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AutoGL/configs/graph_classification.yaml

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  1. ensemble:

  2.   name: voting

  3.   size: 2

  4. feature:

  5. - name: NxLargeCliqueSize

  6. - name: NxLargeCliqueSize

  7. hpo:

  8.   max_evals: 10

  9.   name: anneal

  10. models:

  11. - hp_space:

  12.   - maxValue: 0.9

  13.     minValue: 0.1

  14.     parameterName: ratio

  15.     scalingType: LINEAR

  16.     type: DOUBLE

  17.   - maxValue: 0.9

  18.     minValue: 0.1

  19.     parameterName: dropout

  20.     scalingType: LINEAR

  21.     type: DOUBLE

  22.   - feasiblePoints:

  23.     - leaky_relu

  24.     - relu

  25.     - elu

  26.     - tanh

  27.     parameterName: act

  28.     type: CATEGORICAL

  29.   name: topkpool

  30. trainer:

  31.   hp_space:

  32.   - maxValue: 300

  33.     minValue: 10

  34.     parameterName: max_epoch

  35.     scalingType: LINEAR

  36.     type: INTEGER

  37.   - maxValue: 30

  38.     minValue: 10

  39.     parameterName: early_stopping_round

  40.     scalingType: LINEAR

  41.     type: INTEGER

  42.   - maxValue: 0.1

  43.     minValue: 0.0001

  44.     parameterName: lr

  45.     scalingType: LOG

  46.     type: DOUBLE

  47.   - maxValue: 0.005

  48.     minValue: 5.0e-05

  49.     parameterName: weight_decay

  50.     scalingType: LOG

  51.     type: DOUBLE

  52.   - maxValue: 128

  53.     minValue: 48

  54.     parameterName: batch_size

  55.     scalingType: LINEAR

  56.     type: INTEGER