forked from rohitkumara/LMS-ANN-Project
-
Notifications
You must be signed in to change notification settings - Fork 1
/
RNN Architectures:
51 lines (42 loc) · 1.52 KB
/
RNN Architectures:
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
RNN Architectures:
dropout = 0.5, epoch = 10:
16, 16 dual layer(GRU followed by LSTM) --> 38sec per iteration,
Time taken 468.3584327697754
SNR of INPUT data: -4.08143588220995
SNR of OUTPUT data: -12.58290462590562
Time Taken: 10.008217334747314
SNR of INPUT: -3.994203538902622
SNR of OUTPUT: -12.016714904041448
-----------------------------------------------
16, 16 dual layer (both LSTM) --> 43sec per iteration
Time taken 524.0864083766937
SNR of INPUT data: -4.08143588220995
SNR of OUTPUT data: -13.640382798100784
Time Taken: 10.875810623168945
SNR of INPUT: -3.994203538902622
SNR of OUTPUT: -13.107344235485902
-----------------------------------------------
16, 16 dual layer (both GRU) --> 33sec per iteration
Time taken 403.3447639942169
SNR of INPUT data: -4.08143588220995
SNR of OUTPUT data: -13.020120993728684
Time Taken: 8.96481704711914
SNR of INPUT: -3.994203538902622
SNR of OUTPUT: -12.495383749770635
-----------------------------------------------
16 single layer (LSTM) --> 16sec per iteration
Time taken 214.6372001171112
SNR of INPUT data: -4.08143588220995
SNR of OUTPUT data: -12.842464586188054
Time Taken: 5.963006019592285
SNR of INPUT: -3.994203538902622
SNR of OUTPUT: -12.11497786130941
-------------------------------------------------
16 single layer (GRU) --> 13sec per iteration
Time taken 169.62372660636902
SNR of INPUT data: -4.08143588220995
SNR of OUTPUT data: -13.376393433751677
(576287,) (576287,)
Time Taken: 4.732649564743042
SNR of INPUT: -3.994203538902622
SNR of OUTPUT: -13.167678605910286