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Titlebook: Euro-Par 2021: Parallel Processing; 27th International C Leonel Sousa,Nuno Roma,Pedro Tomás Conference proceedings 2021 Springer Nature Swi

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An MPI-based Algorithm for Mapping Complex Networks onto Hierarchical Architectures the basic idea of parallel label propagation, but we tailor the gain computations of label changes to quickly account for the induced communication costs. Our MPI-based code is the first public implementation of a parallel graph mapping algorithm; to this end, we extend the partitioning library ..
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Pipelined Model Parallelism: Complexity Results and Memory Considerationsl parallelism as a scheduling problem, to establish its complexity, and to analyze the importance of the assumptions of contiguity and 1-periodicity, implicitly made in practical solutions such as PipeDream.
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Efficient and Systematic Partitioning of Large and Deep Neural Networks for Parallelizationour parallelization strategy generation to a linear complexity with a good quality of parallelization strategy. The experiments show that our solution significantly reduces the parallelization strategy generation time from hours to seconds while maintaining the parallelization quality.
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Automatic Low-Overhead Load-Imbalance Detection in MPI Applicationss the Ice-sheet and Sea-level System Model simulation package we, thus, correctly identify existing load imbalances while maintaining a runtime overhead of less than . for all but one input. Moreover, the traces generated are suitable for Scalasca’s automatic trace analysis.
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