data: num_nodes: 307 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: embed_dim: 64 skip_dim: 256 lape_dim: 8 geo_num_heads: 4 sem_num_heads: 2 t_num_heads: 2 mlp_ratio: 4 qkv_bias: True drop: 0. attn_drop: 0. drop_path: 0.3 s_attn_size: 3 t_attn_size: 3 enc_depth: 6 type_ln: pre type_short_path: hop input_dim: 3 output_dim: 1 input_window: 12 output_window: 12 add_time_in_day: True add_day_in_week: True world_size: 1 huber_delta: 1 quan_delta: 0.25 far_mask_delta: 5 dtw_delta: 5 use_curriculum_learning: True step_size: 2500 max_epoch: 200 task_level: 0 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