Official Journal of the Asia Oceania Geosciences Society (AOGS)
Table 1 Number of neurons (N) derived from NC
From: Streamlining hyperparameter optimization for radiation emulator training with automated Sherpa
Number of hidden layers (H) | ||||||
|---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | 5 | ||
Speedup (fold) | 5 | 1098 | 392 | 295 | 248 | 218 |
(264,660) | (248,570) | (245,777) | (245,066) | (243,548) | ||
10 | 549 | 253 | 196 | 166 | 147 | |
(132,351) | (125,277) | (124,502) | (123,214) | (122,493) | ||
20 | 274 | 158 | 126 | 109 | 98 | |
(66,076) | (63,242) | (62,412) | (62,281) | (62,468) | ||
50 | 110 | 80 | 68 | 60 | 54 | |
(26,552) | (25,802) | (25,814) | (25,482) | (24,936) | ||
100 | 55 | 45 | 40 | 36 | 34 | |
(13,297) | (12,957) | (12,962) | (12,714) | (12,996) | ||
200 | 27 | 24 | 22 | 21 | 20 | |
(6549) | (6426) | (6356) | (6489) | (6542) | ||
500 | 11 | 10 | 10 | 10 | 9 | |
(2693) | (2562) | (2672) | (2782) | (2571) | ||
1000 | 5 | 5 | 5 | 5 | 5 | |
(1247) | (1277) | (1307) | (1337) | (1367) | ||