/data/home/weiyb/miniconda3/envs/NLGraph/lib/python3.10/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.
  warnings.warn(
/data/home/weiyb/miniconda3/envs/NLGraph/lib/python3.10/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=ResNet50_Weights.IMAGENET1K_V1`. You can also use `weights=ResNet50_Weights.DEFAULT` to get the most up-to-date weights.
  warnings.warn(msg)
cat_node_feat_mf:  False
cat_n2v_feat:  False
Namespace(use_val_edges_as_input=False, data_name='cora', neg_mode='equal', gnn_model='GCN', score_model='mlp_score', load=None, loadmod=False, savemod=False, num_layers=1, num_layers_predictor=3, hidden_channels=128, dropout=0.3, batch_size=256, lr=0.005, epochs=1000, eval_steps=5, runs=5, kill_cnt=10, output_dir='/data/home/weiyb/HeaRT/checkpoints/GNN', l2=0.0001, seed=42, velr=0.005, fslr=0.005, hop_num=2, id=6, feat=10, VE='resnet50_tuned', test=False, layout_aug=False, save=False, use_saved_model=False, metric='MRR', device=0, log_steps=1, gin_mlp_layer=2, gat_head=1, cat_node_feat_mf=False, cat_n2v_feat=False)
the number of nodes in cora is:  2708
2708 tensor(2707)
dataset split 
train edge 4488
valid edge 263
valid edge_neg 263
test edge 527
test edge_neg 527
#################################           0           #################################
seed:  0
No saved model parameters found. Starting training from scratch.
layers in gcn:  1
train valid_pos valid_neg test_pos test_neg torch.Size([263]) torch.Size([263]) torch.Size([263]) torch.Size([527]) torch.Size([527])
Hits@1
2024-06-25 23:28:37,498 - [INFO] - Run: 01, Epoch: 05, Loss: 0.1507, Valid: 4.94%, Test: 0.95%
Hits@3
2024-06-25 23:28:37,498 - [INFO] - Run: 01, Epoch: 05, Loss: 0.1507, Valid: 17.11%, Test: 6.45%
Hits@10
2024-06-25 23:28:37,498 - [INFO] - Run: 01, Epoch: 05, Loss: 0.1507, Valid: 18.25%, Test: 15.18%
Hits@100
2024-06-25 23:28:37,498 - [INFO] - Run: 01, Epoch: 05, Loss: 0.1507, Valid: 55.51%, Test: 37.76%
MRR
2024-06-25 23:28:37,498 - [INFO] - Run: 01, Epoch: 05, Loss: 0.1507, Valid: 11.23%, Test: 5.61%
AUC
2024-06-25 23:28:37,498 - [INFO] - Run: 01, Epoch: 05, Loss: 0.1507, Valid: 58.47%, Test: 60.30%
AP
2024-06-25 23:28:37,498 - [INFO] - Run: 01, Epoch: 05, Loss: 0.1507, Valid: 65.00%, Test: 65.78%
---
Best Current: 5.61_5
train valid_pos valid_neg test_pos test_neg torch.Size([263]) torch.Size([263]) torch.Size([263]) torch.Size([527]) torch.Size([527])
Hits@1
2024-06-26 01:15:03,525 - [INFO] - Run: 01, Epoch: 10, Loss: 0.2985, Valid: 7.98%, Test: 1.52%
Hits@3
2024-06-26 01:15:03,525 - [INFO] - Run: 01, Epoch: 10, Loss: 0.2985, Valid: 9.89%, Test: 7.02%
Hits@10
2024-06-26 01:15:03,525 - [INFO] - Run: 01, Epoch: 10, Loss: 0.2985, Valid: 11.79%, Test: 9.68%
Hits@100
2024-06-26 01:15:03,525 - [INFO] - Run: 01, Epoch: 10, Loss: 0.2985, Valid: 60.08%, Test: 40.04%
MRR
2024-06-26 01:15:03,525 - [INFO] - Run: 01, Epoch: 10, Loss: 0.2985, Valid: 10.82%, Test: 5.47%
AUC
2024-06-26 01:15:03,525 - [INFO] - Run: 01, Epoch: 10, Loss: 0.2985, Valid: 64.33%, Test: 65.10%
AP
2024-06-26 01:15:03,525 - [INFO] - Run: 01, Epoch: 10, Loss: 0.2985, Valid: 65.91%, Test: 65.95%
---
train valid_pos valid_neg test_pos test_neg torch.Size([263]) torch.Size([263]) torch.Size([263]) torch.Size([527]) torch.Size([527])
Hits@1
2024-06-26 02:57:55,050 - [INFO] - Run: 01, Epoch: 15, Loss: 0.0017, Valid: 11.41%, Test: 0.57%
Hits@3
2024-06-26 02:57:55,051 - [INFO] - Run: 01, Epoch: 15, Loss: 0.0017, Valid: 16.35%, Test: 6.64%
Hits@10
2024-06-26 02:57:55,051 - [INFO] - Run: 01, Epoch: 15, Loss: 0.0017, Valid: 25.86%, Test: 13.47%
Hits@100
2024-06-26 02:57:55,051 - [INFO] - Run: 01, Epoch: 15, Loss: 0.0017, Valid: 61.22%, Test: 36.62%
MRR
2024-06-26 02:57:55,051 - [INFO] - Run: 01, Epoch: 15, Loss: 0.0017, Valid: 16.29%, Test: 5.20%
AUC
2024-06-26 02:57:55,051 - [INFO] - Run: 01, Epoch: 15, Loss: 0.0017, Valid: 64.54%, Test: 61.34%
AP
2024-06-26 02:57:55,051 - [INFO] - Run: 01, Epoch: 15, Loss: 0.0017, Valid: 69.91%, Test: 65.49%
---
Best Current: 5.20_15
train valid_pos valid_neg test_pos test_neg torch.Size([263]) torch.Size([263]) torch.Size([263]) torch.Size([527]) torch.Size([527])
Hits@1
2024-06-26 04:43:25,882 - [INFO] - Run: 01, Epoch: 20, Loss: 1.5393, Valid: 5.70%, Test: 3.42%
Hits@3
2024-06-26 04:43:25,883 - [INFO] - Run: 01, Epoch: 20, Loss: 1.5393, Valid: 9.51%, Test: 4.36%
Hits@10
2024-06-26 04:43:25,883 - [INFO] - Run: 01, Epoch: 20, Loss: 1.5393, Valid: 11.41%, Test: 7.78%
Hits@100
2024-06-26 04:43:25,883 - [INFO] - Run: 01, Epoch: 20, Loss: 1.5393, Valid: 41.44%, Test: 25.62%
MRR
2024-06-26 04:43:25,883 - [INFO] - Run: 01, Epoch: 20, Loss: 1.5393, Valid: 8.51%, Test: 5.34%
AUC
2024-06-26 04:43:25,883 - [INFO] - Run: 01, Epoch: 20, Loss: 1.5393, Valid: 51.50%, Test: 56.55%
AP
2024-06-26 04:43:25,883 - [INFO] - Run: 01, Epoch: 20, Loss: 1.5393, Valid: 57.19%, Test: 59.33%
---
train valid_pos valid_neg test_pos test_neg torch.Size([263]) torch.Size([263]) torch.Size([263]) torch.Size([527]) torch.Size([527])
Hits@1
2024-06-26 07:08:46,892 - [INFO] - Run: 01, Epoch: 25, Loss: 0.0486, Valid: 6.84%, Test: 3.23%
Hits@3
2024-06-26 07:08:46,892 - [INFO] - Run: 01, Epoch: 25, Loss: 0.0486, Valid: 11.41%, Test: 4.55%
Hits@10
2024-06-26 07:08:46,892 - [INFO] - Run: 01, Epoch: 25, Loss: 0.0486, Valid: 19.39%, Test: 15.18%
Hits@100
2024-06-26 07:08:46,892 - [INFO] - Run: 01, Epoch: 25, Loss: 0.0486, Valid: 53.23%, Test: 38.52%
MRR
2024-06-26 07:08:46,892 - [INFO] - Run: 01, Epoch: 25, Loss: 0.0486, Valid: 11.23%, Test: 6.43%
AUC
2024-06-26 07:08:46,892 - [INFO] - Run: 01, Epoch: 25, Loss: 0.0486, Valid: 59.76%, Test: 63.49%
AP
2024-06-26 07:08:46,892 - [INFO] - Run: 01, Epoch: 25, Loss: 0.0486, Valid: 65.45%, Test: 67.27%
---
train valid_pos valid_neg test_pos test_neg torch.Size([263]) torch.Size([263]) torch.Size([263]) torch.Size([527]) torch.Size([527])
Hits@1
2024-06-26 09:28:23,792 - [INFO] - Run: 01, Epoch: 30, Loss: 0.0469, Valid: 6.46%, Test: 0.76%
Hits@3
2024-06-26 09:28:23,792 - [INFO] - Run: 01, Epoch: 30, Loss: 0.0469, Valid: 7.98%, Test: 5.31%
Hits@10
2024-06-26 09:28:23,792 - [INFO] - Run: 01, Epoch: 30, Loss: 0.0469, Valid: 14.45%, Test: 10.82%
Hits@100
2024-06-26 09:28:23,792 - [INFO] - Run: 01, Epoch: 30, Loss: 0.0469, Valid: 54.37%, Test: 38.90%
MRR
2024-06-26 09:28:23,792 - [INFO] - Run: 01, Epoch: 30, Loss: 0.0469, Valid: 9.53%, Test: 4.53%
AUC
2024-06-26 09:28:23,793 - [INFO] - Run: 01, Epoch: 30, Loss: 0.0469, Valid: 62.55%, Test: 66.01%
AP
2024-06-26 09:28:23,793 - [INFO] - Run: 01, Epoch: 30, Loss: 0.0469, Valid: 64.15%, Test: 66.95%
---
train valid_pos valid_neg test_pos test_neg torch.Size([263]) torch.Size([263]) torch.Size([263]) torch.Size([527]) torch.Size([527])
Hits@1
2024-06-26 11:47:28,980 - [INFO] - Run: 01, Epoch: 35, Loss: 0.1199, Valid: 6.84%, Test: 0.57%
Hits@3
2024-06-26 11:47:28,980 - [INFO] - Run: 01, Epoch: 35, Loss: 0.1199, Valid: 8.75%, Test: 5.31%
Hits@10
2024-06-26 11:47:28,980 - [INFO] - Run: 01, Epoch: 35, Loss: 0.1199, Valid: 19.77%, Test: 11.76%
Hits@100
2024-06-26 11:47:28,980 - [INFO] - Run: 01, Epoch: 35, Loss: 0.1199, Valid: 51.71%, Test: 38.33%
MRR
2024-06-26 11:47:28,980 - [INFO] - Run: 01, Epoch: 35, Loss: 0.1199, Valid: 10.49%, Test: 4.69%
AUC
2024-06-26 11:47:28,980 - [INFO] - Run: 01, Epoch: 35, Loss: 0.1199, Valid: 59.41%, Test: 63.61%
AP
2024-06-26 11:47:28,980 - [INFO] - Run: 01, Epoch: 35, Loss: 0.1199, Valid: 64.21%, Test: 66.36%
---
train valid_pos valid_neg test_pos test_neg torch.Size([263]) torch.Size([263]) torch.Size([263]) torch.Size([527]) torch.Size([527])
Hits@1
2024-06-26 13:16:00,324 - [INFO] - Run: 01, Epoch: 40, Loss: 0.1169, Valid: 1.90%, Test: 1.90%
Hits@3
2024-06-26 13:16:00,324 - [INFO] - Run: 01, Epoch: 40, Loss: 0.1169, Valid: 4.18%, Test: 3.04%
Hits@10
2024-06-26 13:16:00,324 - [INFO] - Run: 01, Epoch: 40, Loss: 0.1169, Valid: 6.08%, Test: 4.17%
Hits@100
2024-06-26 13:16:00,324 - [INFO] - Run: 01, Epoch: 40, Loss: 0.1169, Valid: 43.73%, Test: 21.44%
MRR
2024-06-26 13:16:00,324 - [INFO] - Run: 01, Epoch: 40, Loss: 0.1169, Valid: 4.40%, Test: 3.26%
AUC
2024-06-26 13:16:00,324 - [INFO] - Run: 01, Epoch: 40, Loss: 0.1169, Valid: 51.87%, Test: 54.25%
AP
2024-06-26 13:16:00,324 - [INFO] - Run: 01, Epoch: 40, Loss: 0.1169, Valid: 53.65%, Test: 54.67%
---
train valid_pos valid_neg test_pos test_neg torch.Size([263]) torch.Size([263]) torch.Size([263]) torch.Size([527]) torch.Size([527])
Hits@1
2024-06-26 14:49:12,992 - [INFO] - Run: 01, Epoch: 45, Loss: 0.0145, Valid: 7.98%, Test: 0.00%
Hits@3
2024-06-26 14:49:12,993 - [INFO] - Run: 01, Epoch: 45, Loss: 0.0145, Valid: 10.27%, Test: 4.93%
Hits@10
2024-06-26 14:49:12,993 - [INFO] - Run: 01, Epoch: 45, Loss: 0.0145, Valid: 21.67%, Test: 14.99%
Hits@100
2024-06-26 14:49:12,993 - [INFO] - Run: 01, Epoch: 45, Loss: 0.0145, Valid: 58.94%, Test: 43.83%
MRR
2024-06-26 14:49:12,993 - [INFO] - Run: 01, Epoch: 45, Loss: 0.0145, Valid: 12.30%, Test: 5.15%
AUC
2024-06-26 14:49:12,993 - [INFO] - Run: 01, Epoch: 45, Loss: 0.0145, Valid: 66.57%, Test: 68.01%
AP
2024-06-26 14:49:12,993 - [INFO] - Run: 01, Epoch: 45, Loss: 0.0145, Valid: 69.59%, Test: 70.23%
---
train valid_pos valid_neg test_pos test_neg torch.Size([263]) torch.Size([263]) torch.Size([263]) torch.Size([527]) torch.Size([527])
Hits@1
2024-06-26 16:00:58,789 - [INFO] - Run: 01, Epoch: 50, Loss: 0.2091, Valid: 6.08%, Test: 0.57%
Hits@3
2024-06-26 16:00:58,789 - [INFO] - Run: 01, Epoch: 50, Loss: 0.2091, Valid: 7.98%, Test: 5.69%
Hits@10
2024-06-26 16:00:58,789 - [INFO] - Run: 01, Epoch: 50, Loss: 0.2091, Valid: 12.17%, Test: 7.59%
Hits@100
2024-06-26 16:00:58,789 - [INFO] - Run: 01, Epoch: 50, Loss: 0.2091, Valid: 54.37%, Test: 34.54%
MRR
2024-06-26 16:00:58,789 - [INFO] - Run: 01, Epoch: 50, Loss: 0.2091, Valid: 8.86%, Test: 3.73%
AUC
2024-06-26 16:00:58,789 - [INFO] - Run: 01, Epoch: 50, Loss: 0.2091, Valid: 61.50%, Test: 62.76%
AP
2024-06-26 16:00:58,790 - [INFO] - Run: 01, Epoch: 50, Loss: 0.2091, Valid: 63.81%, Test: 62.91%
