A scalable processing-in-memory accelerator for parallel graph processing
Citations
1,197 citations
Cites background from "A scalable processing-in-memory acc..."
...Recent efforts [2], [3], [4], [5], [58] decouple logic and memory designs in different dies, adopting 3D stacked memories with a logic layer that encapsulates processing units to perform computation, as shown in Figure 3(b)....
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...Also, while previous work focused on database and graph processing applications [3], [5], PRIME aims at accelerating NN applications....
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...introduce promising solutions to the challenges [2], [3], [4], [5], by leveraging 3D memory technologies [6] to integrate computation logic with the memory....
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633 citations
Cites background from "A scalable processing-in-memory acc..."
...Recent efforts [57, 58] decouple logic and memory designs in different dies, adopting 3D stacked memories with a logic layer that encapsulates processing units to perform computation....
[...]
453 citations
444 citations
Cites background from "A scalable processing-in-memory acc..."
..., [16, 17, 24, 37, 42, 47, 48, 115]) propose processing in the logic layer of 3D-stacked DRAM, which stacks DRAM layers on top of a logic layer (e....
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..., [16, 17, 24, 25, 37, 42, 47, 48, 80, 89, 115]) propose mechanisms to perform computation in the logic layer of 3D-stacked memory architectures....
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415 citations
References
481 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....
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423 citations
"A scalable processing-in-memory acc..." refers methods in this paper
...For example, checking the condition ‘diff > e’ in line 19 of Figure 1 can be done using this mechanism....
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385 citations
"A scalable processing-in-memory acc..." refers background in this paper
...In this context, it is critical to examine specialized PIM systems for important domains of applications [2, 48, 53, 62, 63]....
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375 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....
[...]
367 citations