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config.yaml
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learning_task: "transductive"
device: "cuda"
parallel: 1
runs: 1
loss: "mse"
accuracy: "r_squared"
datasets:
- data:
dataset: "chameleon"
data_split: [ 0.2 ,0.3 ]
unlabelled: 0.0
- data:
dataset: "squirrel"
data_split: [ 0.2 ,0.3 ]
unlabelled: 0.0
- data:
dataset: "crocodile"
data_split: [ 0.2 ,0.3 ]
unlabelled: 0.0
models:
- model:
model_name: "gcn"
adjacency: "mlp"
epochs: 300
nonlinearity: "sigmoid"
batchnorm: Yes
batch_size: 1
layers: 2
hidden: 32
dropout: 0.5
concat: No
optimizer:
optimizer_name: "adam"
lr: 0.1
- model:
model_name: "gcn"
adjacency: "welling-normalized"
epochs: 300
batchnorm: Yes
batch_size: 1
nonlinearity: "sigmoid"
layers: 2
hidden: 32
dropout: 0.5
concat: No
optimizer:
optimizer_name: "adam"
lr: 0.1
- model:
model_name: "gcn"
adjacency: "welling-normalized"
epochs: 300
nonlinearity: "sigmoid"
batchnorm: Yes
batch_size: 1
layers: 3
hidden: 32
concat: Yes
dropout: 0.5
optimizer:
optimizer_name: "adam"
lr: 0.1