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Home/ Questions/Q 7991451
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Editorial Team
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Editorial Team
Asked: June 4, 20262026-06-04T13:17:39+00:00 2026-06-04T13:17:39+00:00

As I know there is two way for parallel processing Message passing interface and

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As I know there is two way for parallel processing Message passing interface and multi threading. Multi threading can not be used for distributed memory systems without message passing interface; but message passing interface can be used for either systems “shared memory” and “distributed memory”. My question is about performance of a code that is parallelized with MPI and ran on shared memory system. Is the performance of this code in the same range of a code that is parallelized with multi threading?

Update:

My job is in the for that processes need to communicate with each other in repeatedly and the communication array can be 200*200 matrix

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  1. Editorial Team
    Editorial Team
    2026-06-04T13:17:40+00:00Added an answer on June 4, 2026 at 1:17 pm

    Let’s assume we only consider MPI and OpenMP, since they are the two major representatives of the two parallel programming families you mention. For distributed systems, MPI is the only option between different nodes. Within a single node, however, as you well say, you can still use MPI and use OpenMP too. Which one will perform better really depends on the application you are running, and specifically in its computation/communication ratio. Here you can see a comparison of MPI and OpenMP for a multicore processor, where they confirm the same observation.

    You can go a step further and use a hybrid approach. Use MPI between the nodes and then use OpenMP within nodes. This is called hybrid MPI+OpenMP parallel programming. You can also apply this within a node that contains a hybrid CMP+SMT processor.

    You can check some information here and here. Moreover this paper compares an MPI approach vs a hybrid MPI+OpenMP one.

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