A scalable processing-in-memory accelerator for parallel graph processing
Citations
3 citations
Cites background from "A scalable processing-in-memory acc..."
...The compute capability of conventional memories such as Static RAM (SRAM) and Dynamic RAM (DRAM) have been heavily studied [10], [11], [12]....
[...]
3 citations
3 citations
3 citations
3 citations
Cites background from "A scalable processing-in-memory acc..."
...[16] proposed a scalable PIM architecture for graph processing with five workloads including average teenage follower, conductance, PageRank, single-source shortest path, and vertex cover....
[...]
References
14,696 citations
"A scalable processing-in-memory acc..." refers methods in this paper
...Our comprehensive evaluations using five state-of-the-art graph processing workloads with large real-world graphs show that the proposed architecture improves average system performance by a factor of ten and achieves 87% average energy reduction over conventional systems....
[...]
13,327 citations
5,629 citations
"A scalable processing-in-memory acc..." refers methods in this paper
...For this purpose, we use METIS [27] to perform 512-way multi-constraint partitioning to balance the number of vertices, outgoing edges, and incoming edges of each partition, as done in a recent previous work [51]....
[...]
...This is confirmed by the observation that Tesseract with METIS spends 59% of execution time waiting for synchronization barriers....
[...]
4,019 citations
"A scalable processing-in-memory acc..." refers methods in this paper
...We evaluate our architecture using an in-house cycle-accurate x86-64 simulator whose frontend is Pin [38]....
[...]
3,840 citations
"A scalable processing-in-memory acc..." refers methods in this paper
...Our comprehensive evaluations using five state-of-the-art graph processing workloads with large real-world graphs show that the proposed architecture improves average system performance by a factor of ten and achieves 87% average energy reduction over conventional systems....
[...]
...It also includes two hardware prefetchers specialized for memory access patterns of graph processing, which operate based on the hints provided by our programming model....
[...]