ProTrain automates memory management for LLM training via cost models from profiling to deliver 1.43x-2.71x throughput gains over state-of-the-art systems without accuracy loss.
Pre-trained models: Past, present and future,
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.DC 1years
2024 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
ProTrain: Efficient LLM Training via Memory-Aware Techniques
ProTrain automates memory management for LLM training via cost models from profiling to deliver 1.43x-2.71x throughput gains over state-of-the-art systems without accuracy loss.