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AutoGL
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AutoGL/configs/nodeclf_full.yml

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  1. ensemble:

  2.   name: voting

  3.   size: 2

  4. feature:

  5. - name: PYGNormalizeFeatures

  6. hpo:

  7.   max_evals: 50

  8.   name: tpe

  9. models:

  10. - hp_space:

  11.   - feasiblePoints: '2'

  12.     parameterName: num_layers

  13.     type: DISCRETE

  14.   - feasiblePoints: 6,8,10,12

  15.     parameterName: heads

  16.     type: DISCRETE

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

  18.     cutPara:

  19.     - num_layers

  20.     length: 1

  21.     maxValue:

  22.     - 16

  23.     minValue:

  24.     - 4

  25.     numericalType: INTEGER

  26.     parameterName: hidden

  27.     scalingType: LOG

  28.     type: NUMERICAL_LIST

  29.   - maxValue: 0.8

  30.     minValue: 0.2

  31.     parameterName: dropout

  32.     scalingType: LINEAR

  33.     type: DOUBLE

  34.   - feasiblePoints:

  35.     - leaky_relu

  36.     - relu

  37.     - elu

  38.     - tanh

  39.     parameterName: act

  40.     type: CATEGORICAL

  41.   name: gat

  42. - hp_space:

  43.   - feasiblePoints: '2'

  44.     parameterName: num_layers

  45.     type: DISCRETE

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

  47.     cutPara:

  48.     - num_layers

  49.     length: 1

  50.     maxValue:

  51.     - 64

  52.     minValue:

  53.     - 16

  54.     numericalType: INTEGER

  55.     parameterName: hidden

  56.     scalingType: LOG

  57.     type: NUMERICAL_LIST

  58.   - maxValue: 0.8

  59.     minValue: 0.2

  60.     parameterName: dropout

  61.     scalingType: LINEAR

  62.     type: DOUBLE

  63.   - feasiblePoints:

  64.     - leaky_relu

  65.     - relu

  66.     - elu

  67.     - tanh

  68.     parameterName: act

  69.     type: CATEGORICAL

  70.   name: gcn

  71. trainer:

  72.   hp_space:

  73.   - maxValue: 300

  74.     minValue: 100

  75.     parameterName: max_epoch

  76.     scalingType: LINEAR

  77.     type: INTEGER

  78.   - maxValue: 30

  79.     minValue: 10

  80.     parameterName: early_stopping_round

  81.     scalingType: LINEAR

  82.     type: INTEGER

  83.   - maxValue: 0.05

  84.     minValue: 0.01

  85.     parameterName: lr

  86.     scalingType: LOG

  87.     type: DOUBLE

  88.   - maxValue: 0.001

  89.     minValue: 0.0001

  90.     parameterName: weight_decay

  91.     scalingType: LOG

  92.     type: DOUBLE