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er-GIN+RWSE.yaml
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er-GIN+RWSE.yaml
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---
out_dir: results
metric_best: auc
wandb:
use: false
project: GPSE-MolNetSmall
dataset:
format: er
task: graph
task_type: classification
transductive: false
node_encoder: true
node_encoder_name: RWSE
node_encoder_bn: false
split_mode: random
er:
num_samples: 1000
n_min: 100
n_max: 100
p: 0.1
posenc_RWSE:
enable: true
kernel:
times_func: range(1,21)
model: Linear
dim_pe: 20
raw_norm_type: BatchNorm
train:
mode: custom
batch_size: 32
eval_period: 1
ckpt_period: 100
model:
type: gnn
loss_fun: cross_entropy
edge_decoding: dot
graph_pooling: mean
gnn:
layers_pre_mp: 0
layers_mp: 5
layers_post_mp: 1
dim_inner: 300
layer_type: gine2conv
stage_type: skipsum
batchnorm: true
act: relu
dropout: 0.3
agg: mean
normalize_adj: false
optim:
base_lr: 0.003
max_epoch: 100
optimizer: adamW
weight_decay: 1e-5
scheduler: cosine_with_warmup
num_warmup_epochs: 5