TrafficWheel/config/DDGCRN/METR-LA.yaml

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basic:
dataset: "METR-LA"
mode: "train"
device: "cuda:0"
model: "DDGCRN"
seed: 2023
data:
add_day_in_week: true
add_time_in_day: true
column_wise: false
days_per_week: 7
default_graph: true
horizon: 24
lag: 24
normalizer: std
num_nodes: 207
steps_per_day: 288
test_ratio: 0.2
tod: false
val_ratio: 0.2
sample: 1
input_dim: 1
batch_size: 64
model:
input_dim: 1
output_dim: 1
embed_dim: 12
rnn_units: 64
num_layers: 1
cheb_order: 2
use_day: True
use_week: False
num_nodes: 207
horizon: 24
train:
loss_func: mask_mae
seed: 10
batch_size: 64
epochs: 100
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
debug: false
mae_thresh: 0.0
mape_thresh: 0.0
log_step: 10000
plot: False
output_dim: 1