george / vibration-analysis-model-v20230319 Public
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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DSP type

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General

F1-score

Precision

Recall

100%
spectr-dense-5ce
PERFORMANCE
LATENCY
1991 ms of 100 ms
Exceeds target by 1891 ms
RAM
485 kB of 256 kB
Exceeds target by 229 kB
ROM
20 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

2000 ms |
2000 ms |
Enabled

SPECTRAL-ANALYSIS

64

ACCURACY (KERAS)
CLASSIFICATION

0.0005 | 30 | 100%

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

3/19/2024, 9:36:20 AM

99%
spectr-dense-9ac
PERFORMANCE
LATENCY
6879 ms of 100 ms
Exceeds target by 6779 ms
RAM
485 kB of 256 kB
Exceeds target by 229 kB
ROM
18 kB of 1024 kB
DSP NN Unused
TIME-SERIES INPUT

2000 ms |
2000 ms |
Enabled

SPECTRAL-ANALYSIS

16

ACCURACY (KERAS)
CLASSIFICATION

0.0005 | 30 | 99%

Type Filters Kernel Rate
dense 40 - -
dense 20 - -
dense 10 - -
dropout - - 0.25

3/19/2024, 9:31:02 AM

99%
spectr-dense-cdf
PERFORMANCE
LATENCY
1991 ms of 100 ms
Exceeds target by 1891 ms
RAM
486 kB of 256 kB
Exceeds target by 230 kB
ROM
21 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 40 - -
dense 20 - -
dense 10 - -
dropout - - 0.25

3/19/2024, 9:30:19 AM

81%
spectr-dense-c8a
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, 9:30:28 AM

25%
spectr-dense-6ea
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 | 25%

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

3/19/2024, 9:36:27 AM

25%
spectr-dense-622
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 | 25%

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

3/19/2024, 9:31:20 AM

spectr-dense-135
PERFORMANCE
LATENCY
100 ms
RAM
256 kB
ROM
1024 kB
Unused
TIME-SERIES INPUT

2000 ms |
2000 ms |
Enabled

SPECTRAL-ANALYSIS

16

ACCURACY (KERAS)
CLASSIFICATION

0.0005 | 30

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

spectr-dense-d88
PERFORMANCE
LATENCY
100 ms
RAM
256 kB
ROM
1024 kB
Unused
TIME-SERIES INPUT

2000 ms |
2000 ms |
Enabled

SPECTRAL-ANALYSIS

16

ACCURACY (KERAS)
CLASSIFICATION

0.0005 | 30

Type Filters Kernel Rate
dense 40 - -
dense 20 - -
dense 10 - -
dropout - - 0.25

spectr-dense-888
PERFORMANCE
LATENCY
100 ms
RAM
256 kB
ROM
1024 kB
Unused
TIME-SERIES INPUT

2000 ms |
2000 ms |
Enabled

SPECTRAL-ANALYSIS

16

ACCURACY (KERAS)
CLASSIFICATION

0.0005 | 30

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

spectr-dense-594
PERFORMANCE
LATENCY
100 ms
RAM
256 kB
ROM
1024 kB
Unused
TIME-SERIES INPUT

2000 ms |
2000 ms |
Enabled

SPECTRAL-ANALYSIS

16

ACCURACY (KERAS)
CLASSIFICATION

0.0005 | 30

Type Filters Kernel Rate
dense 40 - -
dense 20 - -
dense 10 - -
dropout - - 0.25

spectr-dense-72c
PERFORMANCE
LATENCY
100 ms
RAM
256 kB
ROM
1024 kB
Unused
TIME-SERIES INPUT

2000 ms |
2000 ms |
Enabled

SPECTRAL-ANALYSIS

16

ACCURACY (KERAS)
CLASSIFICATION

0.0005 | 30

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

spectr-dense-03a
PERFORMANCE
LATENCY
100 ms
RAM
256 kB
ROM
1024 kB
Unused
TIME-SERIES INPUT

2000 ms |
2000 ms |
Enabled

SPECTRAL-ANALYSIS

16

ACCURACY (KERAS)
CLASSIFICATION

0.0005 | 30

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

spectr-dense-942
PERFORMANCE
LATENCY
100 ms
RAM
256 kB
ROM
1024 kB
Unused
TIME-SERIES INPUT

2000 ms |
2000 ms |
Enabled

SPECTRAL-ANALYSIS

16

ACCURACY (KERAS)
CLASSIFICATION

0.0005 | 30

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

spectr-dense-730
PERFORMANCE
LATENCY
100 ms
RAM
256 kB
ROM
1024 kB
Unused
TIME-SERIES INPUT

2000 ms |
2000 ms |
Enabled

SPECTRAL-ANALYSIS

16

ACCURACY (KERAS)
CLASSIFICATION

0.0005 | 30

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

spectr-dense-7ce
PERFORMANCE
LATENCY
100 ms
RAM
256 kB
ROM
1024 kB
Unused
TIME-SERIES INPUT

2000 ms |
2000 ms |
Enabled

SPECTRAL-ANALYSIS

16

ACCURACY (KERAS)
CLASSIFICATION

0.0005 | 30

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