TrafficWheel/config/STID/PEMS-BAY.yaml

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basic:
dataset: PEMS-BAY
device: cuda:0
mode: train
model: STID
seed: 2023
data:
batch_size: 64
column_wise: false
days_per_week: 7
horizon: 24
input_dim: 1
lag: 24
normalizer: std
num_nodes: 325
steps_per_day: 288
test_ratio: 0.2
val_ratio: 0.2
model:
batch_size: 64
day_of_week_size: 7
embed_dim: 32
history: 24
horizon: 24
if_D_i_W: true
if_T_i_D: true
if_node: true
input_dim: 3
input_len: 24
node_dim: 32
num_layer: 3
num_nodes: 325
output_dim: 1
output_len: 24
temp_dim_diw: 32
temp_dim_tid: 32
time_of_day_size: 288
train:
batch_size: 64
debug: true
early_stop: true
early_stop_patience: 15
epochs: 300
grad_norm: false
log_step: 200
loss_func: mae
lr_decay: false
lr_decay_rate: 0.3
lr_decay_step: 1,50,80
lr_init: 0.002
mae_thresh:
mape_thresh: 0.0
max_grad_norm: 5
output_dim: 1
plot: false
real_value: true
seed: 1
weight_decay: 0.0001