M0JPI / Sound Test Public
Target: Raspberry Pi 4 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

RPi4-5th-tune

Raspberry Pi 4

100 ms

8388608 kB

33554432 kB

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Run #12 - RPi4-6th-tune (Sep 26 2024, 14:26:50, finished) Run #11 - RPi4-5th-tune (Sep 08 2024, 17:00:46, finished) Run #10 - RPi4-5th-tune (Sep 01 2024, 14:33:07, finished) Run #9 - RPi4-5th-tune (Aug 31 2024, 20:58:58, finished) Run #8 - RPi4-5th-tune (Aug 27 2024, 19:45:25, finished) Run #7 - RPi4-5th-tune (Aug 26 2024, 15:20:52, running) Run #6 - RPi4-5th-tune (Aug 01 2024, 19:49:02, finished) Run #5 - RPi4-5th-tune (Aug 01 2024, 19:35:52, finished) Run #4 - RPi4-4rd-tune (Aug 01 2024, 18:58:40, finished) Run #3 - RPi4-3rd-tune (Aug 01 2024, 17:51:22, finished) Run #2 - RPi4-1st-tune (Aug 01 2024, 15:33:53, finished) Run #1 - RPi4-1st-tune (Jul 28 2024, 15:38:22, finished)
100%
mfe-conv1d-06f
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

8/31/2024, 9:16:14 PM

100%
mfcc-conv1d-aa0
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

8/31/2024, 9:14:42 PM

100%
mfe-conv1d-b9f
PERFORMANCE
LATENCY
15 ms of 100 ms
RAM
73 kB of 8388608 kB
ROM
184 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
conv1d 32 3 -
conv1d 64 3 -
conv1d 128 3 -
conv1d 256 3 -
dropout - - 0.25

8/31/2024, 9:13:42 PM

100%
mfcc-conv1d-1d5
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

8/31/2024, 9:12:31 PM

100%
mfcc-conv1d-789
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

8/31/2024, 9:07:11 PM

97%
mfcc-conv1d-eb8
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 | 97%

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

8/31/2024, 9:16:28 PM

97%
mfe-conv1d-989
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 | 97%

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

8/31/2024, 9:17:36 PM

97%
mfcc-conv2d-4b0
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 | 97%

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

8/31/2024, 9:13:02 PM

97%
mfe-conv1d-238
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 | 97%

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

8/31/2024, 9:12:02 PM

97%
mfcc-conv1d-aeb
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 | 97%

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

8/31/2024, 9:09:06 PM

97%
mfcc-conv1d-0f0
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 | 97%

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

8/31/2024, 9:04:52 PM

94%
mfcc-conv1d-4b8
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 | 94%

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

8/31/2024, 9:16:09 PM

94%
mfcc-conv2d-8f4
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 | 94%

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

8/31/2024, 9:15:33 PM

94%
mfe-conv1d-bc7
PERFORMANCE
LATENCY
9 ms of 100 ms
RAM
45 kB of 8388608 kB
ROM
37 kB of 33554432 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

MFE

0.05 | 0.025 | 32

ACCURACY (OVERALL)
CLASSIFICATION

0.005 | 100 | 94%

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

8/31/2024, 9:06:20 PM

94%
mfe-conv1d-1d0
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 | 94%

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

8/31/2024, 9:04:21 PM

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