george / vibration-analysis-model-v20230319 Public
Target: Nordic nRF9160 DK (Cortex-M33 64MHz) Clone this project
Experiments EON Tuner
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

Nordic nRF9160 DK (Cortex-M33 64MHz)

100 ms

256 kB

1024 kB

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F1-score

Precision

Recall

Run #7 (Mar 20 2024, 05:27:33, finished) Run #6 (Mar 19 2024, 16:04:20, running) Run #5 (Mar 19 2024, 15:23:06, finished) Run #4 (Mar 19 2024, 14:50:22, finished) Run #3 (Mar 19 2024, 11:38:33, finished) Run #2 (Mar 19 2024, 09:48:08, finished) Run #1 (Mar 19 2024, 09:18:38, cancelled)
99%
spectr-dense-9ff
PERFORMANCE
LATENCY
1991 ms of 100 ms
Exceeds target by 1891 ms
RAM
485 kB of 256 kB
Exceeds target by 229 kB
ROM
17 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

2000 ms |
2000 ms |
Enabled

SPECTRAL-ANALYSIS

64

ACCURACY (KERAS)
CLASSIFICATION

0.0005 | 30 | 99%

Type Filters Kernel Rate
dense 20 - -
dense 10 - -
dropout - - 0.25

3/19/2024, 10:06:40 AM

spectr-dense-810
PERFORMANCE
LATENCY
2411 ms of 100 ms
Exceeds target by 2311 ms
RAM
784 kB of 256 kB
Exceeds target by 528 kB
ROM
18 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

2000 ms |
2000 ms |
Enabled

SPECTRAL-ANALYSIS

Parameter Value
wavelet bior1.3
analysis-type Wavelet
wavelet-level 2

ACCURACY (KERAS)
CLASSIFICATION

0.0005 | 30 | 0%

Type Filters Kernel Rate
dense 20 - -
dense 10 - -
dense 5 - -
dropout - - 0.25

3/19/2024, 10:11:41 AM

100%
spectr-dense-7d0
PERFORMANCE
LATENCY
6879 ms of 100 ms
Exceeds target by 6779 ms
RAM
485 kB of 256 kB
Exceeds target by 229 kB
ROM
17 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

2000 ms |
2000 ms |
Enabled

SPECTRAL-ANALYSIS

16

ACCURACY (KERAS)
CLASSIFICATION

0.0005 | 30 | 100%

Type Filters Kernel Rate
dense 40 - -
dense 20 - -
dropout - - 0.5

3/19/2024, 10:02:51 AM

100%
spectr-dense-e22
PERFORMANCE
LATENCY
996 ms of 100 ms
Exceeds target by 896 ms
RAM
244 kB of 256 kB
ROM
20 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
1000 ms |
Enabled

SPECTRAL-ANALYSIS

64

ACCURACY (KERAS)
CLASSIFICATION

0.0005 | 30 | 100%

Type Filters Kernel Rate
dense 40 - -
dense 20 - -
dropout - - 0.5

3/19/2024, 9:53:06 AM

25%
spectr-dense-b9c
PERFORMANCE
LATENCY
3441 ms of 100 ms
Exceeds target by 3341 ms
RAM
243 kB of 256 kB
ROM
16 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
1000 ms |
Enabled

SPECTRAL-ANALYSIS

16

ACCURACY (KERAS)
CLASSIFICATION

0.0005 | 30 | 25%

Type Filters Kernel Rate
dense 20 - -
dense 10 - -
dense 5 - -
dropout - - 0.5

3/19/2024, 10:06:52 AM

spectr-dense-f9e
PERFORMANCE
LATENCY
2076 ms of 100 ms
Exceeds target by 1976 ms
RAM
784 kB of 256 kB
Exceeds target by 528 kB
ROM
18 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

2000 ms |
2000 ms |
Enabled

SPECTRAL-ANALYSIS

Parameter Value
wavelet haar
analysis-type Wavelet
wavelet-level 2

ACCURACY (KERAS)
CLASSIFICATION

0.0005 | 30 | 0%

Type Filters Kernel Rate
dense 20 - -
dense 10 - -
dense 5 - -
dropout - - 0.25

3/19/2024, 10:06:42 AM

100%
spectr-dense-b3c
PERFORMANCE
LATENCY
6879 ms of 100 ms
Exceeds target by 6779 ms
RAM
485 kB of 256 kB
Exceeds target by 229 kB
ROM
17 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

2000 ms |
2000 ms |
Enabled

SPECTRAL-ANALYSIS

16

ACCURACY (KERAS)
CLASSIFICATION

0.0005 | 30 | 100%

Type Filters Kernel Rate
dense 40 - -
dense 20 - -
dropout - - 0.25

3/19/2024, 9:57:01 AM

94%
spectr-dense-e9f
PERFORMANCE
LATENCY
6879 ms of 100 ms
Exceeds target by 6779 ms
RAM
485 kB of 256 kB
Exceeds target by 229 kB
ROM
16 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

2000 ms |
2000 ms |
Enabled

SPECTRAL-ANALYSIS

16

ACCURACY (KERAS)
CLASSIFICATION

0.0005 | 30 | 94%

Type Filters Kernel Rate
dense 20 - -
dense 10 - -
dropout - - 0.25

3/19/2024, 9:57:09 AM

81%
spectr-dense-4c6
PERFORMANCE
LATENCY
1991 ms of 100 ms
Exceeds target by 1891 ms
RAM
485 kB of 256 kB
Exceeds target by 229 kB
ROM
17 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

2000 ms |
2000 ms |
Enabled

SPECTRAL-ANALYSIS

64

ACCURACY (KERAS)
CLASSIFICATION

0.0005 | 30 | 81%

Type Filters Kernel Rate
dense 20 - -
dense 10 - -
dropout - - 0.5

3/19/2024, 9:56:13 AM

63%
spectr-dense-55b
PERFORMANCE
LATENCY
996 ms of 100 ms
Exceeds target by 896 ms
RAM
244 kB of 256 kB
ROM
21 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
1000 ms |
Enabled

SPECTRAL-ANALYSIS

64

ACCURACY (KERAS)
CLASSIFICATION

0.0005 | 30 | 63%

Type Filters Kernel Rate
dense 40 - -
dense 20 - -
dense 10 - -
dropout - - 0.5

3/19/2024, 9:56:51 AM

59%
spectr-dense-ff5
PERFORMANCE
LATENCY
1184 ms of 100 ms
Exceeds target by 1084 ms
RAM
393 kB of 256 kB
Exceeds target by 137 kB
ROM
21 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
1000 ms |
Enabled

SPECTRAL-ANALYSIS

Parameter Value
wavelet bior1.3
analysis-type Wavelet
wavelet-level 2

ACCURACY (KERAS)
CLASSIFICATION

0.0005 | 30 | 59%

Type Filters Kernel Rate
dense 40 - -
dense 20 - -
dropout - - 0.25

3/19/2024, 10:02:45 AM

54%
spectr-dense-eba
PERFORMANCE
LATENCY
984 ms of 100 ms
Exceeds target by 884 ms
RAM
393 kB of 256 kB
Exceeds target by 137 kB
ROM
19 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
1000 ms |
Enabled

SPECTRAL-ANALYSIS

Parameter Value
wavelet haar
analysis-type Wavelet
wavelet-level 1

ACCURACY (KERAS)
CLASSIFICATION

0.0005 | 30 | 54%

Type Filters Kernel Rate
dense 40 - -
dense 20 - -
dropout - - 0.5

3/19/2024, 10:02:58 AM

52%
spectr-dense-179
PERFORMANCE
LATENCY
1094 ms of 100 ms
Exceeds target by 994 ms
RAM
393 kB of 256 kB
Exceeds target by 137 kB
ROM
19 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
1000 ms |
Enabled

SPECTRAL-ANALYSIS

Parameter Value
wavelet bior1.3
analysis-type Wavelet
wavelet-level 1

ACCURACY (KERAS)
CLASSIFICATION

0.0005 | 30 | 52%

Type Filters Kernel Rate
dense 40 - -
dense 20 - -
dropout - - 0.5

3/19/2024, 10:03:03 AM

47%
spectr-dense-eaa
PERFORMANCE
LATENCY
2231 ms of 100 ms
Exceeds target by 2131 ms
RAM
783 kB of 256 kB
Exceeds target by 527 kB
ROM
19 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

2000 ms |
2000 ms |
Enabled

SPECTRAL-ANALYSIS

Parameter Value
wavelet bior1.3
analysis-type Wavelet
wavelet-level 1

ACCURACY (KERAS)
CLASSIFICATION

0.0005 | 30 | 47%

Type Filters Kernel Rate
dense 40 - -
dense 20 - -
dropout - - 0.25

3/19/2024, 9:51:11 AM

44%
spectr-dense-75b
PERFORMANCE
LATENCY
1184 ms of 100 ms
Exceeds target by 1084 ms
RAM
393 kB of 256 kB
Exceeds target by 137 kB
ROM
18 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

1000 ms |
1000 ms |
Enabled

SPECTRAL-ANALYSIS

Parameter Value
wavelet bior1.3
analysis-type Wavelet
wavelet-level 2

ACCURACY (KERAS)
CLASSIFICATION

0.0005 | 30 | 44%

Type Filters Kernel Rate
dense 20 - -
dense 10 - -
dropout - - 0.25

3/19/2024, 10:06:53 AM

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