65 lines
1.1 KiB
YAML
65 lines
1.1 KiB
YAML
basic:
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device: cuda:0
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dataset: PEMS08
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model: STDEN
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mode: train
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seed: 2025
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data:
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dataset_dir: data/PEMS08
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val_batch_size: 32
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graph_pkl_filename: data/PEMS08/PEMS08_spatial_distance.npy
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num_nodes: 170
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batch_size: 32
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input_dim: 1
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lag: 24
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horizon: 24
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val_ratio: 0.2
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test_ratio: 0.2
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tod: False
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normalizer: std
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column_wise: False
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default_graph: True
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add_time_in_day: True
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add_day_in_week: True
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steps_per_day: 24
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days_per_week: 7
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model:
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l1_decay: 0
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seq_len: 12
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horizon: 12
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input_dim: 1
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output_dim: 1
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latent_dim: 4
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n_traj_samples: 3
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ode_method: dopri5
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odeint_atol: 0.00001
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odeint_rtol: 0.00001
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rnn_units: 64
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num_rnn_layers: 1
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gcn_step: 2
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filter_type: default # unkP IncP default
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recg_type: gru
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save_latent: false
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nfe: false
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train:
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loss: mae
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batch_size: 64
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epochs: 100
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lr_init: 0.003
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mape_thresh: 0.001
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mae_thresh: None
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debug: False
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output_dim: 1
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weight_decay: 0
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lr_decay: False
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lr_decay_rate: 0.3
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lr_decay_step: "5,20,40,70"
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early_stop: True
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early_stop_patience: 15
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grad_norm: False
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max_grad_norm: 5
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real_value: True
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