IEEE Solid-States Circuits Magazine - Fall 2021 - 69

YW Xlt [, ][() ].mod
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Our design, briefly depicted in Figure
3 and described in the Verilog
hardware description language, comprises
three main blocks:
■ an array of processing engines
(PEs) that perform MAC operations
and accommodate a compressed
weight matrix Wt
in weight memory units
■ a partitioned input memory that
stores intermediate input feature
map (IFMAP) data Xl
[(10)] partitioned
■ a CSC-based router that implements
the modular arithmetic
Parameters: 235,500 + 30,100 + 1,000 = 266,600
Parameters: 2,800 ++1,000 = 4,900
1,100
FC 1 FC 2 FC 3
(a)
CSCI 1
Parameters:
++ +=
Parameters:
+
+
+=
CSCI 2
(b)
FC 3
Convolution Layers FC 1 FC 2 FC 3
Frozen Pretrained
Convolution Layers
(c)
CSCII 1 CSCII 2 CSCII 3
(d)
FIGURE 2: Configurations of the (a) LeNet-300-100 with FC layers, (b) LeNet-300-100 with CSCI layers, (c) AlexNet with FC layers, and (d)
AlexNet with CSCII layers. For AlexNet, we use pretrained weights for its convolution layers and have them frozen when training on CSC
configurations.
IEEE SOLID-STATE CIRCUITS MAGAZINE
FALL 2021
69
Image Net
MNIST
Top-1 Accuracy = 98.4%
Top-5 Accuracy = 79.1%
Image Net
MNIST
Top-5 Accuracy = 77.6%
Top-1 Accuracy = 96.6%
2.5 million
37.8 million
16.8 million
4.1 million
61.1 million
2.5 million
0.9 million
1 million
1.3 million
5.7 million

IEEE Solid-States Circuits Magazine - Fall 2021

Table of Contents for the Digital Edition of IEEE Solid-States Circuits Magazine - Fall 2021

Contents
IEEE Solid-States Circuits Magazine - Fall 2021 - Cover1
IEEE Solid-States Circuits Magazine - Fall 2021 - Cover2
IEEE Solid-States Circuits Magazine - Fall 2021 - Contents
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IEEE Solid-States Circuits Magazine - Fall 2021 - Cover3
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