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AntMan - Dynamic Scaling on GPU Cluster for Deep Learning
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- 1 Intro
- 2 Deep Learning in productions
- 3 Observations: Low utilization
- 4 Opportunities
- 5 Outline
- 6 Dynamic scaling memory
- 7 Dynamic scaling computation Exclusive mode
- 8 AntMan architecture
- 9 Micro-benchmark: Memory grow-shrink
- 10 Micro-benchmark: Adaptive computation
- 11 Trace experiment
- 12 Large-scale experiment
- 13 Conclusion AntMan: Dynamic Scaling on GPU Clusters for Deep Learning
