Dataset Para:
super_element_dim = 294,
super_step_size = 1000,
super_step_t = 0.5,
super_hot_start = 1/35,
super_size=31,
path = "./data/"
Train para:
Adam,StepLR
lr = 0.002
hidden_dim = 400
logits_size = 10
num_layers = 2
epoch = 10
max_length = 10
clip_threh = 0.5
step_size = 5
gamma = 0.5
Test_dataset: Time Cost: 5.15300178527832 s Time Cost: 3.7200005054473877 s Time Cost: 3.778003692626953 s Time Cost: 4.040002107620239 s Time Cost: 3.366999626159668 s Time Cost: 3.7520222663879395 s Time Cost: 3.792003870010376 s Time Cost: 3.3139984607696533 s
Teacher-Forcing Self-Regression
MSE : 4.136940627009608, 4.143258782220073
R2 : 0.6857 0.6852
demo: Perfect one:
Bad one: