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Heterogeneous chip-multiprocessors with integrated CPU and GPU cores on the same die allow sharing of critical memory system resources among the applications executing on the twotypes of cores. In this paper, we explore memory system management driven by the quality of service (QoS) requirement of the GPU applications executing simultaneously with CPUapplications in such heterogeneous platforms. Our...
Deep Learning (DL) algorithms have become ubiquitous in data analytics. As a result, major computing vendors — including NVIDIA, Intel, AMD and IBM — have architectural road-maps influenced by DL workloads. Furthermore, several vendors have recently advertised new computing products as accelerating DL workloads. Unfortunately, it is difficult for data scientists to quantify the potential of these...
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