|
- hpo:
- max_evals: 10
- name: tpe
- models:
- - encoder:
- name: gin
- hp_space:
- - parameterName: num_layers
- type: DISCRETE
- feasiblePoints: '3,4,5'
-
- - parameterName: hidden
- type: NUMERICAL_LIST
- numericalType: INTEGER
- length: 5
- minValue: [8, 8, 8, 8, 8]
- maxValue: [64, 64, 64, 64, 64]
- scalingType: LOG
- cutPara: ["num_layers"]
- cutFunc: "lambda x: x[0] - 1"
-
- - parameterName: dropout
- type: DOUBLE
- maxValue: 0.9
- minValue: 0.1
- scalingType: LINEAR
-
- - parameterName: act
- type: CATEGORICAL
- feasiblePoints:
- - leaky_relu
- - relu
- - elu
- - tanh
-
- - parameterName: eps
- type: CATEGORICAL
- feasiblePoints:
- - "true"
- - "false"
-
- - parameterName: mlp_layers
- type: DISCRETE
- feasiblePoints: '2,3,4'
-
- decoder:
- name: topk
- trainer:
- hp_space:
- - maxValue: 300
- minValue: 10
- parameterName: max_epoch
- scalingType: LINEAR
- type: INTEGER
- - maxValue: 30
- minValue: 10
- parameterName: early_stopping_round
- scalingType: LINEAR
- type: INTEGER
- - maxValue: 0.1
- minValue: 0.0001
- parameterName: lr
- scalingType: LOG
- type: DOUBLE
- - maxValue: 0.005
- minValue: 5.0e-05
- parameterName: weight_decay
- scalingType: LOG
- type: DOUBLE
- - maxValue: 128
- minValue: 48
- parameterName: batch_size
- scalingType: LINEAR
- type: INTEGER
|
