63 lines
1014 B
YAML
Executable File
63 lines
1014 B
YAML
Executable File
basic:
|
|
dataset: "PEMSD3"
|
|
mode: "train"
|
|
device: "cuda:0"
|
|
model: "STAEFormer"
|
|
|
|
data:
|
|
num_nodes: 358
|
|
lag: 12
|
|
horizon: 12
|
|
val_ratio: 0.2
|
|
test_ratio: 0.2
|
|
tod: False
|
|
normalizer: std
|
|
column_wise: False
|
|
default_graph: True
|
|
add_time_in_day: True
|
|
add_day_in_week: True
|
|
steps_per_day: 288
|
|
days_per_week: 7
|
|
|
|
model:
|
|
num_nodes: 358
|
|
in_steps: 12
|
|
out_steps: 12
|
|
steps_per_day: 288
|
|
input_dim: 1
|
|
output_dim: 1
|
|
input_embedding_dim: 24
|
|
tod_embedding_dim: 24
|
|
dow_embedding_dim: 24
|
|
spatial_embedding_dim: 0
|
|
adaptive_embedding_dim: 80
|
|
feed_forward_dim: 256
|
|
num_heads: 4
|
|
num_layers: 3
|
|
dropout: 0.1
|
|
use_mixed_proj: true
|
|
|
|
train:
|
|
loss_func: mae
|
|
seed: 10
|
|
batch_size: 64
|
|
epochs: 300
|
|
lr_init: 0.003
|
|
weight_decay: 0
|
|
lr_decay: False
|
|
lr_decay_rate: 0.3
|
|
lr_decay_step: "5,20,40,70"
|
|
early_stop: True
|
|
early_stop_patience: 15
|
|
grad_norm: False
|
|
max_grad_norm: 5
|
|
real_value: True
|
|
|
|
test:
|
|
mae_thresh: null
|
|
mape_thresh: 0.0
|
|
|
|
log:
|
|
log_step: 200
|
|
plot: False
|