INFO:Trainer:2024-12-05 21:52:14:[cuda:0] Initialization completed, start model training.
INFO:Trainer:2024-12-05 21:52:17:[cuda:0] The model training is completed, taking a total of 3.38824 seconds.
INFO:Trainer:2024-12-05 21:52:19:[cuda:0] Initialization completed, start model training.
INFO:Trainer:2024-12-05 22:01:12:[cuda:0] Epoch 100 | The model starts evaluation on the validation set.
INFO:Trainer:2024-12-05 22:02:03:mr: 305.493
INFO:Trainer:2024-12-05 22:02:03:mrr: 0.298
INFO:Trainer:2024-12-05 22:02:03:hits@1: 0.21
INFO:Trainer:2024-12-05 22:02:03:hits@3: 0.33
INFO:Trainer:2024-12-05 22:02:03:hits@10: 0.474
INFO:Trainer:2024-12-05 22:02:03:mr_type: 122.559
INFO:Trainer:2024-12-05 22:02:03:mrr_type: 0.331
INFO:Trainer:2024-12-05 22:02:03:hits@1_type: 0.24
INFO:Trainer:2024-12-05 22:02:03:hits@3_type: 0.363
INFO:Trainer:2024-12-05 22:02:03:hits@10_type: 0.512
INFO:EarlyStopping:2024-12-05 22:02:03:Validation score improved (-inf --> 0.474000).  Saving model ...
INFO:Trainer:2024-12-05 22:02:03:[cuda:0] Epoch 100 | Training checkpoint saved at ../../checkpoint/transr-100.pth
INFO:Trainer:2024-12-05 22:02:03:[cuda:0] Epoch [ 100/1000] | Batchsize: 2048 | loss:  1.755289 | 5.33516 seconds/epoch
INFO:Trainer:2024-12-05 22:10:48:[cuda:0] Epoch 200 | The model starts evaluation on the validation set.
INFO:Trainer:2024-12-05 22:11:39:mr: 357.033
INFO:Trainer:2024-12-05 22:11:39:mrr: 0.305
INFO:Trainer:2024-12-05 22:11:39:hits@1: 0.216
INFO:Trainer:2024-12-05 22:11:39:hits@3: 0.338
INFO:Trainer:2024-12-05 22:11:39:hits@10: 0.484
INFO:Trainer:2024-12-05 22:11:39:mr_type: 120.26
INFO:Trainer:2024-12-05 22:11:39:mrr_type: 0.339
INFO:Trainer:2024-12-05 22:11:39:hits@1_type: 0.247
INFO:Trainer:2024-12-05 22:11:39:hits@3_type: 0.373
INFO:Trainer:2024-12-05 22:11:39:hits@10_type: 0.525
INFO:EarlyStopping:2024-12-05 22:11:39:Validation score improved (0.474000 --> 0.484000).  Saving model ...
INFO:Trainer:2024-12-05 22:11:39:[cuda:0] Epoch 200 | Training checkpoint saved at ../../checkpoint/transr-200.pth
INFO:Trainer:2024-12-05 22:11:39:[cuda:0] Epoch [ 200/1000] | Batchsize: 2048 | loss:  1.255919 | 5.54864 seconds/epoch
INFO:Trainer:2024-12-05 22:20:22:[cuda:0] Epoch 300 | The model starts evaluation on the validation set.
INFO:Trainer:2024-12-05 22:21:12:mr: 396.362
INFO:Trainer:2024-12-05 22:21:12:mrr: 0.305
INFO:Trainer:2024-12-05 22:21:12:hits@1: 0.215
INFO:Trainer:2024-12-05 22:21:12:hits@3: 0.341
INFO:Trainer:2024-12-05 22:21:12:hits@10: 0.484
INFO:Trainer:2024-12-05 22:21:12:mr_type: 118.981
INFO:Trainer:2024-12-05 22:21:12:mrr_type: 0.341
INFO:Trainer:2024-12-05 22:21:12:hits@1_type: 0.247
INFO:Trainer:2024-12-05 22:21:12:hits@3_type: 0.376
INFO:Trainer:2024-12-05 22:21:12:hits@10_type: 0.527
INFO:EarlyStopping:2024-12-05 22:21:12:EarlyStopping counter: 1 / 2
INFO:Trainer:2024-12-05 22:21:12:[cuda:0] Epoch 300 | Training checkpoint saved at ../../checkpoint/transr-300.pth
INFO:Trainer:2024-12-05 22:21:12:[cuda:0] Epoch [ 300/1000] | Batchsize: 2048 | loss:  1.066484 | 5.61042 seconds/epoch
INFO:Trainer:2024-12-05 22:29:57:[cuda:0] Epoch 400 | The model starts evaluation on the validation set.
INFO:Trainer:2024-12-05 22:30:47:mr: 425.776
INFO:Trainer:2024-12-05 22:30:47:mrr: 0.307
INFO:Trainer:2024-12-05 22:30:47:hits@1: 0.218
INFO:Trainer:2024-12-05 22:30:47:hits@3: 0.341
INFO:Trainer:2024-12-05 22:30:47:hits@10: 0.485
INFO:Trainer:2024-12-05 22:30:47:mr_type: 118.966
INFO:Trainer:2024-12-05 22:30:47:mrr_type: 0.343
INFO:Trainer:2024-12-05 22:30:47:hits@1_type: 0.251
INFO:Trainer:2024-12-05 22:30:47:hits@3_type: 0.377
INFO:Trainer:2024-12-05 22:30:47:hits@10_type: 0.529
INFO:EarlyStopping:2024-12-05 22:30:47:Validation score improved (0.484000 --> 0.485000).  Saving model ...
INFO:Trainer:2024-12-05 22:30:47:[cuda:0] Epoch 400 | Training checkpoint saved at ../../checkpoint/transr-400.pth
INFO:Trainer:2024-12-05 22:30:47:[cuda:0] Epoch [ 400/1000] | Batchsize: 2048 | loss:  0.921901 | 5.64545 seconds/epoch
INFO:Trainer:2024-12-05 22:39:35:[cuda:0] Epoch 500 | The model starts evaluation on the validation set.
INFO:Trainer:2024-12-05 22:40:26:mr: 438.688
INFO:Trainer:2024-12-05 22:40:26:mrr: 0.307
INFO:Trainer:2024-12-05 22:40:26:hits@1: 0.218
INFO:Trainer:2024-12-05 22:40:26:hits@3: 0.341
INFO:Trainer:2024-12-05 22:40:26:hits@10: 0.484
INFO:Trainer:2024-12-05 22:40:26:mr_type: 119.057
INFO:Trainer:2024-12-05 22:40:26:mrr_type: 0.343
INFO:Trainer:2024-12-05 22:40:26:hits@1_type: 0.251
INFO:Trainer:2024-12-05 22:40:26:hits@3_type: 0.377
INFO:Trainer:2024-12-05 22:40:26:hits@10_type: 0.528
INFO:EarlyStopping:2024-12-05 22:40:26:EarlyStopping counter: 1 / 2
INFO:Trainer:2024-12-05 22:40:26:[cuda:0] Epoch 500 | Training checkpoint saved at ../../checkpoint/transr-500.pth
INFO:Trainer:2024-12-05 22:40:26:[cuda:0] Epoch [ 500/1000] | Batchsize: 2048 | loss:  0.910245 | 5.67334 seconds/epoch
INFO:Trainer:2024-12-05 22:49:07:[cuda:0] Epoch 600 | The model starts evaluation on the validation set.
INFO:Trainer:2024-12-05 22:49:57:mr: 446.193
INFO:Trainer:2024-12-05 22:49:57:mrr: 0.307
INFO:Trainer:2024-12-05 22:49:57:hits@1: 0.218
INFO:Trainer:2024-12-05 22:49:57:hits@3: 0.341
INFO:Trainer:2024-12-05 22:49:57:hits@10: 0.484
INFO:Trainer:2024-12-05 22:49:57:mr_type: 119.287
INFO:Trainer:2024-12-05 22:49:57:mrr_type: 0.344
INFO:Trainer:2024-12-05 22:49:57:hits@1_type: 0.252
INFO:Trainer:2024-12-05 22:49:57:hits@3_type: 0.377
INFO:Trainer:2024-12-05 22:49:57:hits@10_type: 0.528
INFO:EarlyStopping:2024-12-05 22:49:57:EarlyStopping counter: 2 / 2
INFO:Trainer:2024-12-05 22:49:57:[cuda:0] Send an early stopping signal
INFO:Trainer:2024-12-05 22:49:57:[cuda:0] The model training is completed, taking a total of 3408.02797 seconds.
INFO:Trainer:2024-12-05 22:49:57:[cuda:0] Model saved at ../../checkpoint/transr.pth.
INFO:Trainer:2024-12-05 22:49:57:[cuda:0] The model starts evaluating in the test set.
INFO:Trainer:2024-12-05 22:50:55:mr: 459.169
INFO:Trainer:2024-12-05 22:50:55:mrr: 0.3
INFO:Trainer:2024-12-05 22:50:55:hits@1: 0.21
INFO:Trainer:2024-12-05 22:50:55:hits@3: 0.335
INFO:Trainer:2024-12-05 22:50:55:hits@10: 0.478
INFO:Trainer:2024-12-05 22:50:55:mr_type: 123.396
INFO:Trainer:2024-12-05 22:50:55:mrr_type: 0.337
INFO:Trainer:2024-12-05 22:50:55:hits@1_type: 0.243
INFO:Trainer:2024-12-05 22:50:55:hits@3_type: 0.372
INFO:Trainer:2024-12-05 22:50:55:hits@10_type: 0.521