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AutoGL
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AutoGL/configs/graph_classification.yaml

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  1. feature:

  2.   - name: NxLargeCliqueSize

  3.   - name: NxLargeCliqueSize

  4. 

  5. models:

  6.   topkpool:

  7. 

  8.     - parameterName: ratio

  9.       type: DOUBLE

  10.       maxValue: 0.9

  11.       minValue: 0.1

  12.       scalingType: LINEAR

  13.     

  14.     - parameterName: dropout

  15.       type: DOUBLE

  16.       maxValue: 0.9

  17.       minValue: 0.1

  18.       scalingType: LINEAR

  19.     

  20.     - parameterName: act

  21.       type: CATEGORICAL

  22.       feasiblePoints:

  23.         - leaky_relu

  24.         - relu

  25.         - elu

  26.         - tanh

  27. 

  28. trainer:

  29.   - parameterName: max_epoch

  30.     type: INTEGER

  31.     maxValue: 300

  32.     minValue: 10

  33.     scalingType: LINEAR

  34.   

  35.   - parameterName: early_stopping_round

  36.     type: INTEGER

  37.     maxValue: 30

  38.     minValue: 10

  39.     scalingType: LINEAR

  40. 

  41.   - parameterName: lr

  42.     type: DOUBLE

  43.     maxValue: 0.1

  44.     minValue: 0.0001

  45.     scalingType: LOG

  46.   

  47.   - parameterName: weight_decay

  48.     type: DOUBLE

  49.     maxValue: 0.005

  50.     minValue: 0.00005

  51.     scalingType: LOG

  52. 

  53.   - parameterName: batch_size

  54.     type: INTEGER

  55.     maxValue: 128

  56.     minValue: 48

  57.     scalingType: LINEAR

  58. 

  59. 

  60. hpo:

  61.   name: anneal

  62.   max_evals: 10

  63. 

  64. ensemble:

  65.   name: voting

  66.   size: 2