TrafficWheel/config/DDGCRN/PEMSD7(L).yaml

55 lines
841 B
YAML
Executable File

basic:
dataset: "PEMSD7(L)"
mode: "train"
device: "cuda:0"
model: "DDGCRN"
data:
add_day_in_week: true
add_time_in_day: true
column_wise: false
days_per_week: 5
default_graph: true
horizon: 12
lag: 12
normalizer: std
num_nodes: 1026
steps_per_day: 288
test_ratio: 0.2
tod: false
val_ratio: 0.2
log:
log_step: 1000
plot: true
model:
cheb_order: 2
embed_dim: 12
input_dim: 1
num_layers: 1
output_dim: 1
rnn_units: 64
use_day: true
use_week: true
test:
mae_thresh: None
mape_thresh: 0.0
train:
batch_size: 12
early_stop: true
early_stop_patience: 10
epochs: 300
grad_norm: false
loss_func: mae
lr_decay: false
lr_decay_rate: 0.1
lr_decay_step:
- '5'
- '20'
- '40'
- '70'
lr_init: 0.0005625
max_grad_norm: 5
real_value: true
seed: 12
weight_decay: 0