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| Content Provider | ACM Digital Library |
|---|---|
| Author | Träff, Jesper Larsson Rougier, Antoine Hunold, Sascha |
| Abstract | We investigate the use of the derived datatype mechanism of MPI (the Message-Passing Interface) in the implementation of the classic all-to-all communication algorithm of Bruck et al.\ (1997). Through a series of improvements to the canonical implementation of the algorithm we gradually eliminate initial and final processor-local data reorganizations, culminating in a \emph{zero-copy} version that contains no explicit, process-local data movement or copy operations: all necessary data movements are implied by MPI derived datatypes, and carried out as part of the communication operations. We furthermore show how the improved algorithm can be used to solve irregular all-to-all communication problems (that are not too irregular). The Bruck algorithm serves as a vehicle to demonstrate descriptive and performance advantages with MPI datatypes in the implementation of complex algorithms, and discuss shortcomings and inconveniences in the current MPI datatype mechanism. In particular, we use and implement three new derived datatypes (bounded vector, circular vector, and bucket) not in MPI that might be useful in other contexts. We also discuss the role of persistent collectives which are currently not found in MPI for amortizing type creation (and other) overheads, and implement a persistent variant of the \texttt{MPI\_Alltoall} collective. On two small systems we experimentally compare the algorithmic improvements to the Bruck et al.\ algorithm when implemented on top of MPI, showing the zero-copy version to perform significantly better than the initial, straight-forward implementation. One of our variants has also been implemented inside \texttt{mvapich}, and we show it to perform better than the \texttt{mvapich} implementation of the Bruck et al.\ algorithm for the range of processes and problem sizes where it is enabled. The persistent version of \texttt{MPI\_Alltoall} has no overhead and outperforms all other variants, and in particular improves upon the standard implementation by 50\% to 15\% across the full range of problem sizes considered. |
| Starting Page | 135 |
| Ending Page | 144 |
| Page Count | 10 |
| File Format | |
| ISBN | 9781450326421 |
| DOI | 10.1145/2597652.2597662 |
| Language | English |
| Publisher | Association for Computing Machinery (ACM) |
| Publisher Date | 2014-06-10 |
| Publisher Place | New York |
| Access Restriction | Subscribed |
| Subject Keyword | Message-passing interface (mpi) Derived datatypes All-to-all collective communication |
| Content Type | Text |
| Resource Type | Article |
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