TrafficWheel/config/STID/PEMS-BAY.yaml

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