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Arnaud Legrand


Contact:

arnaud.legrand@imag.fr

Webpage:

Academic Page

Resume:

Arnaud Legrand is the leader of the POLARIS team. He is a CNRS research scientist at the LIG. His research targets the management (mostly from an algorithmic point of view, i.e., scheduling, load balancing, fairness, game theory….) and performance evaluation (in particular through simulation, visualization, statistical analysis, …) of large scale distributed computing infrastructures such as clusters, grids, desktop grids, volunteer computing platforms, clouds,… when used for scientific computing. He is one of the main developers of the SimGrid project, a simulation toolkit for building simulators of distributed applications (originally designed for scheduling algorithm evaluation purposes) developed in collaboration with Henri Casanova, Martin Quinson and Frédéric Suter.

 

Education and Professional Experience

Nov. 2015
Habilitation à Diriger des Recherches, University of Grenoble
Oct. 2004-…:
Tenured Researcher for the CNRS (Chargé de Recherche) at Laboratoire d'Informatique de Grenoble.
2004-2005:
Post-Doctoral Research Associate, UCSD (USA). Collaboration with Henri Casanova, Larry Carter and Jeanne Ferrante.
2003-2004:
Post-Doctoral Research Associate, École Normale Supérieure de Lyon (France).
2000-Dec. 2003:
Ph.D. Computer Science, École Normale Supérieure de Lyon. Laboratoire de l'Informatique du Parallélisme. Thesis: Heterogeneous parallel algorithms and scheduling : static and dynamic approaches Advisors: Prof. Olivier Beaumont and Prof. Yves Robert.


Laboratoire de l'Informatique du Parallélisme   

Journal articles16 documents

  • Augustin Degomme, Arnaud Legrand, Georges Markomanolis, Martin Quinson, Mark Stillwell, et al.. Simulating MPI applications: the SMPI approach. IEEE Transactions on Parallel and Distributed Systems, Institute of Electrical and Electronics Engineers, 2017, 28 (8), pp.14. ⟨10.1109/TPDS.2017.2669305⟩. ⟨hal-01415484v2⟩
  • Henri Casanova, Arnaud Giersch, Arnaud Legrand, Martin Quinson, Frédéric Suter. Versatile, Scalable, and Accurate Simulation of Distributed Applications and Platforms. Journal of Parallel and Distributed Computing, Elsevier, 2014, 74 (10), pp.2899-2917. ⟨10.1016/j.jpdc.2014.06.008⟩. ⟨hal-01017319v2⟩
  • Arnaud Legrand, Alan Su, Frédéric Vivien. Minimizing the Stretch When Scheduling Flows of Divisible Requests. Journal of Scheduling, Springer Verlag, 2008, ⟨10.1007/s10951-008-0078-4⟩. ⟨hal-00789419⟩
  • Olivier Beaumont, Larry Carter, Jeanne Ferrante, Arnaud Legrand, Loris Marchal, et al.. Centralized Versus Distributed Schedulers for Multiple Bag-of-Tasks Applications. IEEE Transactions on Parallel and Distributed Systems, Institute of Electrical and Electronics Engineers, 2008, 19, pp.698―709. ⟨10.1109/TPDS.2007.70747⟩. ⟨hal-00789424⟩
  • Olivier Beaumont, Arnaud Legrand, Loris Marchal, Yves Robert. Pipelining broadcasts on heterogeneous platforms.. IEEE Transactions on Parallel and Distributed Systems, Institute of Electrical and Electronics Engineers, 2005. ⟨inria-00358950⟩
  • Olivier Beaumont, Arnaud Legrand, Loris Marchal, Yves Robert. Steady-state scheduling on heterogeneous clusters.. International Journal of Foundations of Computer Science, World Scientific Publishing, 2005. ⟨inria-00358951⟩
  • Arnaud Legrand, Loris Marchal, Yves Robert. Optimizing the Steady-State Throughput of Scatter and Reduce Operations on Heterogeneous Platforms. Journal of Parallel and Distributed Computing, Elsevier, 2005, 65, pp.1497―1514. ⟨10.1016/j.jpdc.2005.05.021⟩. ⟨hal-00789425⟩
  • Arnaud Legrand, Hélène Renard, Yves Robert, Frédéric Vivien. Mapping and Load-Balancing Iterative Computations on Heterogeneous Clusters with Shared Links. IEEE Transactions on Parallel and Distributed Systems, Institute of Electrical and Electronics Engineers, 2004, 15, pp.546―558. ⟨hal-00789426⟩
  • Cyril Banino, Olivier Beaumont, Larry Carter, Jeanne Ferrante, Arnaud Legrand, et al.. Scheduling Strategies for Master-Slave Tasking on Heterogeneous Processor Platforms. IEEE Transactions on Parallel and Distributed Systems, Institute of Electrical and Electronics Engineers, 2004, 15, pp.319―330. ⟨10.1109/TPDS.2004.1271181⟩. ⟨hal-00789427⟩
  • Olivier Beaumont, Arnaud Legrand, Yves Robert. Scheduling Divisible Workloads on Heterogeneous Platforms. Parallel Computing, Elsevier, 2003, 29, pp.1121―1152. ⟨10.1016/S0167-8191(03)00095-4⟩. ⟨hal-00789431⟩
  • Olivier Beaumont, Arnaud Legrand, Yves Robert. The Master-Slave Paradigm with Heterogeneous Processors. IEEE Transactions on Parallel and Distributed Systems, Institute of Electrical and Electronics Engineers, 2003, 14, pp.897―908. ⟨10.1109/TPDS.2003.1233712⟩. ⟨hal-00789429⟩
  • Olivier Beaumont, Arnaud Legrand, Loris Marchal, Yves Robert. Scheduling Strategies for Mixed Data and Task Parallelism on Heterogeneous Clusters. Parallel Processing Letters, World Scientific Publishing, 2003, 13, pp.225―244. ⟨10.1142/S0129626403001252⟩. ⟨hal-00789432⟩
  • Olivier Beaumont, Arnaud Legrand, Fabrice Rastello, Yves Robert. Dense Linear Algebra Kernels on Heterogeneous Platforms: Redistribution Issues. Parallel Computing, Elsevier, 2002, 28, pp.155―185. ⟨10.1016/S0167-8191(01)00134-X⟩. ⟨hal-00789434⟩
  • Arnaud Legrand. Équilibrage de Charge Statique Pour Noyaux Dálgèbre Linéaire Sur Plate-Forme Hétérogène. Technique Et Science Informatique, Numéro Spécial RenPar\'13, Hermes, 2002, pp.711―734. ⟨hal-00789469⟩
  • Olivier Beaumont, Arnaud Legrand, Yves Robert. Static Scheduling Strategies for Heterogeneous Systems. Computing and Informatics, Slovak University Press, Bratislava, 2002, 21, pp.413―430. ⟨hal-00789433⟩
  • Olivier Beaumont, Arnaud Legrand, Fabrice Rastello, Yves Robert. Static LU Decomposition on Heterogeneous Platforms. Int. Journal of High Performance Computing Applications, SAGE Publications, 2001, 15, pp.310―323. ⟨hal-00789435⟩

Conference papers36 documents

  • Henri Casanova, Arnaud Legrand, Martin Quinson, Frédéric Suter. SMPI Courseware: Teaching Distributed-Memory Computing with MPI in Simulation. EduHPC-18 - Workshop on Education for High-Performance Computing, Nov 2018, Dallas, United States. pp.1-10. ⟨hal-01891513⟩
  • Adrien Lebre, Arnaud Legrand, Frédéric Suter, Pierre Veyre. Adding Storage Simulation Capacities to the SimGrid Toolkit: Concepts, Models, and API. CCGrid 2015 - Proceedings of the 15th IEEE/ACM Symposium on Cluster, Cloud and Grid Computing, May 2015, Shenzhen, China. pp.251-260, ⟨10.1109/CCGrid.2015.134⟩. ⟨hal-01197128⟩
  • Paul Bedaride, Augustin Degomme, Stéphane Genaud, Arnaud Legrand, George Markomanolis, et al.. Toward Better Simulation of MPI Applications on Ethernet/TCP Networks. PMBS13 - 4th International Workshop on Performance Modeling, Benchmarking and Simulation of High Performance Computer Systems, Nov 2013, Denver, United States. ⟨hal-00919507⟩
  • Lionel Eyraud-Dubois, Arnaud Legrand, Martin Quinson, Frédéric Vivien. A First Step Towards Automatically Building Network Representations. 13th International Euro-Par Conference - Euro-Par 2007, Aug 2008, Rennes, France. pp.160-169, ⟨10.1007/978-3-540-74466-5_18⟩. ⟨inria-00407692⟩
  • Olivier Beaumont, Larry Carter, Jeanne Ferrante, Arnaud Legrand, Loris Marchal, et al.. Centralized Versus Distributed Schedulers Multiple Bag-of-Task Applications. International Parallel and Distributed Processing Symposium IPDPS'2006, 2006, Rhodes Island, Greece. ⟨10.1109/TPDS.2007.70747⟩. ⟨hal-00789440⟩
  • Arnaud Legrand, Alan Su, Frédéric Vivien. Minimizing the Stretch When Scheduling Flows of Biological Requests. Symposium on Parallelism in Algorithms and Architectures SPAA\'2006, 2006, Unknown, ⟨10.1145/1148109.1148124⟩. ⟨hal-00789441⟩
  • Arnaud Legrand, Alan Su, Frédéric Vivien. Off-Line Scheduling of Divisible Requests on an Heterogeneous Collection of Databanks. Proceedings of the 14th Heterogeneous Computing Workshop, 2005, Denver, Colorado, USA, ⟨10.1109/IPDPS.2005.301⟩. ⟨hal-00789443⟩
  • Olivier Beaumont, Arnaud Legrand, Loris Marchal, Yves Robert. Independent and Divisible Tasks Scheduling on Heterogeneous Star-Schaped Platforms with Limited Memory. PDP\'2005, 13th Euromicro Workshop on Parallel, Distributed and Network-Based Processing, 2005, Unknown, pp.179―186. ⟨hal-00789442⟩
  • Olivier Beaumont, Vincent Boudet, Pierre-François Dutot, Arnaud Legrand, Yves Robert. Fondements théoriques pour la conception d'algorithmes efficaces de gestion de ressources. Informatique répartie: architecture, parallélisme et systèmes, 2005, Unknown. ⟨hal-00807012⟩
  • Arnaud Legrand, Martin Quinson. Automatic deployment of the Network Weather Service using the Effective Network View. High-Performance Grid Computing Workshop, associated to IPDPS'04, Apr 2004, Santa Fe, New Mexico, USA. ⟨inria-00119253⟩
  • Eddy Caron, Pushpinder Kaur Chouhan, Arnaud Legrand. Automatic Deployment for Hierarchical Network Enabled Server. Heterogeneous Computing Workshop, 2004, Unknown. ⟨hal-00789445⟩
  • Olivier Beaumont, Arnaud Legrand, Loris Marchal, Yves Robert. Assessing the Impact and Limits of Steady-State Scheduling for Mixed Task and Data Parallelism on Heterogeneous Platforms. HeteroPar\'2004: International Conference on Heterogeneous Computing, Jointly Published with ISPDC\'2004: International Symposium on Parallel and Distributed Computing, 2004, Unknown, pp.296―302, ⟨10.1109/ISPDC.2004.12⟩. ⟨hal-00789444⟩
  • Olivier Beaumont, Arnaud Legrand, Loris Marchal, Yves Robert. Steady-State Scheduling on Heterogeneous Clusters: Why and How?. 6th Workshop on Advances in Parallel and Distributed Computational Models APDCM, 2004, Unknown, 171a (8 p.). ⟨hal-00789446⟩
  • Arnaud Legrand, Loris Marchal, Yves Robert. Optimizing the Steady-State Throughput of Scatter and Reduce Operations on Heterogeneous Platforms. 6th Workshop on Advances in Parallel and Distributed Computational Models APDCM 2004, 2004, Unknown, 176a (8 p.), ⟨10.1016/j.jpdc.2005.05.021⟩. ⟨hal-00789447⟩
  • Olivier Beaumont, Arnaud Legrand, Loris Marchal, Yves Robert. Complexity Results and Heuristics for Pipelined Multicast Operations on Heterogeneous Platforms. 2004 International Conference on Parallel Processing (ICPP\'2004), 2004, Unknown, pp.267―274, ⟨10.1109/ICPP.2004.1327931⟩. ⟨hal-00789448⟩
  • Olivier Beaumont, Arnaud Legrand, Loris Marchal, Yves Robert. Pipelining broadcasts on heterogeneous platforms. International Parallel and Distributed Processing Symposium IPDPS'2004, 2004, Unknown. ⟨hal-00807285⟩
  • Arnaud Legrand, Hélène Renard, Yves Robert, Frédéric Vivien. Mapping and Load-Balancing Iterative Computations on Heterogeneous Clusters. Euro-PVM-MPI-2003: Recent Advances in Parallel Virtual Machine and Message Passing Interface, 2003, Unknown, pp.586―594, ⟨10.1007/978-3-540-39924-7_79⟩. ⟨hal-00789450⟩
  • Henri Casanova, Arnaud Legrand, Loris Marchal. Scheduling Distributed Applications: the SimGrid Simulation Framework. Proceedings of the Third IEEE International Symposium on Cluster Computing and the Grid (CCGrid\'03), 2003, Unknown. ⟨hal-00789451⟩
  • Olivier Beaumont, Arnaud Legrand, Yves Robert. Optimal Algorithms for Scheduling Divisible Workloads on Heterogeneous Systems. IPDS'2003, Parallel and Distributed Processing Symposium, 2003, Feb 2003, Nice, France. ⟨10.1109/IPDPS.2003.1213202⟩. ⟨hal-00789449⟩
  • Arnaud Legrand, Hélène Renard, Yves Robert, Frédéric Vivien. Load-Balancing Iterative Computations on Heterogeneous Clusters with Shared Communication Links. PPAM-2003: Fifth International Conference on Parallel Processing and Applied Mathematics, 2003, Unknown, pp.930―937, ⟨10.1007/978-3-540-24669-5_120⟩. ⟨hal-00789452⟩
  • Olivier Beaumont, Arnaud Legrand, Yves Robert. Scheduling Strategies for Mixed Data and Task Parallelism on Heterogeneous Clusters and Grids. PDP'2003, 11th Euromicro Workshop on Parallel, Distributed and Network-Based Processing, Feb 2003, Gênes, Italy. pp.209―216, ⟨10.1109/EMPDP.2003.1183590⟩. ⟨hal-00789453⟩
  • Olivier Beaumont, Larry Carter, Jeanne Ferrante, Arnaud Legrand, Yves Robert. Bandwidth-Centric Allocation of Independent Tasks on Heterogeneous Platforms. International Parallel and Distributed Processing Symposium IPDPS'2002, 2002, Unknown. ⟨hal-00789457⟩
  • Cyril Banino, Olivier Beaumont, Arnaud Legrand, Yves Robert. Scheduling Strategies for Master-Slave Tasking on Heterogeneous Processor Grids. PARA\'02: International Conference on Applied Parallel Computing, Jun 2002, Espoo, Finland. pp.423―432, ⟨10.1007/3-540-48051-X_42⟩. ⟨hal-00789455⟩
  • Olivier Beaumont, Arnaud Legrand, Yves Robert. Ordonnancement En Régime Permanent Pour Plateformes Hétérogènes. GRID\'2002, Actes de L\'école Thématique Sur la Globalisation Des Ressources Informatiques Et Des Données, 2002, Unknown, pp.325―334. ⟨hal-00789470⟩
  • Olivier Beaumont, Arnaud Legrand, Yves Robert. A Polynomial-Time Algorithm for Allocating Independent Tasks on Heterogeneous Fork-Graphs. ISCIS XVII, Seventeenth International Symposium On Computer and Information Sciences, 2002, Unknown, pp.115―119. ⟨hal-00789456⟩
  • Olivier Beaumont, Arnaud Legrand, Yves Robert. Static Scheduling Strategies for Heterogeneous Systems. ISCIS XVII, Seventeenth International Symposium On Computer and Information Sciences, 2002, Unknown, pp.18―22. ⟨hal-00789458⟩
  • Olivier Beaumont, Arnaud Legrand, Yves Robert. Mixed Task and Data Parallelism. Parallel Matrix Algorithms and Applications, 2002, Unknown. ⟨hal-00789459⟩
  • Olivier Beaumont, Arnaud Legrand, Yves Robert. Static Scheduling Strategies for Dense Linear Algebra Kernels on Heterogeneous Clusters. Parallel Matrix Algorithms and Applications, 2002, Unknown. ⟨hal-00789454⟩
  • Arnaud Legrand. Simulation Pour L'ordonnancement Distribué. GRID'2002, Actes de L'école Thématique Sur la Globalisation Des Ressources Informatiques Et Des Données, 2002, Unknown, pp.155―164. ⟨hal-00789471⟩
  • Olivier Beaumont, Arnaud Legrand, Yves Robert. The Master-Slave Paradigm with Heterogeneous Processors. Cluster\'2001, 2001, Unknown, pp.419―426, ⟨10.1109/TPDS.2003.1233712⟩. ⟨hal-00789460⟩
  • Olivier Beaumont, Arnaud Legrand, Yves Robert. Master-Slave Tasking with Heterogeneous Processors. 2001 International Conference on Parallel and Distributed Processing Techniques and Applications (PDPTA\'2001), 2001, Unknown, pp.857―863, ⟨10.1109/IPDPS.2003.1213103⟩. ⟨hal-00789462⟩
  • Arnaud Legrand. Équilibrage de Charge Statique Pour la Décomposition LU Sur Une Plate-Forme Hétérogène. 13ième Rencontres Francophones Du Parallélisme Des Architectures Et Des Systèmes, 2001, Paris, La Villette. ⟨hal-00789472⟩
  • Olivier Beaumont, Vincent Boudet, Arnaud Legrand, Fabrice Rastello, Yves Robert. Heterogeneous Matrix-Matrix Multiplication, or Partitioning a Square into Rectangles: NP-Completeness and Approximation Algorithms. EuroMicro Workshop on Parallel and Distributed Computing (EuroMicro\'2001), 2001, Unknown, pp.298―305, ⟨10.1109/EMPDP.2001.905056⟩. ⟨hal-00789461⟩
  • Olivier Beaumont, Vincent Boudet, Arnaud Legrand, Fabrice Rastello, Yves Robert. Heterogeneity Considered Harmful to Algorithm Designers. Cluster'2000, 2000, Unknown, pp.403―404. ⟨hal-00789464⟩
  • Olivier Beaumont, Vincent Boudet, Arnaud Legrand, Fabrice Rastello, Yves Robert. Dense Linear Algebra Kernels on Heterogeneous Platforms. Parallel Matrix Algorithms and Applications, 2000, Unknown. ⟨hal-00789463⟩
  • Henri Casanova, Arnaud Legrand, Dmitrii Zagorodnov, Fran Berman. Heuristics for Scheduling Parameter Sweep Applications in Grid Environments. Heterogeneous Computing Workshop, 2000, Cancun, Mexico. pp.349-363. ⟨hal-00748942⟩

Books2 documents

  • Henri Casanova, Arnaud Legrand, Yves Robert. Parallel Algorithms. Chapman & Hall, pp.337, 2008. ⟨hal-00789466⟩
  • Arnaud Legrand, Yves Robert. Algorithmique Parallèle ― Cours Et Exercices Corrigés. Dunod, pp.288, 2003. ⟨hal-00789467⟩

Book sections1 document

  • Olivier Beaumont, Vincent Boudet, Arnaud Legrand, Fabrice Rastello, Yves Robert. Static Data Allocation and Load Balancing Techniques for Heterogeneous Systems. Yuen, C. K. Annual Review of Scalable Computing, 4, World Scientific Publishing, pp.1-37, 2002. ⟨hal-00789468⟩

Preprints, Working Papers, ...1 document

  • Henri Casanova, Arnaud Giersch, Arnaud Legrand, Martin Quinson, Frédéric Suter. SimGrid: a Sustained Effort for the Versatile Simulation of Large Scale Distributed Systems. 2013. ⟨hal-00926437⟩

Reports28 documents

  • Paul Bedaride, Stéphane Genaud, Augustin Degomme, Arnaud Legrand, George Markomanolis, et al.. Improving Simulations of MPI Applications Using A Hybrid Network Model with Topology and Contention Support. [Research Report] RR-8300, INRIA. 2013, pp.22. ⟨hal-00821446⟩
  • Olivier Beaumont, Laurent Bobelin, Henri Casanova, Pierre-Nicolas Clauss, Bruno Donassolo, et al.. Towards Scalable, Accurate, and Usable Simulations of Distributed Applications and Systems. [Research Report] RR-7761, INRIA. 2011, pp.36. ⟨inria-00631141⟩
  • Lionel Eyraud-Dubois, Arnaud Legrand, Martin Quinson, Frédéric Vivien. A First Step Towards Automatically Building Network Representations. [Research Report] LIP RR-2007-08, INRIA, LIP. 2007. ⟨inria-00130734v3⟩
  • Arnaud Legrand, Alan Su, Frédéric Vivien. Minimizing the stretch when scheduling flows of divisible requests. [Research Report] RR-6002, LIP RR-2006-19, INRIA, LIP. 2006, pp.76. ⟨inria-00108524v3⟩
  • Olivier Beaumont, Larry Carter, Jeanne Ferrante, Arnaud Legrand, Loris Marchal, et al.. Scheduling multiple bags of tasks on heterogeneous master- worker platforms: centralized versus distributed solutions. RR-5739, INRIA. 2005, pp.35. ⟨inria-00070279⟩
  • Arnaud Legrand, Alan Su, Frédéric Vivien. Minimizing the stretch when scheduling flows of biological requests. [Research Report] RR-5724, INRIA. 2005, pp.22. ⟨inria-00070293⟩
  • Olivier Beaumont, Arnaud Legrand, Loris Marchal, Yves Robert. Independent and Divisible Task Scheduling on Heterogeneous Star-shaped Platforms with Limited Memory. [Research Report] RR-5196, LIP RR-2004-22, INRIA, LIP. 2004, pp.28. ⟨inria-00070796⟩
  • Olivier Beaumont, Arnaud Legrand, Loris Marchal, Yves Robert. Assessing the impact and limits of steady-state scheduling for mixed task and data parallelism on heterogeneous platforms. [Research Report] RR-5198, LIP RR-2004-20, INRIA, LIP. 2004, pp.44. ⟨inria-00070794⟩
  • Arnaud Legrand, Alan Su, Frédéric Vivien. Off-line scheduling of divisible requests on an heterogeneous collection of databanks. [Research Report] RR-5386, LIP RR-2004-51, INRIA,LIP. 2004, pp.13. ⟨inria-00070617⟩
  • Olivier Beaumont, Arnaud Legrand, Loris Marchal, Yves Robert. Complexity results and heuristics for pipelined multicast operations on heterogeneous platforms. [Research Report] RR-5123, LIP RR-2004-07, INRIA, LIP. 2004. ⟨inria-00071460⟩
  • Eddy Caron, Pushpinder Kaur Chouhan, Arnaud Legrand. Automatic Deployment for Hierarchical Network Enabled Server. [Research Report] RR-5146, LIP RR-2003-51, INRIA, LIP. 2004. ⟨inria-00071437⟩
  • Olivier Beaumont, Arnaud Legrand, Loris Marchal, Yves Robert. Steady-State Scheduling on Heterogeneous Clusters: Why and How?. [Research Report] 2004-11, 2004. ⟨hal-00807279⟩
  • Olivier Beaumont, Henri Casanova, Arnaud Legrand, Yves Robert, Yang Yang. Scheduling Divisible Loads on Star and Tree Networks: Results and Open Problems. [Research Report] RR-4916, INRIA, LIP. 2003, pp.LIP RR-2003-41. ⟨inria-00071663⟩
  • Arnaud Legrand, Olivier Beaumont, Loris Marchal, Yves Robert. Optimizing the steady-state throughput of Broadcasts on heterogeneous platforms. RR-4871, INRIA. 2003. ⟨inria-00071712⟩
  • Arnaud Legrand, Loris Marchal, Yves Robert. Optimizing the steady-state throughput of scatter and reduce operationson heterogeneous platforms. RR-4872, INRIA. 2003. ⟨inria-00071711⟩
  • Arnaud Legrand, Hélène Renard, Yves Robert, Frédéric Vivien. Load-balancing iterative computations in heterogeneous clusters with shared communication links. [Research Report] RR-4800, LIP RR-2003-23, INRIA, LIP. 2003. ⟨inria-00071786⟩
  • Olivier Beaumont, Arnaud Legrand, Loris Marchal, Yves Robert. Steady-state scheduling of task graphs on heterogeneous computing platforms. [Research Report] RR-4870, LIP RR-2003-29, INRIA, LIP. 2003. ⟨inria-00071713⟩
  • Eddy Caron, Pushpinder Kaur Chouhan, Arnaud Legrand. Automatic Deployment for Hierarchical Network Enabled Server. [Research Report] RR-2003-51, LIP - ENS Lyon. 2003. ⟨hal-01431490⟩
  • Olivier Beaumont, Arnaud Legrand, Yves Robert. A polynomial-time algorithm for allocating independent tasks on heterogeneous fork-graphs. [Research Report] 2002-7, 2002. ⟨hal-00807403⟩
  • Olivier Beaumont, Arnaud Legrand, Yves Robert. Static scheduling strategies for heterogeneous systems. [Research Report] 2002-29, 2002. ⟨hal-00807404⟩
  • Olivier Beaumont, Arnaud Legrand, Yves Robert. Scheduling strategies for mixed data and task parallelism on heterogeneous processor grids. [Research Report] 2002-20, 2002. ⟨hal-00807405⟩
  • Cyril Banino, Olivier Beaumont, Arnaud Legrand, Yves Robert. Scheduling strategies for master-slave tasking on heterogeneous processor grids. [Research Report] 2002-12, 2002. ⟨hal-00807406⟩
  • Olivier Beaumont, Arnaud Legrand, Yves Robert. The Master-Slave Paradigm with Heterogeneous Processors. [Research Report] RR-4156, LIP RR-2001-13, INRIA, LIP. 2001. ⟨inria-00072467⟩
  • Olivier Beaumont, Larry Carter, Jeanne Ferrante, Arnaud Legrand, Yves Robert. Bandwidth-Centric Allocation of Independent Tasks on Heterogeneous Platforms. [Research Report] RR-4210, LIP RR-2001-25, INRIA, LIP. 2001. ⟨inria-00072412⟩
  • Olivier Beaumont, Arnaud Legrand, Yves Robert. Data Allocation Strategies for Dense Linear Algebra on two-dimensional Grids with Heterogeneous Communication Links. [Research Report] RR-4165, LIP RR-2001-14, INRIA, LIP. 2001. ⟨inria-00072457⟩
  • Olivier Beaumont, Arnaud Legrand, Fabrice Rastello, Yves Robert. Static LU Decomposition on Heterogeneous Platforms. [Research Report] 2000-44, 2000. ⟨hal-00856641⟩
  • Olivier Beaumont, Vincent Boudet, Arnaud Legrand, Fabrice Rastello, Yves Robert. Heterogeneity Considered Harmful to Algorithm Designers. [Research Report] 2000-24, 2000. ⟨hal-00856642⟩
  • Olivier Beaumont, Arnaud Legrand, Fabrice Rastello, Yves Robert. Dense Linear Algebra Kernels on Heterogeneous Platforms: Redistribution Issues. [Research Report] 2000-45, 2000. ⟨hal-00856640⟩