TrafficWheel/config/DCRNN/PEMSD3.yaml

52 lines
826 B
YAML

data:
num_nodes: 358
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
horizon: 12
l1_decay: 0
max_diffusion_step: 2
cl_decay_steps: 1000
filter_type: dual_random_walk
num_rnn_layers: 1
rnn_units: 64
seq_len: 12
use_curriculum_learning: True
train:
loss_func: mae
seed: 10
batch_size: 64
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
test:
mae_thresh: null
mape_thresh: 0.0
log:
log_step: 200
plot: False