DOPPLER trains two cooperating neural policies, one that orders graph operations and one that maps them to GPUs, to reduce execution time in asynchronous work-conserving multi-GPU systems.
Hybrid symbiotic organisms search optimization algorithm for scheduling of tasks on cloud computing environment.PloS one, 11(6):e0158229, 2016
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DOPPLER: Dual-Policy Learning for Device Assignment in Asynchronous Dataflow Graphs
DOPPLER trains two cooperating neural policies, one that orders graph operations and one that maps them to GPUs, to reduce execution time in asynchronous work-conserving multi-GPU systems.