Three new beam-search-based heuristics are proposed: the Beam Search Iterative Construction Heuristic (BS-ICH), its CPU-parallel extension Parallel Multi-Strategy Beam Search (PMS-BS), and a GPU-accelerated variants G-PMS-BS.
A. Dabah, Karima Rihane, Hocine Saadi et al.· 0 citations
An orthogonal 4D-parallelization scheme is devised that introduces a unique domain-tensor-parallelism strategy and a novel uncertainty parallel method, enabling the potential of high-fidelity uncertainty quantification in atmospheric AI models, heralding a new era for AI-based models in climate and Earth system science...
Deifilia Kieckhefen, J. P. G. H. Muriedas, L. Heyen et al.· 0 citations
This work designs a benchmark suite of AI models to evaluate the performance of five distinct parallelisation strategies across different supercomputing clusters, including Alps, Leonardo, LUMI, JUPITER, NVL72 GB300, and DGX A100.
Jacopo Raffi, Thomas Pasquali, Lorenzo Piarulli et al.· 0 citations
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