INFO:Tester:2024-11-05 18:51:07:Hits@N 指标由 [1, 3, 10] 变为 [1, 3, 10, 30, 100, 200]
INFO:Trainer:2024-11-05 18:51:08:[cuda:0] Initialization completed, start model training.
INFO:Trainer:2024-11-05 18:56:18:[cuda:0] Epoch 100 | The model starts evaluation on the validation set.
INFO:Trainer:2024-11-05 18:56:27:mr: 223.54
INFO:Trainer:2024-11-05 18:56:27:mrr: 0.281
INFO:Trainer:2024-11-05 18:56:27:hits@1: 0.184
INFO:Trainer:2024-11-05 18:56:27:hits@3: 0.319
INFO:Trainer:2024-11-05 18:56:27:hits@10: 0.472
INFO:Trainer:2024-11-05 18:56:27:hits@30: 0.606
INFO:Trainer:2024-11-05 18:56:27:hits@100: 0.736
INFO:Trainer:2024-11-05 18:56:27:hits@200: 0.804
INFO:Trainer:2024-11-05 18:56:27:mr_type: 116.578
INFO:Trainer:2024-11-05 18:56:27:mrr_type: 0.328
INFO:Trainer:2024-11-05 18:56:27:hits@1_type: 0.234
INFO:Trainer:2024-11-05 18:56:27:hits@3_type: 0.361
INFO:Trainer:2024-11-05 18:56:27:hits@10_type: 0.515
INFO:Trainer:2024-11-05 18:56:27:hits@30_type: 0.654
INFO:Trainer:2024-11-05 18:56:27:hits@100_type: 0.786
INFO:Trainer:2024-11-05 18:56:27:hits@200_type: 0.855
INFO:EarlyStopping:2024-11-05 18:56:27:Validation score improved (-inf --> 0.472000).  Saving model ...
INFO:Trainer:2024-11-05 18:56:27:[cuda:0] Epoch 100 | Training checkpoint saved at ../../checkpoint/transh-100.pth
INFO:Trainer:2024-11-05 18:56:27:[cuda:0] Epoch [ 100/1000] | Batchsize: 4096 | loss:  1.042419 | 3.10822 seconds/epoch
INFO:Trainer:2024-11-05 19:01:15:[cuda:0] Epoch 200 | The model starts evaluation on the validation set.
INFO:Trainer:2024-11-05 19:01:23:mr: 230.495
INFO:Trainer:2024-11-05 19:01:23:mrr: 0.293
INFO:Trainer:2024-11-05 19:01:23:hits@1: 0.195
INFO:Trainer:2024-11-05 19:01:23:hits@3: 0.333
INFO:Trainer:2024-11-05 19:01:23:hits@10: 0.487
INFO:Trainer:2024-11-05 19:01:23:hits@30: 0.622
INFO:Trainer:2024-11-05 19:01:23:hits@100: 0.745
INFO:Trainer:2024-11-05 19:01:23:hits@200: 0.813
INFO:Trainer:2024-11-05 19:01:23:mr_type: 110.545
INFO:Trainer:2024-11-05 19:01:23:mrr_type: 0.34
INFO:Trainer:2024-11-05 19:01:23:hits@1_type: 0.244
INFO:Trainer:2024-11-05 19:01:23:hits@3_type: 0.375
INFO:Trainer:2024-11-05 19:01:23:hits@10_type: 0.53
INFO:Trainer:2024-11-05 19:01:23:hits@30_type: 0.669
INFO:Trainer:2024-11-05 19:01:23:hits@100_type: 0.794
INFO:Trainer:2024-11-05 19:01:23:hits@200_type: 0.864
INFO:EarlyStopping:2024-11-05 19:01:23:Validation score improved (0.472000 --> 0.487000).  Saving model ...
INFO:Trainer:2024-11-05 19:01:23:[cuda:0] Epoch 200 | Training checkpoint saved at ../../checkpoint/transh-200.pth
INFO:Trainer:2024-11-05 19:01:23:[cuda:0] Epoch [ 200/1000] | Batchsize: 4096 | loss:  0.760933 | 3.03662 seconds/epoch
INFO:Trainer:2024-11-05 19:06:15:[cuda:0] Epoch 300 | The model starts evaluation on the validation set.
INFO:Trainer:2024-11-05 19:06:23:mr: 226.072
INFO:Trainer:2024-11-05 19:06:23:mrr: 0.297
INFO:Trainer:2024-11-05 19:06:23:hits@1: 0.198
INFO:Trainer:2024-11-05 19:06:23:hits@3: 0.337
INFO:Trainer:2024-11-05 19:06:23:hits@10: 0.491
INFO:Trainer:2024-11-05 19:06:23:hits@30: 0.623
INFO:Trainer:2024-11-05 19:06:23:hits@100: 0.748
INFO:Trainer:2024-11-05 19:06:23:hits@200: 0.815
INFO:Trainer:2024-11-05 19:06:23:mr_type: 108.712
INFO:Trainer:2024-11-05 19:06:23:mrr_type: 0.346
INFO:Trainer:2024-11-05 19:06:23:hits@1_type: 0.25
INFO:Trainer:2024-11-05 19:06:23:hits@3_type: 0.381
INFO:Trainer:2024-11-05 19:06:23:hits@10_type: 0.535
INFO:Trainer:2024-11-05 19:06:23:hits@30_type: 0.671
INFO:Trainer:2024-11-05 19:06:23:hits@100_type: 0.798
INFO:Trainer:2024-11-05 19:06:23:hits@200_type: 0.866
INFO:EarlyStopping:2024-11-05 19:06:23:EarlyStopping counter: 1 / 2
INFO:Trainer:2024-11-05 19:06:23:[cuda:0] Epoch 300 | Training checkpoint saved at ../../checkpoint/transh-300.pth
INFO:Trainer:2024-11-05 19:06:23:[cuda:0] Epoch [ 300/1000] | Batchsize: 4096 | loss:  0.619622 | 3.02508 seconds/epoch
INFO:Trainer:2024-11-05 19:11:21:[cuda:0] Epoch 400 | The model starts evaluation on the validation set.
INFO:Trainer:2024-11-05 19:11:29:mr: 222.194
INFO:Trainer:2024-11-05 19:11:29:mrr: 0.301
INFO:Trainer:2024-11-05 19:11:29:hits@1: 0.203
INFO:Trainer:2024-11-05 19:11:29:hits@3: 0.341
INFO:Trainer:2024-11-05 19:11:29:hits@10: 0.498
INFO:Trainer:2024-11-05 19:11:29:hits@30: 0.631
INFO:Trainer:2024-11-05 19:11:29:hits@100: 0.751
INFO:Trainer:2024-11-05 19:11:29:hits@200: 0.819
INFO:Trainer:2024-11-05 19:11:29:mr_type: 107.177
INFO:Trainer:2024-11-05 19:11:29:mrr_type: 0.351
INFO:Trainer:2024-11-05 19:11:29:hits@1_type: 0.256
INFO:Trainer:2024-11-05 19:11:29:hits@3_type: 0.385
INFO:Trainer:2024-11-05 19:11:29:hits@10_type: 0.543
INFO:Trainer:2024-11-05 19:11:29:hits@30_type: 0.678
INFO:Trainer:2024-11-05 19:11:29:hits@100_type: 0.8
INFO:Trainer:2024-11-05 19:11:29:hits@200_type: 0.868
INFO:EarlyStopping:2024-11-05 19:11:29:Validation score improved (0.487000 --> 0.498000).  Saving model ...
INFO:Trainer:2024-11-05 19:11:29:[cuda:0] Epoch 400 | Training checkpoint saved at ../../checkpoint/transh-400.pth
INFO:Trainer:2024-11-05 19:11:29:[cuda:0] Epoch [ 400/1000] | Batchsize: 4096 | loss:  0.481185 | 3.03291 seconds/epoch
INFO:Trainer:2024-11-05 19:16:25:[cuda:0] Epoch 500 | The model starts evaluation on the validation set.
INFO:Trainer:2024-11-05 19:16:33:mr: 223.26
INFO:Trainer:2024-11-05 19:16:33:mrr: 0.302
INFO:Trainer:2024-11-05 19:16:33:hits@1: 0.203
INFO:Trainer:2024-11-05 19:16:33:hits@3: 0.342
INFO:Trainer:2024-11-05 19:16:33:hits@10: 0.498
INFO:Trainer:2024-11-05 19:16:33:hits@30: 0.629
INFO:Trainer:2024-11-05 19:16:33:hits@100: 0.752
INFO:Trainer:2024-11-05 19:16:33:hits@200: 0.819
INFO:Trainer:2024-11-05 19:16:33:mr_type: 107.333
INFO:Trainer:2024-11-05 19:16:33:mrr_type: 0.352
INFO:Trainer:2024-11-05 19:16:33:hits@1_type: 0.256
INFO:Trainer:2024-11-05 19:16:33:hits@3_type: 0.387
INFO:Trainer:2024-11-05 19:16:33:hits@10_type: 0.543
INFO:Trainer:2024-11-05 19:16:33:hits@30_type: 0.677
INFO:Trainer:2024-11-05 19:16:33:hits@100_type: 0.801
INFO:Trainer:2024-11-05 19:16:33:hits@200_type: 0.868
INFO:EarlyStopping:2024-11-05 19:16:33:EarlyStopping counter: 1 / 2
INFO:Trainer:2024-11-05 19:16:33:[cuda:0] Epoch 500 | Training checkpoint saved at ../../checkpoint/transh-500.pth
INFO:Trainer:2024-11-05 19:16:33:[cuda:0] Epoch [ 500/1000] | Batchsize: 4096 | loss:  0.469024 | 3.03383 seconds/epoch
INFO:Trainer:2024-11-05 19:21:31:[cuda:0] Epoch 600 | The model starts evaluation on the validation set.
INFO:Trainer:2024-11-05 19:21:38:mr: 224.719
INFO:Trainer:2024-11-05 19:21:38:mrr: 0.302
INFO:Trainer:2024-11-05 19:21:38:hits@1: 0.203
INFO:Trainer:2024-11-05 19:21:38:hits@3: 0.342
INFO:Trainer:2024-11-05 19:21:38:hits@10: 0.497
INFO:Trainer:2024-11-05 19:21:38:hits@30: 0.63
INFO:Trainer:2024-11-05 19:21:38:hits@100: 0.751
INFO:Trainer:2024-11-05 19:21:38:hits@200: 0.818
INFO:Trainer:2024-11-05 19:21:38:mr_type: 107.467
INFO:Trainer:2024-11-05 19:21:38:mrr_type: 0.352
INFO:Trainer:2024-11-05 19:21:38:hits@1_type: 0.258
INFO:Trainer:2024-11-05 19:21:38:hits@3_type: 0.387
INFO:Trainer:2024-11-05 19:21:38:hits@10_type: 0.542
INFO:Trainer:2024-11-05 19:21:38:hits@30_type: 0.677
INFO:Trainer:2024-11-05 19:21:38:hits@100_type: 0.8
INFO:Trainer:2024-11-05 19:21:38:hits@200_type: 0.868
INFO:EarlyStopping:2024-11-05 19:21:38:EarlyStopping counter: 2 / 2
INFO:Trainer:2024-11-05 19:21:38:[cuda:0] Send an early stopping signal
INFO:Trainer:2024-11-05 19:21:38:[cuda:0] The model training is completed, taking a total of 1822.87242 seconds.
INFO:Trainer:2024-11-05 19:21:38:[cuda:0] Model saved at ../../checkpoint/transh.pth.
INFO:Trainer:2024-11-05 19:21:38:[cuda:0] The model starts evaluating in the test set.
INFO:Trainer:2024-11-05 19:21:48:mr: 239.186
INFO:Trainer:2024-11-05 19:21:48:mrr: 0.298
INFO:Trainer:2024-11-05 19:21:48:hits@1: 0.198
INFO:Trainer:2024-11-05 19:21:48:hits@3: 0.337
INFO:Trainer:2024-11-05 19:21:48:hits@10: 0.495
INFO:Trainer:2024-11-05 19:21:48:hits@30: 0.625
INFO:Trainer:2024-11-05 19:21:48:hits@100: 0.748
INFO:Trainer:2024-11-05 19:21:48:hits@200: 0.814
INFO:Trainer:2024-11-05 19:21:48:mr_type: 109.748
INFO:Trainer:2024-11-05 19:21:48:mrr_type: 0.347
INFO:Trainer:2024-11-05 19:21:48:hits@1_type: 0.251
INFO:Trainer:2024-11-05 19:21:48:hits@3_type: 0.381
INFO:Trainer:2024-11-05 19:21:48:hits@10_type: 0.538
INFO:Trainer:2024-11-05 19:21:48:hits@30_type: 0.671
INFO:Trainer:2024-11-05 19:21:48:hits@100_type: 0.796
INFO:Trainer:2024-11-05 19:21:48:hits@200_type: 0.864