Arnulfo Silva / TI-ML-Audio-Classification 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

TI LAUNCHXL-CC1352P (Cortex-M4F 48MHz)

100 ms

80 kB

352 kB

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F1-score

Precision

Recall

91%
conv1d-fb1
PERFORMANCE
LATENCY
483 ms of 100 ms
Exceeds target by 383 ms
RAM
30 kB of 80 kB
ROM
84 kB of 352 kB
DSP NN Unused
TIME-SERIES INPUT

Enabled

4/4/2022, 6:27:16 PM

88%
conv2d-c3f
PERFORMANCE
LATENCY
920 ms of 100 ms
Exceeds target by 820 ms
RAM
25 kB of 80 kB
ROM
61 kB of 352 kB
DSP NN Unused
TIME-SERIES INPUT

Enabled

4/4/2022, 6:22:28 PM

83%
conv1d-d5e
PERFORMANCE
LATENCY
116 ms of 100 ms
Exceeds target by 16 ms
RAM
29 kB of 80 kB
ROM
78 kB of 352 kB
DSP NN Unused
TIME-SERIES INPUT

Enabled

4/4/2022, 6:34:42 PM

78%
conv2d-5b1
PERFORMANCE
LATENCY
595 ms of 100 ms
Exceeds target by 495 ms
RAM
25 kB of 80 kB
ROM
61 kB of 352 kB
DSP NN Unused
TIME-SERIES INPUT

Enabled

4/4/2022, 6:35:20 PM

77%
conv1d-d2b
PERFORMANCE
LATENCY
50 ms of 100 ms
RAM
24 kB of 80 kB
ROM
46 kB of 352 kB
DSP NN Unused
TIME-SERIES INPUT

Enabled

4/4/2022, 6:23:19 PM

76%
conv1d-095
PERFORMANCE
LATENCY
21 ms of 100 ms
RAM
21 kB of 80 kB
ROM
45 kB of 352 kB
DSP NN Unused
TIME-SERIES INPUT

Enabled

4/4/2022, 6:35:48 PM

76%
conv1d-828
PERFORMANCE
LATENCY
18 ms of 100 ms
RAM
24 kB of 80 kB
ROM
36 kB of 352 kB
DSP NN Unused
TIME-SERIES INPUT

Enabled

4/4/2022, 6:25:49 PM

75%
conv1d-19b
PERFORMANCE
LATENCY
59 ms of 100 ms
RAM
23 kB of 80 kB
ROM
45 kB of 352 kB
DSP NN Unused
TIME-SERIES INPUT

Enabled

4/4/2022, 6:24:32 PM

71%
conv1d-d11
PERFORMANCE
LATENCY
22 ms of 100 ms
RAM
26 kB of 80 kB
ROM
38 kB of 352 kB
DSP NN Unused
TIME-SERIES INPUT

Enabled

4/4/2022, 6:33:44 PM

67%
conv1d-c0a
PERFORMANCE
LATENCY
552 ms of 100 ms
Exceeds target by 452 ms
RAM
26 kB of 80 kB
ROM
95 kB of 352 kB
DSP NN Unused
TIME-SERIES INPUT

Enabled

4/4/2022, 6:21:14 PM

67%
conv1d-c68
PERFORMANCE
LATENCY
630 ms of 100 ms
Exceeds target by 530 ms
RAM
26 kB of 80 kB
ROM
45 kB of 352 kB
DSP NN Unused
TIME-SERIES INPUT

Enabled

4/4/2022, 6:24:27 PM

67%
conv2d-041
PERFORMANCE
LATENCY
233 ms of 100 ms
Exceeds target by 133 ms
RAM
22 kB of 80 kB
ROM
82 kB of 352 kB
DSP NN Unused
TIME-SERIES INPUT

Enabled

4/4/2022, 6:28:57 PM

64%
conv2d-e4f
PERFORMANCE
LATENCY
582 ms of 100 ms
Exceeds target by 482 ms
RAM
30 kB of 80 kB
ROM
43 kB of 352 kB
DSP NN Unused
TIME-SERIES INPUT

Enabled

4/4/2022, 6:31:26 PM

62%
conv2d-ab1
PERFORMANCE
LATENCY
88 ms of 100 ms
RAM
23 kB of 80 kB
ROM
41 kB of 352 kB
DSP NN Unused
TIME-SERIES INPUT

Enabled

4/4/2022, 6:32:48 PM

61%
conv1d-22c
PERFORMANCE
LATENCY
98 ms of 100 ms
RAM
29 kB of 80 kB
ROM
73 kB of 352 kB
DSP NN Unused
TIME-SERIES INPUT

Enabled

4/4/2022, 6:19:11 PM