59 lines
983 B
YAML
59 lines
983 B
YAML
basic:
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dataset: SolarEnergy
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device: cuda:0
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mode: train
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model: STAEFormer
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seed: 2023
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data:
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batch_size: 16
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column_wise: false
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days_per_week: 7
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horizon: 24
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input_dim: 137
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lag: 24
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normalizer: std
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num_nodes: 137
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steps_per_day: 24
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test_ratio: 0.2
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val_ratio: 0.2
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model:
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adaptive_embedding_dim: 80
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dow_embedding_dim: 24
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dropout: 0.1
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feed_forward_dim: 256
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in_steps: 24
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input_dim: 137
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input_embedding_dim: 24
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num_heads: 4
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num_layers: 3
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num_nodes: 137
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out_steps: 24
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output_dim: 137
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spatial_embedding_dim: 0
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steps_per_day: 24
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tod_embedding_dim: 24
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use_mixed_proj: true
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train:
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batch_size: 16
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debug: false
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early_stop: true
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early_stop_patience: 15
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epochs: 300
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grad_norm: false
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log_step: 200
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loss_func: mae
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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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lr_init: 0.003
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mae_thresh: 0.0
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mape_thresh: 0.0
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max_grad_norm: 5
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output_dim: 137
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plot: false
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real_value: true
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weight_decay: 0
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