 (decimal 230)
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+ defining Unicode char U+00E9 (decimal 233)
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+ defining Unicode char U+00F0 (decimal 240)
+ defining Unicode char U+00F1 (decimal 241)
+ defining Unicode char U+00F2 (decimal 242)
+ defining Unicode char U+00F3 (decimal 243)
+ defining Unicode char U+00F4 (decimal 244)
+ defining Unicode char U+00F5 (decimal 245)
+ defining Unicode char U+00F6 (decimal 246)
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+ defining Unicode char U+0102 (decimal 258)
+ defining Unicode char U+0103 (decimal 259)
+ defining Unicode char U+0104 (decimal 260)
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+ defining Unicode char U+0106 (decimal 262)
+ defining Unicode char U+0107 (decimal 263)
+ defining Unicode char U+010C (decimal 268)
+ defining Unicode char U+010D (decimal 269)
+ defining Unicode char U+010E (decimal 270)
+ defining Unicode char U+010F (decimal 271)
+ defining Unicode char U+0110 (decimal 272)
+ defining Unicode char U+0111 (decimal 273)
+ defining Unicode char U+0118 (decimal 280)
+ defining Unicode char U+0119 (decimal 281)
+ defining Unicode char U+011A (decimal 282)
+ defining Unicode char U+011B (decimal 283)
+ defining Unicode char U+011E (decimal 286)
+ defining Unicode char U+011F (decimal 287)
+ defining Unicode char U+0130 (decimal 304)
+ defining Unicode char U+0131 (decimal 305)
+ defining Unicode char U+0132 (decimal 306)
+ defining Unicode char U+0133 (decimal 307)
+ defining Unicode char U+0139 (decimal 313)
+ defining Unicode char U+013A (decimal 314)
+ defining Unicode char U+013D (decimal 317)
+ defining Unicode char U+013E (decimal 318)
+ defining Unicode char U+0141 (decimal 321)
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+ defining Unicode char U+0151 (decimal 337)
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+ defining Unicode char U+0155 (decimal 341)
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+\BOOKMARK [-1][]{part.1}{I Contexte scientifique et revue de l'\351tat de l'art}{}% 1
+\BOOKMARK [0][]{chapter.1}{1 Cadre de travail et contexte scientifique}{part.1}% 2
+\BOOKMARK [1][]{section.1.1}{1.1 Classe des algorithmes it\351ratifs parall\350les \340 large \351chelle dans une grille de calcul}{chapter.1}% 3
+\BOOKMARK [2][]{subsection.1.1.1}{1.1.1 Partitionnement du probl\350me}{section.1.1}% 4
+\BOOKMARK [2][]{subsection.1.1.2}{1.1.2 Modes d'ex\351cution synchrone et asynchrone}{section.1.1}% 5
+\BOOKMARK [1][]{section.1.2}{1.2 M\351thodes de r\351solution parall\350les du probl\350me de Poisson et de l'algorithme two-stage multisplitting de Krylov}{chapter.1}% 6
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+\BOOKMARK [1][]{section.1.3}{1.3 SIMGRID/SMPI : Simulateur d'ex\351cution d'algorithmes parall\350les MPI dans une grille de calcul}{chapter.1}% 10
+\BOOKMARK [2][]{subsection.1.3.1}{1.3.1 MPI - Message Passing Interface}{section.1.3}% 11
+\BOOKMARK [2][]{subsection.1.3.2}{1.3.2 Simulateur SIMGRID}{section.1.3}% 12
+\BOOKMARK [1][]{section.1.4}{1.4 Motivations}{chapter.1}% 13
+\BOOKMARK [1][]{section.1.5}{1.5 Conclusion partielle}{chapter.1}% 14
+\BOOKMARK [0][]{chapter.2}{2 Etat de l'art et travaux de recherche associ\351s}{part.1}% 15
+\BOOKMARK [1][]{section.2.1}{2.1 Concepts et d\351finitions}{chapter.2}% 16
+\BOOKMARK [2][]{subsection.2.1.1}{2.1.1 Performance de l'application parall\350le et scalabilit\351}{section.2.1}% 17
+\BOOKMARK [2][]{subsection.2.1.2}{2.1.2 Taux d'erreur lors de la pr\351diction}{section.2.1}% 18
+\BOOKMARK [2][]{subsection.2.1.3}{2.1.3 Weak contre strong scaling}{section.2.1}% 19
+\BOOKMARK [1][]{section.2.2}{2.2 Probl\351matique sur la pr\351diction \340 large \351chelle de la performance des applications}{chapter.2}% 20
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+\BOOKMARK [3][]{subsubsection.2.2.1.2}{2.2.1.2 Facteur : M\351moire et stockage}{subsection.2.2.1}% 23
+\BOOKMARK [3][]{subsubsection.2.2.1.3}{2.2.1.3 Facteur : R\351seaux de communication}{subsection.2.2.1}% 24
+\BOOKMARK [2][]{subsection.2.2.2}{2.2.2 Facteurs li\351s au code de l'application}{section.2.2}% 25
+\BOOKMARK [3][]{subsubsection.2.2.2.1}{2.2.2.1 Facteur : Taille du probl\350me}{subsection.2.2.2}% 26
+\BOOKMARK [3][]{subsubsection.2.2.2.2}{2.2.2.2 Performance de la parall\351lisation}{subsection.2.2.2}% 27
+\BOOKMARK [1][]{section.2.3}{2.3 Techniques de profiling et instrumentation des applications parall\350les}{chapter.2}% 28
+\BOOKMARK [1][]{section.2.4}{2.4 M\351thodes de pr\351diction de la performance de l'application parall\350le}{chapter.2}% 29
+\BOOKMARK [1][]{section.2.5}{2.5 Conclusion partielle}{chapter.2}% 30
+\BOOKMARK [-1][]{part.2}{II PARTIE II - Travaux de contributions, r\351sultats et perspectives}{}% 31
+\BOOKMARK [0][]{chapter.3}{3 Comparaison par simulation \340 large \351chelle de la performance de deux algorithmes it\351ratifs parall\350les en mode asynchrone}{part.2}% 32
+\BOOKMARK [1][]{section.3.1}{3.1 Protocoles et exp\351rimentations}{chapter.3}% 33
+\BOOKMARK [1][]{section.3.2}{3.2 R\351sultats}{chapter.3}% 34
+\BOOKMARK [1][]{section.3.3}{3.3 Conclusion partielle}{chapter.3}% 35
+\BOOKMARK [0][]{chapter.4}{4 Simulation avec SIMGRID de l\220ex\351cution des solveurs lin\351aires en mode synchrone et asynchrone sur un environnement multi-coeurs simul\351s}{part.2}% 36
+\BOOKMARK [1][]{section.4.1}{4.1 Protocoles et exp\351rimentations}{chapter.4}% 37
+\BOOKMARK [1][]{section.4.2}{4.2 R\351sultats}{chapter.4}% 38
+\BOOKMARK [1][]{section.4.3}{4.3 Conclusion partielle}{chapter.4}% 39
+\BOOKMARK [0][]{chapter.5}{5 Mod\350le de pr\351diction de la performance \340 large \351chelle d'un algorithme it\351ratif parall\350le}{part.2}% 40
+\BOOKMARK [1][]{section.5.1}{5.1 Approche et m\351thodologie}{chapter.5}% 41
+\BOOKMARK [1][]{section.5.2}{5.2 Exp\351rimentations et r\351sultats}{chapter.5}% 42
+\BOOKMARK [1][]{section.5.3}{5.3 Conclusion partielle}{chapter.5}% 43
+\BOOKMARK [0][]{chapter.6}{6 Conclusion g\351n\351rale et perspectives}{part.2}% 44
+\BOOKMARK [1][]{section.6.1}{6.1 Conclusion g\351n\351rale}{chapter.6}% 45
+\BOOKMARK [1][]{section.6.2}{6.2 Travaux futurs et perspectives}{chapter.6}% 46
+\BOOKMARK [-1][]{part.3}{III Annexes}{}% 47
+\BOOKMARK [0][]{appendix.A}{A Premier chapitre des annexes}{part.3}% 48
+\BOOKMARK [0][]{appendix.B}{B Second chapitre des annexes}{part.3}% 49
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diff --git a/These_RCE.tex b/These_RCE.tex
index e22ad09..b03acd2 100644
--- a/These_RCE.tex
+++ b/These_RCE.tex
@@ -1,193 +1,307 @@
-%% LyX 2.1.4 created this file. For more info, see http://www.lyx.org/.
-%% Do not edit unless you really know what you are doing.
-\documentclass[french]{report}
-
-% Font type and font size
-\usepackage{times}
-\fontsize{12}{15}
-
-%Espacement des paragraphes
-\setlength{\parskip}{0.3cm}
-%interligne paragraphe : voir spacing ci-dessous
-\usepackage{setspace}
-
-%setting margins
-\usepackage
-[
- a4paper,
- left=2.5cm,
- right=1.5cm,
- top=2cm,
- bottom=2cm,
- % use vmargin=2cm to make vertical margins equal to 2cm.
- % us hmargin=3cm to make horizontal margins equal to 3cm.
- % use margin=3cm to make all margins equal to 3cm.
-]
-{geometry}
-
-\usepackage[T1]{fontenc}
-\usepackage[latin9]{inputenc}
-\usepackage{babel}
-\usepackage{amsmath, amsthm, amssymb}
-
-\usepackage{url}
-\DeclareUrlCommand\email{\urlstyle{same}}
-
-\usepackage[autolanguage,np]{numprint}
-\AtBeginDocument{%
- \renewcommand*\npunitcommand[1]{\text{#1}}
- \npthousandthpartsep{}}
-
-\usepackage{xspace}
-\usepackage[textsize=footnotesize]{todonotes}
-
-%Affichage des figures
-%%%\usepackage{caption}
-%\usepackage{wrapfig}
-\usepackage{subcaption}
-\usepackage{graphicx}
-
+%% Use the standard UP-methodology class
+%% with French language.
+%%
+%% You may specify the option 'twoside' or 'oneside' for
+%% the document.
+%%
+%% See the documentation tex-upmethodology on
+%% http://www.arakhne.org/tex-upmethodology/
+%% for details about the macros that are provided by the class and
+%% to obtain the list of the packages that are already included.
+
+\documentclass[french]{spimufcphdthesis}
+
+%%--------------------
+%% The TeX code is entering with UTF8
+%% character encoding (Linux and MacOS standards)
+\usepackage[utf8]{inputenc}
+
+%%-------------------
+%% You want to use the NatBib extension
+%\usepackage[authoryear]{natbib}
+
+%%--------------------
+%% Include the 'multibib' package to enable to
+%% have different types of bibliographies in the
+%% document (see at the end of this template for
+%% an example with a personnal bibliography and
+%% a general bibliography)
+%%
+%% Each bibliography defined with 'multibib'
+%% adds a chapter with the corresponding
+%% publications (in addition to the chapter for
+%% the standard/general bibliography).
+%% CAUTION:
+%% There is no standard way to do include this type of
+%% personnal bibliography.
+%% We propose to use 'multibib' package to help you,
+%% for example.
+%\usepackage{multibib}
+
+%% Define a "type" of bibliography, here the PERSONAL one,
+%% that is supported by 'multibib'.
+%\newcites{PERSO}{Liste de mes publications}
+
+%% To cite one of your PERSONAL papers with the style
+%% of the PERSONAL bibliography: \citePERSO{key}
+%% To force to show one of your PERSONAL papers into
+%% the PERSONAL bibliography, even if not cited in the
+%% text: \nocitePERSO{key}
+
+%% REMARK: When you are using 'multibib', you
+%% must compile the PERSONAL bibliography by hand.
+%% For example, the sequence of commands to run
+%% when you had defined the bibliography PERSO is:
+%% $ pdflatex my_document.tex
+%% $ bibtex my_document.aux
+%% $ bibtex PERSO.aux
+%% $ pdflatex my_document.tex
+%% $ pdflatex my_document.tex
+%% $ pdflatex my_document.tex
+
+%%--------------------
+%% Add here any other packages that are needed for your document.
+%\usepackage{eurosim}
+%\usepackage{amsmath}
\newcommand{\MI}{\mathit{MaxIter}}
+%\usepackage{subcaption}
+\usepackage{graphicx}
+
+%%--------------------
+%% Set the title, subtitle, defense date, and
+%% the registration number of the PhD thesis.
+%% The optional parameter is the subtitle of the PhD thesis.
+%% The first mandatory parameter is the title of the PhD thesis.
+%% The second mandatory parameter is the date of the PhD defense.
+%% The third mandatory parameter is the reference number given by
+%% the University Library after the PhD defense.
+\declarethesis[Sous-titre]{Titre}{17 septembre 2012}{XXX}
+
+%%--------------------
+%% Set the author of the PhD thesis
+\addauthor[email]{Prénom}{Nom}
+
+%%--------------------
+%% Add a member of the jury
+%% \addjury{Firstname}{Lastname}{Role in the jury}{Position}
+\addjury{Incroyable}{Hulk}{Rapporteur}{Professeur à l'Université de Gotham City \\ Commentaire secondaire}
+\addjury{Super}{Man}{Examinateur}{Professeur à l'Université de Gotham City}
+\addjury{Bat}{Man}{Directeur de thèse}{Professeur à l'Université de Gotham City}
+
+%%--------------------
+%% Change style of the table of the jury
+%% \Set{jurystyle}{put macros for the style}
+%\Set{jurystyle}{\small}
+
+%%--------------------
+%% Add the laboratory where the thesis was made
+%\addlaboratory{Laboratoire Waynes Industry}
+
+%%--------------------
+%% Clear the list of the laboratories
+%\resetlaboratories
+
+%%--------------------
+%% Set the English abstract
+\thesisabstract[english]{This is the abstract in English}
+
+%%--------------------
+%% Set the English keywords. They only appear if
+%% there is an English abstract
+\thesiskeywords[english]{Keyword 1, Keyword 2}
+
+%%--------------------
+%% Set the French abstract
+\thesisabstract[french]{Ceci est le résumé en français}
+
+%%--------------------
+%% Set the French keywords. They only appear if
+%% there is an French abstract
+\thesiskeywords[french]{Algorithmes itératifs, Performance, Simulation, Simgrid, Grid Computing}
+
+%%--------------------
+%% Change the layout and the style of the text of the "primary" abstract.
+%% If your document is written in French, the primary abstract is in French,
+%% otherwise it is in English.
+%\Set{primaryabstractstyle}{\tiny}
+
+%%--------------------
+%% Change the layout and the style of the text of the "secondary" abstract.
+%% If your document is written in French, the secondary abstract is in English,
+%% otherwise it is in French.
+%\Set{secondaryabstractstyle}{\tiny}
+
+%%--------------------
+%% Change the layout and the style of the text of the "primary" keywords.
+%% If your document is written in French, the primary keywords are in French,
+%% otherwise they are in English.
+%\Set{primarykeywordstyle}{\tiny}
+
+%%--------------------
+%% Change the layout and the style of the text of the "secondary" keywords.
+%% If your document is written in French, the secondary keywords are in English,
+%% otherwise they are in French.
+%\Set{secondarykeywordstyle}{\tiny}
+
+%%--------------------
+%% Change the speciality of the PhD thesis
+%\Set{speciality}{Informatique}
+
+%%--------------------
+%% Change the institution
+%\Set{universityname}{Universit\'e de Franche-Comt\'e}
+
+%%--------------------
+%% Add the logos of the partners or the sponsors on the front page
+%\addpartner[image options]{image name}
+
+%%--------------------
+%% Clear the list of the partner/sponsor logos
+%\resetpartners
+
+%%--------------------
+%% Change the header and the foot of the pages.
+%% You must include the package "fancyhdr" to
+%% have access to these macros.
+%% Left header
+%\lhead{}
+%% Center header
+%\chead{}
+%% Right header
+%\rhead{}
+%% Left footer
+%\lfoot{}
+%% Center footer
+%\cfoot{}
+%% Right footer
+%\rfoot{}
+
+%%--------------------
+% Declare several theorems
+\declareupmtheorem{mytheorem}{My Theorem}{List of my Theorems}
-%Table des matières
-\setcounter{secnumdepth}{3}
-\setcounter{tocdepth}{3}
+%%--------------------
+%% Change the message on the backcover.
+%\Set{backcovermessage}{%
+% Some text
+%}
\begin{document}
-\begin{spacing}{1.5}
-
-Page de garde
-
-Remerciements
-
-%Table des matières
+
+%%--------------------
+%% The following line does nothing until
+%% the class option 'nofrontmatter' is given.
+%\frontmatter
+
+%%--------------------
+%% The following line permits to add a chapter for "acknowledgements"
+%% at the beginning of the document. This chapter has not a chapter
+%% number (using the "star-ed" version of \chapter) to prevent it to
+%% be in the table of contents
+\chapter*{Remerciements}
+
+%%--------------------
+%% Include a general table of contents
\tableofcontents
-
-Table des figures
-
-Table des abréviations
-
-
-Résumé (Mots clefs)
-
-Abstract (Key words)
-
-Bibliographie et références
-
-Annexes
-
+%%--------------------
+%% The content of the PhD thesis
+\mainmatter
\part*{INTRODUCTION}
\newpage
-\part*{PARTIE I : Contexte scientifique et revue de l\textquoteright état de l'art}
+\part{PARTIE I: Contexte scientifique et revue de l'état de l'art}
-\chapter*{Chapitre 1 : Cadre de travail et contexte scientifique}
+\chapter{Cadre de travail et contexte scientifique}
-\section*{1.1 Classe des algorithmes itératifs parallèles à large échelle dans une grille de calcul}
+\section{Classe des algorithmes itératifs parallèles à large échelle dans une grille de calcul}
-Dans le cadre de ces travaux, nous nous sommes intéressés particulièrement
+Dans le cadre de ces travaux, nous nous sommes intéressés particulièrement
sur la performance d'une classe d'algorithmes
-parallèles dits itératifs. De plus en plus, cette méthode itérative
-est utilisée pour résoudre des problèmes dans différents domaines
-scientifiques tels que la mécanique, la prévision du temps, le traitement
-d'images ou encore l'économie financière.
-Elle consiste à appliquer, contrairement à la méthode de résolution
-« directe », à partir d'une valeur initiale $X_0$ une
-transformation à un vecteur inconnu de rang n par des itérations successives
-afin de s'approcher par approximation à la solution
-recherchée X{*} avec une valeur résiduelle la plus réduite possible.
+parallèles dits itératifs. De plus en plus, cette méthode itérative
+est utilisée pour résoudre des problèmes dans différents domaines
+scientifiques tels que la mécanique, la prévision du temps, le traitement
+d'images ou encore l'économie financière.
+Elle consiste à appliquer, contrairement à la méthode de résolution
+« directe », à partir d'une valeur initiale $X_0$ une
+transformation à un vecteur inconnu de rang n par des itérations successives
+afin de s'approcher par approximation à la solution
+recherchée X{*} avec une valeur résiduelle la plus réduite possible.
\begin{equation}
\label{eq:1}
X^{k+1} = \text{f ( } X^k \text{ ), k = 0,1, \dots{} }
\end{equation}
-où chaque $x_k$ est un vecteur à n dimension et f une fonction de $R^n$ vers
+où chaque $x_k$ est un vecteur à n dimension et f une fonction de $R^n$ vers
$R^n$.
-La solution du problème sera donc le vecteur X{*} tel que X{*} = f
-(X{*}), c'est-à-dire X{*} est un point fixe de f.
-
-L'exécution en parallèle d'un tel algorithme
-consiste au découpage (partitionnement) du problème en plus petits
-morceaux (ou blocs) et d'assigner chaque bloc à une
-unité de calcul. Chaque processeur tourne le même algorithme de façon
-concourante jusqu'à la détection de la convergence
-locale qui peut être obtenue soit par l'atteinte d'un
-nombre maximum fixé d'itérations soit que la différence
-entre les valeurs du vecteur inconnu entre deux itérations successives est devenue
-inférieure à la valeur résiduelle convenue. Cette condition de convergence
-locale peut être écrite comme suit :
-\begin{equation*}
+La solution du problème sera donc le vecteur X{*} tel que X{*} = f
+(X{*}), c'est-Ã -dire X{*} est un point fixe de f.
+
+L'exécution en parallèle d'un tel algorithme
+consiste au découpage (partitionnement) du problème en plus petits
+morceaux (ou blocs) et d'assigner chaque bloc à une
+unité de calcul. Chaque processeur tourne le même algorithme de façon
+concourante jusqu'à la détection de la convergence
+locale qui peut être obtenue soit par l'atteinte d'un
+nombre maximum fixé d'itérations soit que la différence
+entre les valeurs du vecteur inconnu entre deux itérations successives est devenue
+inférieure à la valeur résiduelle convenue. Cette condition de convergence
+locale peut être écrite comme suit :
+\begin{equation}
(k\leq \MI) \text{ or } (\|X_l^k - X_l^{k+1}\|_{\infty}\leq\epsilon)
-\end{equation*}
-La convergence globale sera déclarée lorsque tous les processeurs
-ont atteint leur convergence locale. De façon générale, plusieurs
-travaux ont démontré la convergence de ces méthodes itératives pour
-la résolution de systèmes linéaires ou non linéaires avec un taux
-de convergence élevé {[}7, 8{]}. Lors de l'exécution
-dans chaque bloc de calcul, l'algorithme peut demander l'échange
-de données comme des résultats intermédiaires par exemple entre des
-processeurs voisins avant d'entamer une nouvelle itération.
-Les sections suivantes vont détailler les notions liées à la résolution
+\end{equation}
+La convergence globale sera déclarée lorsque tous les processeurs
+ont atteint leur convergence locale. De façon générale, plusieurs
+travaux ont démontré la convergence de ces méthodes itératives pour
+la résolution de systèmes linéaires ou non linéaires avec un taux
+de convergence élevé {[}7, 8{]}. Lors de l'exécution
+dans chaque bloc de calcul, l'algorithme peut demander l'échange
+de données comme des résultats intermédiaires par exemple entre des
+processeurs voisins avant d'entamer une nouvelle itération.
+Les sections suivantes vont détailler les notions liées à la résolution
de cet algorithme.
-\subsection{Partitionnement du problème}
-
-Comme expliqué plus haut et appliquant le principe du "diviser pour regner", le problème de résolution d'un
-algorithme itératif parallèle commence par un découpage de la matrice $n \times n$
-en entrée en plus petits blocs dont le nombre dépend du nombre
-de processeurs disponibles. On parle de « décomposition de domaine
-» en considérant les données en priorité en opposition à la « décomposition
-fonctionnelle » où le partitionnement se base sur le calcul : diviser
-le calcul en des tâches indépendantes assignées aux processeurs. La
-figure Figure~\ref{fig:1.a} présente un exemple de découpage en domaines de la
-matrice initiale entre deux clusters constitués chacun de 18 processeurs, soit un total de 36 processeurs.
-%\begin{figure}[!t]
-%%\centering
-% \includegraphics[width=60mm,keepaspectratio]{"3D data partitionning btw 2 clusters"}
-%\caption{Découpage d'une matrice tridimensionnelle entre deux clusters formés de 18 processeurs %chacun.}
-%\label{fig:1.1}
+\subsection{Partitionnement du problème}
+
+Comme expliqué plus haut et appliquant le principe du "diviser pour regner", le problème de résolution d'un
+algorithme itératif parallèle commence par un découpage de la matrice $n \times n$
+en entrée en plus petits blocs dont le nombre dépend du nombre
+de processeurs disponibles. On parle de « décomposition de domaine
+» en considérant les données en priorité en opposition à la « décomposition
+fonctionnelle » où le partitionnement se base sur le calcul : diviser
+le calcul en des tâches indépendantes assignées aux processeurs. La
+figure \figref{decoupage} présente un exemple de découpage en domaines de la
+matrice initiale entre deux clusters constitués chacun de 18 processeurs, soit un total de 36 processeurs.
+
+\mfigure[h]{width=8cm, height=8cm}{"3D data partitionning btw 2 clusters"} {Partitionnement : Découpage d'une matrice tridimensionnelle entre deux clusters formés de 18 processeurs chacun} {decoupage}
+
+\mfigure[h]{width=8cm, height=8cm}{"1D-2D-3D Domain decomposition"} {Partitionnement : Décomposition en domaines 1D, 2D et 3D} {Decompo}
+
+%\begin{figure}[h]
+%\begin{subfigure}{0.5\textwidth}
+%\includegraphics[width=6cm, height=6cm]{"3D data partitionning btw 2 clusters"}
+%\caption{Découpage d'une matrice tridimensionnelle entre deux clusters formés de 18 processeurs chacun}
+%\label{fig:1.a}
+%\end{subfigure}
+%\begin{subfigure}{0.5\textwidth}
+%\includegraphics[width=1\linewidth, height=5cm]{"1D-2D-3D Domain decomposition"}
+%\caption{Décomposition en domaines 1D, 2D et 3D}
+%\label{fig:1.b}
+%\end{subfigure}
+%\caption{Partitionnement du problème}
%\end{figure}
-\begin{figure}[h]
-\begin{subfigure}{0.5\textwidth}
-\includegraphics[width=0.9\linewidth, height=6cm]{"3D data partitionning btw 2 clusters"}
-\caption{Découpage d'une matrice tridimensionnelle entre deux clusters formés de 18 processeurs chacun}
-\label{fig:1.a}
-\end{subfigure}
-\begin{subfigure}{0.5\textwidth}
-\includegraphics[width=1\linewidth, height=5cm]{"1D-2D-3D Domain decomposition"}
-\caption{Décomposition en domaines 1D, 2D et 3D}
-\label{fig:1.b}
-\end{subfigure}
-\caption{Partitionnement du problème}
-%\label{fig:1}
-\end{figure}
-
-%\noindent%
-%\begin{minipage}{\linewidth}% to keep image and caption on one page
-%\makebox[\linewidth]{% to center the image
-% \includegraphics[keepaspectratio=true,scale=0.6]{"3D data partitionning btw 2 clusters"}}
-%\captionof{figure}{Découpage d'une matrice tridimensionnelle entre deux clusters formés de 18 %processeurs chacun.}\label{fig:1.1}
-%\end{minipage}
-
-%\begin{wrapfigure}{l}{0.3\textwidth}
-%\includegraphics[width=0.8\linewidth]{"3D data partitionning btw 2 clusters"}
-%\caption{Découpage d'une matrice tridimensionnelle entre deux clusters.}
-%\label{fig:1.1}
-%\end{wrapfigure}
-
Chaque cluster va prendre en charge un bloc de 18 "sous-domaines". Chaque
processeur $P_i$ tournera l'algorithme sur le cube qui
-lui est assigné. Les sous domaines s'échangent des
-données par leurs points périphériques {[}9{]} au niveau du cluster mais
+lui est assigné. Les sous domaines s'échangent des
+données par leurs points périphériques {[}9{]} au niveau du cluster mais
aussi entre les clusters en suivant une organisation logique d'un
-anneau virtuel dont les n½uds sont les processeurs $P_i$.
+anneau virtuel dont les noeuds sont les processeurs $P_i$.
-Une fois partitionnée en m blocs, la relation reccurente de l'équation \eqref{eq:1} peut
-s'écrire :
+Une fois partitionnée en m blocs, la relation reccurente de l'équation \eqref{eq:1} peut
+s'écrire :
\begin{equation}
x_{k+1} = (x_1^k, x_2^k, \dots , x_n^k), k=1,\dots n
\end{equation}
@@ -195,235 +309,239 @@ ou en termes de blocs :
\begin{equation}
X_{k+1} = (X_1^k, X_2^k, \dots , X_n^k), k=1,\dots m
\end{equation}
-Donc, on peut écrire :
-\begin{equation*}
+Donc, on peut écrire :
+\begin{equation}
X_{k+1} = F (X_k)
-\end{equation*}
+\end{equation}
+
\begin{equation}
-(X_1^{k+1} ,X_2^{k+1} , \dots{}, X_m^{k+1}) = (F_1(X_k), F_2(X_k), \dots , F_m(X_k))
+\iff ( \exists F_k ) (X_1^{k+1} ,X_2^{k+1} , \dots{}, X_m^{k+1}) = (F_1(X_k), F_2(X_k), \dots , F_m(X_k))
\end{equation}
-Où :
-\begin{equation*}
+Où :
+\begin{equation}
X_i^{k+1} = F_i (X^k) = Fi ( X_1^k , X_2^k , \dots{} , X_m^k)\>pour \>i=1,\dots,k
-\end{equation*}
-L'exemple donné montre un partitionnement « naturel
-» du problème initial par un découpage uniforme avec des blocs de même taille. Il met en exergue deux facteurs importants
-à tenir en compte lors de cette opération :
+\end{equation}
+L'exemple donné montre un partitionnement « naturel
+» du problème initial par un découpage uniforme avec des blocs de même taille. Il met en exergue deux facteurs importants
+à tenir en compte lors de cette opération :
\begin{itemize}
-\item [$\bullet$] essayer de répartir
-uniformément la charge assignée à chaque processeur : effectivement,
-un déséquilibre de charge entre les unités de calcul peut impacter
-négativement la performance globale du système;
-\item[$\bullet$] réduire au maximum
-les communications entre les processeurs : ces temps d'échange
-coûtent aussi chers au niveau de la performance globale.
+\item [$\bullet$] essayer de répartir
+uniformément la charge assignée à chaque processeur : effectivement,
+un déséquilibre de charge entre les unités de calcul peut impacter
+négativement la performance globale du système;
+\item[$\bullet$] réduire au maximum
+les communications entre les processeurs : ces temps d'échange
+coûtent aussi chers au niveau de la performance globale.
\end{itemize}
Selon le
type de l'algorithme, on peut faire un classement en
-trois catégories {[}21{]} selon le partitionnement ou la décomposition
-de domaine choisie (Figure~\ref{fig:1.b} ) :
+trois catégories {[}21{]} selon le partitionnement ou la décomposition
+de domaine choisie (Figure \figref{Decompo}) :
\begin{itemize}
-\item[$\bullet$] 1D où la matrice est découpée
-suivant des briques dont deux dimensions de longueur n et la dernière plus courte que n.
+\item[$\bullet$] 1D où la matrice est découpée
+suivant des briques dont deux dimensions de longueur n et la dernière plus courte que n.
\item [$\bullet$] 2D avec des briques dont une dimension est de longueur n et les
deux autres plus courtes que n;
\item [$\bullet$] et enfin, 3D avec des briques dont les
3 dimensions sont plus courtes que n.
\end{itemize}
+
+ \subsection{Modes d'exécution synchrone et asynchrone}
-\subsection{Modes d'exécution synchrone et asynchrone}
-
-Lors de l'exécution des algorithmes itératifs parallèles
+Lors de l'exécution des algorithmes itératifs parallèles
sur un environnement de type grille de calcul, le temps de communication
-résultant des échanges de données entre les unités de calcul est aussi
-important que le temps de calcul lui-même. En effet, un ratio montrant
-un équilibre entre ces deux temps constitue un des objectifs dès le
-partitionnement du problème. Le temps de communication est impacté
-sur la façon dont les échanges sont effectués.
-
-\begin{figure}[h]
-\begin{subfigure}{0.5\textwidth}
-\includegraphics[width=5cm, height=5cm, scale=3]{"Synchronous iterations model"}
-\caption{Modèle de communication synchrone}
-\label{fig:2.a}
-\end{subfigure}
-\begin{subfigure}{0.5\textwidth}
-\includegraphics[width=5cm, height=5cm, scale=3]{"Asynchronous iterations model"}
-\caption{Modèle de communication asynchrone}
-\label{fig:2.b}
-\end{subfigure}
-\caption{Modèles de communication}
-%\label{fig:1}
-\end{figure}
-
-D'une part, ces paquets de données peuvent être transférés
-de façon « synchrone » : dans ce cas, une coordination de l'échange
-est assurée par les deux parties. A la fin de chaque itération, l'émetteur,
-une fois la poignée de main établie, envoie les données et attend
-jusqu'à la réception d'un accusé de
-réception par le récepteur. L'algorithme même est en
-mode synchrone parce qu'une étape de synchronisation
-de tous les processeurs est nécessaire avant d'entamer
-une nouvelle itération. La figure Figure~\ref{fig:2.a} montre les actions dans
-le temps lors d'un échange en mode synchrone entre
-deux processeurs. Les flèches montrent la date d'envoi
-par $P_1$ et la date de réception du paquet par $P_2$. On parle ici de mode
-de communication « bloquante » : la nouvelle itération ne peut commencer
+résultant des échanges de données entre les unités de calcul est aussi
+important que le temps de calcul lui-même. En effet, un ratio montrant
+un équilibre entre ces deux temps constitue un des objectifs dès le
+partitionnement du problème. Le temps de communication est impacté
+sur la façon dont les échanges sont effectués.
+
+\mfigure[h]{width=8cm, height=8cm}{"Synchronous iterations model"} {Modèle de communication synchrone} {sync}
+
+\mfigure[h]{width=8cm, height=8cm}{"Asynchronous iterations model"} {Modèle de communication asynchrone} {async}
+
+%\begin{figure}[h]
+%\begin{subfigure}{0.5\textwidth}
+%\includegraphics[width=5cm, height=5cm, scale=3]{"Synchronous iterations model"}
+%\caption{Modèle de communication synchrone}
+%\label{fig:2.a}
+%\end{subfigure}
+%\begin{subfigure}{0.5\textwidth}
+%\includegraphics[width=5cm, height=5cm, scale=3]{"Asynchronous iterations model"}
+%\caption{Modèle de communication asynchrone}
+%\label{fig:2.b}
+%\end{subfigure}
+%\caption{Modèles de communication}
+%%\label{fig:1}
+%\end{figure}
+
+D'une part, ces paquets de données peuvent être transférés
+de façon « synchrone » : dans ce cas, une coordination de l'échange
+est assurée par les deux parties. A la fin de chaque itération, l'émetteur,
+une fois la poignée de main établie, envoie les données et attend
+jusqu'à la réception d'un accusé de
+réception par le récepteur. L'algorithme même est en
+mode synchrone parce qu'une étape de synchronisation
+de tous les processeurs est nécessaire avant d'entamer
+une nouvelle itération. La figure \figref{sync} montre les actions dans
+le temps lors d'un échange en mode synchrone entre
+deux processeurs. Les flèches montrent la date d'envoi
+par $P_1$ et la date de réception du paquet par $P_2$. On parle ici de mode
+de communication « bloquante » : la nouvelle itération ne peut commencer
tant que tous les processus n'ont pas fini leurs communications.
-D'autre part, l'échange de données peut
-s'effectuer en mode « asynchrone ». Dans ce cas, l'émetteur
-peut envoyer de l'information au destinataire à tout
-moment et aucune synchronisation n'est nécessaire.
-Chaque processeur travaille avec les données qu'il
-reçoit au fil du temps. La communication est ici non bloquante. La
-conséquence immédiate de ce mode de communication est l'absence
-des périodes où le traitement est arrêté (CPU stalled ou idle) parce
-qu'il doit attendre l'accusé de réception
-du récepteur (Figure~\ref{fig:2.b} ). En mode asynchrone, le temps entre chaque
-itération peut varier notablement dû à la différence éventuelle de
+D'autre part, l'échange de données peut
+s'effectuer en mode « asynchrone ». Dans ce cas, l'émetteur
+peut envoyer de l'information au destinataire à tout
+moment et aucune synchronisation n'est nécessaire.
+Chaque processeur travaille avec les données qu'il
+reçoit au fil du temps. La communication est ici non bloquante. La
+conséquence immédiate de ce mode de communication est l'absence
+des périodes où le traitement est arrêté (CPU stalled ou idle) parce
+qu'il doit attendre l'accusé de réception
+du récepteur (Figure \figref{async}). En mode asynchrone, le temps entre chaque
+itération peut varier notablement dû à la différence éventuelle de
la puissance de chaque processeur ou encore de la performance des
-différents réseaux de communication utilisés. {[}7{]} montre à travers
-des algorithmes itératifs classiques les intérêts de la mise en ½uvre
-de communication asynchrone lors de la résolution mais aussi les éventuels
-inconvénients. Parmi les avantages de ce mode de communication, la
-réduction du temps de synchronisation entre processeurs peut impacter
-positivement le temps global d'exécution surtout en
-environnement hétérogène. De même, le chevauchement du calcul avec
-la communication des données peut aussi améliorer la performance de
+différents réseaux de communication utilisés. {[}7{]} montre à travers
+des algorithmes itératifs classiques les intérêts de la mise en oeuvre
+de communication asynchrone lors de la résolution mais aussi les éventuels
+inconvénients. Parmi les avantages de ce mode de communication, la
+réduction du temps de synchronisation entre processeurs peut impacter
+positivement le temps global d'exécution surtout en
+environnement hétérogène. De même, le chevauchement du calcul avec
+la communication des données peut aussi améliorer la performance de
l'application. Enfin, un partitionnement lors de de
-la décomposition du domaine tenant compte de l'absence
-de synchronisation en mode asynchrone peut aussi contribuer à la performance
-en répartissant efficacement le calcul. Les inconvénients de l'asynchronisme
-peuvent venir de la détection de la convergence globale étant donné
+la décomposition du domaine tenant compte de l'absence
+de synchronisation en mode asynchrone peut aussi contribuer à la performance
+en répartissant efficacement le calcul. Les inconvénients de l'asynchronisme
+peuvent venir de la détection de la convergence globale étant donné
qu'il n'y a pas de synchronisation des
-opérations. L'arrêt doit être décidé après une forme
-de communication globale à un certain point de l'algorithme
-; il peut se faire lors de la communication inévitable entre processus
-pour annoncer la convergence locale. Un autre problème est aussi la
-tolérance aux pannes quoique cette défaillance peut aussi concerner
-le mode synchrone : si un des processus contribuant dans la résolution
-du problème se plante, tout le processus itératif peut s'écrouler
-si un mécanisme de reprise sur panne est mis en place.
-
-\section*{1.2 Méthodes de résolution parallèles du problème de Poisson et de
+opérations. L'arrêt doit être décidé après une forme
+de communication globale à un certain point de l'algorithme
+; il peut se faire lors de la communication inévitable entre processus
+pour annoncer la convergence locale. Un autre problème est aussi la
+tolérance aux pannes quoique cette défaillance peut aussi concerner
+le mode synchrone : si un des processus contribuant dans la résolution
+du problème se plante, tout le processus itératif peut s'écrouler
+si un mécanisme de reprise sur panne est mis en place.
+
+\section{Méthodes de résolution parallèles du problème de Poisson et de
l'algorithme two-stage multisplitting de Krylov}
\subsection{Algorithme de Jacobi}
-\subsection{Méthode de résolution GMRES}
+\subsection{Méthode de résolution GMRES}
Native
-Version « two-stage »
+Version « two-stage »
\subsection{Solveur multisplitting}
Version simple
-Version améliorée
+Version améliorée
-\section*{1.3 SIMGRID/SMPI : Simulateur d'exécution d'algorithmes
-parallèles MPI dans une grille de calcul}
+\section{SIMGRID/SMPI : Simulateur d'exécution d'algorithmes
+parallèles MPI dans une grille de calcul}
\subsection{MPI - Message Passing Interface}
\subsection{Simulateur SIMGRID}
-\section*{1.4 Motivations}
-
-\section*{1.5 Conclusion partielle}
+\section{Motivations}
+\section{Conclusion partielle}
-\chapter*{Chapitre 2 : Etat de l'art et travaux de recherche associés}
-\section*{2.1 Concepts et définitions}
+\chapter{Etat de l'art et travaux de recherche associés}
-Dans cette section, des concepts et des définitions relatifs à nos
-travaux sont passés en revue.
+\section{Concepts et définitions}
+Dans cette section, des concepts et des définitions relatifs à nos
+travaux sont passés en revue.
-\subsection{Performance de l'application parallèle et scalabilité}
+\subsection{Performance de l'application parallèle et scalabilité}
La performance d'une application dans un environnement
-distribué peut être définie comme « la capacité de réduire le temps
-pour résoudre le problème quand les ressources de calcul augmentent
-» {[}20{]}. L'objectif est de minimiser le
-temps d'exécution globale de l'application
-en ajoutant des ressources supplémentaires (processeurs, mémoire,
-\dots ). D'où la notion de « scalabilité » ou "montée
-en charge" ou encore "passage à l'echelle" dont l'objectif principal est d'accroitre
-la performance quand la complexité ou la taille du problème augmentent.
-Comme nous allons voir tout au long de ce chapitre, deux catégories
-de facteurs concourent à la difficulté de la prédiction des applications
-parallèles en considérant leur performance après la montée en charge
-des ressources : d'une part, on peut énumérer les facteurs
-liés à l'écosystème d'exécution tels
-que le nombre de processeurs, la taille de la mémoire et de sous-système
-de stockage, la latence et la bande passante des réseaux de communication
-; d'autre part, les facteurs liés au code lui-même
+distribué peut être définie comme « la capacité de réduire le temps
+pour résoudre le problème quand les ressources de calcul augmentent
+» {[}20{]}. L'objectif est de minimiser le
+temps d'exécution globale de l'application
+en ajoutant des ressources supplémentaires (processeurs, mémoire,
+\dots ). D'où la notion de « scalabilité » ou "montée
+en charge" ou encore "passage à l'echelle" dont l'objectif principal est d'accroitre
+la performance quand la complexité ou la taille du problème augmentent.
+Comme nous allons voir tout au long de ce chapitre, deux catégories
+de facteurs concourent à la difficulté de la prédiction des applications
+parallèles en considérant leur performance après la montée en charge
+des ressources : d'une part, on peut énumérer les facteurs
+liés à l'écosystème d'exécution tels
+que le nombre de processeurs, la taille de la mémoire et de sous-système
+de stockage, la latence et la bande passante des réseaux de communication
+; d'autre part, les facteurs liés au code lui-même
impactent aussi la performance de l'application affectant
-ainsi la prédiction : il s'agit par exemple de la fréquence
-de la communication et de la synchronisation, la faible parallélisation
-mais aussi le mauvais ordonnancement des tâches (équilibrage de charge)
+ainsi la prédiction : il s'agit par exemple de la fréquence
+de la communication et de la synchronisation, la faible parallélisation
+mais aussi le mauvais ordonnancement des tâches (équilibrage de charge)
{[}20{]}.
Afin de quantifier la performance d'un code, plusieurs
-métriques ont été définies mais le temps d'exécution
-global nécessaire pour atteindre la fin du programme reste le plus
-simple. On peut écrire :
+métriques ont été définies mais le temps d'exécution
+global nécessaire pour atteindre la fin du programme reste le plus
+simple. On peut écrire :
\begin{equation}
\label{eq:5}
T_{exec} = T_{calc} + T_{comm} + T_{surcharge}
\end{equation}
-où :
-\indent\indent$T_{exec}$ : Temps d'exécution global \\
+où :
+\indent\indent$T_{exec}$ : Temps d'exécution global \\
\indent\indent$T_{calc}$ : Temps de calcul \\
\indent\indent$T_{comm}$ : Temps de communication \\
\indent\indent$T_{surcharge}$ : Temps de surcharge.
-Le temps de calcul représente le temps pris par le code pour effectuer
+Le temps de calcul représente le temps pris par le code pour effectuer
des calculs tandis que le temps de communication enregistre le temps
-des échanges de données ou d'instructions entre les
+des échanges de données ou d'instructions entre les
processeurs. Le temps de surcharge comprend le temps pris lors des
-initialisations telles que la création des threads au début du programme
-mais aussi le temps de fermeture de l'application à
-la fin. En général, le temps de surcharge est négligeable par rapport
+initialisations telles que la création des threads au début du programme
+mais aussi le temps de fermeture de l'application Ã
+la fin. En général, le temps de surcharge est négligeable par rapport
aux temps de calcul et de communication.
-Des métriques liées directement à la performance du processeur sont
+Des métriques liées directement à la performance du processeur sont
bien connues telles que le MIPS (Millions d'instructions
par seconde), FLOPS (Floating Point Operations per second), SPECint
-ou encore SPECfp qui sont des benchmarks pour évaluer la performance
-du processeur sur des opérations arithmétiques respectivement sur
-des entiers ou des nombres réels. Par ailleurs, plusieurs métriques
-rapportées à la performance de l'application parallèle
-ont été définies mais nous allons retenir les trois les plus utilisées,
-à savoir le « speedup », « l'efficacité » du code et
+ou encore SPECfp qui sont des benchmarks pour évaluer la performance
+du processeur sur des opérations arithmétiques respectivement sur
+des entiers ou des nombres réels. Par ailleurs, plusieurs métriques
+rapportées à la performance de l'application parallèle
+ont été définies mais nous allons retenir les trois les plus utilisées,
+à savoir le « speedup », « l'efficacité » du code et
la loi d'Amdahl.
-Le speedup est le rapport entre le temps utilisé pour l'exécution
-séquentielle du code et le temps pour son exécution en parallèle.
-Ce rapport peut être obtenu aussi comme le ratio entre le temps d'exécution
-du code sur un processeur et le temps d'exécution avec
-n processeurs. Ainsi, il mesure le gain escompté en résolvant le problème
-en parallèle au lieu d'un lancement en séquentiel.
+Le speedup est le rapport entre le temps utilisé pour l'exécution
+séquentielle du code et le temps pour son exécution en parallèle.
+Ce rapport peut être obtenu aussi comme le ratio entre le temps d'exécution
+du code sur un processeur et le temps d'exécution avec
+n processeurs. Ainsi, il mesure le gain escompté en résolvant le problème
+en parallèle au lieu d'un lancement en séquentiel.
\begin{equation}
\label{eq:6}
S(n) = T_{Exec\_Seq} / T_{Exec\_Par}(n)
\end{equation}
-où :
+où :
\indent\indent S(n) : speedup pour n processeurs \\
\indent\indent n : nombre de processeurs \\
-\indent\indent $T_{Exec\_Seq}$ le temps d'exécution en mode séquentiel \\
-\indent\indent $T_{Exec\_Par}$ le temps d'exécution en en parallèle.
+\indent\indent $T_{Exec\_Seq}$ le temps d'exécution en mode séquentiel \\
+\indent\indent $T_{Exec\_Par}$ le temps d'exécution en en parallèle.
-L'efficacité E(n) représente la performance de chaque unité
+L'efficacité E(n) représente la performance de chaque unité
de calcul. Elle s'obtient en divisant le speedup par
-le nombre de processeurs n. On peut aussi l'écrire
-comme le rapport entre le temps d'exécution séquentielle
-et le temps d'exécution parallèle multiplié par le
+le nombre de processeurs n. On peut aussi l'écrire
+comme le rapport entre le temps d'exécution séquentielle
+et le temps d'exécution parallèle multiplié par le
nombre de processeurs n.
\begin{equation}
\label{eq:7}
@@ -432,8 +550,8 @@ E(n) = S(n) / n \\
\end{equation}
La loi de Amdahl donne une limite du speedup maximum qu'on
-peut obtenir avec un nombre de processeurs n donné. Elle stipule que
-si f compris entre 0 et 1 est la fraction du temps de la partie séquentielle
+peut obtenir avec un nombre de processeurs n donné. Elle stipule que
+si f compris entre 0 et 1 est la fraction du temps de la partie séquentielle
du code, on a :
\begin{equation}
@@ -441,20 +559,20 @@ du code, on a :
S(n) \leqslant \dfrac{1}{f+ \dfrac{1-f}{n}}
\end{equation}
-Pour un système parallèle « idéal », le speedup est égal à n et l'efficacité
-à 1. Dans la pratique, le speedup est toujours inférieur à n avec
-une limite haute dûe à la loi de Amdahl et l'efficacité
-a une valeur entre 0 et 1. On peut démontrer que l'efficacité
-est une fnction décroissante du nombre de processeurs n tandis qu'elle
-est une fonction croissante de la taille du problème.
-
-Dans le cadre de nos travaux, nous avions introduit une métrique utilisée
-lors de la comparaison de différentes variantes d'algorithmes
-résolvant le même problème exécutés en différents mode de communication
-(synchrone ou asynchrone). Ainsi, le « gain relatif » entre l'exécution
-de deux variantes de code résolvant un problème donné est le ratio
-entre le temps d'exécution global du premier algorithme
-et le temps d'exécution global du deuxième algorithme
+Pour un système parallèle « idéal », le speedup est égal à n et l'efficacité
+à 1. Dans la pratique, le speedup est toujours inférieur à n avec
+une limite haute dûe à la loi de Amdahl et l'efficacité
+a une valeur entre 0 et 1. On peut démontrer que l'efficacité
+est une fnction décroissante du nombre de processeurs n tandis qu'elle
+est une fonction croissante de la taille du problème.
+
+Dans le cadre de nos travaux, nous avions introduit une métrique utilisée
+lors de la comparaison de différentes variantes d'algorithmes
+résolvant le même problème exécutés en différents mode de communication
+(synchrone ou asynchrone). Ainsi, le « gain relatif » entre l'exécution
+de deux variantes de code résolvant un problème donné est le ratio
+entre le temps d'exécution global du premier algorithme
+et le temps d'exécution global du deuxième algorithme
selon le mode retenu pour chaque code.
\begin{equation}
@@ -462,26 +580,27 @@ selon le mode retenu pour chaque code.
G_{relatif} = T_{Exec\_Algo\_1} / T_{Exec\_Algo\_2} \times {100}
\end{equation}
-\subsection{Taux d'erreur lors de la prédiction}
-
-Lors de l'exercice de prédiction sur la performance
-d'une application parallèle, un modèle est construit
-à partir des observations passées des
-variables considérées (données empiriques observées)afin de pouvoir prédire les résultats (données calculées) pour des nouvelles valeurs de ces variables. L'objectif
-lors de cette modélisation est de minimiser l'écart
-entre les valeurs calculées théoriques et les valeurs réelles observées.
-
-Dans le cadre de la classe des algorithmes numériques itératifs consacrée
-à ces travaux, un autre taux d'erreur $\epsilon$ est déterminé
-d'avance et qui sert à détecter la convergence locale
-de l'algorithme {[}9{]}. A chaque itération, la différence
-entre la valeur approchée calculée, solution du problème, et celle obtenue
-à l'itération précédente est calculeé : si elle est
-inférieure au taux d'erreur accepté, l'algorithme
-s'arrête en ayant atteint la convergence sinon, on
-repart pour une nouvelle itération.
-
-A l'itération k, la convergence est atteinte quand
+
+\subsection{Taux d'erreur lors de la prédiction}
+
+Lors de l'exercice de prédiction sur la performance
+d'une application parallèle, un modèle est construit
+à partir des observations passées des
+variables considérées (données empiriques observées)afin de pouvoir prédire les résultats (données calculées) pour des nouvelles valeurs de ces variables. L'objectif
+lors de cette modélisation est de minimiser l'écart
+entre les valeurs calculées théoriques et les valeurs réelles observées.
+
+Dans le cadre de la classe des algorithmes numériques itératifs consacrée
+à ces travaux, un autre taux d'erreur $\epsilon$ est déterminé
+d'avance et qui sert à détecter la convergence locale
+de l'algorithme {[}9{]}. A chaque itération, la différence
+entre la valeur approchée calculée, solution du problème, et celle obtenue
+à l'itération précédente est calculeé : si elle est
+inférieure au taux d'erreur accepté, l'algorithme
+s'arrête en ayant atteint la convergence sinon, on
+repart pour une nouvelle itération.
+
+A l'itération k, la convergence est atteinte quand
:
\begin{equation*}
(\|X_l^k - X_l^{k+1}\|_{\infty}\leq\epsilon)
@@ -489,548 +608,511 @@ A l'it
\subsection{Weak contre strong scaling}
-Un des objectifs de nos travaux consistent à exécuter les algorithmes
-choisis en simulant leur exécution sur des plateformes de plus en
+Un des objectifs de nos travaux consistent à exécuter les algorithmes
+choisis en simulant leur exécution sur des plateformes de plus en
plus larges avec un nombre de processeurs et de cores de plus en plus
-grand. Deux modes existent pour cette montée en charge donnant des résultats différents
- : le « weak » et le « strong » scaling.
+grand. Deux modes existent pour cette montée en charge donnant des résultats différents
+ : le « weak » et le « strong » scaling.
-La différence entre ces deux modes repose sur la variation de la taille
-du problème lors de la montée en charge (scaling). Pour le « weak
-» scaling, on essaie d'observer le comportement du
-programme en gardant le même nombre d'éléments à traiter
+La différence entre ces deux modes repose sur la variation de la taille
+du problème lors de la montée en charge (scaling). Pour le « weak
+» scaling, on essaie d'observer le comportement du
+programme en gardant le même nombre d'éléments à traiter
par processeur ou core. Dans ce cas, les ressources
de calcul additionnelles
-va augmenter proportionnellement à la taille du problème en entrée. Ainsi, la problématique ici est de résoudre un problème de plus grande taille. Par ailleurs, le « strong » scaling
-essaie de résoudre un problème donné plus vite. Ainsi, dans ce cas,
-la taille du problème en entrée reste constante même si on adjoint
-une capacité plus grande aux unités de calcul.
-\begin{figure}[h]
-\centering
-\includegraphics[width=100mm,keepaspectratio]{"Weak vs Strong scaling"}
-\caption{Weak vs Strong scaling: Temps d'exécution et Speedup}
-\label{fig:3}
-\end{figure}
-
-La figure Figure~\ref{fig:3} montre que le temps d'exécution décroit (resp. reste constant) quand le nombre de processeurs augmente en strong mode (resp. en weak mode). De même, le speedup croit avec le nombre de processeur en strong mode tandis qu'il reste constant en weak mode.
-
-\section*{2.2 Problématique sur la prédiction à large échelle de la performance des applications}
-
-La prédiction de la performance des applications parallèles à large
-échelle constitue ces dernières années une des préoccupations majeures
-des scientifiques et des utilisateurs des systèmes de calcul à haute
-performance. En effet, en considérant le coût de lancement nécessaire
-mais aussi le temps d'exécution imparti pour une telle
-application, il est toujours d'intérêt de disposer
-d'un outil ou d'un moyen afin de connaître
+va augmenter proportionnellement à la taille du problème en entrée. Ainsi, la problématique ici est de résoudre un problème de plus grande taille. Par ailleurs, le « strong » scaling
+essaie de résoudre un problème donné plus vite. Ainsi, dans ce cas,
+la taille du problème en entrée reste constante même si on adjoint
+une capacité plus grande aux unités de calcul.
+
+\mfigure[h]{width=8cm, height=8cm}{"Weak vs Strong scaling"} {Weak vs Strong scaling: Temps d'exécution et Speedup} {scaling}
+
+
+La figure \figref{scaling} montre que le temps d'exécution décroit (resp. reste constant) quand le nombre de processeurs augmente en strong mode (resp. en weak mode). De même, le speedup croit avec le nombre de processeur en strong mode tandis qu'il reste constant en weak mode.
+
+\section{Problématique sur la prédiction à large échelle de la performance des applications}
+
+La prédiction de la performance des applications parallèles à large
+échelle constitue ces dernières années une des préoccupations majeures
+des scientifiques et des utilisateurs des systèmes de calcul à haute
+performance. En effet, en considérant le coût de lancement nécessaire
+mais aussi le temps d'exécution imparti pour une telle
+application, il est toujours d'intérêt de disposer
+d'un outil ou d'un moyen afin de connaître
le comportement de l'application en montant en charge. Pour cela, il s'agit
-d'estimer le temps total d'exécution $T_{exec}$ dans ces conditions. De plus,
+d'estimer le temps total d'exécution $T_{exec}$ dans ces conditions. De plus,
dans le cadre d'un calcul sur la grille,l'objectif est de
-déterminer la configuration idéale, en termes de blocs et
+déterminer la configuration idéale, en termes de blocs et
de nombre de noeuds (processeurs, coeurs) par bloc, pour obtenir le
-meilleur coût mais aussi le temps optimal d'exécution
+meilleur coût mais aussi le temps optimal d'exécution
de l'application.
-Dans ce chapitre, dans un premier temps, les problématiques et difficultés
-inhérentes à cet exercice de prédiction de la performance des applications
-parallèles sont abordées. Ensuite, nous allons passer en revue les
-solutions possibles apportées à ces problèmes.
+Dans ce chapitre, dans un premier temps, les problématiques et difficultés
+inhérentes à cet exercice de prédiction de la performance des applications
+parallèles sont abordées. Ensuite, nous allons passer en revue les
+solutions possibles apportées à ces problèmes.
De prime abord, on peut diviser en deux grands groupes, selon leurs
-objectifs, les travaux relatifs à la prédiction de la performance
-en environnement parallèle et de calcul à haute performance.
+objectifs, les travaux relatifs à la prédiction de la performance
+en environnement parallèle et de calcul à haute performance.
-D'une part, la prédiction peut viser l'objectif
-de la conception, le développement et la mise au point de systèmes
-qui n'existent pas encore physiquement. Cette catégorie
+D'une part, la prédiction peut viser l'objectif
+de la conception, le développement et la mise au point de systèmes
+qui n'existent pas encore physiquement. Cette catégorie
regroupe entre autres la conception de nouvelles architectures de
-matériels (CPU, Mémoire, Stockage) {[}\dots {]} mais aussi par exemple,
-la mise en oeuvre d'une nouvelle infrastructure de réseaux
-de communication {[}\dots {]}. Plusieurs utilisations peuvent être
-exploitées pour ce type de prédiction. En effet, outre le calibrage
-de systèmes pour une exécution optimale, il permet le débogage et
+matériels (CPU, Mémoire, Stockage) {[}\dots {]} mais aussi par exemple,
+la mise en oeuvre d'une nouvelle infrastructure de réseaux
+de communication {[}\dots {]}. Plusieurs utilisations peuvent être
+exploitées pour ce type de prédiction. En effet, outre le calibrage
+de systèmes pour une exécution optimale, il permet le débogage et
la mise au point des applications avec un ensemble de contraintes,
-que ce soit matérielles ou logicielles {[}..{]}. Notons tout de suite
-que cette dernière application sur le réseau a fait l'objet
-de nombreux travaux ces dernières années, permettant de déterminer
+que ce soit matérielles ou logicielles {[}..{]}. Notons tout de suite
+que cette dernière application sur le réseau a fait l'objet
+de nombreux travaux ces dernières années, permettant de déterminer
ou d'estimer d'avance la performance
-et l'efficacité de la solution future projetée et éventuellement
-de corriger et d'améliorer les imperfections.
+et l'efficacité de la solution future projetée et éventuellement
+de corriger et d'améliorer les imperfections.
-D'autre part, la prédiction de la performance d'une
-application parallèle se porte sur la détermination du temps d'exécution
-de la dite application en montant en charge sur une large échelle.
+D'autre part, la prédiction de la performance d'une
+application parallèle se porte sur la détermination du temps d'exécution
+de la dite application en montant en charge sur une large échelle.
Encore une fois, dans ce cas aussi, on ne dispose pas de l'environnement
-d'exécution cible mais on essaie de déterminer quel
-serait le temps total, donc le coût imputé au lancement de l'application
-sous diverses conditions. Ces dernières sont déterminées par plusieurs
-facteurs dont les principaux sont les paramètres d'entrée
-de l'application tels que la taille du problème à résoudre
-mais aussi les caractéristiques et la puissance globale intrinsèque
+d'exécution cible mais on essaie de déterminer quel
+serait le temps total, donc le coût imputé au lancement de l'application
+sous diverses conditions. Ces dernières sont déterminées par plusieurs
+facteurs dont les principaux sont les paramètres d'entrée
+de l'application tels que la taille du problème à résoudre
+mais aussi les caractéristiques et la puissance globale intrinsèque
de la grille de calcul de lancement : nombre de blocs, de processeurs
-/ coeurs, les paramètres de la capacité du réseau de communication
-inter et intra-noeuds de la grille, \dots{} Ainsi, une telle prédiction
-permet de conduire une analyse « what-if » du comportement de l'application
-si par exemple, on va multiplier par 10 ou 100 la taille du problème
-en entrée, mais aussi si on double la capacité de l'environnement
-cible en ajoutant d'autres blocs à la grille ou en
-apportant plus de processeurs dans chaque bloc. Les travaux rapportés
-dans cette thèse se focalisent plutôt sur cette seconde catégorie
-de prédiction de la performance d'applications spécifiquement
-écrites en MPI dans un environnement de grille de calcul.
-
-\subsection*{Facteurs liés à l'écosystème}
-
-La prédiction de la performance des applications parallèles approchant
-le plus possible de la réalité avec un taux d'erreur
-minimal dépend de plusieurs facteurs pouvant avoir des impacts
-décisifs sur les résultats. En effet, à titre d'exemple,
-la modification de la topologie ou des paramètres de l'infrastructure
-du réseau de communication tels que la latence ou la taille de la
-bande passante aura inévitablement des conséquences sur la performance
-globale de l'application parallèle. En donnant un autre
-exemple, il est clair que la montée en charge en augmentant la taille
-du problème avec une plus grande capacité de calcul proposant un plus
+/ coeurs, les paramètres de la capacité du réseau de communication
+inter et intra-noeuds de la grille, \dots{} Ainsi, une telle prédiction
+permet de conduire une analyse « what-if » du comportement de l'application
+si par exemple, on va multiplier par 10 ou 100 la taille du problème
+en entrée, mais aussi si on double la capacité de l'environnement
+cible en ajoutant d'autres blocs à la grille ou en
+apportant plus de processeurs dans chaque bloc. Les travaux rapportés
+dans cette thèse se focalisent plutôt sur cette seconde catégorie
+de prédiction de la performance d'applications spécifiquement
+écrites en MPI dans un environnement de grille de calcul.
+
+\subsection{Facteurs liés à l'écosystème}
+
+La prédiction de la performance des applications parallèles approchant
+le plus possible de la réalité avec un taux d'erreur
+minimal dépend de plusieurs facteurs pouvant avoir des impacts
+décisifs sur les résultats. En effet, à titre d'exemple,
+la modification de la topologie ou des paramètres de l'infrastructure
+du réseau de communication tels que la latence ou la taille de la
+bande passante aura inévitablement des conséquences sur la performance
+globale de l'application parallèle. En donnant un autre
+exemple, il est clair que la montée en charge en augmentant la taille
+du problème avec une plus grande capacité de calcul proposant un plus
grand nombre de processeurs ou de coeurs modifiera la performance
-de l'application. Ainsi, de façon générale, plusieurs
-problématiques se posent quant au lancement d'une application
-parallèle dans une grille de calcul mais aussi, plusieurs facteurs
-influencent directement le comportement et la performance du système.
-Nombreux travaux ont déjà proposé des modèles de prédiction à large
-échelle sur la performance du code parallèle avec un taux d'efficacité
-plus ou moins acceptable. Certains de ces modèles seront détaillés
+de l'application. Ainsi, de façon générale, plusieurs
+problématiques se posent quant au lancement d'une application
+parallèle dans une grille de calcul mais aussi, plusieurs facteurs
+influencent directement le comportement et la performance du système.
+Nombreux travaux ont déjà proposé des modèles de prédiction à large
+échelle sur la performance du code parallèle avec un taux d'efficacité
+plus ou moins acceptable. Certains de ces modèles seront détaillés
dans le paragraphe 2.4.
-Les scientifiques et les utilisateurs désirant lancer l'exécution
-d'un programme en environnement parallèle ont tous
-été confrontés à la même problématique de mise à disponibilité de
-l'environnement d'exécution. En effet,
-la réservation des ressources nécessaires pour lancer le système n'est
-pas toujours immédiate mais en plus, le coût peut ne pas être négligeable
-dans un contexte de rareté des machines super puissantes pourtant
-très sollicitées par différents acteurs {[}\dots {]}. Cette problématique
-peut être parfois accentuée par la non disponibilité de l'infrastructure
-cible parce que justement, les résultats obtenus par le lancement
-de l'application qui pourra déterminer les caractéristiques
+Les scientifiques et les utilisateurs désirant lancer l'exécution
+d'un programme en environnement parallèle ont tous
+été confrontés à la même problématique de mise à disponibilité de
+l'environnement d'exécution. En effet,
+la réservation des ressources nécessaires pour lancer le système n'est
+pas toujours immédiate mais en plus, le coût peut ne pas être négligeable
+dans un contexte de rareté des machines super puissantes pourtant
+très sollicitées par différents acteurs {[}\dots {]}. Cette problématique
+peut être parfois accentuée par la non disponibilité de l'infrastructure
+cible parce que justement, les résultats obtenus par le lancement
+de l'application qui pourra déterminer les caractéristiques
techniques de l'environnement cible. Ainsi, cette contrainte
-majeure doit être levée durant tout le cycle de vie de développement
-de l'application. En effet, les coûteux développements
-et écritures du code de l'application, les opérations
-répétitives lors de sa mise au point ainsi que les tests itératifs
-de lancement requièrent un environnement réel disposant de la capacité
-nécessaire à ces opérations, ce qui n'est pas évident.
-Un autre facteur lié à cette problématique a toujours été aussi l'estimation
-à l'avance de cette capacité de calcul nécessaire afin
-d'avoir un environnement le plus adéquat afin d'éviter
-le gaspillage en cas de surestimation ou l'échec d'exécution
+majeure doit être levée durant tout le cycle de vie de développement
+de l'application. En effet, les coûteux développements
+et écritures du code de l'application, les opérations
+répétitives lors de sa mise au point ainsi que les tests itératifs
+de lancement requièrent un environnement réel disposant de la capacité
+nécessaire à ces opérations, ce qui n'est pas évident.
+Un autre facteur lié à cette problématique a toujours été aussi l'estimation
+à l'avance de cette capacité de calcul nécessaire afin
+d'avoir un environnement le plus adéquat afin d'éviter
+le gaspillage en cas de surestimation ou l'échec d'exécution
en cas de sous-estimation. Cette estimation concerne les ressources
-primaires requises telles que le processeur, la taille mémoire DRAM
-et cache ainsi que le sous-système de stockage pour la capacité de
-calcul d'une part mais aussi les paramètres du réseau
+primaires requises telles que le processeur, la taille mémoire DRAM
+et cache ainsi que le sous-système de stockage pour la capacité de
+calcul d'une part mais aussi les paramètres du réseau
de communication (local ou distant) pour le temps de communication
-et d'échange de messages d'autre part.
-L'architecture inhérente à la grille de calcul composée
-d'entités reliées par des réseaux distants ajoute une
-autre considération pour la communication entre les processus parallèles
-sur le caractère hétérogène de l'infrastructure que
-ce soit la puissance de calcul des serveurs (différents types de processeurs)
-que le type des liaisons existants entre les blocs de la grille (réseaux
-hétérogènes). En effet, les environnements complexes de type grille
-de calcul actuels sont composés généralement de machines physiques
-dotées de processeurs multi-coeurs de différentes architectures (niveau
+et d'échange de messages d'autre part.
+L'architecture inhérente à la grille de calcul composée
+d'entités reliées par des réseaux distants ajoute une
+autre considération pour la communication entre les processus parallèles
+sur le caractère hétérogène de l'infrastructure que
+ce soit la puissance de calcul des serveurs (différents types de processeurs)
+que le type des liaisons existants entre les blocs de la grille (réseaux
+hétérogènes). En effet, les environnements complexes de type grille
+de calcul actuels sont composés généralement de machines physiques
+dotées de processeurs multi-coeurs de différentes architectures (niveau
de cache, latence entre processeurs, \dots ). De plus, en analysant
-la structure du réseau de communication dans la grille, on peut distinguer
-$(1)$ d'abord, les échanges internes au niveau d'un
-élément d'un bloc (entre les coeurs d'un
-processeur et entre les processeurs d'un même serveur
-physique), (2) ensuite, les échanges « intra-blocs » caractérisant
-le trafic entre les différents éléments d'un bloc et
-(3) enfin, les échanges « inter-blocs » définissant la communication
+la structure du réseau de communication dans la grille, on peut distinguer
+$(1)$ d'abord, les échanges internes au niveau d'un
+élément d'un bloc (entre les coeurs d'un
+processeur et entre les processeurs d'un même serveur
+physique), (2) ensuite, les échanges « intra-blocs » caractérisant
+le trafic entre les différents éléments d'un bloc et
+(3) enfin, les échanges « inter-blocs » définissant la communication
entre les blocs de la grille. Tant au niveau de leur topologie qu'en
-termes d'efficacité, ces trois niveaux de communication
-peuvent présenter des caractéristiques complètement différentes et
-hétérogènes. Ainsi, les deux premiers réseaux sont implémentés généralement
-dans un contexte de réseau local avec un temps de latence très court
-et une bande passante large. Tandis que le réseau de liaison entre
-les blocs de la grille peuvent être de type distant (lignes spécialisées
-distantes, canaux satellites de communication, réseau de type Internet,
-\dots ) donc d'une efficacité moindre en termes de
-latence et de bande passante mais aussi sujet à des perturbations
-diverses (Figure~\ref{fig:4}). Ces aspects liés à l'architecture
-de grille de calcul rendent la prédiction de la performance des applications
-parallèles plus difficiles. En effet, une surcharge élevée due à des
-perturbations sur le réseau inter-blocs de la grille peut fausser
-complètement les résultats de la prédiction du temps de communication
+termes d'efficacité, ces trois niveaux de communication
+peuvent présenter des caractéristiques complètement différentes et
+hétérogènes. Ainsi, les deux premiers réseaux sont implémentés généralement
+dans un contexte de réseau local avec un temps de latence très court
+et une bande passante large. Tandis que le réseau de liaison entre
+les blocs de la grille peuvent être de type distant (lignes spécialisées
+distantes, canaux satellites de communication, réseau de type Internet,
+\dots ) donc d'une efficacité moindre en termes de
+latence et de bande passante mais aussi sujet à des perturbations
+diverses (Figure \figref{cpumulti}). Ces aspects liés à l'architecture
+de grille de calcul rendent la prédiction de la performance des applications
+parallèles plus difficiles. En effet, une surcharge élevée due à des
+perturbations sur le réseau inter-blocs de la grille peut fausser
+complètement les résultats de la prédiction du temps de communication
global de l'application.
+
\subsubsection{Facteur architecture des processeurs}
-Un autre facteur ayant un impact sur le temps d'exécution
-global est d'une part, le modèle d'architecture
+Un autre facteur ayant un impact sur le temps d'exécution
+global est d'une part, le modèle d'architecture
des processeurs de calcul et d'autre part, la puissance
-intrinsèque de ces derniers.
-
-La course à la puissance nécessaire aux applications de calcul de
-haute performance ne cesse de s'accélérer de plus en
-plus vite exigeant une capacité de calcul de plus en plus grande.
-C. Willard {[}12{]} résume ce phénomène en disant que lorsqu'un
-problème - la conception d'un pont par exemple -
-est résolu, la solution trouvée n'est plus utile parce
-qu'on ne va pas refaire la conception. On passe généralement
-à un problème plus complexe - la conception d'un
-autre ouvrage plus complexe par exemple. La conséquence de cette course
-(actuellement du pentascale vers l'exascale) a suscité
-le développement des architectures de processeurs multi-coeurs dont
-l'accroissement de la puissance a dépassé la traditionnelle
-loi de Moore (renvoi). De plus, des co-processeurs spécialisés et
-autres accélérateurs (GPU : Graphic Processing Units {[}{]}) ont été
-adjoints aux processeurs multi-coeurs pour améliorer le temps de calcul.
+intrinsèque de ces derniers.
+
+La course à la puissance nécessaire aux applications de calcul de
+haute performance ne cesse de s'accélérer de plus en
+plus vite exigeant une capacité de calcul de plus en plus grande.
+C. Willard {[}12{]} résume ce phénomène en disant que lorsqu'un
+problème - la conception d'un pont par exemple -
+est résolu, la solution trouvée n'est plus utile parce
+qu'on ne va pas refaire la conception. On passe généralement
+à un problème plus complexe - la conception d'un
+autre ouvrage plus complexe par exemple. La conséquence de cette course
+(actuellement du pentascale vers l'exascale) a suscité
+le développement des architectures de processeurs multi-coeurs dont
+l'accroissement de la puissance a dépassé la traditionnelle
+loi de Moore (renvoi). De plus, des co-processeurs spécialisés et
+autres accélérateurs (GPU : Graphic Processing Units {[}{]}) ont été
+adjoints aux processeurs multi-coeurs pour améliorer le temps de calcul.
Une autre architecture variante du multi-coeurs est le MIC (Many Integrated
-Core) {[}Intel Xeon Phi{]}. Ce type d'unité de calcul
-joue au départ le rôle de co-processeur pour les applications à haute
-intensité de calcul. Ainsi, plusieurs c½urs ont été pressés au niveau
-du processeur (« socket ») emmenant un parallélisme au niveau de la
-puce. La Figure~\ref{fig:4} donne un aperçu de l'architecture
+Core) {[}Intel Xeon Phi{]}. Ce type d'unité de calcul
+joue au départ le rôle de co-processeur pour les applications à haute
+intensité de calcul. Ainsi, plusieurs coeurs ont été pressés au niveau
+du processeur (« socket ») emmenant un parallélisme au niveau de la
+puce. La Figure~\ref{fig:4} donne un aperçu de l'architecture
d'un processeur multi-coeurs.
-\begin{figure}[h]
-\centering
-\includegraphics[width=100mm,keepaspectratio]{"Architecture des CPU multi-coeurs"}
-\caption{Architecture des CPU multicoeurs}
-\label{fig:4}
-\end{figure}
+
+\mfigure[h]{width=8cm, height=8cm}{"Architecture des CPU multi-coeurs"} {Architecture des CPU multicoeurs} {cpumulti}
+
La performance d'une
-telle entité de calcul repose sur la vitesse d'accès
-des c½urs aux données en mémoire. En effet, elle est dotée d'un
-bus rapide et une hiérarchie de cache mémoire beaucoup plus rapide
-d'accès que la RAM. En termes d'architecture,
-la classification de Flynn (1972) {[}{]} a créé quatre catégories
-de machines parallèles selon les flots de données et les flots d'instructions: SISD (Single instruction, single data), SIMD (Single instruction,
+telle entité de calcul repose sur la vitesse d'accès
+des coeurs aux données en mémoire. En effet, elle est dotée d'un
+bus rapide et une hiérarchie de cache mémoire beaucoup plus rapide
+d'accès que la RAM. En termes d'architecture,
+la classification de Flynn (1972) {[}{]} a créé quatre catégories
+de machines parallèles selon les flots de données et les flots d'instructions: SISD (Single instruction, single data), SIMD (Single instruction,
multiple data), MISD et MIMD (Multiple instruction, multiple data).
-Cette dernière classe regroupant les machines parallèles généralistes
-actuelles se décline en trois sous-catégories :
-
-\begin{figure}[h]
-\begin{subfigure}{0.5\textwidth}
-\includegraphics[width=5cm, height=5cm, scale=3]{"MIMD Distributed Memory"}
-\caption{Modèle MIMD Distribué}
-\label{fig:5.a}
-\end{subfigure}
-\begin{subfigure}{0.5\textwidth}
-\includegraphics[width=5cm, height=5cm, scale=3]{"MIMD Shared memory - SMP"}
-\caption{Modèle MIMD partagé}
-\label{fig:5.b}
-\end{subfigure}
-\begin{subfigure}{0.5\textwidth}
-\includegraphics[width=5cm, height=5cm, scale=3]{"MIMD Hybride"}
-\caption{Modèle MIMD hybride}
-\label{fig:5.c}
-\end{subfigure}
-\caption{Modèles de mémoire MIMD}
-%\label{fig:1}
-\end{figure}
+Cette dernière classe regroupant les machines parallèles généralistes
+actuelles se décline en trois sous-catégories :
+
+\mfigure[h]{width=8cm, height=8cm}{"MIMD Distributed Memory"} {Modèle MIMD Distribué} {MIMDDM}
+
+\mfigure[h]{width=8cm, height=8cm}{"MIMD Shared memory - SMP"} {Modèle MIMD partagé} {MIMDSM}
+\mfigure[h]{width=8cm, height=8cm}{"MIMD Hybride"} {Modèle MIMD hybride} {MIMDHY}
\begin{itemize}
-\item [$\bullet$] - Machine MIMD à mémoire partagée (Figure~\ref{fig:5.b}) : Les unités de calcul
-accède à la mémoire partagée via un réseau d'interconnection
-(généralement, de type GigabitEthernet (renvoi) ou Infiniband (renvoi)).
-Il existe trois types d'implémentation : le crossbar,
+\item [$\bullet$] - Machine MIMD à mémoire partagée (Figure \figref{MIMDSM}) : Les unités de calcul
+accède à la mémoire partagée via un réseau d'interconnection
+(généralement, de type GigabitEthernet (renvoi) ou Infiniband (renvoi)).
+Il existe trois types d'implémentation : le crossbar,
le Omega-Network et le Central Databus.
-\item [$\bullet$] Machine MIMD à mémoire distribuée (Figure~\ref{fig:5.a}) : Chaque unité de
-calcul est doté de son espace mémoire propre. Un réseau d'interconnexion
-intègre l'ensemble assurant la communication entre
-ces unités. Il existe trois types de machines MIMD à mémoire distribuée: les hypercubes, les fat trees et les autres.
+\item [$\bullet$] Machine MIMD à mémoire distribuée (Figure \figref{MIMDDM}) : Chaque unité de
+calcul est doté de son espace mémoire propre. Un réseau d'interconnexion
+intègre l'ensemble assurant la communication entre
+ces unités. Il existe trois types de machines MIMD à mémoire distribuée: les hypercubes, les fat trees et les autres.
-\item [$\bullet$] Machine MIMD hybride (Figure~\ref{fig:5.c}) : Dans ce cas, le système est la
-combinaison des deux modèles précédents : un ensemble de processeurs
-partage un espace mémoire et ces groupes sont interconnectés par un
-réseau.
+\item [$\bullet$] Machine MIMD hybride (Figure \figref{MIMDHY}) : Dans ce cas, le système est la
+combinaison des deux modèles précédents : un ensemble de processeurs
+partage un espace mémoire et ces groupes sont interconnectés par un
+réseau.
\end{itemize}
-A titre d'exemple de machines parallèles, le site Top500.org
-{[}14{]} classe suivant différents critères les plus performantes.
-Ainsi, la fig. .. montre l'évolution de la puissance
-de calcul mondiale dont le top actuel développe un pic de performance
-théorique proche de 50 PetaFlops (33 Linpack PetaFlops (renvoi)) avec
+A titre d'exemple de machines parallèles, le site Top500.org
+{[}14{]} classe suivant différents critères les plus performantes.
+Ainsi, la figure \figref {power} montre l'évolution de la puissance
+de calcul mondiale dont le top actuel développe un pic de performance
+théorique proche de 50 PetaFlops (33 Linpack PetaFlops (renvoi)) avec
3.120.000 cores ( 16 noeuds avec des processeurs de 2x12 cores par
-n½ud) et plus de 1.240.000 Gb de mémoire (64 Gb par noeud) avec des
-accélérateurs 3 $\times$ Intel Xeon Phi par noeud. Il s'agit
+noeud) et plus de 1.240.000 Gb de mémoire (64 Gb par noeud) avec des
+accélérateurs 3 $\times$ Intel Xeon Phi par noeud. Il s'agit
de la machine Tianhe-2 (MilkyWay-2) de la National Super Computer
-Center à Guangzhou en Chine {[}15{]}. A la tendance actuelle, l'atteinte
+Center à Guangzhou en Chine {[}15{]}. A la tendance actuelle, l'atteinte
de l'exaflops n'est pas loin.
-\begin{figure}[h]
-\centering
-\includegraphics[width=100mm,keepaspectratio]{"Evolution de la puissance de calcul mondiale"}
-\caption{Evolution de la puissance de calcul mondiale}
-\label{fig:6}
-\end{figure}
-
-Pour arriver à de telles puissances, diverses architectures de processeurs
-ont vu le jour ces dernières années. Outre l'Intel
-Xeon Phi cité plus haut, les processeurs basés sur les circuits intégrés
-FPGA (Field Programmable Gate Array) montrent une flexibilité efficace
+\mfigure[h]{width=8cm, height=8cm}{"Evolution de la puissance de calcul mondiale"} {Evolution de la puissance de calcul mondiale} {power}
+
+Pour arriver à de telles puissances, diverses architectures de processeurs
+ont vu le jour ces dernières années. Outre l'Intel
+Xeon Phi cité plus haut, les processeurs basés sur les circuits intégrés
+FPGA (Field Programmable Gate Array) montrent une flexibilité efficace
pour s'adapter par configuration au type d'applications
-à traiter {[}14{]}. En effet, cette architecture permet la programmation
-de la « matrice de blocs logiques » interconnectée par des liaisons
-toutes aussi programmables. Cette possibilité de programmation des
-circuits et des interconnexions entraine aussi la réduction de la
-consommation d'énergie. Par ailleurs, les unités GPU
+Ã traiter {[}14{]}. En effet, cette architecture permet la programmation
+de la « matrice de blocs logiques » interconnectée par des liaisons
+toutes aussi programmables. Cette possibilité de programmation des
+circuits et des interconnexions entraine aussi la réduction de la
+consommation d'énergie. Par ailleurs, les unités GPU
(Graphics Processing Unit) sont initialement des co-processeurs produits
-par AMD et NVIDIA pour des applications à fort rendu graphique, libérant
-ainsi la charge au processeur. Par la suite, elles ont été complètement
-programmables et se sont montrées très efficaces pour les algorithmes
+par AMD et NVIDIA pour des applications à fort rendu graphique, libérant
+ainsi la charge au processeur. Par la suite, elles ont été complètement
+programmables et se sont montrées très efficaces pour les algorithmes
vectoriels.
-\subsubsection{Facteur : Mémoire et stockage}
-Les différentes architectures de processeurs parallèles vues plus
-haut se trouvent toutes confrontées au problème de chargement de données
-à traiter en mémoire. Ainsi, elles se sont dotées de contrôleurs de
-mémoire incorporés mais aussi divers niveaux de caches pour faire
-face à cette différence de vitesse de traitement entre les processeurs
-et les mémoires dynamiques. Par exemple, les machines SIMD utilisent
+\subsubsection{Facteur : Mémoire et stockage}
+
+Les différentes architectures de processeurs parallèles vues plus
+haut se trouvent toutes confrontées au problème de chargement de données
+à traiter en mémoire. Ainsi, elles se sont dotées de contrôleurs de
+mémoire incorporés mais aussi divers niveaux de caches pour faire
+face à cette différence de vitesse de traitement entre les processeurs
+et les mémoires dynamiques. Par exemple, les machines SIMD utilisent
des registres de communication internes pour communiquer avec les
-autres CPUs. Pour les machines de type MIMD où différentes tâches
-sont exécutées par chaque processeur à un instant donné entraînant
-ainsi une synchronisation obligatoire pour des échanges de données
-entre processeurs, ces derniers peuvent exploiter la mémoire partagée
-pour effectuer ces transferts ou prévoir des bus dédiés à cette fin
+autres CPUs. Pour les machines de type MIMD où différentes tâches
+sont exécutées par chaque processeur à un instant donné entraînant
+ainsi une synchronisation obligatoire pour des échanges de données
+entre processeurs, ces derniers peuvent exploiter la mémoire partagée
+pour effectuer ces transferts ou prévoir des bus dédiés à cette fin
{[}16{]}.
-Par ailleurs, les mémoires, non intégrées au processeur, et les sous-systèmes
+Par ailleurs, les mémoires, non intégrées au processeur, et les sous-systèmes
de stockage constituent aussi un facteur important ayant un impact
-sur le temps d'exécution de l'application
-parallèle. En effet, les mémoires externes sont utilisées soit pour
-échanger des données entre les CPU, soit pour accéder à la zone mémoire
-pour lire, écrire ou mettre à jour des données. Dans ce domaine, en
-considérant les architectures parallèles MIMD, on peut classer en
-deux grandes catégories selon les modèles de mémoire {[}17{]}: (1)
-les multiprocesseurs et (2) les multicomputers (Fig \dots ). La première
-catégorie regroupe les machines à mémoire partagée (« shared memory
-») qui se subdivisent en trois classes selon le mode d'accès
-des CPU aux mémoires : (1) UMA ou « Uniform Memory Access » où tous
-les CPU accèdent une page mémoire physique de façon « uniforme »,
-avec le même temps d'accès tolérant ainsi la mise à
-l'échelle. Dans ce cas, les CPU sont tous connectés
-aux mémoires via un bus ((Figure~\ref{fig:6.b})). Un système d'adressage
-global est appliqué à l'ensemble des mémoires physiques.
-(2) NUMA ou « Non Uniform Memory Access » où les groupes de CPU accèdent
-à des mémoires locales à travers des buses et les groupes sont interconnectés
-par un réseau de communication ((Figure~\ref{fig:6.a})). Dans ce cas, le temps
-d'accès des CPU aux pages mémoires varie selon que
-ces dernières sont locales ou distantes. L'espace d'adressage
-des mémoires se fait au niveau de chaque groupe de CPU. (3) L'architecture
-COMA (« Cache Only Memory Access ») est un hybride avec un modèle
-de programmation de mémoire partagée mais une implémentation physique
-de mémoire distribué ((Figure~\ref{fig:6.c})). Dans ce cas, chaque noeud détient
-une partie du système de l'espace d'adressage.
-Le partitionnement des données étant dynamique, la structure COMA
-n'associe pas la même adresse à une page physique de
-la mémoire. Les mémoires locales dans ce cas de figure jouent finalement
-un rôle de cache au processeur.
-
-\begin{figure}[h]
-\begin{subfigure}{0.5\textwidth}
-\includegraphics[width=5cm, height=5cm, scale=3]{"UMA architecture"}
-\caption{Architecture UMA}
-\label{fig:6.a}
-\end{subfigure}
-\begin{subfigure}{0.5\textwidth}
-\includegraphics[width=5cm, height=5cm, scale=3]{"NUMA architecture"}
-\caption{Architecture NUMA}
-\label{fig:6.b}
-\end{subfigure}
-\begin{subfigure}{0.5\textwidth}
-\includegraphics[width=5cm, height=5cm, scale=3]{"COMA architecture"}
-\caption{Architecture COMA}
-\label{fig:6.c}
-\end{subfigure}
-\caption{Modèles de mémoire MIMD}
-%\label{fig:1}
-\end{figure}
-
-Malgré que dans le cadre de nos travaux, nous n'avions
-pas eu une contrainte particulière en termes de système de stockage,
-une brève revue des problématiques liées à ce sous-système en environnement
-de calcul parallèle est présentée parce qu'il peut
-influencer à large echelle sur la prédiction de la performance de
-l'application. Les systèmes traditionnels ont opté
+sur le temps d'exécution de l'application
+parallèle. En effet, les mémoires externes sont utilisées soit pour
+échanger des données entre les CPU, soit pour accéder à la zone mémoire
+pour lire, écrire ou mettre à jour des données. Dans ce domaine, en
+considérant les architectures parallèles MIMD, on peut classer en
+deux grandes catégories selon les modèles de mémoire {[}17{]}: (1)
+les multiprocesseurs et (2) les multicomputers (Fig \dots ). La première
+catégorie regroupe les machines à mémoire partagée (« shared memory
+») qui se subdivisent en trois classes selon le mode d'accès
+des CPU aux mémoires : (1) UMA ou « Uniform Memory Access » où tous
+les CPU accèdent une page mémoire physique de façon « uniforme »,
+avec le même temps d'accès tolérant ainsi la mise Ã
+l'échelle. Dans ce cas, les CPU sont tous connectés
+aux mémoires via un bus ((Figure \figref{UMA}). Un système d'adressage
+global est appliqué à l'ensemble des mémoires physiques.
+(2) NUMA ou « Non Uniform Memory Access » où les groupes de CPU accèdent
+à des mémoires locales à travers des buses et les groupes sont interconnectés
+par un réseau de communication ((Figure \figref{NUMA}). Dans ce cas, le temps
+d'accès des CPU aux pages mémoires varie selon que
+ces dernières sont locales ou distantes. L'espace d'adressage
+des mémoires se fait au niveau de chaque groupe de CPU. (3) L'architecture
+COMA (« Cache Only Memory Access ») est un hybride avec un modèle
+de programmation de mémoire partagée mais une implémentation physique
+de mémoire distribué ((Figure \figref{COMA}). Dans ce cas, chaque noeud détient
+une partie du système de l'espace d'adressage.
+Le partitionnement des données étant dynamique, la structure COMA
+n'associe pas la même adresse à une page physique de
+la mémoire. Les mémoires locales dans ce cas de figure jouent finalement
+un rôle de cache au processeur.
+
+\mfigure[h]{width=8cm, height=8cm}{"UMA architecture"} {Mémoire MIMD: Architecture UMA} {UMA}
+
+\mfigure[h]{width=8cm, height=8cm}{"NUMA architecture"} {Mémoire MIMD: Architecture NUMA} {NUMA}
+
+\mfigure[h]{width=8cm, height=8cm}{"COMA architecture"} {Mémoire MIMD: Architecture COMA} {COMA}
+
+Malgré que dans le cadre de nos travaux, nous n'avions
+pas eu une contrainte particulière en termes de système de stockage,
+une brève revue des problématiques liées à ce sous-système en environnement
+de calcul parallèle est présentée parce qu'il peut
+influencer à large echelle sur la prédiction de la performance de
+l'application. Les systèmes traditionnels ont opté
pour des architectures NFS (Network File System) ou de type NAS (Network
Attached Storage) ou encore de type SAN (Storage Access Network).
-Malgré que les systèmes de stockage NFS et NAS sont relativement faciles
-à mettre en oeuvre, l'inconvénient majeur est qu'ils
-présentent un point de défaillance unique (SPOF) et ont des difficultés
-de monter en échelle. Pour le système SAN, les données sont stockées
-dans des baies de stockage accessibles par les unités de calcul à
-travers un réseau basé sur des canaux de fibres et des adapteurs de
-haut débit (HBA) ; ce qui rend le coût de l'implémentation rapidement
-excessif dès que le nombre de noeuds augmente. Dans un environnement
-d'applications parallèles, le réseau de communication
-doit avoir une très haute performance pour répondre aux besoins d'échange
-mais aussi d'accès aux données. En plus, il doit
-avoir la flexibilité et la capacité de monter en échelle suivant la
-demande du système. Ces caractéristiques requis sont accentués par
-la variabilité des besoins en entrées/sorties des applications HPC: dans le même lot d'applications exécutées, certaines
-accèdent à des données de manière séquentielle tandis que d'autres
-demandent des entrées/sorties aléatoires fortement sensibles. Les
-solutions apportées dénommées « système de fichiers parallèle » reposent
-sur la conception d'une architecture répondant à ces
-prérequis. Dans ce type de système de fichiers, les blocs de données
-sont répartis par morceaux dans différents serveurs et dans différentes
-locations du système de stockage. On peut ainsi accroitre le débit
-de stockage et d'extraction au fur et à mesure que
-le nombre de serveurs ou de baies de stockage augmentent.L'architecture sera réalisée par:
+Malgré que les systèmes de stockage NFS et NAS sont relativement faciles
+à mettre en oeuvre, l'inconvénient majeur est qu'ils
+présentent un point de défaillance unique (SPOF) et ont des difficultés
+de monter en échelle. Pour le système SAN, les données sont stockées
+dans des baies de stockage accessibles par les unités de calcul Ã
+travers un réseau basé sur des canaux de fibres et des adapteurs de
+haut débit (HBA) ; ce qui rend le coût de l'implémentation rapidement
+excessif dès que le nombre de noeuds augmente. Dans un environnement
+d'applications parallèles, le réseau de communication
+doit avoir une très haute performance pour répondre aux besoins d'échange
+mais aussi d'accès aux données. En plus, il doit
+avoir la flexibilité et la capacité de monter en échelle suivant la
+demande du système. Ces caractéristiques requis sont accentués par
+la variabilité des besoins en entrées/sorties des applications HPC: dans le même lot d'applications exécutées, certaines
+accèdent à des données de manière séquentielle tandis que d'autres
+demandent des entrées/sorties aléatoires fortement sensibles. Les
+solutions apportées dénommées « système de fichiers parallèle » reposent
+sur la conception d'une architecture répondant à ces
+prérequis. Dans ce type de système de fichiers, les blocs de données
+sont répartis par morceaux dans différents serveurs et dans différentes
+locations du système de stockage. On peut ainsi accroitre le débit
+de stockage et d'extraction au fur et à mesure que
+le nombre de serveurs ou de baies de stockage augmentent.L'architecture sera réalisée par:
\begin{itemize}
-\item [$\bullet$] l'introduction d'une couche de « noeuds
-de services de fichiers » entre les noeuds de calcul et les baies de
-stockage des données. Ces noeuds sont reliés en clusters via un réseau
+\item [$\bullet$] l'introduction d'une couche de « noeuds
+de services de fichiers » entre les noeuds de calcul et les baies de
+stockage des données. Ces noeuds sont reliés en clusters via un réseau
rapide de type Infiniband.
-\item [$\bullet$] L'ajout des «serveurs de metadata » (MDS : MetaData
-Server) qui gèrent les métadonnées accessibles à partir des « baies
-de stockage des métadonnées » (MDA) avant d'extraire
-les données proprement dites sur les baies de stockage en arrière-plan.
+\item [$\bullet$] L'ajout des «serveurs de metadata » (MDS : MetaData
+Server) qui gèrent les métadonnées accessibles à partir des « baies
+de stockage des métadonnées » (MDA) avant d'extraire
+les données proprement dites sur les baies de stockage en arrière-plan.
\end{itemize}
-Les métriques utilisées pour caractériser une telle architecture sont
-le nombre nominal d'entrées/sorties par seconde (IOPS)
-d'une part et le débit de la bande passante du réseau
-reliant les différents composants (Gb/s) d'autre part.
-Plusieurs solutions globalement efficaces ont été avancées respectant
-cette architecture. On peut citer les « systèmes de fichiers ouverts
-» tels que pNFS (Parallel NFS), GFS, XFS, PVFS (Clemson University),
-MogileFS {[}\dots {]} mais Lustre {[}\dots {]} présenté dans la figure
-\dots{} est largement utilisé en environnement de calcul parallèle
-: au moins, la moitié des clusters « top 10 » utilise ce modèle et
-plusieurs laboratoires l'ont aussi adopté (Pacific
+Les métriques utilisées pour caractériser une telle architecture sont
+le nombre nominal d'entrées/sorties par seconde (IOPS)
+d'une part et le débit de la bande passante du réseau
+reliant les différents composants (Gb/s) d'autre part.
+Plusieurs solutions globalement efficaces ont été avancées respectant
+cette architecture. On peut citer les « systèmes de fichiers ouverts
+» tels que pNFS (Parallel NFS), GFS, XFS, PVFS (Clemson University),
+MogileFS {[}\dots {]} mais Lustre {[}\dots {]} présenté dans la figure
+\dots{} est largement utilisé en environnement de calcul parallèle
+: au moins, la moitié des clusters « top 10 » utilise ce modèle et
+plusieurs laboratoires l'ont aussi adopté (Pacific
Northwest National Lab (PNNL), Lawrence Livermore National Lab (LLNL)
mais aussi Los Alamos National Lab (LANL). Lustre utilise les OST
-(«Object Storage Targets ») dans les serveurs de fichiers (en opposition
-au « Block Storage Device ») pour assurer la cohérence et la résilience
-du système de fichiers. A titre indicatif, le cluster de PNNL {[}19{]}
-avec 1800 processeurs Itanium délivrant jusqu'à 11
-TFlops utilise Lustre avec une capacité de stockage de 53 Toctets
-avec une bande passante de 3.2 Gbits/s. Chaque n½ud du cluster peut
-accéder au serveur parallèle Lustre avec un débit de 650 Mb/s.
-
-La mise en ½uvre des systèmes de fichiers parallèles pour les calculs
-à haute performance s'approche des technologies utilisées
-en entreprise pour exploiter les applications à données intensives
-traitant de très grandes masses de données. En effet, les « sciences
-de données », « big data », « analytics » (business intelligence,
-Datamart, Data Mining) demandent des accès très rapides à des grands
-volumes de données variées, structurées ou non structurées, pour en
-extraire une information utile. Pour cela, le principe « d'apporter
-le calcul auprès des données » (« Bring the compute to the data »)
-est appliqué en lieu et place du traditionnel « extraire et charger
-en mémoire les données du système de stockage pour traitement par
-l'unité de calcul ». Hadoop {[}\dots {]}, une plateforme
-de traitement de « big data » la plus utilisée, combine dans la même
-machine physique les « n½uds de calcul » et les « n½uds de données
-». Cet ensemble d'outils ayant une architecture fortement
-distribuée utilise le mécanisme de transfert des données du système
-de stockage « globalement partagé et persistent » ayant une large
-capacité vers le système de fichier local avant traitement.
-
-\subsubsection{Facteur : Réseaux de communication}
-
-Dans un contexte d'exécution parallèle et distribuée
+(«Object Storage Targets ») dans les serveurs de fichiers (en opposition
+au « Block Storage Device ») pour assurer la cohérence et la résilience
+du système de fichiers. A titre indicatif, le cluster de PNNL {[}19{]}
+avec 1800 processeurs Itanium délivrant jusqu'à 11
+TFlops utilise Lustre avec une capacité de stockage de 53 Toctets
+avec une bande passante de 3.2 Gbits/s. Chaque noeud du cluster peut
+accéder au serveur parallèle Lustre avec un débit de 650 Mb/s.
+
+La mise en oeuvre des systèmes de fichiers parallèles pour les calculs
+à haute performance s'approche des technologies utilisées
+en entreprise pour exploiter les applications à données intensives
+traitant de très grandes masses de données. En effet, les « sciences
+de données », « big data », « analytics » (business intelligence,
+Datamart, Data Mining) demandent des accès très rapides à des grands
+volumes de données variées, structurées ou non structurées, pour en
+extraire une information utile. Pour cela, le principe « d'apporter
+le calcul auprès des données » (« Bring the compute to the data »)
+est appliqué en lieu et place du traditionnel « extraire et charger
+en mémoire les données du système de stockage pour traitement par
+l'unité de calcul ». Hadoop {[}\dots {]}, une plateforme
+de traitement de « big data » la plus utilisée, combine dans la même
+machine physique les « noeuds de calcul » et les « noeuds de données
+». Cet ensemble d'outils ayant une architecture fortement
+distribuée utilise le mécanisme de transfert des données du système
+de stockage « globalement partagé et persistent » ayant une large
+capacité vers le système de fichier local avant traitement.
+
+
+\subsubsection{Facteur : Réseaux de communication}
+
+Dans un contexte d'exécution parallèle et distribuée
des applications, la communication entre les processus de calcul pour
-échange de données ou d'instructions est critique et
-peut constituer un goulot d'étranglement pour le temps
-d'exécution et la montée en charge de l'applicaiton.
-En effet, la performance globale quantifiée par le temps d'exécution
-de l'application dépend fortement de la nature et de
-la typologie des réseaux de communication. Il a été mis en exergue
-dans les paragraphes précédents l'importance du trafic
-de données entre chaque unité de calcul et les différentes couches
-de mémoire vive utilisées par le système. Dans un environnement de
+échange de données ou d'instructions est critique et
+peut constituer un goulot d'étranglement pour le temps
+d'exécution et la montée en charge de l'applicaiton.
+En effet, la performance globale quantifiée par le temps d'exécution
+de l'application dépend fortement de la nature et de
+la typologie des réseaux de communication. Il a été mis en exergue
+dans les paragraphes précédents l'importance du trafic
+de données entre chaque unité de calcul et les différentes couches
+de mémoire vive utilisées par le système. Dans un environnement de
grilles de calcul, de clusters ou de P2P, d'autres
-types de réseaux de communication influencent cette performance.
+types de réseaux de communication influencent cette performance.
-%Ethernet, Infiniband (56 à 100 Gb/s), Omni-path {[}15{]}
+%Ethernet, Infiniband (56 Ã 100 Gb/s), Omni-path {[}15{]}
-%Facteurs influençant le temps de communication : Type de comm (point
+%Facteurs influençant le temps de communication : Type de comm (point
%to point, collective comme broadcast, scatter, gather, reduce)
-\subsection{Facteurs liés au code de l'application}
+\subsection{Facteurs liés au code de l'application}
-Outre ces problématiques liées directement à l'environnement
-de lancement, plusieurs autres facteurs liés au code de l'application
-lors de son exécution peuvent influencer le comportement du système
-rendant aussi la prédiction de la performance complexe et difficile.
-Ces facteurs liés au comportement du code lors de son exécution en
-parallèle vont influencer la performance globale en impactant le temps
-de calcul et le temps de communication des données entre les unités
+Outre ces problématiques liées directement à l'environnement
+de lancement, plusieurs autres facteurs liés au code de l'application
+lors de son exécution peuvent influencer le comportement du système
+rendant aussi la prédiction de la performance complexe et difficile.
+Ces facteurs liés au comportement du code lors de son exécution en
+parallèle vont influencer la performance globale en impactant le temps
+de calcul et le temps de communication des données entre les unités
de calcul.
-\subsubsection{Facteur : Taille du problème}
+\subsubsection{Facteur : Taille du problème}
-Parmi les facteurs impactant le temps de calcul, la taille du problème
+Parmi les facteurs impactant le temps de calcul, la taille du problème
peut avoir une grande influence sur le temps de calcul surtout en
-strong scaling. En effet, dans ce mode de scalabilité, la
-taille du problème étant fixe alors qu'on augmente
+strong scaling. En effet, dans ce mode de scalabilité, la
+taille du problème étant fixe alors qu'on augmente
la puissance de calcul par l'ajout de processeurs et
-coeurs supplémentaires, le temps de calcul va varier en fonction de
-ces changements. En mode weak scaling où la taille du problème
-augmente dans la même proportion que l'accroissement
+coeurs supplémentaires, le temps de calcul va varier en fonction de
+ces changements. En mode weak scaling où la taille du problème
+augmente dans la même proportion que l'accroissement
du nombre de processeurs / coeurs, le temps de calcul global attendu
-reste théoriquement plus ou moins constant. La taille du problème
+reste théoriquement plus ou moins constant. La taille du problème
qui ne cesse d'augmenter pour le besoin des applications
-parallèles constitue un élément impactant le temps total d'exécution
+parallèles constitue un élément impactant le temps total d'exécution
du code.
-\subsubsection{Performance de la parallélisation}
+\subsubsection{Performance de la parallélisation}
-Dans cette section, la notion de "performance de la parallélisation" est intrduite pour caractériser la performance d'un code une fois executé en mode parallèle. C. Rosas et Al. {[}\dots {]}
-définit cette mesure ($\eta$Parallel) comme étant le produit des trois facteurs fondamentaux "normalisés" suivants dont chaque facteur est quantifié par une valeur entre 0 et 1 :
+Dans cette section, la notion de "performance de la parallélisation" est intrduite pour caractériser la performance d'un code une fois executé en mode parallèle. C. Rosas et Al. {[}\dots {]}
+définit cette mesure ($\eta$Parallel) comme étant le produit des trois facteurs fondamentaux "normalisés" suivants dont chaque facteur est quantifié par une valeur entre 0 et 1 :
\begin{equation}
\label{eq:10}
\eta Parallel =LB \times Ser \times Trf
\end{equation}
-Où :
+Où :
\begin{itemize}
-\item [$\bullet$] L'efficacité de la « répartition des charges » LB ("Load Balancing") est définie comme étant « la perte d'efficacité potentielle» sur le temps de calcul de chaque processus. Elle est mesurée comme
-étant le rapport entre le temps de calcul moyen par processeur et
-le temps de calcul maximum enregistré sur l'ensemble
+\item [$\bullet$] L'efficacité de la « répartition des charges » LB ("Load Balancing") est définie comme étant « la perte d'efficacité potentielle» sur le temps de calcul de chaque processus. Elle est mesurée comme
+étant le rapport entre le temps de calcul moyen par processeur et
+le temps de calcul maximum enregistré sur l'ensemble
des processeurs participants:
\begin{equation}
\label{eq:11}
LB = {[} \sum \limits_{k=1}^p eff_k) / p {]} / max(eff_k)
\end{equation}
-où : p est le nombre de processeurs et $eff_k$ ("Efficiency") le temps de calcul utilisé par le processeur k.
+où : p est le nombre de processeurs et $eff_k$ ("Efficiency") le temps de calcul utilisé par le processeur k.
-\item [$\bullet$] L'efficacité de la « sérialisation » : Elle représente
-l'inefficacité causée par les « dépendances dans le
-code » qui se traduit par la nécessité d'échanger des
-données entre les processeurs. Ces dernières peuvent impacter de façon
-importante la performance du code parallèle. Ce facteur est mesuré comme étant
-le temps maximum enregistré pour tous les processeurs présents lors de l'exécution
-du code en faisant abstraction du temps des échanges: on considère comme si on est en présence d'une architecture à « communication instantanée » c'est-à-dire un réseau avec une bande
-passante infinie et une latence égale à 0. Dans ce cas, ideal ($eff_i$) est l'efficacité du processeurs i sans le temps de communication.
+\item [$\bullet$] L'efficacité de la « sérialisation » : Elle représente
+l'inefficacité causée par les « dépendances dans le
+code » qui se traduit par la nécessité d'échanger des
+données entre les processeurs. Ces dernières peuvent impacter de façon
+importante la performance du code parallèle. Ce facteur est mesuré comme étant
+le temps maximum enregistré pour tous les processeurs présents lors de l'exécution
+du code en faisant abstraction du temps des échanges: on considère comme si on est en présence d'une architecture à « communication instantanée » c'est-à -dire un réseau avec une bande
+passante infinie et une latence égale à 0. Dans ce cas, ideal ($eff_i$) est l'efficacité du processeurs i sans le temps de communication.
\begin{equation}
\label{eq:12}
Ser = max ( ideal( eff_i ) )
\end{equation}
-\item [$\bullet$] L'efficacité du « transfert » de données : La montée
-en charge de la taille du problème impactera la taille des données
-à échanger entre les processus. Ce facteur est défini comme étant
-la perte de performance globale due aux transferts des données. En
-prenant en compte le temps de communication, il est mesuré comme le
-ratio entre le maximum entre les temps relatifs d'exécution
-des processus concurrents (rapport entre le temps d'exécution $T_i$
-d'un processus et le temps total réel d'exécution T
-du code) et l'efficacité de la sérialisation Ser :
+\item [$\bullet$] L'efficacité du « transfert » de données : La montée
+en charge de la taille du problème impactera la taille des données
+à échanger entre les processus. Ce facteur est défini comme étant
+la perte de performance globale due aux transferts des données. En
+prenant en compte le temps de communication, il est mesuré comme le
+ratio entre le maximum entre les temps relatifs d'exécution
+des processus concurrents (rapport entre le temps d'exécution $T_i$
+d'un processus et le temps total réel d'exécution T
+du code) et l'efficacité de la sérialisation Ser :
\begin{equation}
\label{eq:12}
@@ -1039,147 +1121,216 @@ Trf = max( T_i/T ) / Ser
\end{itemize}
-Les auteurs ont montré que cette mesure de la performance de la parallélisation
-est indépendante du temps absolu total d'exécution.
-Pour les algorithmes itératifs, cette métrique ne dépend pas du nombre
-d'itérations avant l'arrêt de l'algorithme
-: le temps d'exécution d'une itération
+Les auteurs ont montré que cette mesure de la performance de la parallélisation
+est indépendante du temps absolu total d'exécution.
+Pour les algorithmes itératifs, cette métrique ne dépend pas du nombre
+d'itérations avant l'arrêt de l'algorithme
+: le temps d'exécution d'une itération
reste constant.
-Cette quantification de la performance de la parallèlisation du code
-repose sur les trois paramètres suivants appelés aussi « inhibiteurs
-de la performance » qui décrivent selon {[}12{]} la "sensibilité"{}
-du code : (1) la sensibilité à la fréquence CPU, (2) la sensibilité
-à la bande passante mémoire et enfin (3) le temps consacré aux communications
-et les entrées / sorties. Selon l'algorithme considéré
+Cette quantification de la performance de la parallèlisation du code
+repose sur les trois paramètres suivants appelés aussi « inhibiteurs
+de la performance » qui décrivent selon {[}12{]} la "sensibilité"{}
+du code : (1) la sensibilité à la fréquence CPU, (2) la sensibilité
+à la bande passante mémoire et enfin (3) le temps consacré aux communications
+et les entrées / sorties. Selon l'algorithme considéré
ou l'aspect scientifique du code, l'application
-peut être influencée par ces paramètres. L'analyse
+peut être influencée par ces paramètres. L'analyse
du code par le profiling et l'optimisation pourront
-aider à cette sensibilité du code et à améliorer la performance de
-sa parallèlisation.
+aider à cette sensibilité du code et à améliorer la performance de
+sa parallèlisation.
-Dans le cadre de ces travaux, à plus large échelle, c'est-à-dire
-en augmentant la taille du problème en entrée comme la capacité de
+Dans le cadre de ces travaux, à plus large échelle, c'est-à -dire
+en augmentant la taille du problème en entrée comme la capacité de
calcul disponible, les facteurs suivants vont influencer de plus en
-plus le temps d'exécution de l'application
-impactant ainsi la performance de la parallélisation du code. Selon
-{[}18{]}, même si la surcharge engendrée par la parallélisation du
-code (« surcharge due à la parallélisation ») ainsi que celle naturellement
-subie par le système comme dans une exécution séquentielle (« surcharge
-système ») peuvent ne pas être négligeables, on constate
-comme précédemment que les facteurs liés à « l'oisivité
-» des processeurs ainsi que la communication entre les différentes
-couches mémoires (DRAM, cache, « mémoire d'attraction
-» (renvoi) ) peuvent peser lourdement à grande échelle sur la performance
-globale de l'application. La surcharge due à la parallélisation
+plus le temps d'exécution de l'application
+impactant ainsi la performance de la parallélisation du code. Selon
+{[}18{]}, même si la surcharge engendrée par la parallélisation du
+code (« surcharge due à la parallélisation ») ainsi que celle naturellement
+subie par le système comme dans une exécution séquentielle (« surcharge
+système ») peuvent ne pas être négligeables, on constate
+comme précédemment que les facteurs liés à « l'oisivité
+» des processeurs ainsi que la communication entre les différentes
+couches mémoires (DRAM, cache, « mémoire d'attraction
+» (renvoi) ) peuvent peser lourdement à grande échelle sur la performance
+globale de l'application. La surcharge due à la parallélisation
provient de l'initialisation par processeur pour une
-exécution parallèle (qui n'existe pas lors d'une
-exécution séquentielle). Le partitionnement des tâches mais aussi les tâches
-de vérrouillage et de déverrouillage lors d'une entrée
+exécution parallèle (qui n'existe pas lors d'une
+exécution séquentielle). Le partitionnement des tâches mais aussi les tâches
+de vérrouillage et de déverrouillage lors d'une entrée
et de sortie d'une section critique du code contribue
-à l'importance de ce facteur. La surcharge système
-comme les défauts de pages, l'interruption horloge,
-le mécanisme de fork/join, \dots{} peut être accentuée par rapport
-à une exécution séquentielle surtout pour les programmes à haut degré
-de parallélisme parce que ces actions sont inhérentes à un processeur
+à l'importance de ce facteur. La surcharge système
+comme les défauts de pages, l'interruption horloge,
+le mécanisme de fork/join, \dots{} peut être accentuée par rapport
+à une exécution séquentielle surtout pour les programmes à haut degré
+de parallélisme parce que ces actions sont inhérentes à un processeur
et l'augmentation du nombre de processeurs lors d'une
-exécution parallèle peut engendrer une surcharge système non négligeable.
-Toutefois, comme avancé plus haut, ces surcharges peuvent ne pas être
-significatives comparées au temps perdu suite à l'oisivité
-(idle) des blocs de calcul. Cette dernière est surtout due à une parallélisation
-insuffisante ou encore par une répartition des charges non optimale.
-Enfin, le facteur communication nécessaire pour le thread courant
-de chercher des données qui ne sont pas localisées dans ses mémoires
-caches locales peut affecter dramatiquement la performance de la parallélisation
-du programme. En effet, pendant cette recherche, l'unité
-de calcul reste bloqué (stalled).
-
-
-%\section*{Solutions apportées}
+exécution parallèle peut engendrer une surcharge système non négligeable.
+Toutefois, comme avancé plus haut, ces surcharges peuvent ne pas être
+significatives comparées au temps perdu suite à l'oisivité
+(idle) des blocs de calcul. Cette dernière est surtout due à une parallélisation
+insuffisante ou encore par une répartition des charges non optimale.
+Enfin, le facteur communication nécessaire pour le thread courant
+de chercher des données qui ne sont pas localisées dans ses mémoires
+caches locales peut affecter dramatiquement la performance de la parallélisation
+du programme. En effet, pendant cette recherche, l'unité
+de calcul reste bloqué (stalled).
+
+
+%\section*{Solutions apportées}
-\section*{2.3 Techniques de profiling et instrumentation des applications parallèles}
+\section{Techniques de profiling et instrumentation des applications parallèles}
-\section*{2.4 Méthodes de prédiction de la performance de l'application parallèle}
+\section{Méthodes de prédiction de la performance de l'application parallèle}
-\section*{2.5 Conclusion partielle}
+\section{Conclusion partielle}
-\part*{PARTIE II - Travaux de contributions, résultats et perspectives}
+\part{PARTIE II - Travaux de contributions, résultats et perspectives}
-\chapter*{Chapitre 3 : Comparaison par simulation à large échelle de la performance de deux algorithmes itératifs parallèles en mode asynchrone}
+\chapter{Comparaison par simulation à large échelle de la performance de deux algorithmes itératifs parallèles en mode asynchrone}
-\section*{3.1 Protocoles et expérimentations}
+\section{Protocoles et expérimentations}
-\section*{3.2 Résultats}
+\section{Résultats}
-\section*{3.3 Conclusion partielle}
+\section{Conclusion partielle}
-\chapter*{Chapitre 4 : Simulation avec SIMGRID de l\textquoteright exécution des solveurs linéaires en mode synchrone et asynchrone sur un environnement multi-coeurs simulés}
+\chapter{Simulation avec SIMGRID de l\textquoteright exécution des solveurs linéaires en mode synchrone et asynchrone sur un environnement multi-coeurs simulés}
-\section*{4.1 Protocoles et expérimentations}
+\section{Protocoles et expérimentations}
-\section*{4.2 Résultats}
+\section{Résultats}
-\section*{4.3 Conclusion partielle}
+\section{Conclusion partielle}
-\chapter*{Chapitre 5 : Modèle de prédiction de la performance à large échelle d'un algorithme itératif parallèle}
+\chapter{Modèle de prédiction de la performance à large échelle d'un algorithme itératif parallèle}
-\section*{5.1 Approche et méthodologie}
+\section{Approche et méthodologie}
-\section*{5.2 Expérimentations et résultats}
+\section{Expérimentations et résultats}
-\section*{5.3 Conclusion partielle}
+\section{Conclusion partielle}
-\chapter*{Chapitre 6 : Conclusion générale et perspectives}
+\chapter{Conclusion générale et perspectives}
-\section*{6.1 Conclusion générale}
+\section{Conclusion générale}
-\section*{6.2 Travaux futurs et perspectives}
+\section{Travaux futurs et perspectives}
\newpage
+%%--------------------
+%% Start the end of the thesis
+\backmatter
+
+%%--------------------
+%% Bibliography
+
+%% PERSONAL BIBLIOGRAPHY (use 'multibib')
+
+%% Change the style of the PERSONAL bibliography
+%\bibliographystylePERSO{phdthesisapa}
+
+%% Add the chapter with the PERSONAL bibliogaphy.
+%% The name of the BibTeX file may be the same as
+%% the one for the general bibliography.
+%\bibliographyPERSO{biblio.bib}
+
+%% Below, include a chapter for the GENERAL bibliography.
+%% It is assumed that the standard BibTeX tool/approach
+%% is used.
+
+%% GENERAL BIBLIOGRAPHY
+
+%% To cite one of your PERSONAL papers with the style
+%% of the PERSONAL bibliography: \cite{key}
+
+%% To force to show one of your PERSONAL papers into
+%% the PERSONAL bibliography, even if not cited in the
+%% text: \nocite{key}
+
+%% The following line set the style of
+%% the GENERAL bibliogaphy.
+%% The "phdthesisapa" is a "apalike" style with the following
+%% differences:
+%% a) The titles are output with the color of the institution.
+%% b) The name of the PhD thesis' author is underlined.
+\bibliographystyle{phdthesisapa}
+%% The following line may be used in place of the previous
+%% line if you prefer "numeric" citations.
+%\bibliographystyle{phdthesisnum}
+
+%% Link the GENERAL bibliogaphy to a BibTeX file.
+\bibliography{biblio.bib}
\part*{BIBLIOGRAPHIE ET REFERENCES}
-{[}6{]} J.M. BAHI, S. CONTASSOT-VIVIER, R. COUTURIER. Interest of the asynchronism in parallel iterative algorithms on meta-clusters. \textit{LIFC - Université de Belford-Montbéliard}.
+{[}6{]} J.M. Bahi, S. Contassot-Vivier, R. Couturier. Interest of the asynchronism in parallel iterative algorithms on meta-clusters. \textit{LIFC - Université de Belford-Montbéliard}.
-{[}7{]} T.P. COLLIGNON and M.B. van GIJZEN. Fast iterative solution of large sparse linear systems on geographically separated clusters. \textit{The International Journal of High Performance Computing Applications} 25(4) 440\textendash 450.
+{[}7{]} T.P. Collignon and M.B. van Gijzen. Fast iterative solution of large sparse linear systems on geographically separated clusters. \textit{The International Journal of High Performance Computing Applications} 25(4) 440\textendash 450.
-{[}8{]} D. BERTSEKAS and J. TSITSIKLIS. Parallel and Distributed Computation, Numerical
+{[}8{]} D. Bertsekas and J. Tsitsiklis. Parallel and Distributed Computation, Numerical
Methods. \textit{Prentice Hall Englewood Cliffs N. J., 1989}.
-{[}9{]} C. E. RAMAMONJISOA, L. Z. KHODJAV, D. LAIYMANI, A. Giersch and R. Couturier. Simulation of Asynchronous Iterative Algorithms Using SimGrid. \textit{2014 Femto-ST Institute - DISC Department - Université de Franche-Comté, IUT de Belfort-Montbéliard}
+{[}9{]} C. E. Ramamonjisoa, L. Z. Khodjav, D. Laiymani, A. Giersch and R. Couturier. Simulation of Asynchronous Iterative Algorithms Using SimGrid. \textit{2014 Femto-ST Institute - DISC Department - Université de Franche-Comté, IUT de Belfort-Montbéliard}
-{[}10{]} M. J. VOSS and R. EIGEMANN. Reducing Parallel Overheads Through Dynamic
+{[}10{]} M. J. Voss and R. Eigemann. Reducing Parallel Overheads Through Dynamic
Serialization. \textit{Purdue University School of Electrical and Computer Engineering}.
-{[}11{]} K. J. BARKER, K. DAVIS, A. HOISIE, D. J. KERBYSON, M. LANG, S. PAKIN and J. C. SANCHO. Using performance modeling to design large-scale systems. \textit{Los Alamos National Laboratory(LANL), New Mexico}.
+{[}11{]} K. J. Barker, K. Davis, A. Hoisie, D. J. Kerbyson, M. Lang, S. Pakin and J. C. Sancho. Using performance modeling to design large-scale systems. \textit{Los Alamos National Laboratory(LANL), New Mexico}.
-{[}12{]} M. DUBOIS and X. VIGOUROUX. Unleash your HPC performance with Bull.
+{[}12{]} M. Dubois and X. Vigouroux. Unleash your HPC performance with Bull.
\textit{Maximizing computing performance while reducing power consumption}. http://www.hpctoday.fr/published/regional/operations/docs/W-HPCperformance-en1.pdf
{[}14{]} Site du top500. http://www.top500.org
-{[}15{]} C. HARRIS et al. HPC Technology Update. \textit{Pawset Supercomputing Center - Sept 2015}. http://www.pawsey.org.au/wp-content/uploads/2015/09/Pawsey\_HPC\_Technology\_Update\_20150923.pdf
+{[}15{]} C. Harris et al. HPC Technology Update. \textit{Pawset Supercomputing Center - Sept 2015}. http://www.pawsey.org.au/wp-content/uploads/2015/09/Pawsey\_HPC\_Technology\_Update\_20150923.pdf
-{[}16{]} A. J. van der STEEN, J. J. DONGARRA. Overview of Recent Supercomputers.
+{[}16{]} A. J. van der Steen, J. J. Dongarra. Overview of Recent Supercomputers.
\textit{Academic Computing Centre Utrecht, the Netherlands, Department of Computer Science, University of Tennessee, Knoxville, Mathematical Sciences Section, Oak Ridge, National Laboratory, Oak Ridge}. http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.49.3743\&rep=rep1\&type=pdf
-{[}17{]} V. RAJPUT , S. KUMAR, V.K.PATLE. Performance Analysis of UMA and NUMA Models".
+{[}17{]} V. Rajput , S. Kumar, V.K.Patle. Performance Analysis of UMA and NUMA Models".
\textit{School of Studies in Computer Science Pt.Ravishankar Shukla University, Raipur,C.G.} http://www.ijcset.net/docs/Volumes/volume2issue10/ijcset2012021006.pdf
-{[}18{]} D. NGUYEN, Raj VASWANI and J. ZAHORIAN. Parallel Application Characterization for
+{[}18{]} D. Nguyen, Raj Vaswani and J. Zahorian. Parallel Application Characterization for
Multiprocessor Scheduling Policy Design. \textit{Department of Computer Science and Engineering - University of Washington, Seattle, USA}.
-{[}19{]} M. EWAN. Exploring Clustered Parallel File Systems and Object Storage.
+{[}19{]} M. Ewan. Exploring Clustered Parallel File Systems and Object Storage.
\textit{2012}. https://software.intel.com/en-us/articles/exploring-clustered-parallel-file-systems-and-object-storage
-{[}20{]} F. SILVA, R. ROCHA: Parallel and Distributed Programming - Performance Metrics. \textit{DCC-FCUP}.
+{[}20{]} F. Silva, R. Rocha: Parallel and Distributed Programming - Performance Metrics. \textit{DCC-FCUP}.
-{[}21{]} G. BALLARD et Al. Communication Optimal Parallel Multiplication
+{[}21{]} G. Ballard et Al. Communication Optimal Parallel Multiplication
of Sparse Random Matrices". \textit{UC Berkeley, INRIA Paris Rocquencourt, Tel-Aviv University}. http://www.eecs.berkeley.edu/\textasciitilde{}odedsc/papers/spaa13-sparse.pdf
+
+
+%%--------------------
+%% List of figures and tables
+
+%% Include a chapter with a list of all the figures.
+%% In French typograhic standard, this list must be at
+%% the end of the document.
+\listoffigures
+
+%% Include a chapter with a list of all the tables.
+%% In French typograhic standard, this list must be at
+%% the end of the document.
+\listoftables
+
+%%--------------------
+%% Include a list of definitions
+\listofdefinitions
+
+%%--------------------
+%% Appendixes
+\appendix
+\part{Annexes}
+
+\chapter{Premier chapitre des annexes}
-\end{spacing}
+\chapter{Second chapitre des annexes}
+
\end{document}
diff --git a/These_RCE.toc b/These_RCE.toc
index f55548a..c721e0e 100644
--- a/These_RCE.toc
+++ b/These_RCE.toc
@@ -1,18 +1,50 @@
\select@language {french}
-\select@language {french}
-\contentsline {subsection}{\numberline {0.0.1}Partitionnement du probl\`eme}{7}
-\contentsline {subsection}{\numberline {0.0.2}Modes d'ex\'ecution synchrone et asynchrone}{8}
-\contentsline {subsection}{\numberline {0.0.3}Algorithme de Jacobi}{9}
-\contentsline {subsection}{\numberline {0.0.4}M\'ethode de r\'esolution GMRES}{9}
-\contentsline {subsection}{\numberline {0.0.5}Solveur multisplitting}{9}
-\contentsline {subsection}{\numberline {0.0.6}MPI - Message Passing Interface}{10}
-\contentsline {subsection}{\numberline {0.0.7}Simulateur SIMGRID}{10}
-\contentsline {subsection}{\numberline {0.0.8}Performance de l'application parall\`ele et scalabilit\'e}{11}
-\contentsline {subsection}{\numberline {0.0.9}Taux d'erreur lors de la pr\'ediction}{13}
-\contentsline {subsection}{\numberline {0.0.10}Weak contre strong scaling}{13}
-\contentsline {subsubsection}{\numberline {0.0.10.1}Facteur architecture des processeurs}{16}
-\contentsline {subsubsection}{\numberline {0.0.10.2}Facteur : M\'emoire et stockage}{18}
-\contentsline {subsubsection}{\numberline {0.0.10.3}Facteur : R\'eseaux de communication}{21}
-\contentsline {subsection}{\numberline {0.0.11}Facteurs li\'es au code de l'application}{22}
-\contentsline {subsubsection}{\numberline {0.0.11.1}Facteur : Taille du probl\`eme}{22}
-\contentsline {subsubsection}{\numberline {0.0.11.2}Performance de la parall\'elisation}{22}
+\contentsline {part}{I\hspace {1em}Contexte scientifique et revue de l'\IeC {\'e}tat de l'art}{3}{part.1}
+\contentsline {chapter}{\numberline {1}Cadre de travail et contexte scientifique}{5}{chapter.1}
+\contentsline {section}{\numberline {1.1}Classe des algorithmes it\IeC {\'e}ratifs parall\IeC {\`e}les \IeC {\`a} large \IeC {\'e}chelle dans une grille de calcul}{5}{section.1.1}
+\contentsline {subsection}{\numberline {1.1.1}Partitionnement du probl\IeC {\`e}me}{6}{subsection.1.1.1}
+\contentsline {subsection}{\numberline {1.1.2}Modes d'ex\IeC {\'e}cution synchrone et asynchrone}{7}{subsection.1.1.2}
+\contentsline {section}{\numberline {1.2}M\IeC {\'e}thodes de r\IeC {\'e}solution parall\IeC {\`e}les du probl\IeC {\`e}me de Poisson et de l'algorithme two-stage multisplitting de Krylov}{9}{section.1.2}
+\contentsline {subsection}{\numberline {1.2.1}Algorithme de Jacobi}{9}{subsection.1.2.1}
+\contentsline {subsection}{\numberline {1.2.2}M\IeC {\'e}thode de r\IeC {\'e}solution GMRES}{9}{subsection.1.2.2}
+\contentsline {subsection}{\numberline {1.2.3}Solveur multisplitting}{9}{subsection.1.2.3}
+\contentsline {section}{\numberline {1.3}SIMGRID/SMPI : Simulateur d'ex\IeC {\'e}cution d'algorithmes parall\IeC {\`e}les MPI dans une grille de calcul}{10}{section.1.3}
+\contentsline {subsection}{\numberline {1.3.1}MPI - Message Passing Interface}{10}{subsection.1.3.1}
+\contentsline {subsection}{\numberline {1.3.2}Simulateur SIMGRID}{10}{subsection.1.3.2}
+\contentsline {section}{\numberline {1.4}Motivations}{10}{section.1.4}
+\contentsline {section}{\numberline {1.5}Conclusion partielle}{10}{section.1.5}
+\contentsline {chapter}{\numberline {2}Etat de l'art et travaux de recherche associ\IeC {\'e}s}{11}{chapter.2}
+\contentsline {section}{\numberline {2.1}Concepts et d\IeC {\'e}finitions}{11}{section.2.1}
+\contentsline {subsection}{\numberline {2.1.1}Performance de l'application parall\IeC {\`e}le et scalabilit\IeC {\'e}}{11}{subsection.2.1.1}
+\contentsline {subsection}{\numberline {2.1.2}Taux d'erreur lors de la pr\IeC {\'e}diction}{13}{subsection.2.1.2}
+\contentsline {subsection}{\numberline {2.1.3}Weak contre strong scaling}{13}{subsection.2.1.3}
+\contentsline {section}{\numberline {2.2}Probl\IeC {\'e}matique sur la pr\IeC {\'e}diction \IeC {\`a} large \IeC {\'e}chelle de la performance des applications}{14}{section.2.2}
+\contentsline {subsection}{\numberline {2.2.1}Facteurs li\IeC {\'e}s \IeC {\`a} l'\IeC {\'e}cosyst\IeC {\`e}me}{15}{subsection.2.2.1}
+\contentsline {subsubsection}{\numberline {2.2.1.1}Facteur architecture des processeurs}{16}{subsubsection.2.2.1.1}
+\contentsline {subsubsection}{\numberline {2.2.1.2}Facteur : M\IeC {\'e}moire et stockage}{18}{subsubsection.2.2.1.2}
+\contentsline {subsubsection}{\numberline {2.2.1.3}Facteur : R\IeC {\'e}seaux de communication}{22}{subsubsection.2.2.1.3}
+\contentsline {subsection}{\numberline {2.2.2}Facteurs li\IeC {\'e}s au code de l'application}{22}{subsection.2.2.2}
+\contentsline {subsubsection}{\numberline {2.2.2.1}Facteur : Taille du probl\IeC {\`e}me}{23}{subsubsection.2.2.2.1}
+\contentsline {subsubsection}{\numberline {2.2.2.2}Performance de la parall\IeC {\'e}lisation}{23}{subsubsection.2.2.2.2}
+\contentsline {section}{\numberline {2.3}Techniques de profiling et instrumentation des applications parall\IeC {\`e}les}{26}{section.2.3}
+\contentsline {section}{\numberline {2.4}M\IeC {\'e}thodes de pr\IeC {\'e}diction de la performance de l'application parall\IeC {\`e}le}{26}{section.2.4}
+\contentsline {section}{\numberline {2.5}Conclusion partielle}{26}{section.2.5}
+\contentsline {part}{II\hspace {1em}PARTIE II - Travaux de contributions, r\IeC {\'e}sultats et perspectives}{27}{part.2}
+\contentsline {chapter}{\numberline {3}Comparaison par simulation \IeC {\`a} large \IeC {\'e}chelle de la performance de deux algorithmes it\IeC {\'e}ratifs parall\IeC {\`e}les en mode asynchrone}{29}{chapter.3}
+\contentsline {section}{\numberline {3.1}Protocoles et exp\IeC {\'e}rimentations}{29}{section.3.1}
+\contentsline {section}{\numberline {3.2}R\IeC {\'e}sultats}{29}{section.3.2}
+\contentsline {section}{\numberline {3.3}Conclusion partielle}{29}{section.3.3}
+\contentsline {chapter}{\numberline {4}Simulation avec SIMGRID de l\textquoteright ex\IeC {\'e}cution des solveurs lin\IeC {\'e}aires en mode synchrone et asynchrone sur un environnement multi-coeurs simul\IeC {\'e}s}{31}{chapter.4}
+\contentsline {section}{\numberline {4.1}Protocoles et exp\IeC {\'e}rimentations}{31}{section.4.1}
+\contentsline {section}{\numberline {4.2}R\IeC {\'e}sultats}{31}{section.4.2}
+\contentsline {section}{\numberline {4.3}Conclusion partielle}{31}{section.4.3}
+\contentsline {chapter}{\numberline {5}Mod\IeC {\`e}le de pr\IeC {\'e}diction de la performance \IeC {\`a} large \IeC {\'e}chelle d'un algorithme it\IeC {\'e}ratif parall\IeC {\`e}le}{33}{chapter.5}
+\contentsline {section}{\numberline {5.1}Approche et m\IeC {\'e}thodologie}{33}{section.5.1}
+\contentsline {section}{\numberline {5.2}Exp\IeC {\'e}rimentations et r\IeC {\'e}sultats}{33}{section.5.2}
+\contentsline {section}{\numberline {5.3}Conclusion partielle}{33}{section.5.3}
+\contentsline {chapter}{\numberline {6}Conclusion g\IeC {\'e}n\IeC {\'e}rale et perspectives}{35}{chapter.6}
+\contentsline {section}{\numberline {6.1}Conclusion g\IeC {\'e}n\IeC {\'e}rale}{35}{section.6.1}
+\contentsline {section}{\numberline {6.2}Travaux futurs et perspectives}{35}{section.6.2}
+\contentsline {part}{III\hspace {1em}Annexes}{47}{part.3}
+\contentsline {chapter}{\numberline {A}Premier chapitre des annexes}{49}{appendix.A}
+\contentsline {chapter}{\numberline {B}Second chapitre des annexes}{51}{appendix.B}
diff --git a/UPMVERSION.def b/UPMVERSION.def
new file mode 100644
index 0000000..24838da
--- /dev/null
+++ b/UPMVERSION.def
@@ -0,0 +1 @@
+\def\UPMVERSION{20150810}
diff --git a/phdthesisapa.bst b/phdthesisapa.bst
new file mode 100644
index 0000000..0f11aa8
--- /dev/null
+++ b/phdthesisapa.bst
@@ -0,0 +1,1106 @@
+% BibTeX `apalike' bibliography style (version 0.99a, 8-Dec-10), adapted from
+% the `alpha' style, version 0.99a; for BibTeX version 0.99a.
+%
+% Copyright (C) 1988, 2010 Oren Patashnik.
+% Unlimited copying and redistribution of this file are permitted as long as
+% it is unmodified. Modifications (and redistribution of modified versions)
+% are also permitted, but only if the resulting file is renamed.
+%
+% Differences between this style and `alpha' are generally heralded by a `%'.
+% The file btxbst.doc has the documentation for alpha.bst.
+%
+% This style should be used with the `apalike' LaTeX style (apalike.sty).
+% \cite's come out like "(Jones, 1986)" in the text but there are no labels
+% in the bibliography, and something like "(1986)" comes out immediately
+% after the author. Author (and editor) names appear as last name, comma,
+% initials. A `year' field is required for every entry, and so is either
+% an author (or in some cases, an editor) field or a key field.
+%
+% Editorial note:
+% Many journals require a style like `apalike', but I strongly, strongly,
+% strongly recommend that you not use it if you have a choice---use something
+% like `plain' instead. Mary-Claire van Leunen (A Handbook for Scholars,
+% Knopf, 1979) argues convincingly that a style like `plain' encourages better
+% writing than one like `apalike'. Furthermore the strongest arguments for
+% using an author-date style like `apalike'---that it's "the most practical"
+% (The Chicago Manual of Style, University of Chicago Press, thirteenth
+% edition, 1982, pages 400--401)---fall flat on their face with the new
+% computer-typesetting technology. For instance page 401 anachronistically
+% states "The chief disadvantage of [a style like `plain'] is that additions
+% or deletions cannot be made after the manuscript is typed without changing
+% numbers in both text references and list." LaTeX sidesteps the disadvantage.
+%
+% History:
+% 15-sep-86 (OP) Original version by Oren Patashnik, ideas from Susan King.
+% 10-nov-86 (OP) Truncated the sort.key$ string to the correct length
+% in bib.sort.order to eliminate error message.
+% 24-jan-88 (OP) Updated for BibTeX version 0.99a, from alpha.bst 0.99a;
+% apalike now sorts by author, then year, then title;
+% THIS `apalike' VERSION DOES NOT WORK WITH BIBTEX 0.98i.
+% 8-dec-10 (OP) Still version 0.99a, as the code itself was unchanged;
+% this release clarified the license.
+% 07/09/14 (SG) Adapted for PHD thesis.
+
+ENTRY
+ { address
+ author
+ booktitle
+ chapter
+ edition
+ editor
+ howpublished
+ institution
+ journal
+ key
+% month not used in apalike
+ note
+ number
+ organization
+ pages
+ publisher
+ school
+ series
+ title
+ type
+ volume
+ year
+ }
+ {}
+ { label extra.label sort.label }
+
+INTEGERS { output.state before.all mid.sentence after.sentence after.block }
+
+FUNCTION {init.state.consts}
+{ #0 'before.all :=
+ #1 'mid.sentence :=
+ #2 'after.sentence :=
+ #3 'after.block :=
+}
+
+STRINGS { s t nt }
+
+FUNCTION {output.nonnull}
+{ 's :=
+ output.state mid.sentence =
+ { ", " * write$ }
+ { output.state after.block =
+ { add.period$ write$
+ newline$
+ "\newblock " write$
+ }
+ { output.state before.all =
+ 'write$
+ { add.period$ " " * write$ }
+ if$
+ }
+ if$
+ mid.sentence 'output.state :=
+ }
+ if$
+ s
+}
+
+FUNCTION {output}
+{ duplicate$ empty$
+ 'pop$
+ 'output.nonnull
+ if$
+}
+
+FUNCTION {output.check}
+{ 't :=
+ duplicate$ empty$
+ { pop$ "empty " t * " in " * cite$ * warning$ }
+ 'output.nonnull
+ if$
+}
+
+% apalike needs this function because
+% the year has special punctuation;
+% apalike ignores the month
+FUNCTION {output.year.check}
+{ year empty$
+ { "empty year in " cite$ * warning$ }
+ { write$
+ " (" year * extra.label * ")" *
+ mid.sentence 'output.state :=
+ }
+ if$
+}
+
+FUNCTION {output.bibitem}
+{ newline$
+ "\bibitem[" write$
+ label write$
+ "]{" write$
+ cite$ write$
+ "}" write$
+ newline$
+ ""
+ before.all 'output.state :=
+}
+
+FUNCTION {fin.entry}
+{ add.period$
+ write$
+ newline$
+}
+
+FUNCTION {new.block}
+{ output.state before.all =
+ 'skip$
+ { after.block 'output.state := }
+ if$
+}
+
+FUNCTION {new.sentence}
+{ output.state after.block =
+ 'skip$
+ { output.state before.all =
+ 'skip$
+ { after.sentence 'output.state := }
+ if$
+ }
+ if$
+}
+
+FUNCTION {not}
+{ { #0 }
+ { #1 }
+ if$
+}
+
+FUNCTION {and}
+{ 'skip$
+ { pop$ #0 }
+ if$
+}
+
+FUNCTION {or}
+{ { pop$ #1 }
+ 'skip$
+ if$
+}
+
+FUNCTION {new.block.checkb}
+{ empty$
+ swap$ empty$
+ and
+ 'skip$
+ 'new.block
+ if$
+}
+
+FUNCTION {field.or.null}
+{ duplicate$ empty$
+ { pop$ "" }
+ 'skip$
+ if$
+}
+
+FUNCTION {emphasize}
+{ duplicate$ empty$
+ { pop$ "" }
+ { "\phdthesisbibemph{" swap$ * "}" * }
+ if$
+}
+
+INTEGERS { nameptr namesleft numnames }
+
+FUNCTION {format.names}
+{ 's :=
+ #1 'nameptr :=
+ s num.names$ 'numnames :=
+ numnames 'namesleft :=
+ { namesleft #0 > }
+ { s nameptr "{ll}" format.name$
+ purify$ "l" change.case$ 'nt :=
+ s nameptr "{vv~}{ll}{, jj}{, f.}" format.name$ 't :=
+ "\underlineifauthor{" nt * "}{" * t * "}" * 't :=
+ nameptr #1 >
+ { namesleft #1 >
+ { ", " * t * }
+ { t "others" =
+ { ", \phdthesisbiband" * }
+ { ", \phdthesisbiband" * t * }
+ if$
+ }
+ if$
+ }
+ 't
+ if$
+ nameptr #1 + 'nameptr :=
+ namesleft #1 - 'namesleft :=
+ }
+ while$
+}
+
+FUNCTION {format.authors}
+{ author empty$
+ { "" }
+ { author format.names }
+ if$
+}
+
+FUNCTION {format.key} % this function is just for apalike
+{ empty$
+ { key field.or.null }
+ { "" }
+ if$
+}
+
+FUNCTION {format.editors}
+{ editor empty$
+ { "" }
+ { editor format.names
+ editor num.names$ #1 >
+ { ", \phdthesisbibeditors" * }
+ { ", \phdthesisbibeditor" * }
+ if$
+ }
+ if$
+}
+
+FUNCTION {format.title}
+{ title empty$
+ { "" }
+ { "\phdthesisbibEmph{" title "t" change.case$ * "}" * }
+ if$
+}
+
+FUNCTION {n.dashify}
+{ 't :=
+ ""
+ { t empty$ not }
+ { t #1 #1 substring$ "-" =
+ { t #1 #2 substring$ "--" = not
+ { "--" *
+ t #2 global.max$ substring$ 't :=
+ }
+ { { t #1 #1 substring$ "-" = }
+ { "-" *
+ t #2 global.max$ substring$ 't :=
+ }
+ while$
+ }
+ if$
+ }
+ { t #1 #1 substring$ *
+ t #2 global.max$ substring$ 't :=
+ }
+ if$
+ }
+ while$
+}
+
+FUNCTION {format.btitle}
+{ "\phdthesisbibEmph{" title * "}" *
+}
+
+FUNCTION {tie.or.space.connect}
+{ duplicate$ text.length$ #3 <
+ { "~" }
+ { " " }
+ if$
+ swap$ * *
+}
+
+FUNCTION {either.or.check}
+{ empty$
+ 'pop$
+ { "can't use both " swap$ * " fields in " * cite$ * warning$ }
+ if$
+}
+
+FUNCTION {format.bvolume}
+{ volume empty$
+ { "" }
+ { "\phdthesisbibvolume" volume tie.or.space.connect
+ series empty$
+ 'skip$
+ { " \phdthesisbibof " * series emphasize * }
+ if$
+ "\phdthesisbibvolumenumber" number either.or.check
+ }
+ if$
+}
+
+FUNCTION {format.number.series}
+{ volume empty$
+ { number empty$
+ { series field.or.null }
+ { output.state mid.sentence =
+ { "\phdthesisbibnumber" }
+ { "\phdthesisbibNumber" }
+ if$
+ number tie.or.space.connect
+ series empty$
+ { "there's a number but no series in " cite$ * warning$ }
+ { " \phdthesisbibin " * series * }
+ if$
+ }
+ if$
+ }
+ { "" }
+ if$
+}
+
+FUNCTION {format.edition}
+{ edition empty$
+ { "" }
+ { output.state mid.sentence =
+ { edition "l" change.case$ " \phdthesisbibedition" * }
+ { edition "t" change.case$ " \phdthesisbibedition" * }
+ if$
+ }
+ if$
+}
+
+INTEGERS { multiresult }
+
+FUNCTION {multi.page.check}
+{ 't :=
+ #0 'multiresult :=
+ { multiresult not
+ t empty$ not
+ and
+ }
+ { t #1 #1 substring$
+ duplicate$ "-" =
+ swap$ duplicate$ "," =
+ swap$ "+" =
+ or or
+ { #1 'multiresult := }
+ { t #2 global.max$ substring$ 't := }
+ if$
+ }
+ while$
+ multiresult
+}
+
+FUNCTION {format.pages}
+{ pages empty$
+ { "" }
+ { pages multi.page.check
+ { "\phdthesisbibpages" pages n.dashify tie.or.space.connect }
+ { "\phdthesisbibpage" pages tie.or.space.connect }
+ if$
+ }
+ if$
+}
+
+FUNCTION {format.vol.num.pages}
+{ volume field.or.null
+ number empty$
+ 'skip$
+ { "(" number * ")" * *
+ volume empty$
+ { "there's a number but no volume in " cite$ * warning$ }
+ 'skip$
+ if$
+ }
+ if$
+ pages empty$
+ 'skip$
+ { duplicate$ empty$
+ { pop$ format.pages }
+ { ":" * pages n.dashify * }
+ if$
+ }
+ if$
+}
+
+FUNCTION {format.chapter.pages}
+{ chapter empty$
+ 'format.pages
+ { type empty$
+ { "\phdthesisbibchapter" }
+ { type "l" change.case$ }
+ if$
+ chapter tie.or.space.connect
+ pages empty$
+ 'skip$
+ { ", " * format.pages * }
+ if$
+ }
+ if$
+}
+
+FUNCTION {format.in.ed.booktitle}
+{ booktitle empty$
+ { "" }
+ { editor empty$
+ { "\phdthesisbibIn " booktitle emphasize * }
+ { "\phdthesisbibIn " format.editors * ", " * booktitle emphasize * }
+ if$
+ }
+ if$
+}
+
+FUNCTION {format.thesis.type}
+{ type empty$
+ 'skip$
+ { pop$
+ type "t" change.case$
+ }
+ if$
+}
+
+FUNCTION {format.tr.number}
+{ type empty$
+ { "\phdthesisbibtechnicalreport" }
+ 'type
+ if$
+ number empty$
+ { "t" change.case$ }
+ { number tie.or.space.connect }
+ if$
+}
+
+FUNCTION {format.article.crossref}
+{ "\phdthesisbibIn\ " % this is for apalike
+ " \cite{" * crossref * "}" *
+}
+
+FUNCTION {format.book.crossref}
+{ volume empty$
+ { "empty volume in " cite$ * "'s crossref of " * crossref * warning$
+ "\phdthesisbibIn\ "
+ }
+ { "\phdthesisbibVolume" volume tie.or.space.connect
+ " \phdthesisbibof\ " *
+ }
+ if$
+ "\cite{" * crossref * "}" * % this is for apalike
+}
+
+FUNCTION {format.incoll.inproc.crossref}
+{ "\phdthesisbibIn" % this is for apalike
+ " \cite{" * crossref * "}" *
+}
+
+FUNCTION {article}
+{ output.bibitem
+ format.authors "author" output.check
+ author format.key output % special for
+ output.year.check % apalike
+ new.block
+ format.title "title" output.check
+ new.block
+ crossref missing$
+ { journal emphasize "journal" output.check
+ format.vol.num.pages output
+ }
+ { format.article.crossref output.nonnull
+ format.pages output
+ }
+ if$
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {book}
+{ output.bibitem
+ author empty$
+ { format.editors "author and editor" output.check
+ editor format.key output
+ }
+ { format.authors output.nonnull
+ crossref missing$
+ { "author and editor" editor either.or.check }
+ 'skip$
+ if$
+ }
+ if$
+ output.year.check % special for apalike
+ new.block
+ format.btitle "title" output.check
+ crossref missing$
+ { format.bvolume output
+ new.block
+ format.number.series output
+ new.sentence
+ publisher "publisher" output.check
+ address output
+ }
+ { new.block
+ format.book.crossref output.nonnull
+ }
+ if$
+ format.edition output
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {booklet}
+{ output.bibitem
+ format.authors output
+ author format.key output % special for
+ output.year.check % apalike
+ new.block
+ format.title "title" output.check
+ new.block
+ howpublished output
+ address output
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {inbook}
+{ output.bibitem
+ author empty$
+ { format.editors "author and editor" output.check
+ editor format.key output
+ }
+ { format.authors output.nonnull
+ crossref missing$
+ { "author and editor" editor either.or.check }
+ 'skip$
+ if$
+ }
+ if$
+ output.year.check % special for apalike
+ new.block
+ format.btitle "title" output.check
+ crossref missing$
+ { format.bvolume output
+ format.chapter.pages "chapter and pages" output.check
+ new.block
+ format.number.series output
+ new.sentence
+ publisher "publisher" output.check
+ address output
+ }
+ { format.chapter.pages "chapter and pages" output.check
+ new.block
+ format.book.crossref output.nonnull
+ }
+ if$
+ format.edition output
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {incollection}
+{ output.bibitem
+ format.authors "author" output.check
+ author format.key output % special for
+ output.year.check % apalike
+ new.block
+ format.title "title" output.check
+ new.block
+ crossref missing$
+ { format.in.ed.booktitle "booktitle" output.check
+ format.bvolume output
+ format.number.series output
+ format.chapter.pages output
+ new.sentence
+ publisher "publisher" output.check
+ address output
+ format.edition output
+ }
+ { format.incoll.inproc.crossref output.nonnull
+ format.chapter.pages output
+ }
+ if$
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {inproceedings}
+{ output.bibitem
+ format.authors "author" output.check
+ author format.key output % special for
+ output.year.check % apalike
+ new.block
+ format.title "title" output.check
+ new.block
+ crossref missing$
+ { format.in.ed.booktitle "booktitle" output.check
+ format.bvolume output
+ format.number.series output
+ format.pages output
+ address output % for apalike
+ new.sentence % there's no year
+ organization output % here so things
+ publisher output % are simpler
+ }
+ { format.incoll.inproc.crossref output.nonnull
+ format.pages output
+ }
+ if$
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {conference} { inproceedings }
+
+FUNCTION {manual}
+{ output.bibitem
+ format.authors output
+ author format.key output % special for
+ output.year.check % apalike
+ new.block
+ format.btitle "title" output.check
+ organization address new.block.checkb
+ organization output
+ address output
+ format.edition output
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {mastersthesis}
+{ output.bibitem
+ format.authors "author" output.check
+ author format.key output % special for
+ output.year.check % apalike
+ new.block
+ format.title "title" output.check
+ new.block
+ "Master's thesis" format.thesis.type output.nonnull
+ school "school" output.check
+ address output
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {misc}
+{ output.bibitem
+ format.authors output
+ author format.key output % special for
+ output.year.check % apalike
+ new.block
+ format.title output
+ new.block
+ howpublished output
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {phdthesis}
+{ output.bibitem
+ format.authors "author" output.check
+ author format.key output % special for
+ output.year.check % apalike
+ new.block
+ format.btitle "title" output.check
+ new.block
+ "PhD thesis" format.thesis.type output.nonnull
+ school "school" output.check
+ address output
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {proceedings}
+{ output.bibitem
+ format.editors output
+ editor format.key output % special for
+ output.year.check % apalike
+ new.block
+ format.btitle "title" output.check
+ format.bvolume output
+ format.number.series output
+ address output % for apalike
+ new.sentence % we always output
+ organization output % a nonempty organization
+ publisher output % here
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {techreport}
+{ output.bibitem
+ format.authors "author" output.check
+ author format.key output % special for
+ output.year.check % apalike
+ new.block
+ format.title "title" output.check
+ new.block
+ format.tr.number output.nonnull
+ institution "institution" output.check
+ address output
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {unpublished}
+{ output.bibitem
+ format.authors "author" output.check
+ author format.key output % special for
+ output.year.check % apalike
+ new.block
+ format.title "title" output.check
+ new.block
+ note "note" output.check
+ fin.entry
+}
+
+FUNCTION {default.type} { misc }
+
+MACRO {jan} {"\phdthesisbibJanuary"}
+
+MACRO {feb} {"\phdthesisbibFebruary"}
+
+MACRO {mar} {"\phdthesisbibMarch"}
+
+MACRO {apr} {"\phdthesisbibApril"}
+
+MACRO {may} {"\phdthesisbibMay"}
+
+MACRO {jun} {"\phdthesisbibJune"}
+
+MACRO {jul} {"\phdthesisbibJuly"}
+
+MACRO {aug} {"\phdthesisbibAugust"}
+
+MACRO {sep} {"\phdthesisbibSeptember"}
+
+MACRO {oct} {"\phdthesisbibOctober"}
+
+MACRO {nov} {"\phdthesisbibNovember"}
+
+MACRO {dec} {"\phdthesisbibDecember"}
+
+MACRO {acmcs} {"ACM Computing Surveys"}
+
+MACRO {acta} {"Acta Informatica"}
+
+MACRO {cacm} {"Communications of the ACM"}
+
+MACRO {ibmjrd} {"IBM Journal of Research and Development"}
+
+MACRO {ibmsj} {"IBM Systems Journal"}
+
+MACRO {ieeese} {"IEEE Transactions on Software Engineering"}
+
+MACRO {ieeetc} {"IEEE Transactions on Computers"}
+
+MACRO {ieeetcad}
+ {"IEEE Transactions on Computer-Aided Design of Integrated Circuits"}
+
+MACRO {ipl} {"Information Processing Letters"}
+
+MACRO {jacm} {"Journal of the ACM"}
+
+MACRO {jcss} {"Journal of Computer and System Sciences"}
+
+MACRO {scp} {"Science of Computer Programming"}
+
+MACRO {sicomp} {"SIAM Journal on Computing"}
+
+MACRO {tocs} {"ACM Transactions on Computer Systems"}
+
+MACRO {tods} {"ACM Transactions on Database Systems"}
+
+MACRO {tog} {"ACM Transactions on Graphics"}
+
+MACRO {toms} {"ACM Transactions on Mathematical Software"}
+
+MACRO {toois} {"ACM Transactions on Office Information Systems"}
+
+MACRO {toplas} {"ACM Transactions on Programming Languages and Systems"}
+
+MACRO {tcs} {"Theoretical Computer Science"}
+
+READ
+
+FUNCTION {sortify}
+{ purify$
+ "l" change.case$
+}
+
+INTEGERS { len }
+
+FUNCTION {chop.word}
+{ 's :=
+ 'len :=
+ s #1 len substring$ =
+ { s len #1 + global.max$ substring$ }
+ 's
+ if$
+}
+
+% There are three apalike cases: one person (Jones),
+% two (Jones and de~Bruijn), and more (Jones et~al.).
+% This function is much like format.crossref.editors.
+%
+% Note that if more than one name exist, the "et al." is output
+FUNCTION {format.lab.names}
+{ 's :=
+ s #1 "{vv~}{ll}" format.name$
+ s num.names$ duplicate$
+ #1 >
+ { pop$ " et~al." * }
+ { #2 <
+ 'skip$
+ { s #2 "{ff }{vv }{ll}{ jj}" format.name$ "others" =
+ { " \phdthesisbibetal" * }
+ { " \phdthesisbiband\ " * s #2 "{vv~}{ll}" format.name$ * }
+ if$
+ }
+ if$
+ }
+ if$
+}
+
+FUNCTION {author.key.label}
+{ author empty$
+ { key empty$
+ { cite$ #1 #3 substring$ }
+ 'key % apalike uses the whole key
+ if$
+ }
+ { author format.lab.names }
+ if$
+}
+
+FUNCTION {author.editor.key.label}
+{ author empty$
+ { editor empty$
+ { key empty$
+ { cite$ #1 #3 substring$ }
+ 'key % apalike uses the whole key
+ if$
+ }
+ { editor format.lab.names }
+ if$
+ }
+ { author format.lab.names }
+ if$
+}
+
+FUNCTION {editor.key.label}
+{ editor empty$
+ { key empty$
+ { cite$ #1 #3 substring$ }
+ 'key % apalike uses the whole key, no organization
+ if$
+ }
+ { editor format.lab.names }
+ if$
+}
+
+FUNCTION {calc.label}
+{ type$ "book" =
+ type$ "inbook" =
+ or
+ 'author.editor.key.label
+ { type$ "proceedings" =
+ 'editor.key.label % apalike ignores organization
+ 'author.key.label % for labeling and sorting
+ if$
+ }
+ if$
+ ", " % these three lines are
+ * % for apalike, which
+ year field.or.null purify$ #-1 #4 substring$ % uses all four digits
+ *
+ 'label :=
+}
+
+FUNCTION {sort.format.names}
+{ 's :=
+ #1 'nameptr :=
+ ""
+ s num.names$ 'numnames :=
+ numnames 'namesleft :=
+ { namesleft #0 > }
+ { nameptr #1 >
+ { " " * }
+ 'skip$
+ if$ % apalike uses initials
+ s nameptr "{vv{ } }{ll{ }}{ f{ }}{ jj{ }}" format.name$ 't := % <= here
+ nameptr numnames = t "others" = and
+ { "et al" * }
+ { t sortify * }
+ if$
+ nameptr #1 + 'nameptr :=
+ namesleft #1 - 'namesleft :=
+ }
+ while$
+}
+
+FUNCTION {sort.format.title}
+{ 't :=
+ "A " #2
+ "An " #3
+ "The " #4 t chop.word
+ chop.word
+ chop.word
+ sortify
+ #1 global.max$ substring$
+}
+
+FUNCTION {author.sort}
+{ author empty$
+ { key empty$
+ { "to sort, need author or key in " cite$ * warning$
+ ""
+ }
+ { key sortify }
+ if$
+ }
+ { author sort.format.names }
+ if$
+}
+
+FUNCTION {author.editor.sort}
+{ author empty$
+ { editor empty$
+ { key empty$
+ { "to sort, need author, editor, or key in " cite$ * warning$
+ ""
+ }
+ { key sortify }
+ if$
+ }
+ { editor sort.format.names }
+ if$
+ }
+ { author sort.format.names }
+ if$
+}
+
+FUNCTION {editor.sort}
+{ editor empty$
+ { key empty$
+ { "to sort, need editor or key in " cite$ * warning$
+ ""
+ }
+ { key sortify }
+ if$
+ }
+ { editor sort.format.names }
+ if$
+}
+
+% apalike uses two sorting passes; the first one sets the
+% labels so that the `a's, `b's, etc. can be computed;
+% the second pass puts the references in "correct" order.
+% The presort function is for the first pass. It computes
+% label, sort.label, and title, and then concatenates.
+FUNCTION {presort}
+{ calc.label
+ label sortify
+ " "
+ *
+ type$ "book" =
+ type$ "inbook" =
+ or
+ 'author.editor.sort
+ { type$ "proceedings" =
+ 'editor.sort
+ 'author.sort
+ if$
+ }
+ if$
+ #1 entry.max$ substring$ % for
+ 'sort.label := % apalike
+ sort.label % style
+ *
+ " "
+ *
+ title field.or.null
+ sort.format.title
+ *
+ #1 entry.max$ substring$
+ 'sort.key$ :=
+}
+
+ITERATE {presort}
+
+SORT % by label, sort.label, title---for final label calculation
+
+STRINGS { last.label next.extra } % apalike labels are only for the text;
+
+INTEGERS { last.extra.num } % there are none in the bibliography
+
+FUNCTION {initialize.extra.label.stuff} % and hence there is no `longest.label'
+{ #0 int.to.chr$ 'last.label :=
+ "" 'next.extra :=
+ #0 'last.extra.num :=
+}
+
+FUNCTION {forward.pass}
+{ last.label label =
+ { last.extra.num #1 + 'last.extra.num :=
+ last.extra.num int.to.chr$ 'extra.label :=
+ }
+ { "a" chr.to.int$ 'last.extra.num :=
+ "" 'extra.label :=
+ label 'last.label :=
+ }
+ if$
+}
+
+FUNCTION {reverse.pass}
+{ next.extra "b" =
+ { "a" 'extra.label := }
+ 'skip$
+ if$
+ label extra.label * 'label :=
+ extra.label 'next.extra :=
+}
+
+EXECUTE {initialize.extra.label.stuff}
+
+ITERATE {forward.pass}
+
+REVERSE {reverse.pass}
+
+% Now that the label is right we sort for real,
+% on sort.label then year then title. This is
+% for the second sorting pass.
+FUNCTION {bib.sort.order}
+{ sort.label
+ " "
+ *
+ year field.or.null sortify
+ *
+ " "
+ *
+ title field.or.null
+ sort.format.title
+ *
+ #1 entry.max$ substring$
+ 'sort.key$ :=
+}
+
+ITERATE {bib.sort.order}
+
+SORT % by sort.label, year, title---giving final bibliography order
+
+FUNCTION {begin.bib}
+{ preamble$ empty$ % no \etalchar in apalike
+ 'skip$
+ { preamble$ write$ newline$ }
+ if$
+ "\begin{thebibliography}{}" write$ newline$ % no labels in apalike
+}
+
+EXECUTE {begin.bib}
+
+EXECUTE {init.state.consts}
+
+ITERATE {call.type$}
+
+FUNCTION {end.bib}
+{ newline$
+ "\end{thebibliography}" write$ newline$
+}
+
+EXECUTE {end.bib}
diff --git a/phdthesisapaunsort.bst b/phdthesisapaunsort.bst
new file mode 100644
index 0000000..42a3911
--- /dev/null
+++ b/phdthesisapaunsort.bst
@@ -0,0 +1,1107 @@
+% BibTeX `apalike' bibliography style (version 0.99a, 8-Dec-10), adapted from
+% the `alpha' style, version 0.99a; for BibTeX version 0.99a.
+%
+% Copyright (C) 1988, 2010 Oren Patashnik.
+% Unlimited copying and redistribution of this file are permitted as long as
+% it is unmodified. Modifications (and redistribution of modified versions)
+% are also permitted, but only if the resulting file is renamed.
+%
+% Differences between this style and `alpha' are generally heralded by a `%'.
+% The file btxbst.doc has the documentation for alpha.bst.
+%
+% This style should be used with the `apalike' LaTeX style (apalike.sty).
+% \cite's come out like "(Jones, 1986)" in the text but there are no labels
+% in the bibliography, and something like "(1986)" comes out immediately
+% after the author. Author (and editor) names appear as last name, comma,
+% initials. A `year' field is required for every entry, and so is either
+% an author (or in some cases, an editor) field or a key field.
+%
+% Editorial note:
+% Many journals require a style like `apalike', but I strongly, strongly,
+% strongly recommend that you not use it if you have a choice---use something
+% like `plain' instead. Mary-Claire van Leunen (A Handbook for Scholars,
+% Knopf, 1979) argues convincingly that a style like `plain' encourages better
+% writing than one like `apalike'. Furthermore the strongest arguments for
+% using an author-date style like `apalike'---that it's "the most practical"
+% (The Chicago Manual of Style, University of Chicago Press, thirteenth
+% edition, 1982, pages 400--401)---fall flat on their face with the new
+% computer-typesetting technology. For instance page 401 anachronistically
+% states "The chief disadvantage of [a style like `plain'] is that additions
+% or deletions cannot be made after the manuscript is typed without changing
+% numbers in both text references and list." LaTeX sidesteps the disadvantage.
+%
+% History:
+% 15-sep-86 (OP) Original version by Oren Patashnik, ideas from Susan King.
+% 10-nov-86 (OP) Truncated the sort.key$ string to the correct length
+% in bib.sort.order to eliminate error message.
+% 24-jan-88 (OP) Updated for BibTeX version 0.99a, from alpha.bst 0.99a;
+% apalike now sorts by author, then year, then title;
+% THIS `apalike' VERSION DOES NOT WORK WITH BIBTEX 0.98i.
+% 8-dec-10 (OP) Still version 0.99a, as the code itself was unchanged;
+% this release clarified the license.
+% 07/09/14 (SG) Adapted for PHD thesis.
+% 29/04/15 (SG) Remove sorting.
+
+ENTRY
+ { address
+ author
+ booktitle
+ chapter
+ edition
+ editor
+ howpublished
+ institution
+ journal
+ key
+% month not used in apalike
+ note
+ number
+ organization
+ pages
+ publisher
+ school
+ series
+ title
+ type
+ volume
+ year
+ }
+ {}
+ { label extra.label sort.label }
+
+INTEGERS { output.state before.all mid.sentence after.sentence after.block }
+
+FUNCTION {init.state.consts}
+{ #0 'before.all :=
+ #1 'mid.sentence :=
+ #2 'after.sentence :=
+ #3 'after.block :=
+}
+
+STRINGS { s t nt }
+
+FUNCTION {output.nonnull}
+{ 's :=
+ output.state mid.sentence =
+ { ", " * write$ }
+ { output.state after.block =
+ { add.period$ write$
+ newline$
+ "\newblock " write$
+ }
+ { output.state before.all =
+ 'write$
+ { add.period$ " " * write$ }
+ if$
+ }
+ if$
+ mid.sentence 'output.state :=
+ }
+ if$
+ s
+}
+
+FUNCTION {output}
+{ duplicate$ empty$
+ 'pop$
+ 'output.nonnull
+ if$
+}
+
+FUNCTION {output.check}
+{ 't :=
+ duplicate$ empty$
+ { pop$ "empty " t * " in " * cite$ * warning$ }
+ 'output.nonnull
+ if$
+}
+
+% apalike needs this function because
+% the year has special punctuation;
+% apalike ignores the month
+FUNCTION {output.year.check}
+{ year empty$
+ { "empty year in " cite$ * warning$ }
+ { write$
+ " (" year * extra.label * ")" *
+ mid.sentence 'output.state :=
+ }
+ if$
+}
+
+FUNCTION {output.bibitem}
+{ newline$
+ "\bibitem[" write$
+ label write$
+ "]{" write$
+ cite$ write$
+ "}" write$
+ newline$
+ ""
+ before.all 'output.state :=
+}
+
+FUNCTION {fin.entry}
+{ add.period$
+ write$
+ newline$
+}
+
+FUNCTION {new.block}
+{ output.state before.all =
+ 'skip$
+ { after.block 'output.state := }
+ if$
+}
+
+FUNCTION {new.sentence}
+{ output.state after.block =
+ 'skip$
+ { output.state before.all =
+ 'skip$
+ { after.sentence 'output.state := }
+ if$
+ }
+ if$
+}
+
+FUNCTION {not}
+{ { #0 }
+ { #1 }
+ if$
+}
+
+FUNCTION {and}
+{ 'skip$
+ { pop$ #0 }
+ if$
+}
+
+FUNCTION {or}
+{ { pop$ #1 }
+ 'skip$
+ if$
+}
+
+FUNCTION {new.block.checkb}
+{ empty$
+ swap$ empty$
+ and
+ 'skip$
+ 'new.block
+ if$
+}
+
+FUNCTION {field.or.null}
+{ duplicate$ empty$
+ { pop$ "" }
+ 'skip$
+ if$
+}
+
+FUNCTION {emphasize}
+{ duplicate$ empty$
+ { pop$ "" }
+ { "\phdthesisbibemph{" swap$ * "}" * }
+ if$
+}
+
+INTEGERS { nameptr namesleft numnames sortcounter}
+
+FUNCTION {format.names}
+{ 's :=
+ #1 'nameptr :=
+ s num.names$ 'numnames :=
+ numnames 'namesleft :=
+ { namesleft #0 > }
+ { s nameptr "{ll}" format.name$
+ purify$ "l" change.case$ 'nt :=
+ s nameptr "{vv~}{ll}{, jj}{, f.}" format.name$ 't :=
+ "\underlineifauthor{" nt * "}{" * t * "}" * 't :=
+ nameptr #1 >
+ { namesleft #1 >
+ { ", " * t * }
+ { t "others" =
+ { ", \phdthesisbiband" * }
+ { ", \phdthesisbiband" * t * }
+ if$
+ }
+ if$
+ }
+ 't
+ if$
+ nameptr #1 + 'nameptr :=
+ namesleft #1 - 'namesleft :=
+ }
+ while$
+}
+
+FUNCTION {format.authors}
+{ author empty$
+ { "" }
+ { author format.names }
+ if$
+}
+
+FUNCTION {format.key} % this function is just for apalike
+{ empty$
+ { key field.or.null }
+ { "" }
+ if$
+}
+
+FUNCTION {format.editors}
+{ editor empty$
+ { "" }
+ { editor format.names
+ editor num.names$ #1 >
+ { ", \phdthesisbibeditors" * }
+ { ", \phdthesisbibeditor" * }
+ if$
+ }
+ if$
+}
+
+FUNCTION {format.title}
+{ title empty$
+ { "" }
+ { "\phdthesisbibEmph{" title "t" change.case$ * "}" * }
+ if$
+}
+
+FUNCTION {n.dashify}
+{ 't :=
+ ""
+ { t empty$ not }
+ { t #1 #1 substring$ "-" =
+ { t #1 #2 substring$ "--" = not
+ { "--" *
+ t #2 global.max$ substring$ 't :=
+ }
+ { { t #1 #1 substring$ "-" = }
+ { "-" *
+ t #2 global.max$ substring$ 't :=
+ }
+ while$
+ }
+ if$
+ }
+ { t #1 #1 substring$ *
+ t #2 global.max$ substring$ 't :=
+ }
+ if$
+ }
+ while$
+}
+
+FUNCTION {format.btitle}
+{ "\phdthesisbibEmph{" title * "}" *
+}
+
+FUNCTION {tie.or.space.connect}
+{ duplicate$ text.length$ #3 <
+ { "~" }
+ { " " }
+ if$
+ swap$ * *
+}
+
+FUNCTION {either.or.check}
+{ empty$
+ 'pop$
+ { "can't use both " swap$ * " fields in " * cite$ * warning$ }
+ if$
+}
+
+FUNCTION {format.bvolume}
+{ volume empty$
+ { "" }
+ { "\phdthesisbibvolume" volume tie.or.space.connect
+ series empty$
+ 'skip$
+ { " \phdthesisbibof " * series emphasize * }
+ if$
+ "\phdthesisbibvolumenumber" number either.or.check
+ }
+ if$
+}
+
+FUNCTION {format.number.series}
+{ volume empty$
+ { number empty$
+ { series field.or.null }
+ { output.state mid.sentence =
+ { "\phdthesisbibnumber" }
+ { "\phdthesisbibNumber" }
+ if$
+ number tie.or.space.connect
+ series empty$
+ { "there's a number but no series in " cite$ * warning$ }
+ { " \phdthesisbibin " * series * }
+ if$
+ }
+ if$
+ }
+ { "" }
+ if$
+}
+
+FUNCTION {format.edition}
+{ edition empty$
+ { "" }
+ { output.state mid.sentence =
+ { edition "l" change.case$ " \phdthesisbibedition" * }
+ { edition "t" change.case$ " \phdthesisbibedition" * }
+ if$
+ }
+ if$
+}
+
+INTEGERS { multiresult }
+
+FUNCTION {multi.page.check}
+{ 't :=
+ #0 'multiresult :=
+ { multiresult not
+ t empty$ not
+ and
+ }
+ { t #1 #1 substring$
+ duplicate$ "-" =
+ swap$ duplicate$ "," =
+ swap$ "+" =
+ or or
+ { #1 'multiresult := }
+ { t #2 global.max$ substring$ 't := }
+ if$
+ }
+ while$
+ multiresult
+}
+
+FUNCTION {format.pages}
+{ pages empty$
+ { "" }
+ { pages multi.page.check
+ { "\phdthesisbibpages" pages n.dashify tie.or.space.connect }
+ { "\phdthesisbibpage" pages tie.or.space.connect }
+ if$
+ }
+ if$
+}
+
+FUNCTION {format.vol.num.pages}
+{ volume field.or.null
+ number empty$
+ 'skip$
+ { "(" number * ")" * *
+ volume empty$
+ { "there's a number but no volume in " cite$ * warning$ }
+ 'skip$
+ if$
+ }
+ if$
+ pages empty$
+ 'skip$
+ { duplicate$ empty$
+ { pop$ format.pages }
+ { ":" * pages n.dashify * }
+ if$
+ }
+ if$
+}
+
+FUNCTION {format.chapter.pages}
+{ chapter empty$
+ 'format.pages
+ { type empty$
+ { "\phdthesisbibchapter" }
+ { type "l" change.case$ }
+ if$
+ chapter tie.or.space.connect
+ pages empty$
+ 'skip$
+ { ", " * format.pages * }
+ if$
+ }
+ if$
+}
+
+FUNCTION {format.in.ed.booktitle}
+{ booktitle empty$
+ { "" }
+ { editor empty$
+ { "\phdthesisbibIn " booktitle emphasize * }
+ { "\phdthesisbibIn " format.editors * ", " * booktitle emphasize * }
+ if$
+ }
+ if$
+}
+
+FUNCTION {format.thesis.type}
+{ type empty$
+ 'skip$
+ { pop$
+ type "t" change.case$
+ }
+ if$
+}
+
+FUNCTION {format.tr.number}
+{ type empty$
+ { "\phdthesisbibtechnicalreport" }
+ 'type
+ if$
+ number empty$
+ { "t" change.case$ }
+ { number tie.or.space.connect }
+ if$
+}
+
+FUNCTION {format.article.crossref}
+{ "\phdthesisbibIn\ " % this is for apalike
+ " \cite{" * crossref * "}" *
+}
+
+FUNCTION {format.book.crossref}
+{ volume empty$
+ { "empty volume in " cite$ * "'s crossref of " * crossref * warning$
+ "\phdthesisbibIn\ "
+ }
+ { "\phdthesisbibVolume" volume tie.or.space.connect
+ " \phdthesisbibof\ " *
+ }
+ if$
+ "\cite{" * crossref * "}" * % this is for apalike
+}
+
+FUNCTION {format.incoll.inproc.crossref}
+{ "\phdthesisbibIn" % this is for apalike
+ " \cite{" * crossref * "}" *
+}
+
+FUNCTION {article}
+{ output.bibitem
+ format.authors "author" output.check
+ author format.key output % special for
+ output.year.check % apalike
+ new.block
+ format.title "title" output.check
+ new.block
+ crossref missing$
+ { journal emphasize "journal" output.check
+ format.vol.num.pages output
+ }
+ { format.article.crossref output.nonnull
+ format.pages output
+ }
+ if$
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {book}
+{ output.bibitem
+ author empty$
+ { format.editors "author and editor" output.check
+ editor format.key output
+ }
+ { format.authors output.nonnull
+ crossref missing$
+ { "author and editor" editor either.or.check }
+ 'skip$
+ if$
+ }
+ if$
+ output.year.check % special for apalike
+ new.block
+ format.btitle "title" output.check
+ crossref missing$
+ { format.bvolume output
+ new.block
+ format.number.series output
+ new.sentence
+ publisher "publisher" output.check
+ address output
+ }
+ { new.block
+ format.book.crossref output.nonnull
+ }
+ if$
+ format.edition output
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {booklet}
+{ output.bibitem
+ format.authors output
+ author format.key output % special for
+ output.year.check % apalike
+ new.block
+ format.title "title" output.check
+ new.block
+ howpublished output
+ address output
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {inbook}
+{ output.bibitem
+ author empty$
+ { format.editors "author and editor" output.check
+ editor format.key output
+ }
+ { format.authors output.nonnull
+ crossref missing$
+ { "author and editor" editor either.or.check }
+ 'skip$
+ if$
+ }
+ if$
+ output.year.check % special for apalike
+ new.block
+ format.btitle "title" output.check
+ crossref missing$
+ { format.bvolume output
+ format.chapter.pages "chapter and pages" output.check
+ new.block
+ format.number.series output
+ new.sentence
+ publisher "publisher" output.check
+ address output
+ }
+ { format.chapter.pages "chapter and pages" output.check
+ new.block
+ format.book.crossref output.nonnull
+ }
+ if$
+ format.edition output
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {incollection}
+{ output.bibitem
+ format.authors "author" output.check
+ author format.key output % special for
+ output.year.check % apalike
+ new.block
+ format.title "title" output.check
+ new.block
+ crossref missing$
+ { format.in.ed.booktitle "booktitle" output.check
+ format.bvolume output
+ format.number.series output
+ format.chapter.pages output
+ new.sentence
+ publisher "publisher" output.check
+ address output
+ format.edition output
+ }
+ { format.incoll.inproc.crossref output.nonnull
+ format.chapter.pages output
+ }
+ if$
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {inproceedings}
+{ output.bibitem
+ format.authors "author" output.check
+ author format.key output % special for
+ output.year.check % apalike
+ new.block
+ format.title "title" output.check
+ new.block
+ crossref missing$
+ { format.in.ed.booktitle "booktitle" output.check
+ format.bvolume output
+ format.number.series output
+ format.pages output
+ address output % for apalike
+ new.sentence % there's no year
+ organization output % here so things
+ publisher output % are simpler
+ }
+ { format.incoll.inproc.crossref output.nonnull
+ format.pages output
+ }
+ if$
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {conference} { inproceedings }
+
+FUNCTION {manual}
+{ output.bibitem
+ format.authors output
+ author format.key output % special for
+ output.year.check % apalike
+ new.block
+ format.btitle "title" output.check
+ organization address new.block.checkb
+ organization output
+ address output
+ format.edition output
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {mastersthesis}
+{ output.bibitem
+ format.authors "author" output.check
+ author format.key output % special for
+ output.year.check % apalike
+ new.block
+ format.title "title" output.check
+ new.block
+ "Master's thesis" format.thesis.type output.nonnull
+ school "school" output.check
+ address output
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {misc}
+{ output.bibitem
+ format.authors output
+ author format.key output % special for
+ output.year.check % apalike
+ new.block
+ format.title output
+ new.block
+ howpublished output
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {phdthesis}
+{ output.bibitem
+ format.authors "author" output.check
+ author format.key output % special for
+ output.year.check % apalike
+ new.block
+ format.btitle "title" output.check
+ new.block
+ "PhD thesis" format.thesis.type output.nonnull
+ school "school" output.check
+ address output
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {proceedings}
+{ output.bibitem
+ format.editors output
+ editor format.key output % special for
+ output.year.check % apalike
+ new.block
+ format.btitle "title" output.check
+ format.bvolume output
+ format.number.series output
+ address output % for apalike
+ new.sentence % we always output
+ organization output % a nonempty organization
+ publisher output % here
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {techreport}
+{ output.bibitem
+ format.authors "author" output.check
+ author format.key output % special for
+ output.year.check % apalike
+ new.block
+ format.title "title" output.check
+ new.block
+ format.tr.number output.nonnull
+ institution "institution" output.check
+ address output
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {unpublished}
+{ output.bibitem
+ format.authors "author" output.check
+ author format.key output % special for
+ output.year.check % apalike
+ new.block
+ format.title "title" output.check
+ new.block
+ note "note" output.check
+ fin.entry
+}
+
+FUNCTION {default.type} { misc }
+
+MACRO {jan} {"\phdthesisbibJanuary"}
+
+MACRO {feb} {"\phdthesisbibFebruary"}
+
+MACRO {mar} {"\phdthesisbibMarch"}
+
+MACRO {apr} {"\phdthesisbibApril"}
+
+MACRO {may} {"\phdthesisbibMay"}
+
+MACRO {jun} {"\phdthesisbibJune"}
+
+MACRO {jul} {"\phdthesisbibJuly"}
+
+MACRO {aug} {"\phdthesisbibAugust"}
+
+MACRO {sep} {"\phdthesisbibSeptember"}
+
+MACRO {oct} {"\phdthesisbibOctober"}
+
+MACRO {nov} {"\phdthesisbibNovember"}
+
+MACRO {dec} {"\phdthesisbibDecember"}
+
+MACRO {acmcs} {"ACM Computing Surveys"}
+
+MACRO {acta} {"Acta Informatica"}
+
+MACRO {cacm} {"Communications of the ACM"}
+
+MACRO {ibmjrd} {"IBM Journal of Research and Development"}
+
+MACRO {ibmsj} {"IBM Systems Journal"}
+
+MACRO {ieeese} {"IEEE Transactions on Software Engineering"}
+
+MACRO {ieeetc} {"IEEE Transactions on Computers"}
+
+MACRO {ieeetcad}
+ {"IEEE Transactions on Computer-Aided Design of Integrated Circuits"}
+
+MACRO {ipl} {"Information Processing Letters"}
+
+MACRO {jacm} {"Journal of the ACM"}
+
+MACRO {jcss} {"Journal of Computer and System Sciences"}
+
+MACRO {scp} {"Science of Computer Programming"}
+
+MACRO {sicomp} {"SIAM Journal on Computing"}
+
+MACRO {tocs} {"ACM Transactions on Computer Systems"}
+
+MACRO {tods} {"ACM Transactions on Database Systems"}
+
+MACRO {tog} {"ACM Transactions on Graphics"}
+
+MACRO {toms} {"ACM Transactions on Mathematical Software"}
+
+MACRO {toois} {"ACM Transactions on Office Information Systems"}
+
+MACRO {toplas} {"ACM Transactions on Programming Languages and Systems"}
+
+MACRO {tcs} {"Theoretical Computer Science"}
+
+READ
+
+FUNCTION {sortify}
+{ purify$
+ "l" change.case$
+}
+
+INTEGERS { len }
+
+FUNCTION {chop.word}
+{ 's :=
+ 'len :=
+ s #1 len substring$ =
+ { s len #1 + global.max$ substring$ }
+ 's
+ if$
+}
+
+% There are three apalike cases: one person (Jones),
+% two (Jones and de~Bruijn), and more (Jones et~al.).
+% This function is much like format.crossref.editors.
+%
+% Note that if more than one name exist, the "et al." is output
+FUNCTION {format.lab.names}
+{ 's :=
+ s #1 "{vv~}{ll}" format.name$
+ s num.names$ duplicate$
+ #1 >
+ { pop$ " et~al." * }
+ { #2 <
+ 'skip$
+ { s #2 "{ff }{vv }{ll}{ jj}" format.name$ "others" =
+ { " \phdthesisbibetal" * }
+ { " \phdthesisbiband\ " * s #2 "{vv~}{ll}" format.name$ * }
+ if$
+ }
+ if$
+ }
+ if$
+}
+
+FUNCTION {author.key.label}
+{ author empty$
+ { key empty$
+ { cite$ #1 #3 substring$ }
+ 'key % apalike uses the whole key
+ if$
+ }
+ { author format.lab.names }
+ if$
+}
+
+FUNCTION {author.editor.key.label}
+{ author empty$
+ { editor empty$
+ { key empty$
+ { cite$ #1 #3 substring$ }
+ 'key % apalike uses the whole key
+ if$
+ }
+ { editor format.lab.names }
+ if$
+ }
+ { author format.lab.names }
+ if$
+}
+
+FUNCTION {editor.key.label}
+{ editor empty$
+ { key empty$
+ { cite$ #1 #3 substring$ }
+ 'key % apalike uses the whole key, no organization
+ if$
+ }
+ { editor format.lab.names }
+ if$
+}
+
+FUNCTION {calc.label}
+{ type$ "book" =
+ type$ "inbook" =
+ or
+ 'author.editor.key.label
+ { type$ "proceedings" =
+ 'editor.key.label % apalike ignores organization
+ 'author.key.label % for labeling and sorting
+ if$
+ }
+ if$
+ ", " % these three lines are
+ * % for apalike, which
+ year field.or.null purify$ #-1 #4 substring$ % uses all four digits
+ *
+ 'label :=
+}
+
+FUNCTION {sort.format.names}
+{ 's :=
+ #1 'nameptr :=
+ ""
+ s num.names$ 'numnames :=
+ numnames 'namesleft :=
+ { namesleft #0 > }
+ { nameptr #1 >
+ { " " * }
+ 'skip$
+ if$ % apalike uses initials
+ s nameptr "{vv{ } }{ll{ }}{ f{ }}{ jj{ }}" format.name$ 't := % <= here
+ nameptr numnames = t "others" = and
+ { "et al" * }
+ { t sortify * }
+ if$
+ nameptr #1 + 'nameptr :=
+ namesleft #1 - 'namesleft :=
+ }
+ while$
+}
+
+FUNCTION {sort.format.title}
+{ 't :=
+ "A " #2
+ "An " #3
+ "The " #4 t chop.word
+ chop.word
+ chop.word
+ sortify
+ #1 global.max$ substring$
+}
+
+FUNCTION {author.sort}
+{ author empty$
+ { key empty$
+ { "to sort, need author or key in " cite$ * warning$
+ ""
+ }
+ { key sortify }
+ if$
+ }
+ { author sort.format.names }
+ if$
+}
+
+FUNCTION {author.editor.sort}
+{ author empty$
+ { editor empty$
+ { key empty$
+ { "to sort, need author, editor, or key in " cite$ * warning$
+ ""
+ }
+ { key sortify }
+ if$
+ }
+ { editor sort.format.names }
+ if$
+ }
+ { author sort.format.names }
+ if$
+}
+
+FUNCTION {editor.sort}
+{ editor empty$
+ { key empty$
+ { "to sort, need editor or key in " cite$ * warning$
+ ""
+ }
+ { key sortify }
+ if$
+ }
+ { editor sort.format.names }
+ if$
+}
+
+% apalike uses two sorting passes; the first one sets the
+% labels so that the `a's, `b's, etc. can be computed;
+% the second pass puts the references in "correct" order.
+% The presort function is for the first pass. It computes
+% label, sort.label, and title, and then concatenates.
+FUNCTION {presort}
+{ calc.label
+ label sortify
+ " "
+ *
+ type$ "book" =
+ type$ "inbook" =
+ or
+ 'author.editor.sort
+ { type$ "proceedings" =
+ 'editor.sort
+ 'author.sort
+ if$
+ }
+ if$
+ #1 entry.max$ substring$ % for
+ 'sort.label := % apalike
+ sort.label % style
+ *
+ " "
+ *
+ title field.or.null
+ sort.format.title
+ *
+ #1 entry.max$ substring$
+ 'sort.key$ :=
+}
+
+ITERATE {presort}
+
+%SORT % by label, sort.label, title---for final label calculation
+
+STRINGS { last.label next.extra } % apalike labels are only for the text;
+
+INTEGERS { last.extra.num } % there are none in the bibliography
+
+FUNCTION {initialize.extra.label.stuff} % and hence there is no `longest.label'
+{ #0 int.to.chr$ 'last.label :=
+ "" 'next.extra :=
+ #0 'last.extra.num :=
+}
+
+FUNCTION {forward.pass}
+{ last.label label =
+ { last.extra.num #1 + 'last.extra.num :=
+ last.extra.num int.to.chr$ 'extra.label :=
+ }
+ { "a" chr.to.int$ 'last.extra.num :=
+ "" 'extra.label :=
+ label 'last.label :=
+ }
+ if$
+}
+
+FUNCTION {reverse.pass}
+{ next.extra "b" =
+ { "a" 'extra.label := }
+ 'skip$
+ if$
+ label extra.label * 'label :=
+ extra.label 'next.extra :=
+}
+
+EXECUTE {initialize.extra.label.stuff}
+
+ITERATE {forward.pass}
+
+REVERSE {reverse.pass}
+
+% Now that the label is right we sort for real,
+% on sort.label then year then title. This is
+% for the second sorting pass.
+FUNCTION {bib.sort.order}
+{ sort.label
+ " "
+ *
+ year field.or.null sortify
+ *
+ " "
+ *
+ title field.or.null
+ sort.format.title
+ *
+ #1 entry.max$ substring$
+ 'sort.key$ :=
+}
+
+ITERATE {bib.sort.order}
+
+%SORT % by sort.label, year, title---giving final bibliography order
+
+FUNCTION {begin.bib}
+{ preamble$ empty$ % no \etalchar in apalike
+ 'skip$
+ { preamble$ write$ newline$ }
+ if$
+ "\begin{thebibliography}{}" write$ newline$ % no labels in apalike
+}
+
+EXECUTE {begin.bib}
+
+EXECUTE {init.state.consts}
+
+ITERATE {call.type$}
+
+FUNCTION {end.bib}
+{ newline$
+ "\end{thebibliography}" write$ newline$
+}
+
+EXECUTE {end.bib}
diff --git a/phdthesisnum.bst b/phdthesisnum.bst
new file mode 100644
index 0000000..d633a8d
--- /dev/null
+++ b/phdthesisnum.bst
@@ -0,0 +1,1157 @@
+% Update to have a sorting order by year, by authors.
+
+% ACM Transactions bibliography style (24-Jan-88 version)
+% A lot like abbrv.bst, but names come out "Last, initials", and in \sc.
+% Some dates are parenthesized.
+%
+% History
+% 2/ 6/86 (HWT) Original version, by Howard Trickey.
+% 3/ 5/86 (HWT) Put in pp. everywhere but articles, as per ACM style.
+% 1/24/88 (OP&HWT) Updated for BibTeX version 0.99a, Oren Patashnik;
+% corrected the abbreviations to "Mar." and "Sept.";
+% THIS `acm' VERSION DOES NOT WORK WITH BIBTEX 0.98i.
+% 07/09/13 (SG) Adapted for PHD thesis.
+
+ENTRY
+ { address
+ author
+ booktitle
+ chapter
+ edition
+ editor
+ howpublished
+ institution
+ journal
+ key
+ month
+ note
+ number
+ organization
+ pages
+ publisher
+ school
+ series
+ title
+ type
+ volume
+ year
+ }
+ {}
+ { label }
+
+INTEGERS { output.state before.all mid.sentence after.sentence after.block }
+
+FUNCTION {init.state.consts}
+{ #0 'before.all :=
+ #1 'mid.sentence :=
+ #2 'after.sentence :=
+ #3 'after.block :=
+}
+
+STRINGS { s t nt }
+
+FUNCTION {output.nonnull}
+{ 's :=
+ output.state mid.sentence =
+ { ", " * write$ }
+ { output.state after.block =
+ { add.period$ write$
+ newline$
+ "\newblock " write$
+ }
+ { output.state before.all =
+ 'write$
+ { add.period$ " " * write$ }
+ if$
+ }
+ if$
+ mid.sentence 'output.state :=
+ }
+ if$
+ s
+}
+
+FUNCTION {output}
+{ duplicate$ empty$
+ 'pop$
+ 'output.nonnull
+ if$
+}
+
+FUNCTION {output.check}
+{ 't :=
+ duplicate$ empty$
+ { pop$ "empty " t * " in " * cite$ * warning$ }
+ 'output.nonnull
+ if$
+}
+
+FUNCTION {output.bibitem}
+{ newline$
+ "\bibitem{" write$
+ cite$ write$
+ "}{" write$
+ newline$
+ ""
+ before.all 'output.state :=
+}
+
+FUNCTION {fin.entry}
+{ add.period$
+ "}" *
+ write$
+ newline$
+}
+
+FUNCTION {new.block}
+{ output.state before.all =
+ 'skip$
+ { after.block 'output.state := }
+ if$
+}
+
+FUNCTION {new.sentence}
+{ output.state after.block =
+ 'skip$
+ { output.state before.all =
+ 'skip$
+ { after.sentence 'output.state := }
+ if$
+ }
+ if$
+}
+
+FUNCTION {not}
+{ { #0 }
+ { #1 }
+ if$
+}
+
+FUNCTION {and}
+{ 'skip$
+ { pop$ #0 }
+ if$
+}
+
+FUNCTION {or}
+{ { pop$ #1 }
+ 'skip$
+ if$
+}
+
+FUNCTION {new.block.checka}
+{ empty$
+ 'skip$
+ 'new.block
+ if$
+}
+
+FUNCTION {new.block.checkb}
+{ empty$
+ swap$ empty$
+ and
+ 'skip$
+ 'new.block
+ if$
+}
+
+FUNCTION {field.or.null}
+{ duplicate$ empty$
+ { pop$ "" }
+ 'skip$
+ if$
+}
+
+FUNCTION {emphasize}
+{ duplicate$ empty$
+ { pop$ "" }
+ { "\phdthesisbibemph{" swap$ * "}" * }
+ if$
+}
+
+FUNCTION {emphasizeic}
+{ duplicate$ empty$
+ { pop$ "" }
+ { "\phdthesisbibemph{" swap$ * "}" * }
+ if$
+}
+
+FUNCTION {scapify}
+{ duplicate$ empty$
+ { pop$ "" }
+ { "{\sc " swap$ * "}" * }
+ if$
+}
+
+INTEGERS { nameptr namesleft numnames }
+
+FUNCTION {format.names}
+{ 's :=
+ #1 'nameptr :=
+ s num.names$ 'numnames :=
+ numnames 'namesleft :=
+ { namesleft #0 > }
+ { s nameptr "{ll}" format.name$
+ purify$ "l" change.case$ 'nt :=
+ s nameptr "{vv~}{ll}{, jj}{, f.}" format.name$ 't :=
+ "\underlineifauthor{" nt * "}{" * t * "}" * 't :=
+ nameptr #1 >
+ { namesleft #1 >
+ { ", " * t * }
+ { t "others" =
+ { ", et~al." * }
+ { ", and " * t * }
+ if$
+ }
+ if$
+ }
+ 't
+ if$
+ nameptr #1 + 'nameptr :=
+ namesleft #1 - 'namesleft :=
+ }
+ while$
+}
+
+% For names inside entries (e.g., editors of an "In ...");
+% this is exactly ABBRV.BST's `format.names' function.
+FUNCTION {format.innames}
+{ 's :=
+ #1 'nameptr :=
+ s num.names$ 'numnames :=
+ numnames 'namesleft :=
+ { namesleft #0 > }
+ { s nameptr "{f.~}{vv~}{ll}{, jj}" format.name$ 't :=
+ nameptr #1 >
+ { namesleft #1 >
+ { ", " * t * }
+ { numnames #2 >
+ { "," * }
+ 'skip$
+ if$
+ t "others" =
+ { " et~al." * }
+ { " and " * t * }
+ if$
+ }
+ if$
+ }
+ 't
+ if$
+ nameptr #1 + 'nameptr :=
+ namesleft #1 - 'namesleft :=
+ }
+ while$
+}
+
+FUNCTION {format.authors}
+{ author empty$
+ { "" }
+ { author format.names scapify }
+ if$
+}
+
+FUNCTION {format.editors}
+{ editor empty$
+ { "" }
+ { editor format.names scapify
+ editor num.names$ #1 >
+ { ", Eds." * }
+ { ", Ed." * }
+ if$
+ }
+ if$
+}
+
+FUNCTION {format.ineditors}
+{ editor empty$
+ { "" }
+ { editor format.innames
+ editor num.names$ #1 >
+ { ", Eds." * }
+ { ", Ed." * }
+ if$
+ }
+ if$
+}
+
+FUNCTION {format.title}
+{ title empty$
+ { "" }
+ { "\phdthesisbibEmph{" title "t" change.case$ * "}" * }
+ if$
+}
+
+FUNCTION {n.dashify}
+{ 't :=
+ ""
+ { t empty$ not }
+ { t #1 #1 substring$ "-" =
+ { t #1 #2 substring$ "--" = not
+ { "--" *
+ t #2 global.max$ substring$ 't :=
+ }
+ { { t #1 #1 substring$ "-" = }
+ { "-" *
+ t #2 global.max$ substring$ 't :=
+ }
+ while$
+ }
+ if$
+ }
+ { t #1 #1 substring$ *
+ t #2 global.max$ substring$ 't :=
+ }
+ if$
+ }
+ while$
+}
+
+FUNCTION {format.date}
+{ year empty$
+ { month empty$
+ { "" }
+ { "there's a month but no year in " cite$ * warning$
+ month
+ }
+ if$
+ }
+ { month empty$
+ 'year
+ { month " " * year * }
+ if$
+ }
+ if$
+}
+
+FUNCTION {format.btitle}
+{ "\phdthesisbibEmph{" title * "}" *
+}
+
+FUNCTION {tie.or.space.connect}
+{ duplicate$ text.length$ #3 <
+ { "~" }
+ { " " }
+ if$
+ swap$ * *
+}
+
+FUNCTION {either.or.check}
+{ empty$
+ 'pop$
+ { "can't use both " swap$ * " fields in " * cite$ * warning$ }
+ if$
+}
+
+FUNCTION {format.bvolume}
+{ volume empty$
+ { "" }
+ { "vol.~" volume *
+ series empty$
+ 'skip$
+ { " of " * series emphasize * }
+ if$
+ "volume and number" number either.or.check
+ }
+ if$
+}
+
+FUNCTION {format.number.series}
+{ volume empty$
+ { number empty$
+ { series field.or.null }
+ { output.state mid.sentence =
+ { "no.~" }
+ { "No.~" }
+ if$
+ number *
+ series empty$
+ { "there's a number but no series in " cite$ * warning$ }
+ { " in " * series * }
+ if$
+ }
+ if$
+ }
+ { "" }
+ if$
+}
+
+FUNCTION {format.edition}
+{ edition empty$
+ { "" }
+ { output.state mid.sentence =
+ { edition "l" change.case$ "~ed." * }
+ { edition "t" change.case$ "~ed." * }
+ if$
+ }
+ if$
+}
+
+FUNCTION {format.pages}
+{ pages empty$
+ { "" }
+ { pages n.dashify }
+ if$
+}
+
+INTEGERS { multiresult }
+
+FUNCTION {multi.page.check}
+{ 't :=
+ #0 'multiresult :=
+ { multiresult not
+ t empty$ not
+ and
+ }
+ { t #1 #1 substring$
+ duplicate$ "-" =
+ swap$ duplicate$ "," =
+ swap$ "+" =
+ or or
+ { #1 'multiresult := }
+ { t #2 global.max$ substring$ 't := }
+ if$
+ }
+ while$
+ multiresult
+}
+
+FUNCTION {format.pp.pages}
+{ pages empty$
+ { "" }
+ { pages multi.page.check
+ { "pp.~" pages n.dashify * }
+ { "p.~" pages * }
+ if$
+ }
+ if$
+}
+
+FUNCTION {format.journal.vol.num.date}
+{ journal empty$
+ { "empty journal in " cite$ * warning$
+ ""
+ }
+ { journal
+ volume empty$
+ 'skip$
+ { " " * volume * }
+ if$
+ number empty$
+ 'emphasizeic
+ { emphasize ", " * number * }
+ if$
+ year empty$
+ { "empty year in " cite$ * warning$ }
+ { " (" * format.date * ")" * }
+ if$
+ }
+ if$
+}
+
+FUNCTION {format.chapter.pages}
+{ chapter empty$
+ 'format.pp.pages
+ { type empty$
+ { "ch.~" chapter * }
+ { type "l" change.case$ chapter tie.or.space.connect }
+ if$
+ pages empty$
+ 'skip$
+ { ", " * format.pp.pages * }
+ if$
+ }
+ if$
+}
+
+FUNCTION {format.in.ed.booktitle}
+{ booktitle empty$
+ { "" }
+ { "In " booktitle emphasize *
+ editor empty$
+ 'skip$
+ { ", " * format.ineditors * }
+ if$
+ }
+ if$
+}
+
+% The proceedings title (it's on the stack) gets an (address, date) appended
+FUNCTION {format.proc.date}
+{ duplicate$ empty$
+ { pop$ "" }
+ { year empty$
+ { "empty year in " cite$ * warning$
+ address empty$
+ 'emphasize
+ { emphasizeic
+ " (" * address * ")" *
+ }
+ if$
+ }
+ { emphasizeic
+ " (" *
+ address empty$
+ 'skip$
+ { address * ", " * }
+ if$
+ format.date *
+ ")" *
+ }
+ if$
+ }
+ if$
+}
+
+FUNCTION {format.in.proc.date}
+{ booktitle empty$
+ { "" }
+ { "In " booktitle format.proc.date * }
+ if$
+}
+
+FUNCTION {empty.misc.check}
+{ author empty$ title empty$ howpublished empty$
+ month empty$ year empty$ note empty$
+ and and and and and
+ key empty$ not and
+ { "all relevant fields are empty in " cite$ * warning$ }
+ 'skip$
+ if$
+}
+
+FUNCTION {format.thesis.type}
+{ type empty$
+ 'skip$
+ { pop$
+ type "t" change.case$
+ }
+ if$
+}
+
+FUNCTION {format.tr.number}
+{ type empty$
+ { "Tech. Rep." }
+ 'type
+ if$
+ number empty$
+ { "t" change.case$ }
+ { number tie.or.space.connect }
+ if$
+}
+
+FUNCTION {format.article.crossref}
+{ key empty$
+ { journal empty$
+ { "need key or journal for " cite$ * " to crossref " * crossref *
+ warning$
+ ""
+ }
+ { "In {\em " journal * "}" * }
+ if$
+ }
+ { "In " key * }
+ if$
+ " \cite{" * crossref * "}" *
+}
+
+FUNCTION {format.crossref.editor}
+{ editor #1 "{vv~}{ll}" format.name$
+ editor num.names$ duplicate$
+ #2 >
+ { pop$ " et~al." * }
+ { #2 <
+ 'skip$
+ { editor #2 "{ff }{vv }{ll}{ jj}" format.name$ "others" =
+ { " et~al." * }
+ { " and " * editor #2 "{vv~}{ll}" format.name$ * }
+ if$
+ }
+ if$
+ }
+ if$
+}
+
+FUNCTION {format.book.crossref}
+{ volume empty$
+ { "empty volume in " cite$ * "'s crossref of " * crossref * warning$
+ "In "
+ }
+ { "Vol.~" volume *
+ " of " *
+ }
+ if$
+ editor empty$
+ editor field.or.null author field.or.null =
+ or
+ { key empty$
+ { series empty$
+ { "need editor, key, or series for " cite$ * " to crossref " *
+ crossref * warning$
+ "" *
+ }
+ { "{\em " * series * "}" * }
+ if$
+ }
+ { key * }
+ if$
+ }
+ { format.crossref.editor * }
+ if$
+ " \cite{" * crossref * "}" *
+}
+
+FUNCTION {format.incoll.inproc.crossref}
+{ editor empty$
+ editor field.or.null author field.or.null =
+ or
+ { key empty$
+ { booktitle empty$
+ { "need editor, key, or booktitle for " cite$ * " to crossref " *
+ crossref * warning$
+ ""
+ }
+ { "In {\em " booktitle * "}" * }
+ if$
+ }
+ { "In " key * }
+ if$
+ }
+ { "In " format.crossref.editor * }
+ if$
+ " \cite{" * crossref * "}" *
+}
+
+FUNCTION {article}
+{ output.bibitem
+ format.authors "author" output.check
+ new.block
+ format.title "title" output.check
+ new.block
+ crossref missing$
+ { format.journal.vol.num.date output
+ format.pages output
+ }
+ { format.article.crossref output.nonnull
+ format.pp.pages output
+ }
+ if$
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {book}
+{ output.bibitem
+ author empty$
+ { format.editors "author and editor" output.check }
+ { format.authors output.nonnull
+ crossref missing$
+ { "author and editor" editor either.or.check }
+ 'skip$
+ if$
+ }
+ if$
+ new.block
+ format.btitle "title" output.check
+ format.edition output
+ crossref missing$
+ { format.bvolume output
+ new.block
+ format.number.series output
+ new.sentence
+ publisher "publisher" output.check
+ address output
+ }
+ { new.block
+ format.book.crossref output.nonnull
+ }
+ if$
+ format.date "year" output.check
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {booklet}
+{ output.bibitem
+ format.authors output
+ new.block
+ format.title "title" output.check
+ howpublished address new.block.checkb
+ howpublished output
+ address output
+ format.date output
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {inbook}
+{ output.bibitem
+ author empty$
+ { format.editors "author and editor" output.check }
+ { format.authors output.nonnull
+ crossref missing$
+ { "author and editor" editor either.or.check }
+ 'skip$
+ if$
+ }
+ if$
+ new.block
+ format.btitle "title" output.check
+ format.edition output
+ crossref missing$
+ { format.bvolume output
+ new.block
+ format.number.series output
+ new.sentence
+ publisher "publisher" output.check
+ address output
+ }
+ { new.block
+ format.book.crossref output.nonnull
+ }
+ if$
+ format.date "year" output.check
+ format.chapter.pages "chapter and pages" output.check
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {incollection}
+{ output.bibitem
+ format.authors "author" output.check
+ new.block
+ format.title "title" output.check
+ new.block
+ crossref missing$
+ { format.in.ed.booktitle "booktitle" output.check
+ format.edition output
+ format.bvolume output
+ format.number.series output
+ new.sentence
+ publisher "publisher" output.check
+ address output
+ format.date "year" output.check
+ }
+ { format.incoll.inproc.crossref output.nonnull }
+ if$
+ format.chapter.pages output
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {inproceedings}
+{ output.bibitem
+ format.authors "author" output.check
+ new.block
+ format.title "title" output.check
+ new.block
+ crossref missing$
+ { format.in.proc.date "booktitle" output.check
+ format.ineditors output
+ format.bvolume output
+ format.number.series output
+ organization output
+ publisher output
+ }
+ { format.incoll.inproc.crossref output.nonnull }
+ if$
+ format.pp.pages output
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {conference} { inproceedings }
+
+FUNCTION {manual}
+{ output.bibitem
+ author empty$
+ { organization scapify output }
+ { format.authors output.nonnull }
+ if$
+ new.block
+ format.btitle "title" output.check
+ format.edition output
+ author empty$
+ { address new.block.checka }
+ { organization address new.block.checkb
+ organization output
+ }
+ if$
+ address output
+ format.date output
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {mastersthesis}
+{ output.bibitem
+ format.authors "author" output.check
+ new.block
+ format.title "title" output.check
+ new.block
+ "Master's thesis" format.thesis.type output.nonnull
+ school "school" output.check
+ address output
+ format.date "year" output.check
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {misc}
+{ output.bibitem
+ format.authors output
+ title howpublished new.block.checkb
+ format.title output
+ howpublished new.block.checka
+ howpublished output
+ format.date output
+ new.block
+ note output
+ fin.entry
+ empty.misc.check
+}
+
+FUNCTION {phdthesis}
+{ output.bibitem
+ format.authors "author" output.check
+ new.block
+ format.btitle "title" output.check
+ new.block
+ "PhD thesis" format.thesis.type output.nonnull
+ school "school" output.check
+ address output
+ format.date "year" output.check
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {proceedings}
+{ output.bibitem
+ editor empty$
+ { organization scapify output }
+ { format.editors output.nonnull }
+ if$
+ new.block
+ title format.proc.date "title" output.check
+ format.bvolume output
+ format.number.series output
+ editor empty$
+ 'skip$
+ { organization output }
+ if$
+ publisher output
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {techreport}
+{ output.bibitem
+ format.authors "author" output.check
+ new.block
+ format.title "title" output.check
+ new.block
+ format.tr.number output.nonnull
+ institution "institution" output.check
+ address output
+ format.date "year" output.check
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {unpublished}
+{ output.bibitem
+ format.authors "author" output.check
+ new.block
+ format.title "title" output.check
+ new.block
+ note "note" output.check
+ format.date output
+ fin.entry
+}
+
+FUNCTION {default.type} { misc }
+
+MACRO {jan} {"Jan."}
+
+MACRO {feb} {"Feb."}
+
+MACRO {mar} {"Mar."}
+
+MACRO {apr} {"Apr."}
+
+MACRO {may} {"May"}
+
+MACRO {jun} {"June"}
+
+MACRO {jul} {"July"}
+
+MACRO {aug} {"Aug."}
+
+MACRO {sep} {"Sept."}
+
+MACRO {oct} {"Oct."}
+
+MACRO {nov} {"Nov."}
+
+MACRO {dec} {"Dec."}
+
+MACRO {acmcs} {"ACM Comput. Surv."}
+
+MACRO {acta} {"Acta Inf."}
+
+MACRO {cacm} {"Commun. ACM"}
+
+MACRO {ibmjrd} {"IBM J. Res. Dev."}
+
+MACRO {ibmsj} {"IBM Syst.~J."}
+
+MACRO {ieeese} {"IEEE Trans. Softw. Eng."}
+
+MACRO {ieeetc} {"IEEE Trans. Comput."}
+
+MACRO {ieeetcad}
+ {"IEEE Trans. Comput.-Aided Design Integrated Circuits"}
+
+MACRO {ipl} {"Inf. Process. Lett."}
+
+MACRO {jacm} {"J.~ACM"}
+
+MACRO {jcss} {"J.~Comput. Syst. Sci."}
+
+MACRO {scp} {"Sci. Comput. Programming"}
+
+MACRO {sicomp} {"SIAM J. Comput."}
+
+MACRO {tocs} {"ACM Trans. Comput. Syst."}
+
+MACRO {tods} {"ACM Trans. Database Syst."}
+
+MACRO {tog} {"ACM Trans. Gr."}
+
+MACRO {toms} {"ACM Trans. Math. Softw."}
+
+MACRO {toois} {"ACM Trans. Office Inf. Syst."}
+
+MACRO {toplas} {"ACM Trans. Program. Lang. Syst."}
+
+MACRO {tcs} {"Theoretical Comput. Sci."}
+
+READ
+
+FUNCTION {sortify}
+{ purify$
+ "l" change.case$
+}
+
+INTEGERS { len }
+
+FUNCTION {chop.word}
+{ 's :=
+ 'len :=
+ s #1 len substring$ =
+ { s len #1 + global.max$ substring$ }
+ 's
+ if$
+}
+
+FUNCTION {sort.format.names}
+{ 's :=
+ #1 'nameptr :=
+ ""
+ s num.names$ 'numnames :=
+ numnames 'namesleft :=
+ { namesleft #0 > }
+ { nameptr #1 >
+ { " " * }
+ 'skip$
+ if$
+ s nameptr "{vv{ } }{ll{ }}{ f{ }}{ jj{ }}" format.name$ 't :=
+ nameptr numnames = t "others" = and
+ { "et al" * }
+ { t sortify * }
+ if$
+ nameptr #1 + 'nameptr :=
+ namesleft #1 - 'namesleft :=
+ }
+ while$
+}
+
+FUNCTION {sort.format.title}
+{ 't :=
+ "A " #2
+ "An " #3
+ "The " #4 t chop.word
+ chop.word
+ chop.word
+ sortify
+ #1 global.max$ substring$
+}
+
+FUNCTION {year.author.sort}
+{ year empty$
+ { author empty$
+ { "to sort, need year or author in " cite$ * warning$
+ ""
+ }
+ { author sort.format.names }
+ if$
+ }
+ { year sortify }
+ if$
+}
+
+FUNCTION {year.author.editor.sort}
+{ year empty$
+ { author empty$
+ { editor empty$
+ { key empty$
+ { "to sort, need yeary, author, editor, or key in " cite$ * warning$
+ ""
+ }
+ { key sortify }
+ if$
+ }
+ { editor sort.format.names }
+ if$
+ }
+ { author sort.format.names }
+ if$
+ }
+ { year sortify }
+ if$
+}
+
+FUNCTION {year.author.organization.sort}
+{ year empty$
+ { author empty$
+ { organization empty$
+ { key empty$
+ { "to sort, need year, author, organization, or key in " cite$ * warning$
+ ""
+ }
+ { key sortify }
+ if$
+ }
+ { "The " #4 organization chop.word sortify }
+ if$
+ }
+ { author sort.format.names }
+ if$
+ }
+ { year sortify }
+ if$
+}
+
+FUNCTION {year.editor.organization.sort}
+{ year empty$
+ { editor empty$
+ { organization empty$
+ { key empty$
+ { "to sort, need year, editor, organization, or key in " cite$ * warning$
+ ""
+ }
+ { key sortify }
+ if$
+ }
+ { "The " #4 organization chop.word sortify }
+ if$
+ }
+ { editor sort.format.names }
+ if$
+ }
+ { year sortify }
+ if$
+}
+
+FUNCTION {presort}
+{ type$ "book" =
+ type$ "inbook" =
+ or
+ 'year.author.editor.sort
+ { type$ "proceedings" =
+ 'year.editor.organization.sort
+ { type$ "manual" =
+ 'year.author.organization.sort
+ 'year.author.sort
+ if$
+ }
+ if$
+ }
+ if$
+ " "
+ *
+ author field.or.null sort.format.names
+ *
+ " "
+ *
+ editor field.or.null sort.format.names
+ *
+ " "
+ *
+ title field.or.null
+ sort.format.title
+ *
+ #1 entry.max$ substring$
+ 'sort.key$ :=
+}
+
+ITERATE {presort}
+
+SORT
+
+STRINGS { longest.label }
+
+INTEGERS { number.label longest.label.width }
+
+FUNCTION {initialize.longest.label}
+{ "" 'longest.label :=
+ #1 'number.label :=
+ #0 'longest.label.width :=
+}
+
+FUNCTION {longest.label.pass}
+{ number.label int.to.str$ 'label :=
+ number.label #1 + 'number.label :=
+ label width$ longest.label.width >
+ { label 'longest.label :=
+ label width$ 'longest.label.width :=
+ }
+ 'skip$
+ if$
+}
+
+EXECUTE {initialize.longest.label}
+
+ITERATE {longest.label.pass}
+
+FUNCTION {begin.bib}
+{ preamble$ empty$
+ 'skip$
+ { preamble$ write$ newline$ }
+ if$
+ "\begin{thebibliography}{" longest.label * "}" * write$ newline$
+}
+
+EXECUTE {begin.bib}
+
+EXECUTE {init.state.consts}
+
+ITERATE {call.type$}
+
+FUNCTION {end.bib}
+{ newline$
+ "\end{thebibliography}" write$ newline$
+}
+
+EXECUTE {end.bib}
diff --git a/phdthesisnumunsort.bst b/phdthesisnumunsort.bst
new file mode 100644
index 0000000..1e58956
--- /dev/null
+++ b/phdthesisnumunsort.bst
@@ -0,0 +1,1157 @@
+% Update to have no sorting.
+
+% ACM Transactions bibliography style (24-Jan-88 version)
+% A lot like abbrv.bst, but names come out "Last, initials", and in \sc.
+% Some dates are parenthesized.
+%
+% History
+% 2/ 6/86 (HWT) Original version, by Howard Trickey.
+% 3/ 5/86 (HWT) Put in pp. everywhere but articles, as per ACM style.
+% 1/24/88 (OP&HWT) Updated for BibTeX version 0.99a, Oren Patashnik;
+% corrected the abbreviations to "Mar." and "Sept.";
+% THIS `acm' VERSION DOES NOT WORK WITH BIBTEX 0.98i.
+% 07/09/13 (SG) Adapted for PHD thesis.
+
+ENTRY
+ { address
+ author
+ booktitle
+ chapter
+ edition
+ editor
+ howpublished
+ institution
+ journal
+ key
+ month
+ note
+ number
+ organization
+ pages
+ publisher
+ school
+ series
+ title
+ type
+ volume
+ year
+ }
+ {}
+ { label }
+
+INTEGERS { output.state before.all mid.sentence after.sentence after.block }
+
+FUNCTION {init.state.consts}
+{ #0 'before.all :=
+ #1 'mid.sentence :=
+ #2 'after.sentence :=
+ #3 'after.block :=
+}
+
+STRINGS { s t nt }
+
+FUNCTION {output.nonnull}
+{ 's :=
+ output.state mid.sentence =
+ { ", " * write$ }
+ { output.state after.block =
+ { add.period$ write$
+ newline$
+ "\newblock " write$
+ }
+ { output.state before.all =
+ 'write$
+ { add.period$ " " * write$ }
+ if$
+ }
+ if$
+ mid.sentence 'output.state :=
+ }
+ if$
+ s
+}
+
+FUNCTION {output}
+{ duplicate$ empty$
+ 'pop$
+ 'output.nonnull
+ if$
+}
+
+FUNCTION {output.check}
+{ 't :=
+ duplicate$ empty$
+ { pop$ "empty " t * " in " * cite$ * warning$ }
+ 'output.nonnull
+ if$
+}
+
+FUNCTION {output.bibitem}
+{ newline$
+ "\bibitem{" write$
+ cite$ write$
+ "}{" write$
+ newline$
+ ""
+ before.all 'output.state :=
+}
+
+FUNCTION {fin.entry}
+{ add.period$
+ "}" *
+ write$
+ newline$
+}
+
+FUNCTION {new.block}
+{ output.state before.all =
+ 'skip$
+ { after.block 'output.state := }
+ if$
+}
+
+FUNCTION {new.sentence}
+{ output.state after.block =
+ 'skip$
+ { output.state before.all =
+ 'skip$
+ { after.sentence 'output.state := }
+ if$
+ }
+ if$
+}
+
+FUNCTION {not}
+{ { #0 }
+ { #1 }
+ if$
+}
+
+FUNCTION {and}
+{ 'skip$
+ { pop$ #0 }
+ if$
+}
+
+FUNCTION {or}
+{ { pop$ #1 }
+ 'skip$
+ if$
+}
+
+FUNCTION {new.block.checka}
+{ empty$
+ 'skip$
+ 'new.block
+ if$
+}
+
+FUNCTION {new.block.checkb}
+{ empty$
+ swap$ empty$
+ and
+ 'skip$
+ 'new.block
+ if$
+}
+
+FUNCTION {field.or.null}
+{ duplicate$ empty$
+ { pop$ "" }
+ 'skip$
+ if$
+}
+
+FUNCTION {emphasize}
+{ duplicate$ empty$
+ { pop$ "" }
+ { "\phdthesisbibemph{" swap$ * "}" * }
+ if$
+}
+
+FUNCTION {emphasizeic}
+{ duplicate$ empty$
+ { pop$ "" }
+ { "\phdthesisbibemph{" swap$ * "}" * }
+ if$
+}
+
+FUNCTION {scapify}
+{ duplicate$ empty$
+ { pop$ "" }
+ { "{\sc " swap$ * "}" * }
+ if$
+}
+
+INTEGERS { nameptr namesleft numnames }
+
+FUNCTION {format.names}
+{ 's :=
+ #1 'nameptr :=
+ s num.names$ 'numnames :=
+ numnames 'namesleft :=
+ { namesleft #0 > }
+ { s nameptr "{ll}" format.name$
+ purify$ "l" change.case$ 'nt :=
+ s nameptr "{vv~}{ll}{, jj}{, f.}" format.name$ 't :=
+ "\underlineifauthor{" nt * "}{" * t * "}" * 't :=
+ nameptr #1 >
+ { namesleft #1 >
+ { ", " * t * }
+ { t "others" =
+ { ", et~al." * }
+ { ", and " * t * }
+ if$
+ }
+ if$
+ }
+ 't
+ if$
+ nameptr #1 + 'nameptr :=
+ namesleft #1 - 'namesleft :=
+ }
+ while$
+}
+
+% For names inside entries (e.g., editors of an "In ...");
+% this is exactly ABBRV.BST's `format.names' function.
+FUNCTION {format.innames}
+{ 's :=
+ #1 'nameptr :=
+ s num.names$ 'numnames :=
+ numnames 'namesleft :=
+ { namesleft #0 > }
+ { s nameptr "{f.~}{vv~}{ll}{, jj}" format.name$ 't :=
+ nameptr #1 >
+ { namesleft #1 >
+ { ", " * t * }
+ { numnames #2 >
+ { "," * }
+ 'skip$
+ if$
+ t "others" =
+ { " et~al." * }
+ { " and " * t * }
+ if$
+ }
+ if$
+ }
+ 't
+ if$
+ nameptr #1 + 'nameptr :=
+ namesleft #1 - 'namesleft :=
+ }
+ while$
+}
+
+FUNCTION {format.authors}
+{ author empty$
+ { "" }
+ { author format.names scapify }
+ if$
+}
+
+FUNCTION {format.editors}
+{ editor empty$
+ { "" }
+ { editor format.names scapify
+ editor num.names$ #1 >
+ { ", Eds." * }
+ { ", Ed." * }
+ if$
+ }
+ if$
+}
+
+FUNCTION {format.ineditors}
+{ editor empty$
+ { "" }
+ { editor format.innames
+ editor num.names$ #1 >
+ { ", Eds." * }
+ { ", Ed." * }
+ if$
+ }
+ if$
+}
+
+FUNCTION {format.title}
+{ title empty$
+ { "" }
+ { "\phdthesisbibEmph{" title "t" change.case$ * "}" * }
+ if$
+}
+
+FUNCTION {n.dashify}
+{ 't :=
+ ""
+ { t empty$ not }
+ { t #1 #1 substring$ "-" =
+ { t #1 #2 substring$ "--" = not
+ { "--" *
+ t #2 global.max$ substring$ 't :=
+ }
+ { { t #1 #1 substring$ "-" = }
+ { "-" *
+ t #2 global.max$ substring$ 't :=
+ }
+ while$
+ }
+ if$
+ }
+ { t #1 #1 substring$ *
+ t #2 global.max$ substring$ 't :=
+ }
+ if$
+ }
+ while$
+}
+
+FUNCTION {format.date}
+{ year empty$
+ { month empty$
+ { "" }
+ { "there's a month but no year in " cite$ * warning$
+ month
+ }
+ if$
+ }
+ { month empty$
+ 'year
+ { month " " * year * }
+ if$
+ }
+ if$
+}
+
+FUNCTION {format.btitle}
+{ "\phdthesisbibEmph{" title * "}" *
+}
+
+FUNCTION {tie.or.space.connect}
+{ duplicate$ text.length$ #3 <
+ { "~" }
+ { " " }
+ if$
+ swap$ * *
+}
+
+FUNCTION {either.or.check}
+{ empty$
+ 'pop$
+ { "can't use both " swap$ * " fields in " * cite$ * warning$ }
+ if$
+}
+
+FUNCTION {format.bvolume}
+{ volume empty$
+ { "" }
+ { "vol.~" volume *
+ series empty$
+ 'skip$
+ { " of " * series emphasize * }
+ if$
+ "volume and number" number either.or.check
+ }
+ if$
+}
+
+FUNCTION {format.number.series}
+{ volume empty$
+ { number empty$
+ { series field.or.null }
+ { output.state mid.sentence =
+ { "no.~" }
+ { "No.~" }
+ if$
+ number *
+ series empty$
+ { "there's a number but no series in " cite$ * warning$ }
+ { " in " * series * }
+ if$
+ }
+ if$
+ }
+ { "" }
+ if$
+}
+
+FUNCTION {format.edition}
+{ edition empty$
+ { "" }
+ { output.state mid.sentence =
+ { edition "l" change.case$ "~ed." * }
+ { edition "t" change.case$ "~ed." * }
+ if$
+ }
+ if$
+}
+
+FUNCTION {format.pages}
+{ pages empty$
+ { "" }
+ { pages n.dashify }
+ if$
+}
+
+INTEGERS { multiresult }
+
+FUNCTION {multi.page.check}
+{ 't :=
+ #0 'multiresult :=
+ { multiresult not
+ t empty$ not
+ and
+ }
+ { t #1 #1 substring$
+ duplicate$ "-" =
+ swap$ duplicate$ "," =
+ swap$ "+" =
+ or or
+ { #1 'multiresult := }
+ { t #2 global.max$ substring$ 't := }
+ if$
+ }
+ while$
+ multiresult
+}
+
+FUNCTION {format.pp.pages}
+{ pages empty$
+ { "" }
+ { pages multi.page.check
+ { "pp.~" pages n.dashify * }
+ { "p.~" pages * }
+ if$
+ }
+ if$
+}
+
+FUNCTION {format.journal.vol.num.date}
+{ journal empty$
+ { "empty journal in " cite$ * warning$
+ ""
+ }
+ { journal
+ volume empty$
+ 'skip$
+ { " " * volume * }
+ if$
+ number empty$
+ 'emphasizeic
+ { emphasize ", " * number * }
+ if$
+ year empty$
+ { "empty year in " cite$ * warning$ }
+ { " (" * format.date * ")" * }
+ if$
+ }
+ if$
+}
+
+FUNCTION {format.chapter.pages}
+{ chapter empty$
+ 'format.pp.pages
+ { type empty$
+ { "ch.~" chapter * }
+ { type "l" change.case$ chapter tie.or.space.connect }
+ if$
+ pages empty$
+ 'skip$
+ { ", " * format.pp.pages * }
+ if$
+ }
+ if$
+}
+
+FUNCTION {format.in.ed.booktitle}
+{ booktitle empty$
+ { "" }
+ { "In " booktitle emphasize *
+ editor empty$
+ 'skip$
+ { ", " * format.ineditors * }
+ if$
+ }
+ if$
+}
+
+% The proceedings title (it's on the stack) gets an (address, date) appended
+FUNCTION {format.proc.date}
+{ duplicate$ empty$
+ { pop$ "" }
+ { year empty$
+ { "empty year in " cite$ * warning$
+ address empty$
+ 'emphasize
+ { emphasizeic
+ " (" * address * ")" *
+ }
+ if$
+ }
+ { emphasizeic
+ " (" *
+ address empty$
+ 'skip$
+ { address * ", " * }
+ if$
+ format.date *
+ ")" *
+ }
+ if$
+ }
+ if$
+}
+
+FUNCTION {format.in.proc.date}
+{ booktitle empty$
+ { "" }
+ { "In " booktitle format.proc.date * }
+ if$
+}
+
+FUNCTION {empty.misc.check}
+{ author empty$ title empty$ howpublished empty$
+ month empty$ year empty$ note empty$
+ and and and and and
+ key empty$ not and
+ { "all relevant fields are empty in " cite$ * warning$ }
+ 'skip$
+ if$
+}
+
+FUNCTION {format.thesis.type}
+{ type empty$
+ 'skip$
+ { pop$
+ type "t" change.case$
+ }
+ if$
+}
+
+FUNCTION {format.tr.number}
+{ type empty$
+ { "Tech. Rep." }
+ 'type
+ if$
+ number empty$
+ { "t" change.case$ }
+ { number tie.or.space.connect }
+ if$
+}
+
+FUNCTION {format.article.crossref}
+{ key empty$
+ { journal empty$
+ { "need key or journal for " cite$ * " to crossref " * crossref *
+ warning$
+ ""
+ }
+ { "In {\em " journal * "}" * }
+ if$
+ }
+ { "In " key * }
+ if$
+ " \cite{" * crossref * "}" *
+}
+
+FUNCTION {format.crossref.editor}
+{ editor #1 "{vv~}{ll}" format.name$
+ editor num.names$ duplicate$
+ #2 >
+ { pop$ " et~al." * }
+ { #2 <
+ 'skip$
+ { editor #2 "{ff }{vv }{ll}{ jj}" format.name$ "others" =
+ { " et~al." * }
+ { " and " * editor #2 "{vv~}{ll}" format.name$ * }
+ if$
+ }
+ if$
+ }
+ if$
+}
+
+FUNCTION {format.book.crossref}
+{ volume empty$
+ { "empty volume in " cite$ * "'s crossref of " * crossref * warning$
+ "In "
+ }
+ { "Vol.~" volume *
+ " of " *
+ }
+ if$
+ editor empty$
+ editor field.or.null author field.or.null =
+ or
+ { key empty$
+ { series empty$
+ { "need editor, key, or series for " cite$ * " to crossref " *
+ crossref * warning$
+ "" *
+ }
+ { "{\em " * series * "}" * }
+ if$
+ }
+ { key * }
+ if$
+ }
+ { format.crossref.editor * }
+ if$
+ " \cite{" * crossref * "}" *
+}
+
+FUNCTION {format.incoll.inproc.crossref}
+{ editor empty$
+ editor field.or.null author field.or.null =
+ or
+ { key empty$
+ { booktitle empty$
+ { "need editor, key, or booktitle for " cite$ * " to crossref " *
+ crossref * warning$
+ ""
+ }
+ { "In {\em " booktitle * "}" * }
+ if$
+ }
+ { "In " key * }
+ if$
+ }
+ { "In " format.crossref.editor * }
+ if$
+ " \cite{" * crossref * "}" *
+}
+
+FUNCTION {article}
+{ output.bibitem
+ format.authors "author" output.check
+ new.block
+ format.title "title" output.check
+ new.block
+ crossref missing$
+ { format.journal.vol.num.date output
+ format.pages output
+ }
+ { format.article.crossref output.nonnull
+ format.pp.pages output
+ }
+ if$
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {book}
+{ output.bibitem
+ author empty$
+ { format.editors "author and editor" output.check }
+ { format.authors output.nonnull
+ crossref missing$
+ { "author and editor" editor either.or.check }
+ 'skip$
+ if$
+ }
+ if$
+ new.block
+ format.btitle "title" output.check
+ format.edition output
+ crossref missing$
+ { format.bvolume output
+ new.block
+ format.number.series output
+ new.sentence
+ publisher "publisher" output.check
+ address output
+ }
+ { new.block
+ format.book.crossref output.nonnull
+ }
+ if$
+ format.date "year" output.check
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {booklet}
+{ output.bibitem
+ format.authors output
+ new.block
+ format.title "title" output.check
+ howpublished address new.block.checkb
+ howpublished output
+ address output
+ format.date output
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {inbook}
+{ output.bibitem
+ author empty$
+ { format.editors "author and editor" output.check }
+ { format.authors output.nonnull
+ crossref missing$
+ { "author and editor" editor either.or.check }
+ 'skip$
+ if$
+ }
+ if$
+ new.block
+ format.btitle "title" output.check
+ format.edition output
+ crossref missing$
+ { format.bvolume output
+ new.block
+ format.number.series output
+ new.sentence
+ publisher "publisher" output.check
+ address output
+ }
+ { new.block
+ format.book.crossref output.nonnull
+ }
+ if$
+ format.date "year" output.check
+ format.chapter.pages "chapter and pages" output.check
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {incollection}
+{ output.bibitem
+ format.authors "author" output.check
+ new.block
+ format.title "title" output.check
+ new.block
+ crossref missing$
+ { format.in.ed.booktitle "booktitle" output.check
+ format.edition output
+ format.bvolume output
+ format.number.series output
+ new.sentence
+ publisher "publisher" output.check
+ address output
+ format.date "year" output.check
+ }
+ { format.incoll.inproc.crossref output.nonnull }
+ if$
+ format.chapter.pages output
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {inproceedings}
+{ output.bibitem
+ format.authors "author" output.check
+ new.block
+ format.title "title" output.check
+ new.block
+ crossref missing$
+ { format.in.proc.date "booktitle" output.check
+ format.ineditors output
+ format.bvolume output
+ format.number.series output
+ organization output
+ publisher output
+ }
+ { format.incoll.inproc.crossref output.nonnull }
+ if$
+ format.pp.pages output
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {conference} { inproceedings }
+
+FUNCTION {manual}
+{ output.bibitem
+ author empty$
+ { organization scapify output }
+ { format.authors output.nonnull }
+ if$
+ new.block
+ format.btitle "title" output.check
+ format.edition output
+ author empty$
+ { address new.block.checka }
+ { organization address new.block.checkb
+ organization output
+ }
+ if$
+ address output
+ format.date output
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {mastersthesis}
+{ output.bibitem
+ format.authors "author" output.check
+ new.block
+ format.title "title" output.check
+ new.block
+ "Master's thesis" format.thesis.type output.nonnull
+ school "school" output.check
+ address output
+ format.date "year" output.check
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {misc}
+{ output.bibitem
+ format.authors output
+ title howpublished new.block.checkb
+ format.title output
+ howpublished new.block.checka
+ howpublished output
+ format.date output
+ new.block
+ note output
+ fin.entry
+ empty.misc.check
+}
+
+FUNCTION {phdthesis}
+{ output.bibitem
+ format.authors "author" output.check
+ new.block
+ format.btitle "title" output.check
+ new.block
+ "PhD thesis" format.thesis.type output.nonnull
+ school "school" output.check
+ address output
+ format.date "year" output.check
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {proceedings}
+{ output.bibitem
+ editor empty$
+ { organization scapify output }
+ { format.editors output.nonnull }
+ if$
+ new.block
+ title format.proc.date "title" output.check
+ format.bvolume output
+ format.number.series output
+ editor empty$
+ 'skip$
+ { organization output }
+ if$
+ publisher output
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {techreport}
+{ output.bibitem
+ format.authors "author" output.check
+ new.block
+ format.title "title" output.check
+ new.block
+ format.tr.number output.nonnull
+ institution "institution" output.check
+ address output
+ format.date "year" output.check
+ new.block
+ note output
+ fin.entry
+}
+
+FUNCTION {unpublished}
+{ output.bibitem
+ format.authors "author" output.check
+ new.block
+ format.title "title" output.check
+ new.block
+ note "note" output.check
+ format.date output
+ fin.entry
+}
+
+FUNCTION {default.type} { misc }
+
+MACRO {jan} {"Jan."}
+
+MACRO {feb} {"Feb."}
+
+MACRO {mar} {"Mar."}
+
+MACRO {apr} {"Apr."}
+
+MACRO {may} {"May"}
+
+MACRO {jun} {"June"}
+
+MACRO {jul} {"July"}
+
+MACRO {aug} {"Aug."}
+
+MACRO {sep} {"Sept."}
+
+MACRO {oct} {"Oct."}
+
+MACRO {nov} {"Nov."}
+
+MACRO {dec} {"Dec."}
+
+MACRO {acmcs} {"ACM Comput. Surv."}
+
+MACRO {acta} {"Acta Inf."}
+
+MACRO {cacm} {"Commun. ACM"}
+
+MACRO {ibmjrd} {"IBM J. Res. Dev."}
+
+MACRO {ibmsj} {"IBM Syst.~J."}
+
+MACRO {ieeese} {"IEEE Trans. Softw. Eng."}
+
+MACRO {ieeetc} {"IEEE Trans. Comput."}
+
+MACRO {ieeetcad}
+ {"IEEE Trans. Comput.-Aided Design Integrated Circuits"}
+
+MACRO {ipl} {"Inf. Process. Lett."}
+
+MACRO {jacm} {"J.~ACM"}
+
+MACRO {jcss} {"J.~Comput. Syst. Sci."}
+
+MACRO {scp} {"Sci. Comput. Programming"}
+
+MACRO {sicomp} {"SIAM J. Comput."}
+
+MACRO {tocs} {"ACM Trans. Comput. Syst."}
+
+MACRO {tods} {"ACM Trans. Database Syst."}
+
+MACRO {tog} {"ACM Trans. Gr."}
+
+MACRO {toms} {"ACM Trans. Math. Softw."}
+
+MACRO {toois} {"ACM Trans. Office Inf. Syst."}
+
+MACRO {toplas} {"ACM Trans. Program. Lang. Syst."}
+
+MACRO {tcs} {"Theoretical Comput. Sci."}
+
+READ
+
+FUNCTION {sortify}
+{ purify$
+ "l" change.case$
+}
+
+INTEGERS { len }
+
+FUNCTION {chop.word}
+{ 's :=
+ 'len :=
+ s #1 len substring$ =
+ { s len #1 + global.max$ substring$ }
+ 's
+ if$
+}
+
+FUNCTION {sort.format.names}
+{ 's :=
+ #1 'nameptr :=
+ ""
+ s num.names$ 'numnames :=
+ numnames 'namesleft :=
+ { namesleft #0 > }
+ { nameptr #1 >
+ { " " * }
+ 'skip$
+ if$
+ s nameptr "{vv{ } }{ll{ }}{ f{ }}{ jj{ }}" format.name$ 't :=
+ nameptr numnames = t "others" = and
+ { "et al" * }
+ { t sortify * }
+ if$
+ nameptr #1 + 'nameptr :=
+ namesleft #1 - 'namesleft :=
+ }
+ while$
+}
+
+FUNCTION {sort.format.title}
+{ 't :=
+ "A " #2
+ "An " #3
+ "The " #4 t chop.word
+ chop.word
+ chop.word
+ sortify
+ #1 global.max$ substring$
+}
+
+FUNCTION {year.author.sort}
+{ year empty$
+ { author empty$
+ { "to sort, need year or author in " cite$ * warning$
+ ""
+ }
+ { author sort.format.names }
+ if$
+ }
+ { year sortify }
+ if$
+}
+
+FUNCTION {year.author.editor.sort}
+{ year empty$
+ { author empty$
+ { editor empty$
+ { key empty$
+ { "to sort, need yeary, author, editor, or key in " cite$ * warning$
+ ""
+ }
+ { key sortify }
+ if$
+ }
+ { editor sort.format.names }
+ if$
+ }
+ { author sort.format.names }
+ if$
+ }
+ { year sortify }
+ if$
+}
+
+FUNCTION {year.author.organization.sort}
+{ year empty$
+ { author empty$
+ { organization empty$
+ { key empty$
+ { "to sort, need year, author, organization, or key in " cite$ * warning$
+ ""
+ }
+ { key sortify }
+ if$
+ }
+ { "The " #4 organization chop.word sortify }
+ if$
+ }
+ { author sort.format.names }
+ if$
+ }
+ { year sortify }
+ if$
+}
+
+FUNCTION {year.editor.organization.sort}
+{ year empty$
+ { editor empty$
+ { organization empty$
+ { key empty$
+ { "to sort, need year, editor, organization, or key in " cite$ * warning$
+ ""
+ }
+ { key sortify }
+ if$
+ }
+ { "The " #4 organization chop.word sortify }
+ if$
+ }
+ { editor sort.format.names }
+ if$
+ }
+ { year sortify }
+ if$
+}
+
+FUNCTION {presort}
+{ type$ "book" =
+ type$ "inbook" =
+ or
+ 'year.author.editor.sort
+ { type$ "proceedings" =
+ 'year.editor.organization.sort
+ { type$ "manual" =
+ 'year.author.organization.sort
+ 'year.author.sort
+ if$
+ }
+ if$
+ }
+ if$
+ " "
+ *
+ author field.or.null sort.format.names
+ *
+ " "
+ *
+ editor field.or.null sort.format.names
+ *
+ " "
+ *
+ title field.or.null
+ sort.format.title
+ *
+ #1 entry.max$ substring$
+ 'sort.key$ :=
+}
+
+ITERATE {presort}
+
+%SORT
+
+STRINGS { longest.label }
+
+INTEGERS { number.label longest.label.width }
+
+FUNCTION {initialize.longest.label}
+{ "" 'longest.label :=
+ #1 'number.label :=
+ #0 'longest.label.width :=
+}
+
+FUNCTION {longest.label.pass}
+{ number.label int.to.str$ 'label :=
+ number.label #1 + 'number.label :=
+ label width$ longest.label.width >
+ { label 'longest.label :=
+ label width$ 'longest.label.width :=
+ }
+ 'skip$
+ if$
+}
+
+EXECUTE {initialize.longest.label}
+
+ITERATE {longest.label.pass}
+
+FUNCTION {begin.bib}
+{ preamble$ empty$
+ 'skip$
+ { preamble$ write$ newline$ }
+ if$
+ "\begin{thebibliography}{" longest.label * "}" * write$ newline$
+}
+
+EXECUTE {begin.bib}
+
+EXECUTE {init.state.consts}
+
+ITERATE {call.type$}
+
+FUNCTION {end.bib}
+{ newline$
+ "\end{thebibliography}" write$ newline$
+}
+
+EXECUTE {end.bib}
diff --git a/spimbasephdthesis.sty b/spimbasephdthesis.sty
new file mode 100644
index 0000000..90b2281
--- /dev/null
+++ b/spimbasephdthesis.sty
@@ -0,0 +1,457 @@
+% Document class for the PhD thesis
+%
+% Copyright (c) 2012-14 Stephane GALLAND <galland@arakhne.org>
+%
+% This program is free library; you can redistribute it and/or modify
+% it under the terms of the GNU Lesser General Public License as
+% published by the Free Software Foundation; either version 3 of the
+% License, or any later version.
+%
+% This library is distributed in the hope that it will be useful, but
+% WITHOUT ANY WARRANTY; without even the implied warranty of
+% MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
+% Lesser General Public License for more details.
+%
+% You should have received a copy of the GNU Lesser General Public
+% License along with this library; see the file COPYING. If not,
+% write to the Free Software Foundation, Inc., 59 Temple Place - Suite
+% 330, Boston, MA 02111-1307, USA.
+
+%%--------------------
+%% Declare the LaTeX class
+\NeedsTeXFormat{LaTeX2e}[1995/12/01]
+\ProvidesPackage{spimbasephdthesis}[2015/09/01]
+
+\RequirePackage{lettrine}
+
+%%--------------------
+%% Check for the correct version of tex-upmethodology
+\@ifclasslater{UPMVERSION}{2014/07/09}{}{\@latex@error{You must install a version of tex-upmethodology greater or equal to 20140710}\@eha}
+
+%%--------------------
+%% Underlining if the author's name (in bibliography)
+\newcommand{\underlineifauthor}[2]{%
+ \ifdocumentauthor{#1}{\underline{#2}}{#2}%
+}
+
+%%--------------------
+%% Utility functions
+\gdef\edspim@phdthesis@class@firstword#1 #2\@nil{#1}
+\gdef\edspim@phdthesis@class@nextwords#1 #2\@nil{#2}
+\gdef\edspim@phdthesis@class@firstcolumn#1,#2\@nil{#1}
+\gdef\edspim@phdthesis@class@nextcolumns#1,#2\@nil{#2}
+\gdef\edspim@phdthesis@class@makejury{}
+\gdef\edspim@phdthesis@class@addjury#1#2{%
+ \addjury%
+ {\expandafter\edspim@phdthesis@class@firstword\edspim@phdthesis@class@firstcolumn#2\@nil\@nil}%
+ {\expandafter\edspim@phdthesis@class@nextwords\edspim@phdthesis@class@firstcolumn#2\@nil\@nil}%
+ {#1}%
+ {\edspim@phdthesis@class@nextcolumns#2\@nil}%
+}
+
+%%--------------------
+% Define the PhD thesis document
+%\declarethesis[subtitle]{title}{defense date}{ID}
+\newcommand{\declarethesis}[4][] {
+ \declaredocument{#2}{#1}{#4}%
+ \Set{defensedate}{#3}%
+ \initialversion{\makedate{11}{04}{2006}}{PhD Thesis}{\upmpublic}%
+}
+
+%%--------------------
+% Add menber of the jury
+%\addjury[email]{firstname}{lastname}{type}{position}
+\newcommand{\upm@phdthesis@protectnl}[1]{%
+ \begingroup%
+ \let\\\newline%
+ \nohyphens{\Get{jurystyle}#1}%
+ \endgroup%
+}
+\gdef\upm@phdthesis@jurylist{}
+\global\let\thejurytab\relax
+\newcommand{\addjury}[5][]{%
+ \global\protected@edef\upm@phdthesis@jurylist{\upm@phdthesis@jurylist\protect\protect\Get{jurystyle}\protect\protect\upmmakename{#2}{#3}{~} & \protect\upm@phdthesis@protectnl{#4} & \protect\upm@phdthesis@protectnl{#5} \protect\\}%
+ \global\protected@edef\thejurytab{\protect\noindent\protect\begin{tabularx}{\Get{jurytabwidth}}{@{}llX@{}}\upm@phdthesis@jurylist\protect\end{tabularx}}%
+}
+
+%%--------------------
+% Add affiliation
+%\addlaboratory{lab description}
+\newif\ifphdthesishaslaboratory
+\global\phdthesishaslaboratoryfalse
+\newif\ifphdthesishaslaboratorymulti
+\global\phdthesishaslaboratorymultifalse
+\gdef\thethesislaboratories{}
+\newcommand{\addlaboratory}[1]{%
+ \ifphdthesishaslaboratory%
+ \phdthesishaslaboratorymultitrue%
+ \global\protected@edef\thethesislaboratories{\thethesislaboratories,\protect\\\protect{#1}}%
+ \else%
+ \phdthesishaslaboratorytrue%
+ \global\protected@edef\thethesislaboratories{\thethesislaboratories\protect{#1}}%
+ \fi%
+}
+%%--------------------
+% Reset affiliation
+%\resetlaboratories
+\newcommand{\resetlaboratories}{%
+ \global\phdthesishaslaboratoryfalse%
+ \global\phdthesishaslaboratorymultifalse%
+ \gdef\thethesislaboratories{}%
+}
+
+%%--------------------
+%% Add partner logo
+%\addpartner[picture_options]{logo_picture}
+\newif\ifpartnerlist
+\global\partnerlistfalse
+\gdef\thepartnerlist{}
+\newcommand{\addpartner}[2][height=1cm]{%
+ \ifpartnerlist%
+ \protected@xdef\thepartnerlist{\thepartnerlist\protect\hfill\protect\includegraphics[#1]{#2}}%
+ \else%
+ \global\partnerlisttrue%
+ \protected@xdef\thepartnerlist{\thepartnerlist\protect\includegraphics[height=1cm]{#2}}%
+ \fi%
+}
+
+%%--------------------
+%% Reset the list of the partner logos
+%\resetpartners
+\newif\ifpartnerlist
+\newcommand{\resetpartners}{%
+ \global\partnerlistfalse%
+ \gdef\thepartnerlist{}%
+}
+
+%%--------------------
+% Change the color of the TOC
+\let\upm@phdthesis@l@contentsline\contentsline
+\renewcommand{\contentsline}[4]{%
+ %{subsection}{\numberline {1.1.2}Extension de la plateforme \textsc {JaSIM}\xspace et Application}{18}{subsection.1.1.2}
+ \ifthenelse
+ {\equal{#1}{part}}
+ {\upm@phdthesis@l@contentsline{#1}{\textcolor{parttitlecolor}{#2}}{\textcolor{parttitlecolor}{#3}}{#4}}%
+ {\ifthenelse
+ {\equal{#1}{chapter}}
+ {\upm@phdthesis@l@contentsline{#1}{\textcolor{chaptertitlecolor}{#2}}{\textcolor{chaptertitlecolor}{#3}}{#4}}%
+ {\upm@phdthesis@l@contentsline{#1}{#2}{#3}{#4}}}%
+}
+
+%%--------------------
+% Set the abstract of the thesis
+% \thesisabstract [lang]{text}
+\newif\ifphdthesismainabstract
+\phdthesismainabstractfalse
+\newif\ifphdthesisminorabstract
+\phdthesisminorabstractfalse
+\gdef\phdthesismainabstract{}
+\gdef\phdthesisminorabstract{}
+\gdef\phdthesismainabstracttitle{R\'esum\'e~:}
+\gdef\phdthesisminorabstracttitle{Abstract:}
+\newcommand{\thesisabstract}[2][\upmcurrentlang]{%
+ \ifthenelse{\equal{\upmcurrentlang}{#1}}{%
+ \global\phdthesismainabstracttrue%
+ \gdef\phdthesismainabstract{#2}%
+ \setdocabstract{#2}%
+ \ifthenelse{\equal{english}{#1}}{%
+ \gdef\phdthesismainabstracttitle{Abstract:}
+ }{%
+ \gdef\phdthesismainabstracttitle{R\'esum\'e~:}
+ }%
+ }{%
+ \global\phdthesisminorabstracttrue%
+ \gdef\phdthesisminorabstract{#2}%
+ \ifthenelse{\equal{english}{#1}}{%
+ \gdef\phdthesisminorabstracttitle{Abstract:}
+ }{%
+ \gdef\phdthesisminorabstracttitle{R\'esum\'e~:}
+ }%
+ }%
+}
+
+%%--------------------
+% Set the keywords of the thesis
+% \thesiskeywords [lang]{keywords}
+\newif\ifphdthesismainkeywords
+\phdthesismainkeywordsfalse
+\newif\ifphdthesisminorkeywords
+\phdthesisminorkeywordsfalse
+\gdef\phdthesismainkeywords{}
+\gdef\phdthesisminorkeywords{}
+\gdef\phdthesismainkeywordstitle{}
+\gdef\phdthesisminorkeywordstitle{}
+\newcommand{\thesiskeywords}[2][\upmcurrentlang]{%
+ \ifthenelse{\equal{\upmcurrentlang}{#1}}{%
+ \global\phdthesismainkeywordstrue%
+ \gdef\phdthesismainkeywords{#2}%
+ \ifthenelse{\equal{english}{#1}}{%
+ \gdef\phdthesismainkeywordstitle{Keywords:}
+ }{%
+ \gdef\phdthesismainkeywordstitle{Mots-cl\'es~:}
+ }%
+ }{%
+ \global\phdthesisminorkeywordstrue%
+ \gdef\phdthesisminorkeywords{#2}%
+ \ifthenelse{\equal{english}{#1}}{%
+ \gdef\phdthesisminorkeywordstitle{Keywords:}
+ }{%
+ \gdef\phdthesisminorkeywordstitle{Mots-cl\'es~:}
+ }%
+ }%
+}
+
+%%--------------------
+% Utility function that is looping on the character of a text
+% \foreachchar {for first char}{for the rest of the chars}
+\gdef\@endfe{}
+\def\upm@foreachchar#1#2\@endfe{%
+ \def\thechar{#1}%
+ \upm@foreach@do%
+ \renewcommand{\onfirstchar}[1]{}%
+ \renewcommand{\onnextchar}[1]{##1}%
+ \ifthenelse{\equal{{#2}}{{\@endfe}}}{}{
+ \expandafter\upm@foreachchar#2\@endfe%
+ }%
+}
+
+\newcommand{\foreachchar}[2]{%
+ \begingroup%
+ \newcommand{\upm@foreach@do}{#2}%
+ \newcommand{\onfirstchar}[1]{##1}%
+ \newcommand{\onnextchar}[1]{}%
+ {\expandafter\upm@foreachchar#1\@endfe\@endfe}%
+ \endgroup%
+}
+
+%%--------------------
+% Build card with the PhD thesis reference ID inside.
+% This ID is given by the SPIM doctoral school.
+\newcommand{\thespimthesisdocrefcard}{%
+ \gdef\upm@spimthesis@reserveda{|}%
+ \gdef\upm@spimthesis@reservedb{}%
+ \foreachchar{\theupmdocref}{%
+ \protected@xdef\upm@spimthesis@reserveda{|c\upm@spimthesis@reserveda}%
+ \protected@xdef\upm@spimthesis@reservedb{\upm@spimthesis@reservedb \onnextchar{\protect&} \thechar}%
+ }%
+ \protected@xdef\upm@spimthesis@reserveda{%
+ \protect\tabular[c]{\upm@spimthesis@reserveda}}%
+ N\ensuremath{^{\circ}}~\upm@spimthesis@reserveda%
+ \upm@spimthesis@reservedb \\ \hline\endtabular%
+}
+
+%%--------------------
+%% Define emphazing macros
+\renewcommand{\Emph}[1]{\textcolor{emphemphtextcolor}{\textbf{#1}}}
+\renewcommand{\emph}[1]{\textcolor{emphtextcolor}{#1}}
+
+%%--------------------
+%% Macros for formating the bibliography
+\newcommand{\phdthesisbibemph}[1]{\textit{#1}}
+\newcommand{\phdthesisbibEmph}[1]{\textcolor{bibemphemphtextcolor}{\textbf{#1}}}
+\newcommand{\phdthesisbibkeyemph}[1]{\textbf{#1}}
+
+\ifthenelse{\equal{french}{\upmcurrentlang}}{
+ \gdef\phdthesisbiband{et\xspace}
+ \gdef\phdthesisbibetal{et~al.}
+ \gdef\phdthesisbibeditors{\'editeurs\xspace}
+ \gdef\phdthesisbibeditor{\'editeur\xspace}
+ \gdef\phdthesisbibvolume{volume\xspace}
+ \gdef\phdthesisbibVolume{Volume\xspace}
+ \gdef\phdthesisbibof{de\xspace}
+ \gdef\phdthesisbibvolumenumber{volume et num\'ero\xspace}
+ \gdef\phdthesisbibnumber{num\'ero\xspace}
+ \gdef\phdthesisbibNumber{Num\'ero\xspace}
+ \gdef\phdthesisbibin{dans\xspace}
+ \gdef\phdthesisbibIn{Dans\xspace}
+ \gdef\phdthesisbibedition{\'edition\xspace}
+ \gdef\phdthesisbibpages{pages\xspace}
+ \gdef\phdthesisbibpage{page\xspace}
+ \gdef\phdthesisbibchapter{chapitre\xspace}
+ \gdef\phdthesisbibtechnicalreport{Rapport technique\xspace}
+ \gdef\phdthesisbibJanuary{Janvier\xspace}
+ \gdef\phdthesisbibFebruary{F\'evrier\xspace}
+ \gdef\phdthesisbibMarch{Mars\xspace}
+ \gdef\phdthesisbibApril{Avril\xspace}
+ \gdef\phdthesisbibMay{Mai\xspace}
+ \gdef\phdthesisbibJune{Juin\xspace}
+ \gdef\phdthesisbibJuly{Juillet\xspace}
+ \gdef\phdthesisbibAugust{Ao\^ut\xspace}
+ \gdef\phdthesisbibSeptember{Septembre\xspace}
+ \gdef\phdthesisbibOctober{Octobre\xspace}
+ \gdef\phdthesisbibNovember{Novembre\xspace}
+ \gdef\phdthesisbibDecember{D\'ecembre\xspace}
+}{%
+ \gdef\phdthesisbiband{et\xspace}
+ \gdef\phdthesisbibetal{et~al.}
+ \gdef\phdthesisbibeditors{editors\xspace}
+ \gdef\phdthesisbibeditor{editor\xspace}
+ \gdef\phdthesisbibvolume{volume\xspace}
+ \gdef\phdthesisbibVolume{Volume\xspace}
+ \gdef\phdthesisbibof{of\xspace}
+ \gdef\phdthesisbibvolumenumber{volume and number\xspace}
+ \gdef\phdthesisbibnumber{number\xspace}
+ \gdef\phdthesisbibNumber{Number\xspace}
+ \gdef\phdthesisbibin{in\xspace}
+ \gdef\phdthesisbibIn{In\xspace}
+ \gdef\phdthesisbibedition{edition\xspace}
+ \gdef\phdthesisbibpages{pages\xspace}
+ \gdef\phdthesisbibpage{page\xspace}
+ \gdef\phdthesisbibchapter{chapter\xspace}
+ \gdef\phdthesisbibtechnicalreport{Technical Report\xspace}
+ \gdef\phdthesisbibJanuary{January\xspace}
+ \gdef\phdthesisbibFebruary{February\xspace}
+ \gdef\phdthesisbibMarch{March\xspace}
+ \gdef\phdthesisbibApril{April\xspace}
+ \gdef\phdthesisbibMay{May\xspace}
+ \gdef\phdthesisbibJune{June\xspace}
+ \gdef\phdthesisbibJuly{July\xspace}
+ \gdef\phdthesisbibAugust{August\xspace}
+ \gdef\phdthesisbibSeptember{September\xspace}
+ \gdef\phdthesisbibOctober{October\xspace}
+ \gdef\phdthesisbibNovember{November\xspace}
+ \gdef\phdthesisbibDecember{December\xspace}
+}
+
+%%--------------------
+%% Force the name of the bibliography and other sections for French
+\AtBeginDocument{
+ \ifthenelse{\equal{\edspimphdthesisclasslanguage}{french}}{%
+ \renewcommand{\refname}{Bibliographie}%
+ \renewcommand{\listtablename}{Liste des tables}%
+ \renewcommand{\contentsname}{Sommaire}%
+ }{}
+}
+
+%%--------------------
+%% Format the keys in the bibliography section
+\global\let\upm@phdthesis@old@biblabel\@biblabel
+\gdef\@biblabel#1{\phdthesisbibkeyemph{\upm@phdthesis@old@biblabel{#1}}}
+
+
+%%--------------------
+% Lettrine
+
+% The following macro put its parameter into a lettrine with the
+% proper layout
+\gdef\upm@phdthesis@MakeLettrine@lettrine#1{%
+ \lettrine[findent=.5mm,nindent=0pt]{\uppercase{#1}}{}%
+}
+
+% Macro that contains the string "the letter"
+\gdef\upm@phdthesis@MakeLettrine@letterstr{\string t\string h\string e\space\string l\string e\string t\string t\string e\string r}
+
+% Macro that contains the string "the character"
+\gdef\upm@phdthesis@MakeLettrine@characterstr{\string t\string h\string e\space\string c\string h\string a\string r\string a\string c\string t\string e\string r}
+
+% Macro to search for the first letter in its second parameter
+% and put it in a lettrine.
+% First parameter: are the macros to ignore and put back before
+% the lettrine. The value of this parameter will
+% evolve during the recursive calls.
+% Second parameter: TeX give the token following the macro in
+% this parameter (because the macros is always
+% invoked with only one explicit parameter).
+\newcommand{\upm@phdthesis@MakeLettrine}[2]{%
+ % Detect the meaning of the second parameter.
+ \edef\upm@phdthesis@reserveda{\meaning#2}%
+ % Test if the meaning string contains "the letter"
+ \edef\upm@phdthesis@reservedb{\noexpand\in@{\upm@phdthesis@MakeLettrine@letterstr}{\upm@phdthesis@reserveda}}%
+ \upm@phdthesis@reservedb%
+ \ifin@%
+ % The meaning indicates that the second parameter
+ % is a letter. It may be put in the lettrine.
+ % The macro \upm@phdthesis@reserveda is defined to avoid
+ % to consume the tokens written in this recursive
+ % macro. This temp macro is invoked at the end of
+ % this recursive macro. In this way it will consume
+ % the token that are available in the document core.
+ \gdef\upm@phdthesis@reserveda{#1\upm@phdthesis@MakeLettrine@lettrine{#2}}%
+ \else%
+ % Test if the meaning string contains "the character"
+ \edef\upm@phdthesis@reservedb{\noexpand\in@{\upm@phdthesis@MakeLettrine@characterstr}{\upm@phdthesis@reserveda}}%
+ \upm@phdthesis@reservedb%
+ \ifin@%
+ % The meaning indicates that the second parameter
+ % is a character. It may be put in the lettrine.
+ % The macro \upm@phdthesis@reserveda is defined to avoid
+ % to consume the tokens written in this recursive
+ % macro. This temp macro is invoked at the end of
+ % this recursive macro. In this way it will consume
+ % the token that are available in the document core.
+ \gdef\upm@phdthesis@reserveda{#1\upm@phdthesis@MakeLettrine@lettrine{#2}}%
+ \else%
+ % The meaning indicates that the second parameter
+ % is not a letter nor a character.
+ % It may be put back before the lettrine without
+ % change.
+ % The macro \upm@phdthesis@reserveda is defined to avoid
+ % to consume the tokens written in this recursive
+ % macro. This temp macro is invoked at the end of
+ % this recursive macro. In this way it will consume
+ % the token that are available in the document core.
+ \gdef\upm@phdthesis@reserveda{\upm@phdthesis@MakeLettrine{#1#2}}%
+ \fi%
+ \fi%
+ \upm@phdthesis@reserveda%
+}
+
+%%--------------------
+%% Macros for starting a chapter with a standard format
+
+% The public interface of the macro that permits to put a lettrine
+\newcommand{\chapterintrolettrine}[1]{%
+ \upm@phdthesis@MakeLettrine@lettrine#1%
+}
+
+% Output a minitoc with the standard formatting
+\newcommand{\chapterintrominitoc}{%
+ \@ifundefined{minitoc}{}{%
+ \begin{figure}[bt]%
+ \minitoc%
+ \end{figure}%
+ }%
+}
+
+% Add a lettrine and a minitoc at the next following \section
+\global\long\def\chapterintrotosection#1\section{%
+ \chapterintrominitoc%
+ \ignorespaces\upm@phdthesis@MakeLettrine{}#1%
+ \expandafter\section}
+
+% Add a lettrine and a minitoc at the next following \input
+\global\long\def\chapterintrotoinput#1\input{%
+ \chapterintrominitoc%
+ \ignorespaces\upm@phdthesis@MakeLettrine{}#1%
+ \expandafter\input}
+
+% Add a lettrine and a minitoc at the next following \include
+\global\long\def\chapterintrotoinclude#1\include{%
+ \chapterintrominitoc%
+ \ignorespaces\upm@phdthesis@MakeLettrine{}#1%
+ \expandafter\include}
+
+% No lettrine at the begining of the chapter
+\global\long\def\upm@phdthesis@chapterintro@notoc{%
+ \ignorespaces\upm@phdthesis@MakeLettrine{}}
+
+% Standard formating with looking forward for \section, \input, or \include
+\gdef\chapterintro{\@ifstar\upm@phdthesis@chapterintro@notoc\chapterintrotosection}
+
+%%--------------------
+%% Add a small message on the backcover.
+\Set{backcovermessage}{%
+ \begin{center}\tiny
+ \ifthenelse{\equal{french}{\upmcurrentlang}}{
+ Document r\'ealis\'e avec \LaTeX\ et : \\
+ le style \LaTeX\ pour Th\`ese de Doctorat cr\'e\'e par S. Galland --- \url{http://www.multiagent.fr/ThesisStyle} \\
+ la collection de paquets \texttt{tex-upmethodology} --- \url{http://www.arakhne.org/tex-upmethodology/}\\[.25cm]
+ }{
+ Document generated with \LaTeX\ and: \\
+ the \LaTeX\ style for PhD Thesis created by S. Galland --- \url{http://www.multiagent.fr/ThesisStyle} \\
+ the \texttt{tex-upmethodology} package suite --- \url{http://www.arakhne.org/tex-upmethodology/}\\[.25cm]
+ }
+ \end{center}
+}
+
+\endinput
diff --git a/spimufcphdthesis-backpage.eps b/spimufcphdthesis-backpage.eps
new file mode 100644
index 0000000..7f4da68
--- /dev/null
+++ b/spimufcphdthesis-backpage.eps
@@ -0,0 +1,10768 @@
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+ 3 1 roll 2 array astore
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+/pdfEndPage { end } def
+% PDF color state
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