次の3件の論文を紹介しました:
swDNN: A Library for Accelerating Deep Learning Applications on Sunway TaihuLight
Accelerating Graph and Machine Learning Workloads Using a Shared Memory Multicore Architecture with Auxiliary Support for in-Hardware Explicit Messaging
MOCHA: Morphable locality and compression aware architecture for convolutional neural networks
Rabbit Order: Just-in-time Reordering for Fast Graph AnalysisJunya Arai
The document describes Rabbit Order, a fast reordering algorithm for graph analysis proposed by researchers at NTT Corp. and other institutions. Rabbit Order uses two main techniques: 1) hierarchical community-based ordering to improve locality by co-locating neighboring vertices within communities, and 2) parallel incremental aggregation to quickly obtain the hierarchical community structure and enable fast reordering. Experimental results showed Rabbit Order provided up to 3.5x speedup for PageRank analysis over graphs compared to no reordering, by reducing reordering overheads.