The EON Tuner helps you quickly run hyper-parameter sweeps that explore different pre-processing + model architectures optimized for your defined objectives. Clone this project to use the EON Tuner.
Target
No name set
Sony Spresense (Cortex-M4F 156MHz)
100 ms
1536 kB
8096 kB
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General
F1-score
Precision
Recall
75%
mobilenetv2-96d
PERFORMANCE
LATENCY
3451 ms of
100 ms
Exceeds target by 3351 ms
RAM
738 kB of
1536 kB
ROM
586 kB of
8096 kB
DSP
NN
Unused
IMAGE INPUT
160
|
160
1/11/2022, 6:46:08 AM
75%
mobilenetv1-50a
PERFORMANCE
LATENCY
660 ms of
100 ms
Exceeds target by 560 ms
RAM
135 kB of
1536 kB
ROM
312 kB of
8096 kB
DSP
NN
Unused
IMAGE INPUT
96
|
96
1/11/2022, 6:35:12 AM
20%
conv2d-caa
PERFORMANCE
LATENCY
18926 ms of
100 ms
Exceeds target by 18826 ms
RAM
369 kB of
1536 kB
ROM
2358 kB of
8096 kB
DSP
NN
Unused
IMAGE INPUT
96
|
96
1/11/2022, 6:48:20 AM
conv2d-344
PERFORMANCE
LATENCY
147 ms of
100 ms
Exceeds target by 47 ms
RAM
30 kB of
1536 kB
ROM
122 kB of
8096 kB
DSP
NN
Unused
IMAGE INPUT
32
|
32
1/11/2022, 6:27:32 AM
80%
conv2d-67d
PERFORMANCE
LATENCY
2327 ms of
100 ms
Exceeds target by 2227 ms
RAM
369 kB of
1536 kB
ROM
2358 kB of
8096 kB
DSP
NN
Unused
IMAGE INPUT
96
|
96
1/11/2022, 6:52:02 AM
75%
mobilenetv2-567
PERFORMANCE
LATENCY
1342 ms of
100 ms
Exceeds target by 1242 ms
RAM
351 kB of
1536 kB
ROM
586 kB of
8096 kB
DSP
NN
Unused
IMAGE INPUT
96
|
96
1/11/2022, 6:46:20 AM
75%
mobilenetv1-c1f
PERFORMANCE
LATENCY
406 ms of
100 ms
Exceeds target by 306 ms
RAM
64 kB of
1536 kB
ROM
110 kB of
8096 kB
DSP
NN
Unused
IMAGE INPUT
96
|
96
1/11/2022, 6:52:39 AM
75%
mobilenetv1-7fc
PERFORMANCE
LATENCY
685 ms of
100 ms
Exceeds target by 585 ms
RAM
111 kB of
1536 kB
ROM
228 kB of
8096 kB
DSP
NN
Unused
IMAGE INPUT
96
|
96
1/11/2022, 6:55:17 AM
75%
mobilenetv1-d71
PERFORMANCE
LATENCY
532 ms of
100 ms
Exceeds target by 432 ms
RAM
111 kB of
1536 kB
ROM
228 kB of
8096 kB
DSP
NN
Unused
IMAGE INPUT
96
|
96
1/11/2022, 6:59:42 AM
75%
mobilenetv2-e8b
PERFORMANCE
LATENCY
600 ms of
100 ms
Exceeds target by 500 ms
RAM
965 kB of
1536 kB
ROM
1652 kB of
8096 kB
DSP
NN
Unused
IMAGE INPUT
96
|
96
1/11/2022, 7:02:48 AM
mobilenetv2-7cd
PERFORMANCE
LATENCY
100 ms
RAM
1536 kB
ROM
8096 kB
Unused
IMAGE INPUT
160
|
160
conv2d-b1f
PERFORMANCE
LATENCY
100 ms
RAM
1536 kB
ROM
8096 kB
Unused
IMAGE INPUT
96
|
96
mobilenetv2-f40
PERFORMANCE
LATENCY
100 ms
RAM
1536 kB
ROM
8096 kB
Unused
IMAGE INPUT
96
|
96
mobilenetv1-77b
PERFORMANCE
LATENCY
100 ms
RAM
1536 kB
ROM
8096 kB
Unused
IMAGE INPUT
96
|
96
mobilenetv2-768
PERFORMANCE
LATENCY
100 ms
RAM
1536 kB
ROM
8096 kB
Unused
IMAGE INPUT
96
|
96
Training output
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