58 lines
915 B
YAML
Executable File
58 lines
915 B
YAML
Executable File
basic:
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dataset: "PEMSD4"
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mode: "train"
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device: "cuda:0"
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model: "DCRNN"
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data:
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num_nodes: 307
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lag: 12
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horizon: 12
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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: True
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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: 288
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days_per_week: 7
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model:
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input_dim: 1
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output_dim: 1
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horizon: 12
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l1_decay: 0
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max_diffusion_step: 2
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cl_decay_steps: 1000
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filter_type: dual_random_walk
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num_rnn_layers: 2
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rnn_units: 64
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seq_len: 12
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use_curriculum_learning: True
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train:
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loss_func: mask_mae
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seed: 10
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batch_size: 64
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epochs: 300
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lr_init: 0.001
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weight_decay: 0.0001
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lr_decay: True
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lr_decay_rate: 0.1
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lr_decay_step: "10,20,40,80"
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early_stop: True
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early_stop_patience: 25
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grad_norm: True
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max_grad_norm: 5
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real_value: False
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test:
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mae_thresh: null
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mape_thresh: 0.0
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log:
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log_step: 200
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plot: False
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