Graph Neural Network Training¶
Training Parameters¶
Name |
Optimizer |
Optimizer-Params |
Scheduler |
Scheduler-Params |
BatchSize |
|---|---|---|---|---|---|
MRK1 |
ADAM |
lr: 0.001, wd: 0.001 |
/ |
/ |
10 |
MRK2 |
ADAM |
lr: 0.001, wd: 0.001 |
/ |
/ |
50 |
MRK3 |
ADAM |
lr: 0.001, wd: 0.001 |
/ |
/ |
100 |
MRK4 |
ADAM |
lr: 0.001, wd: 0.001 |
/ |
/ |
200 |
MRK5 |
ADAM |
lr: 0.001, wd: 0.001 |
/ |
/ |
10 |
MRK6 |
ADAM |
lr: 0.0001, wd: 0.001 |
/ |
/ |
50 |
MRK7 |
ADAM |
lr: 0.001, wd: 0.0001 |
/ |
/ |
100 |
MRK8 |
ADAM |
lr: 0.0001, wd: 0.0001 |
/ |
/ |
200 |
MRK9 |
ADAM |
lr: 0.0001, wd: 0.001 |
ExponentialLR |
0.5 |
10 |
MRK10 |
ADAM |
lr: 0.001, wd: 0.0001 |
ExponentialLR |
1.0 |
50 |
MRK11 |
ADAM |
lr: 0.0001, wd: 0.0001 |
ExponentialLR |
2.0 |
100 |
MRK12 |
ADAM |
lr: 0.0001, wd: 0.0001 |
ExponentialLR |
4.0 |
200 |
MRK13 |
ADAM |
lr: 0.0001, wd: 0.001 |
CyclicLR |
0.0001 |
10 |
MRK14 |
ADAM |
lr: 0.001, wd: 0.0001 |
CyclicLR |
0.001 |
50 |
MRK15 |
ADAM |
lr: 0.0001, wd: 0.0001 |
CyclicLR |
0.01 |
100 |
MRK16 |
ADAM |
lr: 0.0001, wd: 0.0001 |
CyclicLR |
0.1 |
200 |
MRK17 |
SGD |
lr: 0.0001, wd: 0.001 |
momentum: 0.0001 |
/ |
10 |
MRK18 |
SGD |
lr: 0.001, wd: 0.0001 |
momentum: 0.0005 |
/ |
50 |
MRK19 |
SGD |
lr: 0.0001, wd: 0.0001 |
momentum: 0.001 |
/ |
100 |
MRK20 |
SGD |
lr: 0.0001, wd: 0.0001 |
0.0015 |
/ |
200 |