TrafficWheel/config/STMLP/PEMSD7.yaml

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1.1 KiB
YAML

data:
num_nodes: 883
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
input_window: 12
output_window: 12
gcn_true: true
buildA_true: true
gcn_depth: 2
dropout: 0.3
subgraph_size: 20
node_dim: 40
dilation_exponential: 1
conv_channels: 32
residual_channels: 32
skip_channels: 64
end_channels: 128
layers: 3
propalpha: 0.05
tanhalpha: 3
layer_norm_affline: true
use_curriculum_learning: true
step_size1: 2500
task_level: 0
num_split: 1
step_size2: 100
model_type: stmlp
train:
loss_func: mae
seed: 10
batch_size: 16
epochs: 300
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
real_value: True
teacher_stu: True
test:
mae_thresh: null
mape_thresh: 0.0
log:
log_step: 2000
plot: False