62 lines
1002 B
YAML
Executable File
62 lines
1002 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: "STAEFormer"
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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: 0.1
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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: 288
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days_per_week: 7
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model:
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num_nodes: 307
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in_steps: 12
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out_steps: 12
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steps_per_day: 288
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input_dim: 1
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output_dim: 1
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input_embedding_dim: 24
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tod_embedding_dim: 24
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dow_embedding_dim: 24
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spatial_embedding_dim: 0
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adaptive_embedding_dim: 80
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feed_forward_dim: 256
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num_heads: 4
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num_layers: 3
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dropout: 0.1
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use_mixed_proj: true
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train:
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loss_func: Huber
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seed: 10
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batch_size: 16
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epochs: 200
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lr_init: 0.001
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weight_decay: 0.0003
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lr_decay: True
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lr_decay_rate: 0.1
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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: 30
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grad_norm: False
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real_value: True
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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: 2000
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plot: False
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