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View all- Filippini FAnselmi JArdagna DGaujal B(2024)A Stochastic Approach for Scheduling AI Training Jobs in GPU-Based SystemsIEEE Transactions on Cloud Computing10.1109/TCC.2023.333654012:1(53-69)Online publication date: Jan-2024
GPUs have been widely used in data centers and are often over-provisioned to satisfy the stringent latency targets of latency-sensitive (LS) jobs. The GPU under-utilization provides a strong incentive to share GPUs among LS jobs and batch jobs. ...
NVIDIA has been making steady progress in increasing the compute performance of its GPUs, resulting in order of magnitude compute throughput improvements over the years. With several models of GPUs coexisting in many deployments, the traditional ...
The HPC field is witnessing a widespread adoption of GPUs as accelerators for traditional homogeneous HPC systems. One of the prevalent parallel programming models is the SPMD paradigm, which has been adapted for GPU-based parallel processing. Since ...
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