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Benchmark results

  • model: Resnet50
  • backend: tensorflow 2.4.1

GPU

nhwc nchw
0 3.72646 1.33063
1 0.512893 0.583547
2 0.499223 0.568012
3 0.506143 0.568648
4 0.501938 0.56862
5 0.502459 0.566541
6 0.511426 0.573368
7 0.498219 0.56866
8 0.513217 0.623998
9 0.498229 0.570358
10 0.57552 0.568504
11 0.509903 0.56607
12 0.506191 0.5997
13 0.506174 0.562624
14 0.510592 0.56846
15 0.498955 0.568063
16 0.506306 0.571993
17 0.506009 0.641682
18 0.508422 0.572816
19 0.579664 0.561295

CPU

Unfortunitely for the model i'm using some operations only support nhwc on device type cpu