Chameleon provides adaptive fault tolerance for distributed training by real-time selection of optimal recovery policies via a unified performance model, demonstrated with low overhead on a 32-card cluster.
Amped: An analytical model for performance in distributed training of transformers
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Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection
Chameleon provides adaptive fault tolerance for distributed training by real-time selection of optimal recovery policies via a unified performance model, demonstrated with low overhead on a 32-card cluster.