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AutoGL
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AutoGL/configs/nodeclf_gcn_benchmark_ogb.yml

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  1. ensemble:

  2.   name: null

  3. feature:

  4. - name: NormalizeFeatures

  5. hpo:

  6.   max_evals: 10

  7.   name: random

  8. models:

  9. - hp_space:

  10.   - feasiblePoints: 2,3

  11.     parameterName: num_layers

  12.     type: DISCRETE

  13.   - cutFunc: lambda x:x[0] - 1

  14.     cutPara:

  15.     - num_layers

  16.     length: 2

  17.     maxValue:

  18.     - 256

  19.     - 256

  20.     minValue:

  21.     - 256

  22.     - 256

  23.     numericalType: INTEGER

  24.     parameterName: hidden

  25.     scalingType: LOG

  26.     type: NUMERICAL_LIST

  27.   - maxValue: 0.505

  28.     minValue: 0.495

  29.     parameterName: dropout

  30.     scalingType: LINEAR

  31.     type: DOUBLE

  32.   - feasiblePoints:

  33.     - leaky_relu

  34.     - relu

  35.     parameterName: act

  36.     type: CATEGORICAL

  37.   name: gcn-model

  38. trainer:

  39.   hp_space:

  40.   - maxValue: 500

  41.     minValue: 500

  42.     parameterName: max_epoch

  43.     scalingType: LINEAR

  44.     type: INTEGER

  45.   - maxValue: 500

  46.     minValue: 500

  47.     parameterName: early_stopping_round

  48.     scalingType: LINEAR

  49.     type: INTEGER

  50.   - maxValue: 0.0105

  51.     minValue: 0.0095

  52.     parameterName: lr

  53.     scalingType: LOG

  54.     type: DOUBLE

  55.   - maxValue: 0.0000001

  56.     minValue: 0.00000001

  57.     parameterName: weight_decay

  58.     scalingType: LOG

  59.     type: DOUBLE