M0JPI / Sound Test 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

RPi4-5th-tune

Raspberry Pi 4

100 ms

8388608 kB

33554432 kB

Filters

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General

F1-score

Precision

Recall

100%
mfe-conv1d-475
PERFORMANCE
LATENCY
1 ms of 100 ms
RAM
21 kB of 8388608 kB
ROM
45 kB of 33554432 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

MFE

0.02 | 0.02 | 32

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 100%

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

9/1/2024, 2:48:08 PM

100%
mfcc-conv2d-7e6
PERFORMANCE
LATENCY
1 ms of 100 ms
RAM
16 kB of 8388608 kB
ROM
39 kB of 33554432 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

MFCC

0.05 | 0.05 | 32

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 100%

Type Filters Kernel Rate
conv2d 8 3 -
conv2d 16 3 -
conv2d 32 3 -
dropout - - 0.25

9/1/2024, 2:44:27 PM

100%
mfcc-conv1d-131
PERFORMANCE
LATENCY
20 ms of 100 ms
RAM
72 kB of 8388608 kB
ROM
179 kB of 33554432 kB
DSP NN Unused
TIME-SERIES INPUT

6000 ms |
6000 ms |
Enabled

MFCC

0.05 | 0.025 | 32

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 100%

Type Filters Kernel Rate
conv1d 32 3 -
conv1d 64 3 -
conv1d 128 3 -
conv1d 256 3 -
dropout - - 0.5

9/1/2024, 2:46:19 PM

100%
mfcc-conv1d-4d4
PERFORMANCE
LATENCY
16 ms of 100 ms
RAM
59 kB of 8388608 kB
ROM
177 kB of 33554432 kB
DSP NN Unused
TIME-SERIES INPUT

6000 ms |
6000 ms |
Enabled

MFCC

0.032 | 0.032 | 32

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 100%

Type Filters Kernel Rate
conv1d 32 3 -
conv1d 64 3 -
conv1d 128 3 -
conv1d 256 3 -
dropout - - 0.5

9/1/2024, 2:44:45 PM

100%
mfe-conv1d-b31
PERFORMANCE
LATENCY
11 ms of 100 ms
RAM
57 kB of 8388608 kB
ROM
75 kB of 33554432 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

MFE

0.02 | 0.02 | 32

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 100%

Type Filters Kernel Rate
conv1d 16 3 -
conv1d 32 3 -
conv1d 64 3 -
conv1d 128 3 -
dropout - - 0.25

9/1/2024, 2:44:11 PM

100%
mfcc-conv2d-ded
PERFORMANCE
LATENCY
23 ms of 100 ms
RAM
75 kB of 8388608 kB
ROM
41 kB of 33554432 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

MFCC

0.05 | 0.025 | 40

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 100%

Type Filters Kernel Rate
conv2d 8 3 -
conv2d 16 3 -
conv2d 32 3 -
dropout - - 0.25

9/1/2024, 2:42:32 PM

100%
mfcc-conv1d-71c
PERFORMANCE
LATENCY
31 ms of 100 ms
RAM
90 kB of 8388608 kB
ROM
77 kB of 33554432 kB
DSP NN Unused
TIME-SERIES INPUT

6000 ms |
6000 ms |
Enabled

MFCC

0.032 | 0.016 | 32

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 100%

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

9/1/2024, 2:41:23 PM

100%
mfe-conv1d-cfd
PERFORMANCE
LATENCY
7 ms of 100 ms
RAM
37 kB of 8388608 kB
ROM
36 kB of 33554432 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

MFE

0.032 | 0.032 | 32

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 100%

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

9/1/2024, 2:39:08 PM

100%
mfcc-conv1d-f52
PERFORMANCE
LATENCY
27 ms of 100 ms
RAM
68 kB of 8388608 kB
ROM
73 kB of 33554432 kB
DSP NN Unused
TIME-SERIES INPUT

6000 ms |
6000 ms |
Enabled

MFCC

0.05 | 0.025 | 40

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 100%

Type Filters Kernel Rate
Data augmentation
conv1d 16 3 -
conv1d 32 3 -
conv1d 64 3 -
conv1d 128 3 -
dropout - - 0.25

9/1/2024, 2:37:50 PM

100%
mfe-conv1d-a61
PERFORMANCE
LATENCY
9 ms of 100 ms
RAM
44 kB of 8388608 kB
ROM
44 kB of 33554432 kB
DSP NN Unused
TIME-SERIES INPUT

6000 ms |
6000 ms |
Enabled

MFE

0.032 | 0.032 | 32

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 100%

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

9/1/2024, 2:37:29 PM

98%
mfcc-conv1d-3c0
PERFORMANCE
LATENCY
1 ms of 100 ms
RAM
10 kB of 8388608 kB
ROM
44 kB of 33554432 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

MFCC

0.05 | 0.025 | 40

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 98%

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

9/1/2024, 2:47:51 PM

98%
mfcc-conv1d-3fd
PERFORMANCE
LATENCY
11 ms of 100 ms
RAM
36 kB of 8388608 kB
ROM
45 kB of 33554432 kB
DSP NN Unused
TIME-SERIES INPUT

6000 ms |
6000 ms |
Enabled

MFCC

0.05 | 0.05 | 32

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 98%

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

9/1/2024, 2:47:34 PM

98%
mfe-conv1d-3ac
PERFORMANCE
LATENCY
1 ms of 100 ms
RAM
24 kB of 8388608 kB
ROM
46 kB of 33554432 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

MFE

0.032 | 0.016 | 32

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 98%

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

9/1/2024, 2:47:55 PM

98%
mfe-conv1d-75e
PERFORMANCE
LATENCY
1 ms of 100 ms
RAM
16 kB of 8388608 kB
ROM
75 kB of 33554432 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

MFE

0.032 | 0.032 | 32

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 98%

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

9/1/2024, 2:39:30 PM

98%
mfcc-conv1d-91c
PERFORMANCE
LATENCY
9 ms of 100 ms
RAM
38 kB of 8388608 kB
ROM
173 kB of 33554432 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

MFCC

0.05 | 0.05 | 32

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 98%

Type Filters Kernel Rate
conv1d 32 3 -
conv1d 64 3 -
conv1d 128 3 -
conv1d 256 3 -
dropout - - 0.5

9/1/2024, 2:39:27 PM