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Arya Mazaheri Technical University of Darmstadt

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Preprint Aug 2026

ShardMeter: Sharded and Geo-Distributed Training Without the Guesswork

ShardMeter is introduced, a lightweight analytical performance model that predicts the end-to-end runtime of transformer-based workloads across arbitrary sharded, distributed, and even decentralized training.

Tim Beringer, Patrick Diem, Felix Wolf et al. · 0 citations

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