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bad performance

Open lichaoaaron opened this issue 2 years ago • 4 comments

Hi, after I run the code on Cora based on README.md, I got an accuracy of 85%, which is much lower than 89% as reported in the paper. Can you tell me how can I improve the performance?

lichaoaaron avatar Apr 18 '22 12:04 lichaoaaron

@lichaoaaron Hi, Can you give more details about the experimental setups, including the OS, GPU info, versions of torch and pyg, etc. We need more information to check the reason.

hzhaoaf avatar Apr 19 '22 03:04 hzhaoaf

Hi, thank you! The information is as follows: GPU : TITAN RTX CUDA Version: 10.2 python 3.7.13 pytorch 1.10.0 torch-cluster 1.6.0
torch-scatter 2.0.9 torch_geometric 2.0.4 python train_search.py --data Cora --fix_last True --epochs 20 python fine_tune.py --data Cora --fix_last True --hyper_epoch 50 --arch_filename exp_res/cora.txt

Result: times:0, valid_Acc:89.8523941040039, test_acc:86.29629516601562 times:1, valid_Acc:89.8523941040039, test_acc:86.29629516601562 times:2, valid_Acc:89.8523941040039, test_acc:86.66666412353516 times:3, valid_Acc:90.03689575195312, test_acc:86.29629516601562 times:4, valid_Acc:89.8523941040039, test_acc:86.29629516601562

test_results_5_times:86.3704+-0.1481 finsh tunining 5 archs, saved in tuned_res/Cora_res_20220418-154824_res-20220418-154626-eps0.0-reg0.0005.pkl

lichaoaaron avatar Apr 19 '22 09:04 lichaoaaron

@lichaoaaron Got it. We are conducting some experiments to check the robustness of our code. Will let you know asap.

hzhaoaf avatar Apr 20 '22 11:04 hzhaoaf

@lichaoaaron Got it. We are conducting some experiments to check the robustness of our code. Will let you know asap.

torch _sparse version

a912289748 avatar Mar 22 '24 05:03 a912289748