Artigo Acesso aberto Revisado por pares

GP-SIMD Processing-in-Memory

2015; Association for Computing Machinery; Volume: 11; Issue: 4 Linguagem: Inglês

10.1145/2686875

ISSN

1544-3973

Autores

Amir Morad, Leonid Yavits, Ran Ginosar,

Tópico(s)

Interconnection Networks and Systems

Resumo

GP-SIMD, a novel hybrid general-purpose SIMD computer architecture, resolves the issue of data synchronization by in-memory computing through combining data storage and massively parallel processing. GP-SIMD employs a two-dimensional access memory with modified SRAM storage cells and a bit-serial processing unit per each memory row. An analytic performance model of the GP-SIMD architecture is presented, comparing it to associative processor and to conventional SIMD architectures. Cycle-accurate simulation of four workloads supports the analytical comparison. Assuming a moderate die area, GP-SIMD architecture outperforms both the associative processor and conventional SIMD coprocessor architectures by almost an order of magnitude while consuming less power.

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