Near-Memory and In-Storage FPGA Acceleration for Emerging Cognitive Computing Workloads
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"Near-Memory and In-Storage FPGA Acc..." refers background in this paper
...HMC is designed to be connected to a host processor and be chained together to provide higher capacities....
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...Thus, the growing demands for energy efficiency, memory bandwidth, and fast access to large amounts of data have prompted researchers to explore placing general-purpose compute and accelerators closer to memory and storage, in the form of near memory acceleration [4, 5] and in-storage computing [6–8]....
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...Recent interest in NMA has been driven by the development of stacked DRAM organizations such as Hybrid Memory Cubes (HMC) and High Bandwidth Memory (HBM)....
[...]
...While similar in spirit, HBM and HMC have different approaches and targets....
[...]
...Note that this is a less costly way of integrating FPGAs in the memory system than embedding them in the logic layers of HBM/HMC, or even 2.5D package integration....
[...]
184 citations
"Near-Memory and In-Storage FPGA Acc..." refers background in this paper
...HMC is designed to be connected to a host processor and be chained together to provide higher capacities....
[...]
...Thus, the growing demands for energy efficiency, memory bandwidth, and fast access to large amounts of data have prompted researchers to explore placing general-purpose compute and accelerators closer to memory and storage, in the form of near memory acceleration [4, 5] and in-storage computing [6–8]....
[...]
...Recent interest in NMA has been driven by the development of stacked DRAM organizations such as Hybrid Memory Cubes (HMC) and High Bandwidth Memory (HBM)....
[...]
...While similar in spirit, HBM and HMC have different approaches and targets....
[...]
...Note that this is a less costly way of integrating FPGAs in the memory system than embedding them in the logic layers of HBM/HMC, or even 2.5D package integration....
[...]
174 citations
"Near-Memory and In-Storage FPGA Acc..." refers background in this paper
...These in-storage processing units are typically embedded CPUs [8], but recent attempts have leveraged FPGAs as well [6, 7]....
[...]
150 citations
"Near-Memory and In-Storage FPGA Acc..." refers background in this paper
...These in-storage processing units are typically embedded CPUs [8], but recent attempts have leveraged FPGAs as well [6, 7]....
[...]