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    Latest News

    Parallel Programming: A Balancing Act
    Posted by Ken Farmer, Friday July 21 2006 @ 10:39PM EDT

    ClusterMonkey.net: Static or Dynamic? It is a matter of balance

    Now that we know how to identify parallel parts of our program, the question is now what to do with this knowledge. Or, how do you write a parallel program. To answer this question, we will discuss what the structure of a parallel program may look like. Programs can be organized in different ways. We already discussed SPMD (Single Program Multiple Data) and MPMD (Multiple Programs Multiple Data) models. SPMD and MPMD represents the way a program looks from the point of view of the cluster. Note, that using a MPMD model with MPI an "app" or "procgroup" file will be needed to start different programs on cluster nodes. Let's see what the programs look from the implementation standpoint.

    There are a variety ways to structure parallel codes. In this article we explore three common models that have been successfully used in tools like BERT 77, a Fortran conversion tool. As we know,a parallel program may contain different concurrent parts. When making these parts parallel one may find that the processor load may vary quite a bit. We will ignore data transfers, and only look at the efficiency of the parallel code, i.e. load balance.

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