IEEE Circuits and Systems Magazine - Q3 2021 - 47

NeuroSim stands out as a circuit-level macro model for benchmarking CIM architectures
based on SRAM and eNVMs, which could estimate circuit-level performance metrics,
such as chip area, latency, dynamic energy and leakage power.
can only be hold in off-chip DRAM. Our estimation on
the CIM-based training architecture (e.g. MINT [87]
or CIMAT [52]) show that the performance bottleneck
is mainly DRAM access. Despite several thousands
of peak TOPS/W (normalized to 1-bit by 1-bit
MAC) is expected for on-chip computation for feedforward/backward
propagation,
overall
system's
energy efficiency is limited to hundreds of TOPS/W
(normalized to 1-bit by 1-bit MAC). The degradation
factor is about 3.3×, as it is limited by the expensive
DRAM access energy (~4 pJ/bit) for high-performance
HBM2 interface [96]. Fig. 9(b) shows the energy breakdown
for a 7 nm SRAM based CIM training (in feedforward,
error calculation, gradient calculation, weight

IEEE Circuits and Systems Magazine - Q3 2021

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