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- W2038067847 abstract "In the context of multiple GPUs that share the same PCIe bus, we propose a new communication scheme that leads to a more effective overlap of communication and computation. Multiple CUDA streams and OpenMP threads are adopted so that data can simultaneously be sent and received. A representative 3D stencil example is used to demonstrate the effectiveness of our scheme. We compare the performance of our new scheme with an MPI-based state-of-the-art scheme. Results show that our approach outperforms the state-of-the-art scheme, being up to 1.85× faster. However, our performance results also indicate that the current underlying PCIe bus architecture needs improvements to handle the future scenario of many GPUs per node." @default.
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- W2038067847 date "2014-12-01" @default.
- W2038067847 modified "2023-10-10" @default.
- W2038067847 title "Effective multi-GPU communication using multiple CUDA streams and threads" @default.
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- W2038067847 doi "https://doi.org/10.1109/padsw.2014.7097919" @default.
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