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-066
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

9/8/2024, 5:12:02 PM

100%
mfe-conv1d-c7c
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 | 100%

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

9/8/2024, 5:12:55 PM

100%
mfcc-conv2d-9de
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

9/8/2024, 5:09:24 PM

100%
mfcc-conv1d-41d
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

9/8/2024, 5:10:36 PM

100%
mfcc-conv1d-493
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

9/8/2024, 5:09:22 PM

100%
mfe-conv1d-7c1
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

9/8/2024, 5:08:54 PM

100%
mfcc-conv1d-b89
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

9/8/2024, 5:07:24 PM

100%
mfe-conv1d-721
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 | 100%

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

9/8/2024, 5:06:28 PM

100%
mfcc-conv1d-f27
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 | 100%

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

9/8/2024, 5:06:03 PM

100%
mfe-conv1d-84e
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

9/8/2024, 5:06:05 PM

100%
mfcc-conv1d-3ae
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

9/8/2024, 5:05:15 PM

98%
mfcc-conv1d-460
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

9/8/2024, 5:11:37 PM

98%
mfcc-conv2d-3df
PERFORMANCE
LATENCY
14 ms of 100 ms
RAM
47 kB of 8388608 kB
ROM
37 kB of 33554432 kB
DSP NN Unused
TIME-SERIES INPUT

6000 ms |
6000 ms |
Enabled

MFCC

0.05 | 0.05 | 40

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 98%

Type Filters Kernel Rate
Data augmentation
conv2d 8 3 -
conv2d 16 3 -
dropout - - 0.25

9/8/2024, 5:10:32 PM

98%
mfe-conv1d-4b9
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 | 98%

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

9/8/2024, 5:05:13 PM

96%
mfcc-conv1d-e2a
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 | 96%

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

9/8/2024, 5:12:38 PM