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Failed to reproduce the results on Mutag dataset #19

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ciortanmadalina opened this issue Jul 2, 2022 · 1 comment
Open

Failed to reproduce the results on Mutag dataset #19

ciortanmadalina opened this issue Jul 2, 2022 · 1 comment

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@ciortanmadalina
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Hello,

I retrained the downstream model following the documentation (e.g. python mutag_gnn.py) and also the Refine model using the recommended: python refine_train.py --dataset mutag --hid 100 --epoch 100 --ratio 0.4 --lr 1e-3 --batch_size 64

However, at the end of the training I get an AUC of 0.82 which is quite far from the reported 0.955. Am I missing something?

2022-07-01 18:01:23,919 - refine_train.py[line:163] - INFO: ACC:[[0.86 0.81 0.78 0.78 0.77 0.79 0.77 0.8 0.86 1. ]] ACC-AUC: 0.822 Mean P: 0.099 2022-07-01 18:01:44,651 - refine_train.py[line:158] - INFO: Epoch: 98, LR: 0.00001, Ratio: 0.40, Train Loss: -163.027, ValLoss: -1.704

@Wuyxin
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Wuyxin commented Jul 3, 2022

Hi,

Could you try

  1. run evaluate.py after the training
  2. train a GNN model using a different seed and then run the cmd again

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