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The course covers the programming models and the paradigms used with distributed and parallel systems, for both the application and support tool software. The main focus of the course is on structured programming models (parallel design pattern, algorithimc skeletons) as the main API provided to the application programmers to develop parallel applications. The implementation of structured parallel programming models will be detailed in terms of models and support mechanisms. The models and mechanisms considered include classical models (client/server, master/worker, map/reduce) and mechanisms (POSIX TCP/IP, OpenMP, MPI, etc). While presenting models and paradigms, special emphasis will be given to different aspects related to either the programming model presented to the final user or the particular implementation mechanism chosen, namely

  • separation of concerns (application vs. system programmers, functional vs. non functional concerns)
  • program refactoring techniques
  • modularity, software reuse, incremental design
  • performance modelling and portability
  • fault tolerance and adaptivity
  • targeting of different, possibly heterogeneous, architectures, including co-processor exploitation.

The program of the course is divided into parts:

  • Part I: Introduction Motivation of the course, hardware advances and software gap.
  • Part II: Parallel patterns Parallelism classification, parallel design patterns.
  • Part III: Algorithmic skeletons Skeleton frameworks, implementation models.
  • Part IV: Implementing patterns Performance modelling, support paradigms, parallelism related problems (cache and memory management, load balancing, communication management, accelerators.
  • Part V: Optimizing patterns Pattern refactoring, adaptivity, portability.

One third of the total course hours will be related to practical exercises, using state-of-the-art structured parallel programming frameworks.

Support material

The whole program will be covered by the course notes material.

magistraleinformaticanetworking/spm/sdpm1314program.txt · Ultima modifica: 21/09/2013 alle 17:16 (4 anni fa) da Marco Danelutto