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%
mfcc-conv2d-fcc
PERFORMANCE
LATENCY
1 ms of 100 ms
RAM
18 kB of 8388608 kB
ROM
58 kB of 33554432 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

MFCC

0.05 | 0.05 | 40

ACCURACY (KERAS)
CLASSIFICATION

0.005 | 100 | 100%

Type Filters Kernel Rate
conv2d 8 3 -
conv2d 16 3 -
conv2d 32 3 -
conv2d 64 3 -
dropout - - 0.25

8/1/2024, 7:44:01 PM

100%
mfcc-conv2d-b02
PERFORMANCE
LATENCY
2 ms of 100 ms
RAM
21 kB of 8388608 kB
ROM
58 kB of 33554432 kB
DSP NN Unused
TIME-SERIES INPUT

6000 ms |
6000 ms |
Enabled

MFCC

0.05 | 0.05 | 40

ACCURACY (KERAS)
CLASSIFICATION

0.005 | 100 | 100%

Type Filters Kernel Rate
Data augmentation
conv2d 8 3 -
conv2d 16 3 -
conv2d 32 3 -
conv2d 64 3 -
dropout - - 0.25

8/1/2024, 7:42:31 PM

100%
mfcc-conv2d-b0c
PERFORMANCE
LATENCY
2 ms of 100 ms
RAM
21 kB of 8388608 kB
ROM
58 kB of 33554432 kB
DSP NN Unused
TIME-SERIES INPUT

6000 ms |
6000 ms |
Enabled

MFCC

0.05 | 0.05 | 40

ACCURACY (KERAS)
CLASSIFICATION

0.005 | 100 | 100%

Type Filters Kernel Rate
conv2d 8 3 -
conv2d 16 3 -
conv2d 32 3 -
conv2d 64 3 -
dropout - - 0.25

8/1/2024, 7:38:43 PM

96%
mfcc-conv2d-7f3
PERFORMANCE
LATENCY
2 ms of 100 ms
RAM
24 kB of 8388608 kB
ROM
40 kB of 33554432 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

MFCC

0.032 | 0.032 | 40

ACCURACY (KERAS)
CLASSIFICATION

0.005 | 100 | 96%

Type Filters Kernel Rate
conv2d 8 3 -
conv2d 16 3 -
conv2d 32 3 -
dropout - - 0.5

8/1/2024, 7:43:39 PM

96%
mfe-conv1d-864
PERFORMANCE
LATENCY
4 ms of 100 ms
RAM
22 kB of 8388608 kB
ROM
178 kB of 33554432 kB
DSP NN Unused
TIME-SERIES INPUT

6000 ms |
6000 ms |
Enabled

MFE

0.032 | 0.032 | 32

ACCURACY (KERAS)
CLASSIFICATION

0.005 | 100 | 96%

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

8/1/2024, 7:42:05 PM

96%
mfcc-conv2d-f8e
PERFORMANCE
LATENCY
2 ms of 100 ms
RAM
29 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 (KERAS)
CLASSIFICATION

0.005 | 100 | 96%

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

8/1/2024, 7:39:42 PM

93%
mfcc-conv2d-03a
PERFORMANCE
LATENCY
2 ms of 100 ms
RAM
29 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 | 32

ACCURACY (KERAS)
CLASSIFICATION

0.005 | 100 | 93%

Type Filters Kernel Rate
Data augmentation
conv2d 8 3 -
conv2d 16 3 -
conv2d 32 3 -
dropout - - 0.5

8/1/2024, 7:42:40 PM

93%
mfe-conv1d-0b7
PERFORMANCE
LATENCY
5 ms of 100 ms
RAM
25 kB of 8388608 kB
ROM
181 kB of 33554432 kB
DSP NN Unused
TIME-SERIES INPUT

6000 ms |
6000 ms |
Enabled

MFE

0.05 | 0.025 | 32

ACCURACY (KERAS)
CLASSIFICATION

0.005 | 100 | 93%

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

8/1/2024, 7:40:11 PM

89%
mfcc-conv2d-0c6
PERFORMANCE
LATENCY
2 ms of 100 ms
RAM
29 kB of 8388608 kB
ROM
45 kB of 33554432 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

MFCC

0.05 | 0.05 | 40

ACCURACY (KERAS)
CLASSIFICATION

0.005 | 100 | 89%

Type Filters Kernel Rate
Data augmentation
conv2d 16 3 -
conv2d 32 3 -
dropout - - 0.25

8/1/2024, 7:39:40 PM

85%
mfe-conv1d-d30
PERFORMANCE
LATENCY
4 ms of 100 ms
RAM
22 kB of 8388608 kB
ROM
179 kB of 33554432 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

MFE

0.05 | 0.025 | 32

ACCURACY (KERAS)
CLASSIFICATION

0.005 | 100 | 85%

Type Filters Kernel Rate
conv1d 32 3 -
conv1d 64 3 -
conv1d 128 3 -
conv1d 256 3 -
dropout - - 0.25

8/1/2024, 7:44:05 PM

85%
mfe-conv2d-234
PERFORMANCE
LATENCY
2 ms of 100 ms
RAM
35 kB of 8388608 kB
ROM
42 kB of 33554432 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

MFE

0.05 | 0.05 | 32

ACCURACY (KERAS)
CLASSIFICATION

0.005 | 100 | 85%

Type Filters Kernel Rate
conv2d 8 3 -
conv2d 16 3 -
conv2d 32 3 -
dropout - - 0.5

8/1/2024, 7:39:33 PM

78%
mfe-conv1d-d9b
PERFORMANCE
LATENCY
4 ms of 100 ms
RAM
29 kB of 8388608 kB
ROM
86 kB of 33554432 kB
DSP NN Unused
TIME-SERIES INPUT

6000 ms |
6000 ms |
Enabled

MFE

0.032 | 0.016 | 32

ACCURACY (KERAS)
CLASSIFICATION

0.005 | 100 | 78%

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

8/1/2024, 7:45:40 PM

78%
mfcc-conv2d-e81
PERFORMANCE
LATENCY
1 ms of 100 ms
RAM
35 kB of 8388608 kB
ROM
43 kB of 33554432 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

MFCC

0.02 | 0.02 | 40

ACCURACY (KERAS)
CLASSIFICATION

0.005 | 100 | 78%

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

8/1/2024, 7:45:16 PM

74%
mfe-conv1d-478
PERFORMANCE
LATENCY
5 ms of 100 ms
RAM
26 kB of 8388608 kB
ROM
181 kB of 33554432 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

MFE

0.02 | 0.02 | 32

ACCURACY (KERAS)
CLASSIFICATION

0.005 | 100 | 74%

Type Filters Kernel Rate
conv1d 32 3 -
conv1d 64 3 -
conv1d 128 3 -
conv1d 256 3 -
dropout - - 0.25

8/1/2024, 7:46:22 PM

67%
mfcc-conv2d-3b4
PERFORMANCE
LATENCY
2 ms of 100 ms
RAM
35 kB of 8388608 kB
ROM
43 kB of 33554432 kB
DSP NN Unused
TIME-SERIES INPUT

5000 ms |
5000 ms |
Enabled

MFCC

0.02 | 0.02 | 32

ACCURACY (KERAS)
CLASSIFICATION

0.005 | 100 | 67%

Type Filters Kernel Rate
Data augmentation
conv2d 8 3 -
conv2d 16 3 -
dropout - - 0.5

8/1/2024, 7:43:14 PM

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