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EON Tuner

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Target

No name set

Keyword spotting

Nordic nRF9160 DK (Cortex-M33 64MHz)

100 ms

256 kB

1024 kB

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F1-score

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Recall

100%
mfe-conv1d-270
Show logs
PERFORMANCE
LATENCY
30 ms of 100 ms
RAM
20 kB of 256 kB
ROM
56 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
500 ms |
Enabled

MFE

0.032 | 0.032 | 40

ACCURACY
NEURAL NETWORK (KERAS)

0.005 | 100

Type Filters Kernel Rate
conv1d 8 3 -
conv1d 16 3 -
conv1d 32 3 -
dropout - - 0.5
dense 64 - -
dropout - - 0.5

12/17/2021, 10:24:17 PM

100%
spectr-conv1d-ecb
Show logs
PERFORMANCE
LATENCY
119 ms of 100 ms
Exceeds target by 19 ms
RAM
21 kB of 256 kB
ROM
47 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
1000 ms |
Enabled

SPECTROGRAM

0.075 | 0.0375 | -52

ACCURACY
NEURAL NETWORK (KERAS)

0.005 | 100

Type Filters Kernel Rate
Data augmentation
conv1d 32 3 -
conv1d 64 3 -
dropout - - 0.5

12/17/2021, 10:24:58 PM

100%
spectr-conv1d-387
Show logs
PERFORMANCE
LATENCY
41 ms of 100 ms
RAM
23 kB of 256 kB
ROM
46 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

2000 ms |
1000 ms |
Enabled

SPECTROGRAM

0.075 | 0.075 | -72

ACCURACY
NEURAL NETWORK (KERAS)

0.005 | 100

Type Filters Kernel Rate
conv1d 8 3 -
conv1d 16 3 -
conv1d 32 3 -
conv1d 64 3 -
dropout - - 0.5

12/17/2021, 10:22:11 PM

100%
mfe-conv1d-de7
Show logs
PERFORMANCE
LATENCY
28 ms of 100 ms
RAM
24 kB of 256 kB
ROM
43 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
1000 ms |
Enabled

MFE

0.05 | 0.025 | 40

ACCURACY
NEURAL NETWORK (KERAS)

0.005 | 100

Type Filters Kernel Rate
conv1d 8 3 -
conv1d 16 3 -
dropout - - 0.5
dense 64 - -
dropout - - 0.5

12/17/2021, 10:25:59 PM

100%
mfe-conv1d-69a
Show logs
PERFORMANCE
LATENCY
16 ms of 100 ms
RAM
21 kB of 256 kB
ROM
37 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
1000 ms |
Enabled

MFE

0.05 | 0.05 | 40

ACCURACY
NEURAL NETWORK (KERAS)

0.005 | 100

Type Filters Kernel Rate
Data augmentation
conv1d 8 3 -
conv1d 16 3 -
conv1d 32 3 -
dropout - - 0.25

12/17/2021, 10:27:45 PM

100%
spectr-conv1d-edb
Show logs
PERFORMANCE
LATENCY
59 ms of 100 ms
RAM
27 kB of 256 kB
ROM
46 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

2000 ms |
2000 ms |
Enabled

SPECTROGRAM

0.05 | 0.05 | -72

ACCURACY
NEURAL NETWORK (KERAS)

0.005 | 100

Type Filters Kernel Rate
conv1d 8 3 -
conv1d 16 3 -
conv1d 32 3 -
conv1d 64 3 -
dropout - - 0.5

12/17/2021, 10:27:54 PM

100%
mfe-conv1d-cc5
Show logs
PERFORMANCE
LATENCY
116 ms of 100 ms
Exceeds target by 16 ms
RAM
26 kB of 256 kB
ROM
72 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
1000 ms |
Enabled

MFE

0.032 | 0.032 | 40

ACCURACY
NEURAL NETWORK (KERAS)

0.005 | 100

Type Filters Kernel Rate
Data augmentation
conv1d 16 3 -
conv1d 32 3 -
conv1d 64 3 -
conv1d 128 3 -
dropout - - 0.5

12/17/2021, 10:29:04 PM

100%
spectr-conv1d-72e
Show logs
PERFORMANCE
LATENCY
109 ms of 100 ms
Exceeds target by 9 ms
RAM
31 kB of 256 kB
ROM
77 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
1000 ms |
Enabled

SPECTROGRAM

0.025 | 0.025 | -52

ACCURACY
NEURAL NETWORK (KERAS)

0.005 | 100

Type Filters Kernel Rate
conv1d 16 3 -
conv1d 32 3 -
conv1d 64 3 -
dropout - - 0.25

12/17/2021, 10:29:19 PM

100%
mfe-conv1d-697
Show logs
PERFORMANCE
LATENCY
49 ms of 100 ms
RAM
24 kB of 256 kB
ROM
46 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
1000 ms |
Enabled

MFE

0.05 | 0.05 | 40

ACCURACY
NEURAL NETWORK (KERAS)

0.005 | 100

Type Filters Kernel Rate
Data augmentation
conv1d 16 3 -
conv1d 32 3 -
conv1d 64 3 -
dropout - - 0.5
dense 64 - -
dropout - - 0.5

12/17/2021, 10:29:37 PM

100%
spectr-conv1d-bff
Show logs
PERFORMANCE
LATENCY
72 ms of 100 ms
RAM
22 kB of 256 kB
ROM
46 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
1000 ms |
Enabled

SPECTROGRAM

0.075 | 0.0375 | -52

ACCURACY
NEURAL NETWORK (KERAS)

0.005 | 100

Type Filters Kernel Rate
Data augmentation
conv1d 16 3 -
conv1d 32 3 -
conv1d 64 3 -
dropout - - 0.25

12/17/2021, 10:29:43 PM

100%
mfe-conv2d-421
Show logs
PERFORMANCE
LATENCY
170 ms of 100 ms
Exceeds target by 70 ms
RAM
21 kB of 256 kB
ROM
66 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
1000 ms |
Enabled

MFE

0.05 | 0.05 | 40

ACCURACY
NEURAL NETWORK (KERAS)

0.005 | 100

Type Filters Kernel Rate
conv2d 8 3 -
conv2d 16 3 -
dropout - - 0.25
dense 64 - -
dropout - - 0.25

12/17/2021, 10:31:08 PM

100%
spectr-conv1d-6e5
Show logs
PERFORMANCE
LATENCY
21 ms of 100 ms
RAM
17 kB of 256 kB
ROM
41 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
1000 ms |
Enabled

SPECTROGRAM

0.05 | 0.05 | -72

ACCURACY
NEURAL NETWORK (KERAS)

0.005 | 100

Type Filters Kernel Rate
Data augmentation
conv1d 8 3 -
conv1d 16 3 -
dropout - - 0.25
dense 64 - -
dropout - - 0.25

12/17/2021, 10:31:23 PM

100%
mfe-conv1d-dfc
Show logs
PERFORMANCE
LATENCY
31 ms of 100 ms
RAM
26 kB of 256 kB
ROM
46 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
500 ms |
Enabled

MFE

0.05 | 0.025 | 40

ACCURACY
NEURAL NETWORK (KERAS)

0.005 | 100

Type Filters Kernel Rate
conv1d 8 3 -
conv1d 16 3 -
conv1d 32 3 -
dropout - - 0.25

12/17/2021, 10:32:28 PM

100%
spectr-conv1d-23d
Show logs
PERFORMANCE
LATENCY
33 ms of 100 ms
RAM
22 kB of 256 kB
ROM
46 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

2000 ms |
2000 ms |
Enabled

SPECTROGRAM

0.075 | 0.075 | -72

ACCURACY
NEURAL NETWORK (KERAS)

0.005 | 100

Type Filters Kernel Rate
conv1d 8 3 -
conv1d 16 3 -
conv1d 32 3 -
dropout - - 0.25
dense 64 - -
dropout - - 0.25

12/17/2021, 10:32:31 PM

100%
spectr-conv1d-1de
Show logs
PERFORMANCE
LATENCY
100 ms of 100 ms
RAM
21 kB of 256 kB
ROM
90 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
500 ms |
Enabled

SPECTROGRAM

0.05 | 0.05 | -52

ACCURACY
NEURAL NETWORK (KERAS)

0.005 | 100

Type Filters Kernel Rate
conv1d 16 3 -
conv1d 32 3 -
conv1d 64 3 -
conv1d 128 3 -
dropout - - 0.5
dense 64 - -
dropout - - 0.5

12/17/2021, 10:34:59 PM

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