Project-I/configs/STGODE/PEMS08.yaml

60 lines
975 B
YAML

basic:
device: cuda:0
dataset: PEMS08
model: STGODE
mode: train
seed: 2025
data:
dataset_dir: data/PEMS08
val_batch_size: 32
graph_pkl_filename: data/PEMS08/PEMS08_spatial_distance.npy
num_nodes: 170
batch_size: 64
input_dim: 1
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: 24
days_per_week: 7
model:
input_dim: 1
output_dim: 1
history: 12
horizon: 12
num_features: 1
rnn_units: 64
sigma1: 0.1
sigma2: 10
thres1: 0.6
thres2: 0.5
train:
loss: mae
batch_size: 64
epochs: 100
lr_init: 0.003
mape_thresh: 0.001
mae_thresh: None
debug: False
output_dim: 1
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
log_step: 3000