TrafficWheel/config/ARIMA/PEMSD4.yaml

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data:
num_nodes: 307
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:
input_dim: 1
output_dim: 1
p: 2
d: 1
q: 1
drift: True
train:
loss_func: mae
seed: 10
batch_size: 64
epochs: 100
lr_init: 0.003
lr_decay: false
weight_decay: 0
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