TrafficWheel/config/TWDGCN/PEMSD8.yaml

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YAML
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basic:
dataset: "PEMSD8"
mode: "train"
device: "cuda:0"
model: "TWDGCN"
data:
add_day_in_week: true
add_time_in_day: true
column_wise: false
days_per_week: 7
default_graph: true
horizon: 12
lag: 12
normalizer: std
num_nodes: 170
steps_per_day: 288
test_ratio: 0.2
tod: false
val_ratio: 0.2
sample: 1
log:
log_step: 2000
plot: false
model:
cheb_order: 2
embed_dim: 12
input_dim: 1
num_layers: 1
output_dim: 1
rnn_units: 64
use_day: true
use_week: true
test:
mae_thresh: None
mape_thresh: 0.001
train:
batch_size: 12
early_stop: true
early_stop_patience: 30
epochs: 200
grad_norm: false
loss_func: mae
lr_decay: true
lr_decay_rate: 0.3
lr_decay_step: "5,20,40,70"
lr_init: 0.003
max_grad_norm: 5
real_value: true
seed: 3407
weight_decay: 0