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AutoGL
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AutoGL/configs/nodeclf_nas_grna.yml

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  1. nas:

  2.   space:

  3.     name: grnaspace

  4.     hidden_dim: 64

  5.     layer_number: 2

  6.     dropout: 0.6

  7.     ops: ["gcn", "gat_2","sage", "gin"]

  8.     rob_ops: ["identity", "jaccard", "gnnguard"]

  9.     act_ops: ['relu','elu','leaky_relu','tanh']

  10.   algorithm:

  11.     name: grna

  12.     n_warmup: 1000   # 1000

  13.     cycles: 5000      

  14.     population_size: 50 

  15.     sample_size: 20    

  16.     mutation_prob: 0.05

  17.   estimator:

  18.     name: grna

  19.     lambda_: 0.05

  20.     adv_sample_num: 10

  21.     ptbr: 0.05

  22. ensemble:

  23.   name: null

  24. feature:

  25. - name: NormalizeFeatures

  26. hpo:

  27.   name: null

  28. models: []

  29. trainer:

  30.   hp_space:

  31.   - maxValue: 300  # 300

  32.     minValue: 100  # 100

  33.     parameterName: max_epoch

  34.     scalingType: LINEAR

  35.     type: INTEGER

  36.   - maxValue: 30

  37.     minValue: 10

  38.     parameterName: early_stopping_round

  39.     scalingType: LINEAR

  40.     type: INTEGER

  41.   - maxValue: 0.05

  42.     minValue: 0.005

  43.     parameterName: lr

  44.     scalingType: LOG

  45.     type: DOUBLE

  46.   - maxValue: 0.0005

  47.     minValue: 1.0e-05

  48.     parameterName: weight_decay

  49.     scalingType: LOG

  50.     type: DOUBLE