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- feature:
- - name: PYGNormalizeFeatures
- - name: pagerank
-
- models:
- gat:
- - parameterName: num_layers
- type: DISCRETE
- feasiblePoints: '2,3,4'
-
- - parameterName: heads
- type: DISCRETE
- feasiblePoints: '4,8,16'
-
- - parameterName: hidden
- type: NUMERICAL_LIST
- numericalType: INTEGER
- length: 3
- minValue: [8, 8, 8]
- maxValue: [64, 64, 64]
- cutPara: ["num_layers"]
- cutFunc: "lambda x:x[0] - 1"
- scalingType: LOG
-
- - parameterName: dropout
- type: DOUBLE
- maxValue: 0.9
- minValue: 0.1
- scalingType: LINEAR
-
- - parameterName: act
- type: CATEGORICAL
- feasiblePoints:
- - leaky_relu
- - relu
- - elu
- - tanh
-
- trainer:
- - parameterName: max_epoch
- type: INTEGER
- maxValue: 300
- minValue: 10
- scalingType: LINEAR
-
- - parameterName: early_stopping_round
- type: INTEGER
- maxValue: 30
- minValue: 10
- scalingType: LINEAR
-
- - parameterName: lr
- type: DOUBLE
- maxValue: 0.1
- minValue: 0.0001
- scalingType: LOG
-
- - parameterName: weight_decay
- type: DOUBLE
- maxValue: 0.005
- minValue: 0.00005
- scalingType: LOG
-
- hpo:
- name: anneal
- max_evals: 10
-
- ensemble:
- name: voting
- size: 2
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