TrafficWheel/config/AEPSA/PEMS-BAY.yaml

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basic:
dataset: "PEMS-BAY"
mode : "train"
device : "cuda:0"
model: "AEPSA"
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: 325
steps_per_day: 288
test_ratio: 0.2
tod: false
val_ratio: 0.2
sample: 1
input_dim: 1
batch_size: 16
model:
pred_len: 24
seq_len: 24
patch_len: 6
stride: 7
dropout: 0.2
gpt_layers: 9
d_ff: 128
gpt_path: ./GPT-2
d_model: 64
n_heads: 1
input_dim: 1
word_num: 1000
train:
batch_size: 16
early_stop: true
early_stop_patience: 15
epochs: 100
grad_norm: false
loss_func: mae
lr_decay: true
lr_decay_rate: 0.3
lr_decay_step: "5,20,40,70"
lr_init: 0.003
max_grad_norm: 5
weight_decay: 0
debug: false
output_dim: 1
log_step: 100
plot: false
mae_thresh: None
mape_thresh: 0.001