From f3480fccdc7b463e9ff4415212c151a81ba99482 Mon Sep 17 00:00:00 2001 From: czzhangheng Date: Mon, 10 Nov 2025 09:34:52 +0800 Subject: [PATCH] =?UTF-8?q?STID=E9=85=8D=E7=BD=AE=E6=9B=B4=E6=96=B0?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- config/STID/PEMS-BAY.yaml | 66 +++++++++++++++++++++++++++++++++++++++ 1 file changed, 66 insertions(+) create mode 100755 config/STID/PEMS-BAY.yaml diff --git a/config/STID/PEMS-BAY.yaml b/config/STID/PEMS-BAY.yaml new file mode 100755 index 0000000..0a10a68 --- /dev/null +++ b/config/STID/PEMS-BAY.yaml @@ -0,0 +1,66 @@ +basic: + dataset: "PEMS-BAY" + mode: "train" + device: "cuda:0" + model: "STID" + +data: + num_nodes: 325 + lag: 24 + horizon: 24 + 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 + input_dim: 1 + output_dim: 1 + batch_size: 64 + +model: + input_dim: 3 + output_dim: 1 + history: 24 + horizon: 24 + num_nodes: 325 + input_len: 24 + embed_dim: 32 + output_len: 24 + num_layer: 3 + if_node: True + node_dim: 32 + if_T_i_D: True + if_D_i_W: True + temp_dim_tid: 32 + temp_dim_diw: 32 + time_of_day_size: 288 + day_of_week_size: 7 + batch_size: 64 + + +train: + loss_func: mae + seed: 1 + batch_size: 64 + epochs: 300 + lr_init: 0.002 + weight_decay: 0.0001 + lr_decay: False + lr_decay_rate: 0.3 + lr_decay_step: "1,50,80" + early_stop: True + early_stop_patience: 15 + grad_norm: False + max_grad_norm: 5 + real_value: True + debug: true + output_dim: 1 + mae_thresh: null + mape_thresh: 0.0 + log_step: 200 + plot: False