From a8cc3a20fd44f24c099d27ab8f360be1237df093 Mon Sep 17 00:00:00 2001
From: czzhangheng <cz189@qq.com>
Date: Wed, 3 Sep 2025 08:15:30 +0800
Subject: [PATCH] =?UTF-8?q?=E5=B1=8F=E8=94=BDexp=E5=92=8CSTDEN=E6=96=87?=
 =?UTF-8?q?=E4=BB=B6=E5=A4=B9=EF=BC=9A=E4=BB=8EGit=E8=B7=9F=E8=B8=AA?=
 =?UTF-8?q?=E4=B8=AD=E7=A7=BB=E9=99=A4=E4=BD=86=E4=BF=9D=E7=95=99=E6=9C=AC?=
 =?UTF-8?q?=E5=9C=B0=E6=96=87=E4=BB=B6?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .gitignore                                    |  4 +-
 STDEN                                         |  1 -
 .../09/03-00:53:52/config.yaml                | 62 -------------------
 .../09/03-00:56:54/config.yaml                | 62 -------------------
 .../09/03-01:07:23/config.yaml                | 62 -------------------
 .../09/03-01:08:24/config.yaml                | 62 -------------------
 .../09/03-01:09:13/config.yaml                | 62 -------------------
 .../09/03-01:09:53/config.yaml                | 62 -------------------
 8 files changed, 3 insertions(+), 374 deletions(-)
 delete mode 160000 STDEN
 delete mode 100644 exp/PEMS08_STDEN_2025/09/03-00:53:52/config.yaml
 delete mode 100644 exp/PEMS08_STDEN_2025/09/03-00:56:54/config.yaml
 delete mode 100644 exp/PEMS08_STDEN_2025/09/03-01:07:23/config.yaml
 delete mode 100644 exp/PEMS08_STDEN_2025/09/03-01:08:24/config.yaml
 delete mode 100644 exp/PEMS08_STDEN_2025/09/03-01:09:13/config.yaml
 delete mode 100644 exp/PEMS08_STDEN_2025/09/03-01:09:53/config.yaml

diff --git a/.gitignore b/.gitignore
index 8d21011..26a012c 100644
--- a/.gitignore
+++ b/.gitignore
@@ -161,4 +161,6 @@ cython_debug/
 #.idea/
 
 .STDEN/
-.data/PEMS08/
\ No newline at end of file
+.data/PEMS08/
+exp/
+STDEN/
\ No newline at end of file
diff --git a/STDEN b/STDEN
deleted file mode 160000
index e50a1ba..0000000
--- a/STDEN
+++ /dev/null
@@ -1 +0,0 @@
-Subproject commit e50a1ba6d70528b3e684c85f316aed05bb5085f2
diff --git a/exp/PEMS08_STDEN_2025/09/03-00:53:52/config.yaml b/exp/PEMS08_STDEN_2025/09/03-00:53:52/config.yaml
deleted file mode 100644
index 95a755c..0000000
--- a/exp/PEMS08_STDEN_2025/09/03-00:53:52/config.yaml
+++ /dev/null
@@ -1,62 +0,0 @@
-basic:
-  dataset: PEMS08
-  device: cuda:0
-  mode: train
-  model: STDEN
-  seed: 2025
-data:
-  add_day_in_week: true
-  add_time_in_day: true
-  batch_size: 32
-  column_wise: false
-  dataset_dir: data/PEMS08
-  days_per_week: 7
-  default_graph: true
-  graph_pkl_filename: data/PEMS08/PEMS08_spatial_distance.npy
-  horizon: 24
-  input_dim: 1
-  lag: 24
-  normalizer: std
-  num_nodes: 100
-  steps_per_day: 24
-  test_ratio: 0.2
-  tod: false
-  val_batch_size: 32
-  val_ratio: 0.2
-model:
-  filter_type: default
-  gcn_step: 2
-  horizon: 12
-  input_dim: 1
-  l1_decay: 0
-  latent_dim: 4
-  n_traj_samples: 3
-  nfe: false
-  num_rnn_layers: 1
-  ode_method: dopri5
-  odeint_atol: 1.0e-05
-  odeint_rtol: 1.0e-05
-  output_dim: 1
-  recg_type: gru
-  rnn_units: 64
-  save_latent: false
-  seq_len: 12
-train:
-  batch_size: 64
-  debug: false
-  early_stop: true
-  early_stop_patience: 15
-  epochs: 100
-  grad_norm: false
-  log_dir: /home/czzhangheng/code/Project-I/exp/PEMS08_STDEN_2025/09/03-00:53:52
-  loss: mae
-  lr_decay: false
-  lr_decay_rate: 0.3
-  lr_decay_step: 5,20,40,70
-  lr_init: 0.003
-  mae_thresh: None
-  mape_thresh: 0.001
-  max_grad_norm: 5
-  output_dim: 1
-  real_value: true
-  weight_decay: 0
diff --git a/exp/PEMS08_STDEN_2025/09/03-00:56:54/config.yaml b/exp/PEMS08_STDEN_2025/09/03-00:56:54/config.yaml
deleted file mode 100644
index 9582c49..0000000
--- a/exp/PEMS08_STDEN_2025/09/03-00:56:54/config.yaml
+++ /dev/null
@@ -1,62 +0,0 @@
-basic:
-  dataset: PEMS08
-  device: cuda:0
-  mode: train
-  model: STDEN
-  seed: 2025
-data:
-  add_day_in_week: true
-  add_time_in_day: true
-  batch_size: 32
-  column_wise: false
-  dataset_dir: data/PEMS08
-  days_per_week: 7
-  default_graph: true
-  graph_pkl_filename: data/PEMS08/PEMS08_spatial_distance.npy
-  horizon: 24
-  input_dim: 1
-  lag: 24
-  normalizer: std
-  num_nodes: 100
-  steps_per_day: 24
-  test_ratio: 0.2
-  tod: false
-  val_batch_size: 32
-  val_ratio: 0.2
-model:
-  filter_type: default
-  gcn_step: 2
-  horizon: 12
-  input_dim: 1
-  l1_decay: 0
-  latent_dim: 4
-  n_traj_samples: 3
-  nfe: false
-  num_rnn_layers: 1
-  ode_method: dopri5
-  odeint_atol: 1.0e-05
-  odeint_rtol: 1.0e-05
-  output_dim: 1
-  recg_type: gru
-  rnn_units: 64
-  save_latent: false
-  seq_len: 12
-train:
-  batch_size: 64
-  debug: false
-  early_stop: true
-  early_stop_patience: 15
-  epochs: 100
-  grad_norm: false
-  log_dir: /home/czzhangheng/code/Project-I/exp/PEMS08_STDEN_2025/09/03-00:56:54
-  loss: mae
-  lr_decay: false
-  lr_decay_rate: 0.3
-  lr_decay_step: 5,20,40,70
-  lr_init: 0.003
-  mae_thresh: None
-  mape_thresh: 0.001
-  max_grad_norm: 5
-  output_dim: 1
-  real_value: true
-  weight_decay: 0
diff --git a/exp/PEMS08_STDEN_2025/09/03-01:07:23/config.yaml b/exp/PEMS08_STDEN_2025/09/03-01:07:23/config.yaml
deleted file mode 100644
index 94c3f70..0000000
--- a/exp/PEMS08_STDEN_2025/09/03-01:07:23/config.yaml
+++ /dev/null
@@ -1,62 +0,0 @@
-basic:
-  dataset: PEMS08
-  device: cuda:0
-  mode: train
-  model: STDEN
-  seed: 2025
-data:
-  add_day_in_week: true
-  add_time_in_day: true
-  batch_size: 32
-  column_wise: false
-  dataset_dir: data/PEMS08
-  days_per_week: 7
-  default_graph: true
-  graph_pkl_filename: data/PEMS08/PEMS08_spatial_distance.npy
-  horizon: 24
-  input_dim: 1
-  lag: 24
-  normalizer: std
-  num_nodes: 170
-  steps_per_day: 24
-  test_ratio: 0.2
-  tod: false
-  val_batch_size: 32
-  val_ratio: 0.2
-model:
-  filter_type: default
-  gcn_step: 2
-  horizon: 12
-  input_dim: 1
-  l1_decay: 0
-  latent_dim: 4
-  n_traj_samples: 3
-  nfe: false
-  num_rnn_layers: 1
-  ode_method: dopri5
-  odeint_atol: 1.0e-05
-  odeint_rtol: 1.0e-05
-  output_dim: 1
-  recg_type: gru
-  rnn_units: 64
-  save_latent: false
-  seq_len: 12
-train:
-  batch_size: 64
-  debug: false
-  early_stop: true
-  early_stop_patience: 15
-  epochs: 100
-  grad_norm: false
-  log_dir: /home/czzhangheng/code/Project-I/exp/PEMS08_STDEN_2025/09/03-01:07:23
-  loss: mae
-  lr_decay: false
-  lr_decay_rate: 0.3
-  lr_decay_step: 5,20,40,70
-  lr_init: 0.003
-  mae_thresh: None
-  mape_thresh: 0.001
-  max_grad_norm: 5
-  output_dim: 1
-  real_value: true
-  weight_decay: 0
diff --git a/exp/PEMS08_STDEN_2025/09/03-01:08:24/config.yaml b/exp/PEMS08_STDEN_2025/09/03-01:08:24/config.yaml
deleted file mode 100644
index 3e0b106..0000000
--- a/exp/PEMS08_STDEN_2025/09/03-01:08:24/config.yaml
+++ /dev/null
@@ -1,62 +0,0 @@
-basic:
-  dataset: PEMS08
-  device: cuda:0
-  mode: train
-  model: STDEN
-  seed: 2025
-data:
-  add_day_in_week: true
-  add_time_in_day: true
-  batch_size: 32
-  column_wise: false
-  dataset_dir: data/PEMS08
-  days_per_week: 7
-  default_graph: true
-  graph_pkl_filename: data/PEMS08/PEMS08_spatial_distance.npy
-  horizon: 24
-  input_dim: 1
-  lag: 24
-  normalizer: std
-  num_nodes: 170
-  steps_per_day: 24
-  test_ratio: 0.2
-  tod: false
-  val_batch_size: 32
-  val_ratio: 0.2
-model:
-  filter_type: default
-  gcn_step: 2
-  horizon: 12
-  input_dim: 1
-  l1_decay: 0
-  latent_dim: 4
-  n_traj_samples: 3
-  nfe: false
-  num_rnn_layers: 1
-  ode_method: dopri5
-  odeint_atol: 1.0e-05
-  odeint_rtol: 1.0e-05
-  output_dim: 1
-  recg_type: gru
-  rnn_units: 64
-  save_latent: false
-  seq_len: 12
-train:
-  batch_size: 64
-  debug: false
-  early_stop: true
-  early_stop_patience: 15
-  epochs: 100
-  grad_norm: false
-  log_dir: /home/czzhangheng/code/Project-I/exp/PEMS08_STDEN_2025/09/03-01:08:24
-  loss: mae
-  lr_decay: false
-  lr_decay_rate: 0.3
-  lr_decay_step: 5,20,40,70
-  lr_init: 0.003
-  mae_thresh: None
-  mape_thresh: 0.001
-  max_grad_norm: 5
-  output_dim: 1
-  real_value: true
-  weight_decay: 0
diff --git a/exp/PEMS08_STDEN_2025/09/03-01:09:13/config.yaml b/exp/PEMS08_STDEN_2025/09/03-01:09:13/config.yaml
deleted file mode 100644
index 5d4d8d0..0000000
--- a/exp/PEMS08_STDEN_2025/09/03-01:09:13/config.yaml
+++ /dev/null
@@ -1,62 +0,0 @@
-basic:
-  dataset: PEMS08
-  device: cuda:0
-  mode: train
-  model: STDEN
-  seed: 2025
-data:
-  add_day_in_week: true
-  add_time_in_day: true
-  batch_size: 32
-  column_wise: false
-  dataset_dir: data/PEMS08
-  days_per_week: 7
-  default_graph: true
-  graph_pkl_filename: data/PEMS08/PEMS08_spatial_distance.npy
-  horizon: 24
-  input_dim: 1
-  lag: 24
-  normalizer: std
-  num_nodes: 170
-  steps_per_day: 24
-  test_ratio: 0.2
-  tod: false
-  val_batch_size: 32
-  val_ratio: 0.2
-model:
-  filter_type: default
-  gcn_step: 2
-  horizon: 12
-  input_dim: 1
-  l1_decay: 0
-  latent_dim: 4
-  n_traj_samples: 3
-  nfe: false
-  num_rnn_layers: 1
-  ode_method: dopri5
-  odeint_atol: 1.0e-05
-  odeint_rtol: 1.0e-05
-  output_dim: 1
-  recg_type: gru
-  rnn_units: 64
-  save_latent: false
-  seq_len: 12
-train:
-  batch_size: 64
-  debug: false
-  early_stop: true
-  early_stop_patience: 15
-  epochs: 100
-  grad_norm: false
-  log_dir: /home/czzhangheng/code/Project-I/exp/PEMS08_STDEN_2025/09/03-01:09:13
-  loss: mae
-  lr_decay: false
-  lr_decay_rate: 0.3
-  lr_decay_step: 5,20,40,70
-  lr_init: 0.003
-  mae_thresh: None
-  mape_thresh: 0.001
-  max_grad_norm: 5
-  output_dim: 1
-  real_value: true
-  weight_decay: 0
diff --git a/exp/PEMS08_STDEN_2025/09/03-01:09:53/config.yaml b/exp/PEMS08_STDEN_2025/09/03-01:09:53/config.yaml
deleted file mode 100644
index c6ebf04..0000000
--- a/exp/PEMS08_STDEN_2025/09/03-01:09:53/config.yaml
+++ /dev/null
@@ -1,62 +0,0 @@
-basic:
-  dataset: PEMS08
-  device: cuda:0
-  mode: train
-  model: STDEN
-  seed: 2025
-data:
-  add_day_in_week: true
-  add_time_in_day: true
-  batch_size: 32
-  column_wise: false
-  dataset_dir: data/PEMS08
-  days_per_week: 7
-  default_graph: true
-  graph_pkl_filename: data/PEMS08/PEMS08_spatial_distance.npy
-  horizon: 24
-  input_dim: 1
-  lag: 24
-  normalizer: std
-  num_nodes: 170
-  steps_per_day: 24
-  test_ratio: 0.2
-  tod: false
-  val_batch_size: 32
-  val_ratio: 0.2
-model:
-  filter_type: default
-  gcn_step: 2
-  horizon: 12
-  input_dim: 1
-  l1_decay: 0
-  latent_dim: 4
-  n_traj_samples: 3
-  nfe: false
-  num_rnn_layers: 1
-  ode_method: dopri5
-  odeint_atol: 1.0e-05
-  odeint_rtol: 1.0e-05
-  output_dim: 1
-  recg_type: gru
-  rnn_units: 64
-  save_latent: false
-  seq_len: 12
-train:
-  batch_size: 64
-  debug: false
-  early_stop: true
-  early_stop_patience: 15
-  epochs: 100
-  grad_norm: false
-  log_dir: /home/czzhangheng/code/Project-I/exp/PEMS08_STDEN_2025/09/03-01:09:53
-  loss: mae
-  lr_decay: false
-  lr_decay_rate: 0.3
-  lr_decay_step: 5,20,40,70
-  lr_init: 0.003
-  mae_thresh: None
-  mape_thresh: 0.001
-  max_grad_norm: 5
-  output_dim: 1
-  real_value: true
-  weight_decay: 0