31 citations · 51 across the 11 of their papers we have counts for
Showing 2024 · cs.DCShow all
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cs.DC2024★ 8 cited
Breaking the Memory Wall: A Study of I/O Patterns and GPU Memory Utilization for Hybrid CPU-GPU Offloaded Optimizers
Avinash Maurya, Jie Ye, M. Mustafa Rafique +2
Transformers and LLMs have seen rapid adoption in all domains. Their sizes have exploded to hundreds of billions of parameters and keep increasing. Under these circumstances, the t…
cs.DC2024★ 31 cited
DataStates-LLM: Lazy Asynchronous Checkpointing for Large Language Models
Avinash Maurya, Robert Underwood, M. Mustafa Rafique +2
LLMs have seen rapid adoption in all domains. They need to be trained on high-end high-performance computing (HPC) infrastructures and ingest massive amounts of input data. Unsurpr…