INFO:Trainer:2024-05-19 16:23:14:[cuda:0] Initialization completed, start model training. INFO:Trainer:2024-05-19 16:26:23:[cuda:0] Epoch 100 | The model starts evaluation on the validation set. INFO:Trainer:2024-05-19 16:26:31:mr: 8111.488 INFO:Trainer:2024-05-19 16:26:31:mrr: 0.378 INFO:Trainer:2024-05-19 16:26:31:hits@1: 0.364 INFO:Trainer:2024-05-19 16:26:31:hits@3: 0.383 INFO:Trainer:2024-05-19 16:26:31:hits@10: 0.402 INFO:Trainer:2024-05-19 16:26:31:mr_type: 4127.008 INFO:Trainer:2024-05-19 16:26:31:mrr_type: 0.383 INFO:Trainer:2024-05-19 16:26:31:hits@1_type: 0.367 INFO:Trainer:2024-05-19 16:26:31:hits@3_type: 0.39 INFO:Trainer:2024-05-19 16:26:31:hits@10_type: 0.411 INFO:EarlyStopping:2024-05-19 16:26:31:Validation score improved (-inf --> 0.402000). Saving model ... INFO:Trainer:2024-05-19 16:26:34:[cuda:0] Epoch 100 | Training checkpoint saved at ../../checkpoint/analogy-100.pth INFO:Trainer:2024-05-19 16:26:34:[cuda:0] Epoch [ 100/2000] | Batchsize: 4096 | loss: 1.363593 | 1.88989 seconds/epoch INFO:Trainer:2024-05-19 16:29:31:[cuda:0] Epoch 200 | The model starts evaluation on the validation set. INFO:Trainer:2024-05-19 16:29:39:mr: 6716.302 INFO:Trainer:2024-05-19 16:29:39:mrr: 0.386 INFO:Trainer:2024-05-19 16:29:39:hits@1: 0.364 INFO:Trainer:2024-05-19 16:29:39:hits@3: 0.398 INFO:Trainer:2024-05-19 16:29:39:hits@10: 0.422 INFO:Trainer:2024-05-19 16:29:39:mr_type: 3274.771 INFO:Trainer:2024-05-19 16:29:39:mrr_type: 0.395 INFO:Trainer:2024-05-19 16:29:39:hits@1_type: 0.371 INFO:Trainer:2024-05-19 16:29:39:hits@3_type: 0.407 INFO:Trainer:2024-05-19 16:29:39:hits@10_type: 0.432 INFO:EarlyStopping:2024-05-19 16:29:39:Validation score improved (0.402000 --> 0.422000). Saving model ... INFO:Trainer:2024-05-19 16:29:40:[cuda:0] Epoch 200 | Training checkpoint saved at ../../checkpoint/analogy-200.pth INFO:Trainer:2024-05-19 16:29:40:[cuda:0] Epoch [ 200/2000] | Batchsize: 4096 | loss: 0.837205 | 1.88265 seconds/epoch INFO:Trainer:2024-05-19 16:32:36:[cuda:0] Epoch 300 | The model starts evaluation on the validation set. INFO:Trainer:2024-05-19 16:32:44:mr: 6176.977 INFO:Trainer:2024-05-19 16:32:44:mrr: 0.394 INFO:Trainer:2024-05-19 16:32:44:hits@1: 0.366 INFO:Trainer:2024-05-19 16:32:44:hits@3: 0.411 INFO:Trainer:2024-05-19 16:32:44:hits@10: 0.439 INFO:Trainer:2024-05-19 16:32:44:mr_type: 2957.396 INFO:Trainer:2024-05-19 16:32:44:mrr_type: 0.402 INFO:Trainer:2024-05-19 16:32:44:hits@1_type: 0.373 INFO:Trainer:2024-05-19 16:32:44:hits@3_type: 0.42 INFO:Trainer:2024-05-19 16:32:44:hits@10_type: 0.449 INFO:EarlyStopping:2024-05-19 16:32:44:Validation score improved (0.422000 --> 0.439000). Saving model ... INFO:Trainer:2024-05-19 16:32:45:[cuda:0] Epoch 300 | Training checkpoint saved at ../../checkpoint/analogy-300.pth INFO:Trainer:2024-05-19 16:32:45:[cuda:0] Epoch [ 300/2000] | Batchsize: 4096 | loss: 0.702512 | 1.87256 seconds/epoch INFO:Trainer:2024-05-19 16:35:41:[cuda:0] Epoch 400 | The model starts evaluation on the validation set. INFO:Trainer:2024-05-19 16:35:49:mr: 5793.655 INFO:Trainer:2024-05-19 16:35:49:mrr: 0.4 INFO:Trainer:2024-05-19 16:35:49:hits@1: 0.371 INFO:Trainer:2024-05-19 16:35:49:hits@3: 0.416 INFO:Trainer:2024-05-19 16:35:49:hits@10: 0.447 INFO:Trainer:2024-05-19 16:35:49:mr_type: 2747.617 INFO:Trainer:2024-05-19 16:35:49:mrr_type: 0.409 INFO:Trainer:2024-05-19 16:35:49:hits@1_type: 0.378 INFO:Trainer:2024-05-19 16:35:49:hits@3_type: 0.426 INFO:Trainer:2024-05-19 16:35:49:hits@10_type: 0.455 INFO:EarlyStopping:2024-05-19 16:35:49:EarlyStopping counter: 1 / 2 INFO:Trainer:2024-05-19 16:35:50:[cuda:0] Epoch 400 | Training checkpoint saved at ../../checkpoint/analogy-400.pth INFO:Trainer:2024-05-19 16:35:50:[cuda:0] Epoch [ 400/2000] | Batchsize: 4096 | loss: 0.656183 | 1.86717 seconds/epoch INFO:Trainer:2024-05-19 16:38:47:[cuda:0] Epoch 500 | The model starts evaluation on the validation set. INFO:Trainer:2024-05-19 16:38:55:mr: 5544.671 INFO:Trainer:2024-05-19 16:38:55:mrr: 0.402 INFO:Trainer:2024-05-19 16:38:55:hits@1: 0.372 INFO:Trainer:2024-05-19 16:38:55:hits@3: 0.418 INFO:Trainer:2024-05-19 16:38:55:hits@10: 0.453 INFO:Trainer:2024-05-19 16:38:55:mr_type: 2621.944 INFO:Trainer:2024-05-19 16:38:55:mrr_type: 0.412 INFO:Trainer:2024-05-19 16:38:55:hits@1_type: 0.38 INFO:Trainer:2024-05-19 16:38:55:hits@3_type: 0.429 INFO:Trainer:2024-05-19 16:38:55:hits@10_type: 0.463 INFO:EarlyStopping:2024-05-19 16:38:55:Validation score improved (0.439000 --> 0.453000). Saving model ... INFO:Trainer:2024-05-19 16:38:56:[cuda:0] Epoch 500 | Training checkpoint saved at ../../checkpoint/analogy-500.pth INFO:Trainer:2024-05-19 16:38:56:[cuda:0] Epoch [ 500/2000] | Batchsize: 4096 | loss: 0.636360 | 1.86533 seconds/epoch INFO:Trainer:2024-05-19 16:41:53:[cuda:0] Epoch 600 | The model starts evaluation on the validation set. INFO:Trainer:2024-05-19 16:42:02:mr: 5316.828 INFO:Trainer:2024-05-19 16:42:02:mrr: 0.406 INFO:Trainer:2024-05-19 16:42:02:hits@1: 0.373 INFO:Trainer:2024-05-19 16:42:02:hits@3: 0.424 INFO:Trainer:2024-05-19 16:42:02:hits@10: 0.456 INFO:Trainer:2024-05-19 16:42:02:mr_type: 2524.253 INFO:Trainer:2024-05-19 16:42:02:mrr_type: 0.416 INFO:Trainer:2024-05-19 16:42:02:hits@1_type: 0.382 INFO:Trainer:2024-05-19 16:42:02:hits@3_type: 0.435 INFO:Trainer:2024-05-19 16:42:02:hits@10_type: 0.467 INFO:EarlyStopping:2024-05-19 16:42:02:EarlyStopping counter: 1 / 2 INFO:Trainer:2024-05-19 16:42:02:[cuda:0] Epoch 600 | Training checkpoint saved at ../../checkpoint/analogy-600.pth INFO:Trainer:2024-05-19 16:42:02:[cuda:0] Epoch [ 600/2000] | Batchsize: 4096 | loss: 0.624029 | 1.86531 seconds/epoch INFO:Trainer:2024-05-19 16:44:58:[cuda:0] Epoch 700 | The model starts evaluation on the validation set. INFO:Trainer:2024-05-19 16:45:06:mr: 5198.648 INFO:Trainer:2024-05-19 16:45:06:mrr: 0.407 INFO:Trainer:2024-05-19 16:45:06:hits@1: 0.374 INFO:Trainer:2024-05-19 16:45:06:hits@3: 0.424 INFO:Trainer:2024-05-19 16:45:06:hits@10: 0.461 INFO:Trainer:2024-05-19 16:45:06:mr_type: 2470.134 INFO:Trainer:2024-05-19 16:45:06:mrr_type: 0.417 INFO:Trainer:2024-05-19 16:45:06:hits@1_type: 0.383 INFO:Trainer:2024-05-19 16:45:06:hits@3_type: 0.436 INFO:Trainer:2024-05-19 16:45:06:hits@10_type: 0.472 INFO:EarlyStopping:2024-05-19 16:45:06:EarlyStopping counter: 2 / 2 INFO:Trainer:2024-05-19 16:45:06:[cuda:0] Send an early stopping signal INFO:Trainer:2024-05-19 16:45:06:[cuda:0] The model training is completed, taking a total of 1303.71563 seconds. INFO:Trainer:2024-05-19 16:45:06:[cuda:0] Model saved at ../../checkpoint/analogy.pth. INFO:Trainer:2024-05-19 16:45:06:[cuda:0] The model starts evaluating in the test set. INFO:Trainer:2024-05-19 16:45:15:mr: 5088.035 INFO:Trainer:2024-05-19 16:45:15:mrr: 0.409 INFO:Trainer:2024-05-19 16:45:15:hits@1: 0.377 INFO:Trainer:2024-05-19 16:45:15:hits@3: 0.426 INFO:Trainer:2024-05-19 16:45:15:hits@10: 0.464 INFO:Trainer:2024-05-19 16:45:15:mr_type: 2547.149 INFO:Trainer:2024-05-19 16:45:15:mrr_type: 0.419 INFO:Trainer:2024-05-19 16:45:15:hits@1_type: 0.385 INFO:Trainer:2024-05-19 16:45:15:hits@3_type: 0.436 INFO:Trainer:2024-05-19 16:45:15:hits@10_type: 0.477