TrafficWheel/config/AGCRN/SolarEnergy.yaml

56 lines
860 B
YAML

basic:
dataset: SolarEnergy
device: cuda:0
mode: train
model: AGCRN
seed: 2023
data:
batch_size: 64
column_wise: false
days_per_week: 7
horizon: 24
input_dim: 1
lag: 24
normalizer: std
num_nodes: 137
steps_per_day: 24
test_ratio: 0.2
val_ratio: 0.2
model:
batch_size: 64
dropout: 0.3
gcn_depth: 1
gcn_num: 2
hid_c: 64
in_dim: 1
num_nodes: 137
out_dim: 1
residual_channels: 32
skip_channels: 64
subgraph_size: 20
tanhalpha: 3
time_strides: 1
train:
batch_size: 64
debug: false
early_stop: true
early_stop_patience: 15
epochs: 100
grad_norm: false
log_step: 100
loss_func: mae
lr_decay: true
lr_decay_rate: 0.3
lr_decay_step: 5,20,40,70
lr_init: 0.003
mae_thresh: 0.0
mape_thresh: 0.001
max_grad_norm: 5
output_dim: 1
plot: false
real_value: true
weight_decay: 0