Thesis/log/ice14ws_128

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2023-06-24 04:11:17 +00:00
2023-05-11 11:34:37,153 - ice14ws_128 - [INFO] - {'dataset': 'icews14', 'name': 'ice14ws_128', 'gpu': '3', 'train_strategy': 'one_to_n', 'opt': 'adam', 'neg_num': 1000, 'batch_size': 128, 'l2': 0.0, 'lr': 0.0001, 'max_epochs': 500, 'num_workers': 0, 'seed': 42, 'restore': False, 'lbl_smooth': 0.1, 'embed_dim': 400, 'ent_vec_dim': 400, 'rel_vec_dim': 400, 'bias': False, 'form': 'plain', 'k_w': 10, 'k_h': 20, 'num_filt': 96, 'ker_sz': 9, 'perm': 1, 'hid_drop': 0.5, 'feat_drop': 0.2, 'inp_drop': 0.2, 'drop_path': 0.0, 'drop': 0.0, 'in_channels': 1, 'out_channels': 32, 'filt_h': 1, 'filt_w': 9, 'image_h': 128, 'image_w': 128, 'patch_size': 8, 'mixer_dim': 256, 'expansion_factor': 4, 'expansion_factor_token': 0.5, 'mixer_depth': 16, 'mixer_dropout': 0.2, 'log_dir': './log/', 'config_dir': './config/', 'test_only': False, 'filtered': False}
2023-05-11 11:34:46,598 - ice14ws_128 - [INFO] - [E:0| 0]: Train Loss:0.70005, Val MRR:0.0, ice14ws_128
2023-05-11 11:36:37,581 - ice14ws_128 - [INFO] - [E:0| 100]: Train Loss:0.37073, Val MRR:0.0, ice14ws_128
2023-05-11 11:38:25,297 - ice14ws_128 - [INFO] - [E:0| 200]: Train Loss:0.2429, Val MRR:0.0, ice14ws_128
2023-05-11 11:40:08,121 - ice14ws_128 - [INFO] - [E:0| 300]: Train Loss:0.1804, Val MRR:0.0, ice14ws_128
2023-05-11 11:41:55,577 - ice14ws_128 - [INFO] - [E:0| 400]: Train Loss:0.14364, Val MRR:0.0, ice14ws_128
2023-05-11 11:43:39,330 - ice14ws_128 - [INFO] - [E:0| 500]: Train Loss:0.11947, Val MRR:0.0, ice14ws_128
2023-05-11 11:45:23,308 - ice14ws_128 - [INFO] - [E:0| 600]: Train Loss:0.10235, Val MRR:0.0, ice14ws_128
2023-05-11 11:47:07,023 - ice14ws_128 - [INFO] - [E:0| 700]: Train Loss:0.089603, Val MRR:0.0, ice14ws_128
2023-05-11 11:48:51,055 - ice14ws_128 - [INFO] - [E:0| 800]: Train Loss:0.07973, Val MRR:0.0, ice14ws_128
2023-05-11 11:50:22,658 - ice14ws_128 - [INFO] - [E:0| 900]: Train Loss:0.071859, Val MRR:0.0, ice14ws_128
2023-05-11 11:51:35,577 - ice14ws_128 - [INFO] - [Epoch:0]: Training Loss:0.06717
2023-05-11 11:51:36,096 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 11:52:00,236 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 11:52:23,839 - ice14ws_128 - [INFO] - [Evaluating Epoch 0 valid]:
MRR: Tail : 0.0913, Head : 0.06613, Avg : 0.07872
2023-05-11 11:52:25,152 - ice14ws_128 - [INFO] - [Epoch 0]: Training Loss: 0.067174, Valid MRR: 0.07872,
2023-05-11 11:52:26,360 - ice14ws_128 - [INFO] - [E:1| 0]: Train Loss:0.0073578, Val MRR:0.07872, ice14ws_128
2023-05-11 11:54:10,488 - ice14ws_128 - [INFO] - [E:1| 100]: Train Loss:0.0068678, Val MRR:0.07872, ice14ws_128
2023-05-11 11:55:53,763 - ice14ws_128 - [INFO] - [E:1| 200]: Train Loss:0.0064792, Val MRR:0.07872, ice14ws_128
2023-05-11 11:57:37,728 - ice14ws_128 - [INFO] - [E:1| 300]: Train Loss:0.006149, Val MRR:0.07872, ice14ws_128
2023-05-11 11:59:09,853 - ice14ws_128 - [INFO] - [E:1| 400]: Train Loss:0.0058636, Val MRR:0.07872, ice14ws_128
2023-05-11 12:00:53,469 - ice14ws_128 - [INFO] - [E:1| 500]: Train Loss:0.0056139, Val MRR:0.07872, ice14ws_128
2023-05-11 12:02:37,447 - ice14ws_128 - [INFO] - [E:1| 600]: Train Loss:0.0053948, Val MRR:0.07872, ice14ws_128
2023-05-11 12:04:20,651 - ice14ws_128 - [INFO] - [E:1| 700]: Train Loss:0.0052002, Val MRR:0.07872, ice14ws_128
2023-05-11 12:06:04,492 - ice14ws_128 - [INFO] - [E:1| 800]: Train Loss:0.0050262, Val MRR:0.07872, ice14ws_128
2023-05-11 12:07:36,519 - ice14ws_128 - [INFO] - [E:1| 900]: Train Loss:0.0048704, Val MRR:0.07872, ice14ws_128
2023-05-11 12:08:52,528 - ice14ws_128 - [INFO] - [Epoch:1]: Training Loss:0.004769
2023-05-11 12:08:52,874 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 12:09:17,376 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 12:09:40,574 - ice14ws_128 - [INFO] - [Evaluating Epoch 1 valid]:
MRR: Tail : 0.09509, Head : 0.06936, Avg : 0.08223
2023-05-11 12:09:41,907 - ice14ws_128 - [INFO] - [Epoch 1]: Training Loss: 0.0047694, Valid MRR: 0.08223,
2023-05-11 12:09:43,035 - ice14ws_128 - [INFO] - [E:2| 0]: Train Loss:0.0034605, Val MRR:0.08223, ice14ws_128
2023-05-11 12:11:27,451 - ice14ws_128 - [INFO] - [E:2| 100]: Train Loss:0.0033795, Val MRR:0.08223, ice14ws_128
2023-05-11 12:13:11,641 - ice14ws_128 - [INFO] - [E:2| 200]: Train Loss:0.0033136, Val MRR:0.08223, ice14ws_128
2023-05-11 12:14:55,832 - ice14ws_128 - [INFO] - [E:2| 300]: Train Loss:0.0032568, Val MRR:0.08223, ice14ws_128
2023-05-11 12:16:27,633 - ice14ws_128 - [INFO] - [E:2| 400]: Train Loss:0.0032062, Val MRR:0.08223, ice14ws_128
2023-05-11 12:18:11,708 - ice14ws_128 - [INFO] - [E:2| 500]: Train Loss:0.00316, Val MRR:0.08223, ice14ws_128
2023-05-11 12:19:55,626 - ice14ws_128 - [INFO] - [E:2| 600]: Train Loss:0.0031185, Val MRR:0.08223, ice14ws_128
2023-05-11 12:21:39,969 - ice14ws_128 - [INFO] - [E:2| 700]: Train Loss:0.0030793, Val MRR:0.08223, ice14ws_128
2023-05-11 12:23:23,693 - ice14ws_128 - [INFO] - [E:2| 800]: Train Loss:0.0030441, Val MRR:0.08223, ice14ws_128
2023-05-11 12:24:55,544 - ice14ws_128 - [INFO] - [E:2| 900]: Train Loss:0.0030115, Val MRR:0.08223, ice14ws_128
2023-05-11 12:26:08,636 - ice14ws_128 - [INFO] - [Epoch:2]: Training Loss:0.00299
2023-05-11 12:26:09,107 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 12:26:32,722 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 12:26:56,587 - ice14ws_128 - [INFO] - [Evaluating Epoch 2 valid]:
MRR: Tail : 0.0963, Head : 0.0701, Avg : 0.0832
2023-05-11 12:26:57,900 - ice14ws_128 - [INFO] - [Epoch 2]: Training Loss: 0.0029903, Valid MRR: 0.0832,
2023-05-11 12:26:59,110 - ice14ws_128 - [INFO] - [E:3| 0]: Train Loss:0.0027481, Val MRR:0.0832, ice14ws_128
2023-05-11 12:28:43,305 - ice14ws_128 - [INFO] - [E:3| 100]: Train Loss:0.0026805, Val MRR:0.0832, ice14ws_128
2023-05-11 12:30:26,928 - ice14ws_128 - [INFO] - [E:3| 200]: Train Loss:0.0026658, Val MRR:0.0832, ice14ws_128
2023-05-11 12:32:10,818 - ice14ws_128 - [INFO] - [E:3| 300]: Train Loss:0.0026517, Val MRR:0.0832, ice14ws_128
2023-05-11 12:33:42,687 - ice14ws_128 - [INFO] - [E:3| 400]: Train Loss:0.0026375, Val MRR:0.0832, ice14ws_128
2023-05-11 12:35:26,902 - ice14ws_128 - [INFO] - [E:3| 500]: Train Loss:0.0026266, Val MRR:0.0832, ice14ws_128
2023-05-11 12:37:10,076 - ice14ws_128 - [INFO] - [E:3| 600]: Train Loss:0.0026139, Val MRR:0.0832, ice14ws_128
2023-05-11 12:38:53,977 - ice14ws_128 - [INFO] - [E:3| 700]: Train Loss:0.0026038, Val MRR:0.0832, ice14ws_128
2023-05-11 12:40:38,432 - ice14ws_128 - [INFO] - [E:3| 800]: Train Loss:0.0025944, Val MRR:0.0832, ice14ws_128
2023-05-11 12:42:10,495 - ice14ws_128 - [INFO] - [E:3| 900]: Train Loss:0.0025841, Val MRR:0.0832, ice14ws_128
2023-05-11 12:43:23,622 - ice14ws_128 - [INFO] - [Epoch:3]: Training Loss:0.002578
2023-05-11 12:43:23,969 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 12:43:48,188 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 12:44:11,310 - ice14ws_128 - [INFO] - [Evaluating Epoch 3 valid]:
MRR: Tail : 0.09581, Head : 0.07289, Avg : 0.08435
2023-05-11 12:44:12,615 - ice14ws_128 - [INFO] - [Epoch 3]: Training Loss: 0.002578, Valid MRR: 0.08435,
2023-05-11 12:44:13,839 - ice14ws_128 - [INFO] - [E:4| 0]: Train Loss:0.002464, Val MRR:0.08435, ice14ws_128
2023-05-11 12:45:57,409 - ice14ws_128 - [INFO] - [E:4| 100]: Train Loss:0.0024784, Val MRR:0.08435, ice14ws_128
2023-05-11 12:47:41,466 - ice14ws_128 - [INFO] - [E:4| 200]: Train Loss:0.0024776, Val MRR:0.08435, ice14ws_128
2023-05-11 12:49:25,712 - ice14ws_128 - [INFO] - [E:4| 300]: Train Loss:0.0024753, Val MRR:0.08435, ice14ws_128
2023-05-11 12:50:57,726 - ice14ws_128 - [INFO] - [E:4| 400]: Train Loss:0.0024715, Val MRR:0.08435, ice14ws_128
2023-05-11 12:52:41,205 - ice14ws_128 - [INFO] - [E:4| 500]: Train Loss:0.0024691, Val MRR:0.08435, ice14ws_128
2023-05-11 12:54:25,295 - ice14ws_128 - [INFO] - [E:4| 600]: Train Loss:0.0024649, Val MRR:0.08435, ice14ws_128
2023-05-11 12:56:08,751 - ice14ws_128 - [INFO] - [E:4| 700]: Train Loss:0.0024612, Val MRR:0.08435, ice14ws_128
2023-05-11 12:57:54,905 - ice14ws_128 - [INFO] - [E:4| 800]: Train Loss:0.0024576, Val MRR:0.08435, ice14ws_128
2023-05-11 12:59:35,077 - ice14ws_128 - [INFO] - [E:4| 900]: Train Loss:0.0024549, Val MRR:0.08435, ice14ws_128
2023-05-11 13:00:39,318 - ice14ws_128 - [INFO] - [Epoch:4]: Training Loss:0.002454
2023-05-11 13:00:39,663 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 13:01:03,894 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 13:01:27,473 - ice14ws_128 - [INFO] - [Evaluating Epoch 4 valid]:
MRR: Tail : 0.1011, Head : 0.0771, Avg : 0.0891
2023-05-11 13:01:28,850 - ice14ws_128 - [INFO] - [Epoch 4]: Training Loss: 0.0024535, Valid MRR: 0.0891,
2023-05-11 13:01:30,284 - ice14ws_128 - [INFO] - [E:5| 0]: Train Loss:0.002421, Val MRR:0.0891, ice14ws_128
2023-05-11 13:03:14,611 - ice14ws_128 - [INFO] - [E:5| 100]: Train Loss:0.0024255, Val MRR:0.0891, ice14ws_128
2023-05-11 13:04:57,966 - ice14ws_128 - [INFO] - [E:5| 200]: Train Loss:0.0024236, Val MRR:0.0891, ice14ws_128
2023-05-11 13:06:40,423 - ice14ws_128 - [INFO] - [E:5| 300]: Train Loss:0.0024227, Val MRR:0.0891, ice14ws_128
2023-05-11 13:08:14,206 - ice14ws_128 - [INFO] - [E:5| 400]: Train Loss:0.0024205, Val MRR:0.0891, ice14ws_128
2023-05-11 13:09:54,527 - ice14ws_128 - [INFO] - [E:5| 500]: Train Loss:0.0024193, Val MRR:0.0891, ice14ws_128
2023-05-11 13:11:36,821 - ice14ws_128 - [INFO] - [E:5| 600]: Train Loss:0.0024176, Val MRR:0.0891, ice14ws_128
2023-05-11 13:13:19,664 - ice14ws_128 - [INFO] - [E:5| 700]: Train Loss:0.0024167, Val MRR:0.0891, ice14ws_128
2023-05-11 13:15:02,422 - ice14ws_128 - [INFO] - [E:5| 800]: Train Loss:0.0024152, Val MRR:0.0891, ice14ws_128
2023-05-11 13:16:34,770 - ice14ws_128 - [INFO] - [E:5| 900]: Train Loss:0.0024145, Val MRR:0.0891, ice14ws_128
2023-05-11 13:17:45,872 - ice14ws_128 - [INFO] - [Epoch:5]: Training Loss:0.002413
2023-05-11 13:17:46,134 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 13:18:09,773 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 13:18:33,160 - ice14ws_128 - [INFO] - [Evaluating Epoch 5 valid]:
MRR: Tail : 0.14242, Head : 0.10863, Avg : 0.12553
2023-05-11 13:18:34,451 - ice14ws_128 - [INFO] - [Epoch 5]: Training Loss: 0.0024134, Valid MRR: 0.12553,
2023-05-11 13:18:35,461 - ice14ws_128 - [INFO] - [E:6| 0]: Train Loss:0.0024308, Val MRR:0.12553, ice14ws_128
2023-05-11 13:20:18,268 - ice14ws_128 - [INFO] - [E:6| 100]: Train Loss:0.0023966, Val MRR:0.12553, ice14ws_128
2023-05-11 13:22:01,784 - ice14ws_128 - [INFO] - [E:6| 200]: Train Loss:0.0023956, Val MRR:0.12553, ice14ws_128
2023-05-11 13:23:45,306 - ice14ws_128 - [INFO] - [E:6| 300]: Train Loss:0.0023922, Val MRR:0.12553, ice14ws_128
2023-05-11 13:25:17,153 - ice14ws_128 - [INFO] - [E:6| 400]: Train Loss:0.0023914, Val MRR:0.12553, ice14ws_128
2023-05-11 13:26:59,015 - ice14ws_128 - [INFO] - [E:6| 500]: Train Loss:0.0023884, Val MRR:0.12553, ice14ws_128
2023-05-11 13:28:41,160 - ice14ws_128 - [INFO] - [E:6| 600]: Train Loss:0.0023855, Val MRR:0.12553, ice14ws_128
2023-05-11 13:30:23,611 - ice14ws_128 - [INFO] - [E:6| 700]: Train Loss:0.0023834, Val MRR:0.12553, ice14ws_128
2023-05-11 13:32:06,341 - ice14ws_128 - [INFO] - [E:6| 800]: Train Loss:0.0023808, Val MRR:0.12553, ice14ws_128
2023-05-11 13:33:38,237 - ice14ws_128 - [INFO] - [E:6| 900]: Train Loss:0.0023782, Val MRR:0.12553, ice14ws_128
2023-05-11 13:34:50,686 - ice14ws_128 - [INFO] - [Epoch:6]: Training Loss:0.002376
2023-05-11 13:34:50,948 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 13:35:14,605 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 13:35:37,951 - ice14ws_128 - [INFO] - [Evaluating Epoch 6 valid]:
MRR: Tail : 0.20298, Head : 0.15665, Avg : 0.17982
2023-05-11 13:35:39,261 - ice14ws_128 - [INFO] - [Epoch 6]: Training Loss: 0.0023764, Valid MRR: 0.17982,
2023-05-11 13:35:40,452 - ice14ws_128 - [INFO] - [E:7| 0]: Train Loss:0.002394, Val MRR:0.17982, ice14ws_128
2023-05-11 13:37:22,998 - ice14ws_128 - [INFO] - [E:7| 100]: Train Loss:0.0023443, Val MRR:0.17982, ice14ws_128
2023-05-11 13:39:05,603 - ice14ws_128 - [INFO] - [E:7| 200]: Train Loss:0.0023432, Val MRR:0.17982, ice14ws_128
2023-05-11 13:40:48,364 - ice14ws_128 - [INFO] - [E:7| 300]: Train Loss:0.0023406, Val MRR:0.17982, ice14ws_128
2023-05-11 13:42:19,993 - ice14ws_128 - [INFO] - [E:7| 400]: Train Loss:0.0023384, Val MRR:0.17982, ice14ws_128
2023-05-11 13:44:06,245 - ice14ws_128 - [INFO] - [E:7| 500]: Train Loss:0.0023364, Val MRR:0.17982, ice14ws_128
2023-05-11 13:45:48,436 - ice14ws_128 - [INFO] - [E:7| 600]: Train Loss:0.0023345, Val MRR:0.17982, ice14ws_128
2023-05-11 13:47:31,021 - ice14ws_128 - [INFO] - [E:7| 700]: Train Loss:0.0023338, Val MRR:0.17982, ice14ws_128
2023-05-11 13:49:13,731 - ice14ws_128 - [INFO] - [E:7| 800]: Train Loss:0.0023318, Val MRR:0.17982, ice14ws_128
2023-05-11 13:50:45,386 - ice14ws_128 - [INFO] - [E:7| 900]: Train Loss:0.0023297, Val MRR:0.17982, ice14ws_128
2023-05-11 13:51:57,811 - ice14ws_128 - [INFO] - [Epoch:7]: Training Loss:0.002328
2023-05-11 13:51:58,150 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 13:52:21,649 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 13:52:45,183 - ice14ws_128 - [INFO] - [Evaluating Epoch 7 valid]:
MRR: Tail : 0.2435, Head : 0.19691, Avg : 0.2202
2023-05-11 13:52:46,510 - ice14ws_128 - [INFO] - [Epoch 7]: Training Loss: 0.0023279, Valid MRR: 0.2202,
2023-05-11 13:52:47,719 - ice14ws_128 - [INFO] - [E:8| 0]: Train Loss:0.0022688, Val MRR:0.2202, ice14ws_128
2023-05-11 13:54:30,683 - ice14ws_128 - [INFO] - [E:8| 100]: Train Loss:0.0022951, Val MRR:0.2202, ice14ws_128
2023-05-11 13:56:12,941 - ice14ws_128 - [INFO] - [E:8| 200]: Train Loss:0.0022958, Val MRR:0.2202, ice14ws_128
2023-05-11 13:57:55,493 - ice14ws_128 - [INFO] - [E:8| 300]: Train Loss:0.0022952, Val MRR:0.2202, ice14ws_128
2023-05-11 13:59:27,048 - ice14ws_128 - [INFO] - [E:8| 400]: Train Loss:0.0022937, Val MRR:0.2202, ice14ws_128
2023-05-11 14:01:09,983 - ice14ws_128 - [INFO] - [E:8| 500]: Train Loss:0.0022915, Val MRR:0.2202, ice14ws_128
2023-05-11 14:02:52,495 - ice14ws_128 - [INFO] - [E:8| 600]: Train Loss:0.0022899, Val MRR:0.2202, ice14ws_128
2023-05-11 14:04:34,817 - ice14ws_128 - [INFO] - [E:8| 700]: Train Loss:0.0022873, Val MRR:0.2202, ice14ws_128
2023-05-11 14:06:17,725 - ice14ws_128 - [INFO] - [E:8| 800]: Train Loss:0.0022851, Val MRR:0.2202, ice14ws_128
2023-05-11 14:07:49,400 - ice14ws_128 - [INFO] - [E:8| 900]: Train Loss:0.0022828, Val MRR:0.2202, ice14ws_128
2023-05-11 14:09:01,738 - ice14ws_128 - [INFO] - [Epoch:8]: Training Loss:0.002281
2023-05-11 14:09:02,199 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 14:09:25,831 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 14:09:49,148 - ice14ws_128 - [INFO] - [Evaluating Epoch 8 valid]:
MRR: Tail : 0.28981, Head : 0.23414, Avg : 0.26198
2023-05-11 14:09:50,456 - ice14ws_128 - [INFO] - [Epoch 8]: Training Loss: 0.0022814, Valid MRR: 0.26198,
2023-05-11 14:09:51,586 - ice14ws_128 - [INFO] - [E:9| 0]: Train Loss:0.0021959, Val MRR:0.26198, ice14ws_128
2023-05-11 14:11:34,503 - ice14ws_128 - [INFO] - [E:9| 100]: Train Loss:0.0022475, Val MRR:0.26198, ice14ws_128
2023-05-11 14:13:17,236 - ice14ws_128 - [INFO] - [E:9| 200]: Train Loss:0.0022489, Val MRR:0.26198, ice14ws_128
2023-05-11 14:14:51,596 - ice14ws_128 - [INFO] - [E:9| 300]: Train Loss:0.002249, Val MRR:0.26198, ice14ws_128
2023-05-11 14:16:30,858 - ice14ws_128 - [INFO] - [E:9| 400]: Train Loss:0.002249, Val MRR:0.26198, ice14ws_128
2023-05-11 14:18:12,914 - ice14ws_128 - [INFO] - [E:9| 500]: Train Loss:0.0022469, Val MRR:0.26198, ice14ws_128
2023-05-11 14:19:55,740 - ice14ws_128 - [INFO] - [E:9| 600]: Train Loss:0.0022459, Val MRR:0.26198, ice14ws_128
2023-05-11 14:21:38,365 - ice14ws_128 - [INFO] - [E:9| 700]: Train Loss:0.0022441, Val MRR:0.26198, ice14ws_128
2023-05-11 14:23:11,647 - ice14ws_128 - [INFO] - [E:9| 800]: Train Loss:0.0022432, Val MRR:0.26198, ice14ws_128
2023-05-11 14:24:51,179 - ice14ws_128 - [INFO] - [E:9| 900]: Train Loss:0.0022405, Val MRR:0.26198, ice14ws_128
2023-05-11 14:26:03,288 - ice14ws_128 - [INFO] - [Epoch:9]: Training Loss:0.002239
2023-05-11 14:26:03,684 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 14:26:27,393 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 14:26:50,655 - ice14ws_128 - [INFO] - [Evaluating Epoch 9 valid]:
MRR: Tail : 0.3121, Head : 0.25342, Avg : 0.28276
MR: Tail : 376.61, Head : 413.79, Avg : 395.2
Hit-1: Tail : 0.22236, Head : 0.17296, Avg : 0.19766
Hit-3: Tail : 0.35186, Head : 0.2754, Avg : 0.31363
Hit-10: Tail : 0.47797, Head : 0.41947, Avg : 0.44872
2023-05-11 14:26:51,953 - ice14ws_128 - [INFO] - [Epoch 9]: Training Loss: 0.0022394, Valid MRR: 0.28276,
2023-05-11 14:26:52,824 - ice14ws_128 - [INFO] - [E:10| 0]: Train Loss:0.0022452, Val MRR:0.28276, ice14ws_128
2023-05-11 14:28:35,455 - ice14ws_128 - [INFO] - [E:10| 100]: Train Loss:0.0022043, Val MRR:0.28276, ice14ws_128
2023-05-11 14:30:20,718 - ice14ws_128 - [INFO] - [E:10| 200]: Train Loss:0.0022101, Val MRR:0.28276, ice14ws_128
2023-05-11 14:31:52,459 - ice14ws_128 - [INFO] - [E:10| 300]: Train Loss:0.0022091, Val MRR:0.28276, ice14ws_128
2023-05-11 14:33:35,115 - ice14ws_128 - [INFO] - [E:10| 400]: Train Loss:0.0022059, Val MRR:0.28276, ice14ws_128
2023-05-11 14:35:17,206 - ice14ws_128 - [INFO] - [E:10| 500]: Train Loss:0.0022065, Val MRR:0.28276, ice14ws_128
2023-05-11 14:36:59,487 - ice14ws_128 - [INFO] - [E:10| 600]: Train Loss:0.0022063, Val MRR:0.28276, ice14ws_128
2023-05-11 14:38:42,246 - ice14ws_128 - [INFO] - [E:10| 700]: Train Loss:0.0022055, Val MRR:0.28276, ice14ws_128
2023-05-11 14:40:13,660 - ice14ws_128 - [INFO] - [E:10| 800]: Train Loss:0.0022047, Val MRR:0.28276, ice14ws_128
2023-05-11 14:41:56,236 - ice14ws_128 - [INFO] - [E:10| 900]: Train Loss:0.0022041, Val MRR:0.28276, ice14ws_128
2023-05-11 14:43:08,335 - ice14ws_128 - [INFO] - [Epoch:10]: Training Loss:0.002204
2023-05-11 14:43:08,596 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 14:43:32,033 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 14:43:55,006 - ice14ws_128 - [INFO] - [Evaluating Epoch 10 valid]:
MRR: Tail : 0.33237, Head : 0.27078, Avg : 0.30157
2023-05-11 14:43:56,199 - ice14ws_128 - [INFO] - [Epoch 10]: Training Loss: 0.0022039, Valid MRR: 0.30157,
2023-05-11 14:43:57,404 - ice14ws_128 - [INFO] - [E:11| 0]: Train Loss:0.0022553, Val MRR:0.30157, ice14ws_128
2023-05-11 14:45:39,748 - ice14ws_128 - [INFO] - [E:11| 100]: Train Loss:0.0021719, Val MRR:0.30157, ice14ws_128
2023-05-11 14:47:21,842 - ice14ws_128 - [INFO] - [E:11| 200]: Train Loss:0.0021736, Val MRR:0.30157, ice14ws_128
2023-05-11 14:48:52,850 - ice14ws_128 - [INFO] - [E:11| 300]: Train Loss:0.0021762, Val MRR:0.30157, ice14ws_128
2023-05-11 14:50:34,654 - ice14ws_128 - [INFO] - [E:11| 400]: Train Loss:0.0021764, Val MRR:0.30157, ice14ws_128
2023-05-11 14:52:17,006 - ice14ws_128 - [INFO] - [E:11| 500]: Train Loss:0.002175, Val MRR:0.30157, ice14ws_128
2023-05-11 14:53:58,994 - ice14ws_128 - [INFO] - [E:11| 600]: Train Loss:0.0021742, Val MRR:0.30157, ice14ws_128
2023-05-11 14:55:40,384 - ice14ws_128 - [INFO] - [E:11| 700]: Train Loss:0.0021726, Val MRR:0.30157, ice14ws_128
2023-05-11 14:57:11,843 - ice14ws_128 - [INFO] - [E:11| 800]: Train Loss:0.0021726, Val MRR:0.30157, ice14ws_128
2023-05-11 14:58:53,930 - ice14ws_128 - [INFO] - [E:11| 900]: Train Loss:0.0021717, Val MRR:0.30157, ice14ws_128
2023-05-11 15:00:05,950 - ice14ws_128 - [INFO] - [Epoch:11]: Training Loss:0.002172
2023-05-11 15:00:06,211 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 15:00:29,762 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 15:00:52,998 - ice14ws_128 - [INFO] - [Evaluating Epoch 11 valid]:
MRR: Tail : 0.34814, Head : 0.28144, Avg : 0.31479
2023-05-11 15:00:54,278 - ice14ws_128 - [INFO] - [Epoch 11]: Training Loss: 0.0021716, Valid MRR: 0.31479,
2023-05-11 15:00:55,458 - ice14ws_128 - [INFO] - [E:12| 0]: Train Loss:0.0021803, Val MRR:0.31479, ice14ws_128
2023-05-11 15:02:37,304 - ice14ws_128 - [INFO] - [E:12| 100]: Train Loss:0.0021506, Val MRR:0.31479, ice14ws_128
2023-05-11 15:04:19,675 - ice14ws_128 - [INFO] - [E:12| 200]: Train Loss:0.0021476, Val MRR:0.31479, ice14ws_128
2023-05-11 15:05:49,864 - ice14ws_128 - [INFO] - [E:12| 300]: Train Loss:0.0021455, Val MRR:0.31479, ice14ws_128
2023-05-11 15:07:31,856 - ice14ws_128 - [INFO] - [E:12| 400]: Train Loss:0.0021453, Val MRR:0.31479, ice14ws_128
2023-05-11 15:09:13,703 - ice14ws_128 - [INFO] - [E:12| 500]: Train Loss:0.0021448, Val MRR:0.31479, ice14ws_128
2023-05-11 15:10:55,911 - ice14ws_128 - [INFO] - [E:12| 600]: Train Loss:0.0021443, Val MRR:0.31479, ice14ws_128
2023-05-11 15:12:37,888 - ice14ws_128 - [INFO] - [E:12| 700]: Train Loss:0.0021446, Val MRR:0.31479, ice14ws_128
2023-05-11 15:14:08,975 - ice14ws_128 - [INFO] - [E:12| 800]: Train Loss:0.0021438, Val MRR:0.31479, ice14ws_128
2023-05-11 15:15:53,732 - ice14ws_128 - [INFO] - [E:12| 900]: Train Loss:0.0021428, Val MRR:0.31479, ice14ws_128
2023-05-11 15:17:05,909 - ice14ws_128 - [INFO] - [Epoch:12]: Training Loss:0.002143
2023-05-11 15:17:06,207 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 15:17:29,579 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 15:17:52,822 - ice14ws_128 - [INFO] - [Evaluating Epoch 12 valid]:
MRR: Tail : 0.35558, Head : 0.29425, Avg : 0.32492
2023-05-11 15:17:54,214 - ice14ws_128 - [INFO] - [Epoch 12]: Training Loss: 0.0021429, Valid MRR: 0.32492,
2023-05-11 15:17:55,511 - ice14ws_128 - [INFO] - [E:13| 0]: Train Loss:0.002044, Val MRR:0.32492, ice14ws_128
2023-05-11 15:19:38,012 - ice14ws_128 - [INFO] - [E:13| 100]: Train Loss:0.0021127, Val MRR:0.32492, ice14ws_128
2023-05-11 15:21:20,378 - ice14ws_128 - [INFO] - [E:13| 200]: Train Loss:0.0021171, Val MRR:0.32492, ice14ws_128
2023-05-11 15:22:51,798 - ice14ws_128 - [INFO] - [E:13| 300]: Train Loss:0.0021166, Val MRR:0.32492, ice14ws_128
2023-05-11 15:24:34,237 - ice14ws_128 - [INFO] - [E:13| 400]: Train Loss:0.002118, Val MRR:0.32492, ice14ws_128
2023-05-11 15:26:17,150 - ice14ws_128 - [INFO] - [E:13| 500]: Train Loss:0.0021172, Val MRR:0.32492, ice14ws_128
2023-05-11 15:28:00,177 - ice14ws_128 - [INFO] - [E:13| 600]: Train Loss:0.0021167, Val MRR:0.32492, ice14ws_128
2023-05-11 15:29:43,321 - ice14ws_128 - [INFO] - [E:13| 700]: Train Loss:0.0021169, Val MRR:0.32492, ice14ws_128
2023-05-11 15:31:15,294 - ice14ws_128 - [INFO] - [E:13| 800]: Train Loss:0.002117, Val MRR:0.32492, ice14ws_128
2023-05-11 15:32:57,327 - ice14ws_128 - [INFO] - [E:13| 900]: Train Loss:0.0021173, Val MRR:0.32492, ice14ws_128
2023-05-11 15:34:09,573 - ice14ws_128 - [INFO] - [Epoch:13]: Training Loss:0.002117
2023-05-11 15:34:09,920 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 15:34:33,401 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 15:34:56,508 - ice14ws_128 - [INFO] - [Evaluating Epoch 13 valid]:
MRR: Tail : 0.36336, Head : 0.30711, Avg : 0.33523
2023-05-11 15:34:57,803 - ice14ws_128 - [INFO] - [Epoch 13]: Training Loss: 0.0021173, Valid MRR: 0.33523,
2023-05-11 15:34:58,916 - ice14ws_128 - [INFO] - [E:14| 0]: Train Loss:0.0021135, Val MRR:0.33523, ice14ws_128
2023-05-11 15:36:41,734 - ice14ws_128 - [INFO] - [E:14| 100]: Train Loss:0.0020879, Val MRR:0.33523, ice14ws_128
2023-05-11 15:38:16,165 - ice14ws_128 - [INFO] - [E:14| 200]: Train Loss:0.0020928, Val MRR:0.33523, ice14ws_128
2023-05-11 15:39:55,498 - ice14ws_128 - [INFO] - [E:14| 300]: Train Loss:0.0020953, Val MRR:0.33523, ice14ws_128
2023-05-11 15:41:38,458 - ice14ws_128 - [INFO] - [E:14| 400]: Train Loss:0.0020939, Val MRR:0.33523, ice14ws_128
2023-05-11 15:43:21,388 - ice14ws_128 - [INFO] - [E:14| 500]: Train Loss:0.0020947, Val MRR:0.33523, ice14ws_128
2023-05-11 15:45:04,896 - ice14ws_128 - [INFO] - [E:14| 600]: Train Loss:0.0020936, Val MRR:0.33523, ice14ws_128
2023-05-11 15:46:38,174 - ice14ws_128 - [INFO] - [E:14| 700]: Train Loss:0.0020926, Val MRR:0.33523, ice14ws_128
2023-05-11 15:48:20,121 - ice14ws_128 - [INFO] - [E:14| 800]: Train Loss:0.0020921, Val MRR:0.33523, ice14ws_128
2023-05-11 15:50:03,219 - ice14ws_128 - [INFO] - [E:14| 900]: Train Loss:0.0020916, Val MRR:0.33523, ice14ws_128
2023-05-11 15:51:15,540 - ice14ws_128 - [INFO] - [Epoch:14]: Training Loss:0.002092
2023-05-11 15:51:15,885 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 15:51:39,623 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 15:52:03,085 - ice14ws_128 - [INFO] - [Evaluating Epoch 14 valid]:
MRR: Tail : 0.37001, Head : 0.3159, Avg : 0.34296
2023-05-11 15:52:04,387 - ice14ws_128 - [INFO] - [Epoch 14]: Training Loss: 0.0020921, Valid MRR: 0.34296,
2023-05-11 15:52:05,402 - ice14ws_128 - [INFO] - [E:15| 0]: Train Loss:0.0020798, Val MRR:0.34296, ice14ws_128
2023-05-11 15:53:48,057 - ice14ws_128 - [INFO] - [E:15| 100]: Train Loss:0.0020695, Val MRR:0.34296, ice14ws_128
2023-05-11 15:55:19,831 - ice14ws_128 - [INFO] - [E:15| 200]: Train Loss:0.0020703, Val MRR:0.34296, ice14ws_128
2023-05-11 15:57:02,530 - ice14ws_128 - [INFO] - [E:15| 300]: Train Loss:0.0020724, Val MRR:0.34296, ice14ws_128
2023-05-11 15:58:45,171 - ice14ws_128 - [INFO] - [E:15| 400]: Train Loss:0.0020703, Val MRR:0.34296, ice14ws_128
2023-05-11 16:00:27,687 - ice14ws_128 - [INFO] - [E:15| 500]: Train Loss:0.0020696, Val MRR:0.34296, ice14ws_128
2023-05-11 16:02:13,528 - ice14ws_128 - [INFO] - [E:15| 600]: Train Loss:0.0020702, Val MRR:0.34296, ice14ws_128
2023-05-11 16:03:44,556 - ice14ws_128 - [INFO] - [E:15| 700]: Train Loss:0.00207, Val MRR:0.34296, ice14ws_128
2023-05-11 16:05:26,367 - ice14ws_128 - [INFO] - [E:15| 800]: Train Loss:0.0020693, Val MRR:0.34296, ice14ws_128
2023-05-11 16:07:09,366 - ice14ws_128 - [INFO] - [E:15| 900]: Train Loss:0.0020697, Val MRR:0.34296, ice14ws_128
2023-05-11 16:08:21,762 - ice14ws_128 - [INFO] - [Epoch:15]: Training Loss:0.00207
2023-05-11 16:08:22,285 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 16:08:45,997 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 16:09:09,076 - ice14ws_128 - [INFO] - [Evaluating Epoch 15 valid]:
MRR: Tail : 0.37686, Head : 0.3225, Avg : 0.34968
2023-05-11 16:09:10,530 - ice14ws_128 - [INFO] - [Epoch 15]: Training Loss: 0.0020698, Valid MRR: 0.34968,
2023-05-11 16:09:11,739 - ice14ws_128 - [INFO] - [E:16| 0]: Train Loss:0.0020232, Val MRR:0.34968, ice14ws_128
2023-05-11 16:10:54,390 - ice14ws_128 - [INFO] - [E:16| 100]: Train Loss:0.0020437, Val MRR:0.34968, ice14ws_128
2023-05-11 16:12:25,736 - ice14ws_128 - [INFO] - [E:16| 200]: Train Loss:0.0020483, Val MRR:0.34968, ice14ws_128
2023-05-11 16:14:07,984 - ice14ws_128 - [INFO] - [E:16| 300]: Train Loss:0.0020493, Val MRR:0.34968, ice14ws_128
2023-05-11 16:15:50,167 - ice14ws_128 - [INFO] - [E:16| 400]: Train Loss:0.0020494, Val MRR:0.34968, ice14ws_128
2023-05-11 16:17:32,068 - ice14ws_128 - [INFO] - [E:16| 500]: Train Loss:0.0020493, Val MRR:0.34968, ice14ws_128
2023-05-11 16:19:14,479 - ice14ws_128 - [INFO] - [E:16| 600]: Train Loss:0.0020492, Val MRR:0.34968, ice14ws_128
2023-05-11 16:20:45,213 - ice14ws_128 - [INFO] - [E:16| 700]: Train Loss:0.0020499, Val MRR:0.34968, ice14ws_128
2023-05-11 16:22:26,550 - ice14ws_128 - [INFO] - [E:16| 800]: Train Loss:0.0020506, Val MRR:0.34968, ice14ws_128
2023-05-11 16:24:08,090 - ice14ws_128 - [INFO] - [E:16| 900]: Train Loss:0.0020502, Val MRR:0.34968, ice14ws_128
2023-05-11 16:25:19,820 - ice14ws_128 - [INFO] - [Epoch:16]: Training Loss:0.00205
2023-05-11 16:25:20,219 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 16:25:43,560 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 16:26:06,685 - ice14ws_128 - [INFO] - [Evaluating Epoch 16 valid]:
MRR: Tail : 0.38413, Head : 0.33086, Avg : 0.3575
2023-05-11 16:26:07,983 - ice14ws_128 - [INFO] - [Epoch 16]: Training Loss: 0.0020502, Valid MRR: 0.3575,
2023-05-11 16:26:09,028 - ice14ws_128 - [INFO] - [E:17| 0]: Train Loss:0.0020674, Val MRR:0.3575, ice14ws_128
2023-05-11 16:27:51,486 - ice14ws_128 - [INFO] - [E:17| 100]: Train Loss:0.002025, Val MRR:0.3575, ice14ws_128
2023-05-11 16:29:22,401 - ice14ws_128 - [INFO] - [E:17| 200]: Train Loss:0.0020288, Val MRR:0.3575, ice14ws_128
2023-05-11 16:31:04,692 - ice14ws_128 - [INFO] - [E:17| 300]: Train Loss:0.0020301, Val MRR:0.3575, ice14ws_128
2023-05-11 16:32:47,053 - ice14ws_128 - [INFO] - [E:17| 400]: Train Loss:0.0020309, Val MRR:0.3575, ice14ws_128
2023-05-11 16:34:29,420 - ice14ws_128 - [INFO] - [E:17| 500]: Train Loss:0.0020321, Val MRR:0.3575, ice14ws_128
2023-05-11 16:36:12,335 - ice14ws_128 - [INFO] - [E:17| 600]: Train Loss:0.002033, Val MRR:0.3575, ice14ws_128
2023-05-11 16:37:44,367 - ice14ws_128 - [INFO] - [E:17| 700]: Train Loss:0.0020334, Val MRR:0.3575, ice14ws_128
2023-05-11 16:39:26,437 - ice14ws_128 - [INFO] - [E:17| 800]: Train Loss:0.002033, Val MRR:0.3575, ice14ws_128
2023-05-11 16:41:08,475 - ice14ws_128 - [INFO] - [E:17| 900]: Train Loss:0.0020338, Val MRR:0.3575, ice14ws_128
2023-05-11 16:42:20,708 - ice14ws_128 - [INFO] - [Epoch:17]: Training Loss:0.002034
2023-05-11 16:42:21,075 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 16:42:44,650 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 16:43:07,956 - ice14ws_128 - [INFO] - [Evaluating Epoch 17 valid]:
MRR: Tail : 0.38457, Head : 0.33408, Avg : 0.35932
2023-05-11 16:43:09,365 - ice14ws_128 - [INFO] - [Epoch 17]: Training Loss: 0.0020339, Valid MRR: 0.35932,
2023-05-11 16:43:10,558 - ice14ws_128 - [INFO] - [E:18| 0]: Train Loss:0.0019766, Val MRR:0.35932, ice14ws_128
2023-05-11 16:44:47,702 - ice14ws_128 - [INFO] - [E:18| 100]: Train Loss:0.0020132, Val MRR:0.35932, ice14ws_128
2023-05-11 16:46:24,246 - ice14ws_128 - [INFO] - [E:18| 200]: Train Loss:0.0020122, Val MRR:0.35932, ice14ws_128
2023-05-11 16:48:09,196 - ice14ws_128 - [INFO] - [E:18| 300]: Train Loss:0.0020124, Val MRR:0.35932, ice14ws_128
2023-05-11 16:49:51,541 - ice14ws_128 - [INFO] - [E:18| 400]: Train Loss:0.002014, Val MRR:0.35932, ice14ws_128
2023-05-11 16:51:34,093 - ice14ws_128 - [INFO] - [E:18| 500]: Train Loss:0.0020141, Val MRR:0.35932, ice14ws_128
2023-05-11 16:53:13,019 - ice14ws_128 - [INFO] - [E:18| 600]: Train Loss:0.002015, Val MRR:0.35932, ice14ws_128
2023-05-11 16:54:48,883 - ice14ws_128 - [INFO] - [E:18| 700]: Train Loss:0.0020166, Val MRR:0.35932, ice14ws_128
2023-05-11 16:56:30,116 - ice14ws_128 - [INFO] - [E:18| 800]: Train Loss:0.0020185, Val MRR:0.35932, ice14ws_128
2023-05-11 16:58:11,994 - ice14ws_128 - [INFO] - [E:18| 900]: Train Loss:0.0020192, Val MRR:0.35932, ice14ws_128
2023-05-11 16:59:23,579 - ice14ws_128 - [INFO] - [Epoch:18]: Training Loss:0.002019
2023-05-11 16:59:23,924 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 16:59:47,365 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 17:00:10,442 - ice14ws_128 - [INFO] - [Evaluating Epoch 18 valid]:
MRR: Tail : 0.39344, Head : 0.34201, Avg : 0.36772
2023-05-11 17:00:11,712 - ice14ws_128 - [INFO] - [Epoch 18]: Training Loss: 0.0020192, Valid MRR: 0.36772,
2023-05-11 17:00:12,859 - ice14ws_128 - [INFO] - [E:19| 0]: Train Loss:0.002034, Val MRR:0.36772, ice14ws_128
2023-05-11 17:01:44,969 - ice14ws_128 - [INFO] - [E:19| 100]: Train Loss:0.0020008, Val MRR:0.36772, ice14ws_128
2023-05-11 17:03:26,823 - ice14ws_128 - [INFO] - [E:19| 200]: Train Loss:0.0019994, Val MRR:0.36772, ice14ws_128
2023-05-11 17:05:09,101 - ice14ws_128 - [INFO] - [E:19| 300]: Train Loss:0.0020006, Val MRR:0.36772, ice14ws_128
2023-05-11 17:06:51,996 - ice14ws_128 - [INFO] - [E:19| 400]: Train Loss:0.0020027, Val MRR:0.36772, ice14ws_128
2023-05-11 17:08:35,169 - ice14ws_128 - [INFO] - [E:19| 500]: Train Loss:0.0020033, Val MRR:0.36772, ice14ws_128
2023-05-11 17:10:06,245 - ice14ws_128 - [INFO] - [E:19| 600]: Train Loss:0.0020051, Val MRR:0.36772, ice14ws_128
2023-05-11 17:11:48,045 - ice14ws_128 - [INFO] - [E:19| 700]: Train Loss:0.0020059, Val MRR:0.36772, ice14ws_128
2023-05-11 17:13:30,236 - ice14ws_128 - [INFO] - [E:19| 800]: Train Loss:0.0020066, Val MRR:0.36772, ice14ws_128
2023-05-11 17:15:12,134 - ice14ws_128 - [INFO] - [E:19| 900]: Train Loss:0.0020066, Val MRR:0.36772, ice14ws_128
2023-05-11 17:16:23,653 - ice14ws_128 - [INFO] - [Epoch:19]: Training Loss:0.002007
2023-05-11 17:16:24,052 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 17:16:47,807 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 17:17:11,006 - ice14ws_128 - [INFO] - [Evaluating Epoch 19 valid]:
MRR: Tail : 0.39515, Head : 0.34321, Avg : 0.36918
MR: Tail : 246.89, Head : 268.77, Avg : 257.83
Hit-1: Tail : 0.29372, Head : 0.24226, Avg : 0.26799
Hit-3: Tail : 0.44374, Head : 0.38815, Avg : 0.41595
Hit-10: Tail : 0.58794, Head : 0.53854, Avg : 0.56324
2023-05-11 17:17:12,306 - ice14ws_128 - [INFO] - [Epoch 19]: Training Loss: 0.002007, Valid MRR: 0.36918,
2023-05-11 17:17:13,727 - ice14ws_128 - [INFO] - [E:20| 0]: Train Loss:0.0019812, Val MRR:0.36918, ice14ws_128
2023-05-11 17:18:44,849 - ice14ws_128 - [INFO] - [E:20| 100]: Train Loss:0.0019862, Val MRR:0.36918, ice14ws_128
2023-05-11 17:20:27,425 - ice14ws_128 - [INFO] - [E:20| 200]: Train Loss:0.0019889, Val MRR:0.36918, ice14ws_128
2023-05-11 17:22:09,828 - ice14ws_128 - [INFO] - [E:20| 300]: Train Loss:0.0019896, Val MRR:0.36918, ice14ws_128
2023-05-11 17:23:52,809 - ice14ws_128 - [INFO] - [E:20| 400]: Train Loss:0.00199, Val MRR:0.36918, ice14ws_128
2023-05-11 17:25:35,975 - ice14ws_128 - [INFO] - [E:20| 500]: Train Loss:0.0019919, Val MRR:0.36918, ice14ws_128
2023-05-11 17:27:07,350 - ice14ws_128 - [INFO] - [E:20| 600]: Train Loss:0.001992, Val MRR:0.36918, ice14ws_128
2023-05-11 17:28:50,255 - ice14ws_128 - [INFO] - [E:20| 700]: Train Loss:0.001993, Val MRR:0.36918, ice14ws_128
2023-05-11 17:30:32,654 - ice14ws_128 - [INFO] - [E:20| 800]: Train Loss:0.0019937, Val MRR:0.36918, ice14ws_128
2023-05-11 17:32:15,721 - ice14ws_128 - [INFO] - [E:20| 900]: Train Loss:0.0019945, Val MRR:0.36918, ice14ws_128
2023-05-11 17:33:30,326 - ice14ws_128 - [INFO] - [Epoch:20]: Training Loss:0.001995
2023-05-11 17:33:30,672 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 17:33:54,726 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 17:34:18,094 - ice14ws_128 - [INFO] - [Evaluating Epoch 20 valid]:
MRR: Tail : 0.39893, Head : 0.34644, Avg : 0.37269
2023-05-11 17:34:19,413 - ice14ws_128 - [INFO] - [Epoch 20]: Training Loss: 0.0019947, Valid MRR: 0.37269,
2023-05-11 17:34:20,772 - ice14ws_128 - [INFO] - [E:21| 0]: Train Loss:0.0019794, Val MRR:0.37269, ice14ws_128
2023-05-11 17:35:52,121 - ice14ws_128 - [INFO] - [E:21| 100]: Train Loss:0.0019666, Val MRR:0.37269, ice14ws_128
2023-05-11 17:37:34,050 - ice14ws_128 - [INFO] - [E:21| 200]: Train Loss:0.0019711, Val MRR:0.37269, ice14ws_128
2023-05-11 17:39:17,103 - ice14ws_128 - [INFO] - [E:21| 300]: Train Loss:0.0019728, Val MRR:0.37269, ice14ws_128
2023-05-11 17:41:00,418 - ice14ws_128 - [INFO] - [E:21| 400]: Train Loss:0.0019771, Val MRR:0.37269, ice14ws_128
2023-05-11 17:42:42,809 - ice14ws_128 - [INFO] - [E:21| 500]: Train Loss:0.0019785, Val MRR:0.37269, ice14ws_128
2023-05-11 17:44:14,314 - ice14ws_128 - [INFO] - [E:21| 600]: Train Loss:0.0019797, Val MRR:0.37269, ice14ws_128
2023-05-11 17:45:56,555 - ice14ws_128 - [INFO] - [E:21| 700]: Train Loss:0.001981, Val MRR:0.37269, ice14ws_128
2023-05-11 17:47:38,310 - ice14ws_128 - [INFO] - [E:21| 800]: Train Loss:0.0019823, Val MRR:0.37269, ice14ws_128
2023-05-11 17:49:20,635 - ice14ws_128 - [INFO] - [E:21| 900]: Train Loss:0.0019837, Val MRR:0.37269, ice14ws_128
2023-05-11 17:50:32,419 - ice14ws_128 - [INFO] - [Epoch:21]: Training Loss:0.001984
2023-05-11 17:50:32,944 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 17:50:56,531 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 17:51:19,720 - ice14ws_128 - [INFO] - [Evaluating Epoch 21 valid]:
MRR: Tail : 0.39698, Head : 0.35, Avg : 0.37349
2023-05-11 17:51:21,014 - ice14ws_128 - [INFO] - [Epoch 21]: Training Loss: 0.0019843, Valid MRR: 0.37349,
2023-05-11 17:51:22,228 - ice14ws_128 - [INFO] - [E:22| 0]: Train Loss:0.0019412, Val MRR:0.37349, ice14ws_128
2023-05-11 17:52:54,476 - ice14ws_128 - [INFO] - [E:22| 100]: Train Loss:0.0019707, Val MRR:0.37349, ice14ws_128
2023-05-11 17:54:36,845 - ice14ws_128 - [INFO] - [E:22| 200]: Train Loss:0.0019678, Val MRR:0.37349, ice14ws_128
2023-05-11 17:56:19,207 - ice14ws_128 - [INFO] - [E:22| 300]: Train Loss:0.0019673, Val MRR:0.37349, ice14ws_128
2023-05-11 17:58:00,986 - ice14ws_128 - [INFO] - [E:22| 400]: Train Loss:0.0019687, Val MRR:0.37349, ice14ws_128
2023-05-11 17:59:43,556 - ice14ws_128 - [INFO] - [E:22| 500]: Train Loss:0.0019698, Val MRR:0.37349, ice14ws_128
2023-05-11 18:01:15,034 - ice14ws_128 - [INFO] - [E:22| 600]: Train Loss:0.0019704, Val MRR:0.37349, ice14ws_128
2023-05-11 18:02:57,671 - ice14ws_128 - [INFO] - [E:22| 700]: Train Loss:0.0019721, Val MRR:0.37349, ice14ws_128
2023-05-11 18:04:40,245 - ice14ws_128 - [INFO] - [E:22| 800]: Train Loss:0.0019724, Val MRR:0.37349, ice14ws_128
2023-05-11 18:06:22,409 - ice14ws_128 - [INFO] - [E:22| 900]: Train Loss:0.0019732, Val MRR:0.37349, ice14ws_128
2023-05-11 18:07:34,403 - ice14ws_128 - [INFO] - [Epoch:22]: Training Loss:0.001974
2023-05-11 18:07:34,801 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 18:07:58,272 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 18:08:13,303 - ice14ws_128 - [INFO] - [Evaluating Epoch 22 valid]:
MRR: Tail : 0.40153, Head : 0.34801, Avg : 0.37477
2023-05-11 18:08:14,635 - ice14ws_128 - [INFO] - [Epoch 22]: Training Loss: 0.0019745, Valid MRR: 0.37477,
2023-05-11 18:08:15,284 - ice14ws_128 - [INFO] - [E:23| 0]: Train Loss:0.0019568, Val MRR:0.37477, ice14ws_128
2023-05-11 18:09:54,580 - ice14ws_128 - [INFO] - [E:23| 100]: Train Loss:0.001961, Val MRR:0.37477, ice14ws_128
2023-05-11 18:11:36,678 - ice14ws_128 - [INFO] - [E:23| 200]: Train Loss:0.0019608, Val MRR:0.37477, ice14ws_128
2023-05-11 18:13:18,572 - ice14ws_128 - [INFO] - [E:23| 300]: Train Loss:0.0019611, Val MRR:0.37477, ice14ws_128
2023-05-11 18:15:00,345 - ice14ws_128 - [INFO] - [E:23| 400]: Train Loss:0.0019611, Val MRR:0.37477, ice14ws_128
2023-05-11 18:16:33,980 - ice14ws_128 - [INFO] - [E:23| 500]: Train Loss:0.0019608, Val MRR:0.37477, ice14ws_128
2023-05-11 18:18:14,970 - ice14ws_128 - [INFO] - [E:23| 600]: Train Loss:0.0019612, Val MRR:0.37477, ice14ws_128
2023-05-11 18:20:00,483 - ice14ws_128 - [INFO] - [E:23| 700]: Train Loss:0.0019626, Val MRR:0.37477, ice14ws_128
2023-05-11 18:21:43,939 - ice14ws_128 - [INFO] - [E:23| 800]: Train Loss:0.0019635, Val MRR:0.37477, ice14ws_128
2023-05-11 18:23:27,451 - ice14ws_128 - [INFO] - [E:23| 900]: Train Loss:0.0019641, Val MRR:0.37477, ice14ws_128
2023-05-11 18:24:39,320 - ice14ws_128 - [INFO] - [Epoch:23]: Training Loss:0.001965
2023-05-11 18:24:39,671 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 18:24:56,714 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 18:25:13,709 - ice14ws_128 - [INFO] - [Evaluating Epoch 23 valid]:
MRR: Tail : 0.40168, Head : 0.35375, Avg : 0.37772
2023-05-11 18:25:14,994 - ice14ws_128 - [INFO] - [Epoch 23]: Training Loss: 0.0019651, Valid MRR: 0.37772,
2023-05-11 18:25:16,208 - ice14ws_128 - [INFO] - [E:24| 0]: Train Loss:0.0019875, Val MRR:0.37772, ice14ws_128
2023-05-11 18:26:58,647 - ice14ws_128 - [INFO] - [E:24| 100]: Train Loss:0.0019462, Val MRR:0.37772, ice14ws_128
2023-05-11 18:28:40,984 - ice14ws_128 - [INFO] - [E:24| 200]: Train Loss:0.0019467, Val MRR:0.37772, ice14ws_128
2023-05-11 18:30:23,585 - ice14ws_128 - [INFO] - [E:24| 300]: Train Loss:0.0019474, Val MRR:0.37772, ice14ws_128
2023-05-11 18:32:06,305 - ice14ws_128 - [INFO] - [E:24| 400]: Train Loss:0.0019501, Val MRR:0.37772, ice14ws_128
2023-05-11 18:33:38,167 - ice14ws_128 - [INFO] - [E:24| 500]: Train Loss:0.0019512, Val MRR:0.37772, ice14ws_128
2023-05-11 18:35:20,375 - ice14ws_128 - [INFO] - [E:24| 600]: Train Loss:0.0019524, Val MRR:0.37772, ice14ws_128
2023-05-11 18:37:02,791 - ice14ws_128 - [INFO] - [E:24| 700]: Train Loss:0.0019541, Val MRR:0.37772, ice14ws_128
2023-05-11 18:38:45,754 - ice14ws_128 - [INFO] - [E:24| 800]: Train Loss:0.0019552, Val MRR:0.37772, ice14ws_128
2023-05-11 18:40:28,618 - ice14ws_128 - [INFO] - [E:24| 900]: Train Loss:0.0019557, Val MRR:0.37772, ice14ws_128
2023-05-11 18:41:35,610 - ice14ws_128 - [INFO] - [Epoch:24]: Training Loss:0.001957
2023-05-11 18:41:35,828 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 18:41:52,624 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 18:42:15,553 - ice14ws_128 - [INFO] - [Evaluating Epoch 24 valid]:
MRR: Tail : 0.40422, Head : 0.3539, Avg : 0.37906
2023-05-11 18:42:16,833 - ice14ws_128 - [INFO] - [Epoch 24]: Training Loss: 0.0019566, Valid MRR: 0.37906,
2023-05-11 18:42:18,169 - ice14ws_128 - [INFO] - [E:25| 0]: Train Loss:0.00187, Val MRR:0.37906, ice14ws_128
2023-05-11 18:44:00,541 - ice14ws_128 - [INFO] - [E:25| 100]: Train Loss:0.0019385, Val MRR:0.37906, ice14ws_128
2023-05-11 18:45:42,659 - ice14ws_128 - [INFO] - [E:25| 200]: Train Loss:0.0019397, Val MRR:0.37906, ice14ws_128
2023-05-11 18:47:25,428 - ice14ws_128 - [INFO] - [E:25| 300]: Train Loss:0.0019409, Val MRR:0.37906, ice14ws_128
2023-05-11 18:49:07,180 - ice14ws_128 - [INFO] - [E:25| 400]: Train Loss:0.0019412, Val MRR:0.37906, ice14ws_128
2023-05-11 18:50:39,181 - ice14ws_128 - [INFO] - [E:25| 500]: Train Loss:0.0019425, Val MRR:0.37906, ice14ws_128
2023-05-11 18:52:22,247 - ice14ws_128 - [INFO] - [E:25| 600]: Train Loss:0.0019449, Val MRR:0.37906, ice14ws_128
2023-05-11 18:54:05,566 - ice14ws_128 - [INFO] - [E:25| 700]: Train Loss:0.001946, Val MRR:0.37906, ice14ws_128
2023-05-11 18:55:48,862 - ice14ws_128 - [INFO] - [E:25| 800]: Train Loss:0.001947, Val MRR:0.37906, ice14ws_128
2023-05-11 18:57:32,068 - ice14ws_128 - [INFO] - [E:25| 900]: Train Loss:0.001948, Val MRR:0.37906, ice14ws_128
2023-05-11 18:58:33,206 - ice14ws_128 - [INFO] - [Epoch:25]: Training Loss:0.001949
2023-05-11 18:58:33,474 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 18:58:56,898 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 18:59:19,872 - ice14ws_128 - [INFO] - [Evaluating Epoch 25 valid]:
MRR: Tail : 0.40398, Head : 0.35425, Avg : 0.37911
2023-05-11 18:59:21,176 - ice14ws_128 - [INFO] - [Epoch 25]: Training Loss: 0.0019487, Valid MRR: 0.37911,
2023-05-11 18:59:22,616 - ice14ws_128 - [INFO] - [E:26| 0]: Train Loss:0.0019037, Val MRR:0.37911, ice14ws_128
2023-05-11 19:01:05,040 - ice14ws_128 - [INFO] - [E:26| 100]: Train Loss:0.0019234, Val MRR:0.37911, ice14ws_128
2023-05-11 19:02:47,542 - ice14ws_128 - [INFO] - [E:26| 200]: Train Loss:0.0019281, Val MRR:0.37911, ice14ws_128
2023-05-11 19:04:29,768 - ice14ws_128 - [INFO] - [E:26| 300]: Train Loss:0.001932, Val MRR:0.37911, ice14ws_128
2023-05-11 19:06:14,295 - ice14ws_128 - [INFO] - [E:26| 400]: Train Loss:0.0019329, Val MRR:0.37911, ice14ws_128
2023-05-11 19:07:46,146 - ice14ws_128 - [INFO] - [E:26| 500]: Train Loss:0.0019354, Val MRR:0.37911, ice14ws_128
2023-05-11 19:09:28,766 - ice14ws_128 - [INFO] - [E:26| 600]: Train Loss:0.0019369, Val MRR:0.37911, ice14ws_128
2023-05-11 19:11:11,627 - ice14ws_128 - [INFO] - [E:26| 700]: Train Loss:0.0019385, Val MRR:0.37911, ice14ws_128
2023-05-11 19:12:53,880 - ice14ws_128 - [INFO] - [E:26| 800]: Train Loss:0.0019396, Val MRR:0.37911, ice14ws_128
2023-05-11 19:14:35,284 - ice14ws_128 - [INFO] - [E:26| 900]: Train Loss:0.0019407, Val MRR:0.37911, ice14ws_128
2023-05-11 19:15:36,361 - ice14ws_128 - [INFO] - [Epoch:26]: Training Loss:0.001941
2023-05-11 19:15:36,887 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 19:16:00,077 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 19:16:23,157 - ice14ws_128 - [INFO] - [Evaluating Epoch 26 valid]:
MRR: Tail : 0.40506, Head : 0.3558, Avg : 0.38043
2023-05-11 19:16:24,439 - ice14ws_128 - [INFO] - [Epoch 26]: Training Loss: 0.001941, Valid MRR: 0.38043,
2023-05-11 19:16:25,756 - ice14ws_128 - [INFO] - [E:27| 0]: Train Loss:0.0019495, Val MRR:0.38043, ice14ws_128
2023-05-11 19:18:08,223 - ice14ws_128 - [INFO] - [E:27| 100]: Train Loss:0.0019237, Val MRR:0.38043, ice14ws_128
2023-05-11 19:19:50,788 - ice14ws_128 - [INFO] - [E:27| 200]: Train Loss:0.0019252, Val MRR:0.38043, ice14ws_128
2023-05-11 19:21:34,229 - ice14ws_128 - [INFO] - [E:27| 300]: Train Loss:0.0019256, Val MRR:0.38043, ice14ws_128
2023-05-11 19:23:12,202 - ice14ws_128 - [INFO] - [E:27| 400]: Train Loss:0.0019274, Val MRR:0.38043, ice14ws_128
2023-05-11 19:24:48,287 - ice14ws_128 - [INFO] - [E:27| 500]: Train Loss:0.0019289, Val MRR:0.38043, ice14ws_128
2023-05-11 19:26:30,977 - ice14ws_128 - [INFO] - [E:27| 600]: Train Loss:0.0019291, Val MRR:0.38043, ice14ws_128
2023-05-11 19:28:12,892 - ice14ws_128 - [INFO] - [E:27| 700]: Train Loss:0.0019305, Val MRR:0.38043, ice14ws_128
2023-05-11 19:29:55,886 - ice14ws_128 - [INFO] - [E:27| 800]: Train Loss:0.0019313, Val MRR:0.38043, ice14ws_128
2023-05-11 19:31:33,298 - ice14ws_128 - [INFO] - [E:27| 900]: Train Loss:0.0019333, Val MRR:0.38043, ice14ws_128
2023-05-11 19:32:40,088 - ice14ws_128 - [INFO] - [Epoch:27]: Training Loss:0.001934
2023-05-11 19:32:40,471 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 19:33:03,930 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 19:33:27,128 - ice14ws_128 - [INFO] - [Evaluating Epoch 27 valid]:
MRR: Tail : 0.41, Head : 0.35693, Avg : 0.38347
2023-05-11 19:33:28,421 - ice14ws_128 - [INFO] - [Epoch 27]: Training Loss: 0.001934, Valid MRR: 0.38347,
2023-05-11 19:33:29,622 - ice14ws_128 - [INFO] - [E:28| 0]: Train Loss:0.0019209, Val MRR:0.38347, ice14ws_128
2023-05-11 19:35:12,556 - ice14ws_128 - [INFO] - [E:28| 100]: Train Loss:0.0019147, Val MRR:0.38347, ice14ws_128
2023-05-11 19:36:55,330 - ice14ws_128 - [INFO] - [E:28| 200]: Train Loss:0.0019137, Val MRR:0.38347, ice14ws_128
2023-05-11 19:38:37,657 - ice14ws_128 - [INFO] - [E:28| 300]: Train Loss:0.001914, Val MRR:0.38347, ice14ws_128
2023-05-11 19:40:09,225 - ice14ws_128 - [INFO] - [E:28| 400]: Train Loss:0.0019172, Val MRR:0.38347, ice14ws_128
2023-05-11 19:41:51,687 - ice14ws_128 - [INFO] - [E:28| 500]: Train Loss:0.0019199, Val MRR:0.38347, ice14ws_128
2023-05-11 19:43:34,507 - ice14ws_128 - [INFO] - [E:28| 600]: Train Loss:0.0019223, Val MRR:0.38347, ice14ws_128
2023-05-11 19:45:16,653 - ice14ws_128 - [INFO] - [E:28| 700]: Train Loss:0.0019242, Val MRR:0.38347, ice14ws_128
2023-05-11 19:46:58,779 - ice14ws_128 - [INFO] - [E:28| 800]: Train Loss:0.0019253, Val MRR:0.38347, ice14ws_128
2023-05-11 19:48:30,124 - ice14ws_128 - [INFO] - [E:28| 900]: Train Loss:0.0019262, Val MRR:0.38347, ice14ws_128
2023-05-11 19:49:42,151 - ice14ws_128 - [INFO] - [Epoch:28]: Training Loss:0.001927
2023-05-11 19:49:42,625 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 19:50:05,888 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 19:50:29,064 - ice14ws_128 - [INFO] - [Evaluating Epoch 28 valid]:
MRR: Tail : 0.41061, Head : 0.35586, Avg : 0.38324
2023-05-11 19:50:29,065 - ice14ws_128 - [INFO] - [Epoch 28]: Training Loss: 0.001927, Valid MRR: 0.38347,
2023-05-11 19:50:29,864 - ice14ws_128 - [INFO] - [E:29| 0]: Train Loss:0.0019502, Val MRR:0.38347, ice14ws_128
2023-05-11 19:52:14,544 - ice14ws_128 - [INFO] - [E:29| 100]: Train Loss:0.0019115, Val MRR:0.38347, ice14ws_128
2023-05-11 19:53:56,977 - ice14ws_128 - [INFO] - [E:29| 200]: Train Loss:0.0019126, Val MRR:0.38347, ice14ws_128
2023-05-11 19:55:39,562 - ice14ws_128 - [INFO] - [E:29| 300]: Train Loss:0.0019149, Val MRR:0.38347, ice14ws_128
2023-05-11 19:57:11,016 - ice14ws_128 - [INFO] - [E:29| 400]: Train Loss:0.0019165, Val MRR:0.38347, ice14ws_128
2023-05-11 19:58:53,579 - ice14ws_128 - [INFO] - [E:29| 500]: Train Loss:0.0019169, Val MRR:0.38347, ice14ws_128
2023-05-11 20:00:36,247 - ice14ws_128 - [INFO] - [E:29| 600]: Train Loss:0.0019167, Val MRR:0.38347, ice14ws_128
2023-05-11 20:02:18,538 - ice14ws_128 - [INFO] - [E:29| 700]: Train Loss:0.0019182, Val MRR:0.38347, ice14ws_128
2023-05-11 20:04:01,554 - ice14ws_128 - [INFO] - [E:29| 800]: Train Loss:0.0019188, Val MRR:0.38347, ice14ws_128
2023-05-11 20:05:32,755 - ice14ws_128 - [INFO] - [E:29| 900]: Train Loss:0.0019206, Val MRR:0.38347, ice14ws_128
2023-05-11 20:06:45,082 - ice14ws_128 - [INFO] - [Epoch:29]: Training Loss:0.001921
2023-05-11 20:06:45,606 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 20:07:09,418 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 20:07:32,517 - ice14ws_128 - [INFO] - [Evaluating Epoch 29 valid]:
MRR: Tail : 0.40964, Head : 0.3596, Avg : 0.38462
MR: Tail : 277.77, Head : 293.46, Avg : 285.62
Hit-1: Tail : 0.30368, Head : 0.25743, Avg : 0.28056
Hit-3: Tail : 0.46304, Head : 0.4026, Avg : 0.43282
Hit-10: Tail : 0.60966, Head : 0.56621, Avg : 0.58794
2023-05-11 20:07:33,802 - ice14ws_128 - [INFO] - [Epoch 29]: Training Loss: 0.0019207, Valid MRR: 0.38462,
2023-05-11 20:07:35,011 - ice14ws_128 - [INFO] - [E:30| 0]: Train Loss:0.0019415, Val MRR:0.38462, ice14ws_128
2023-05-11 20:09:17,255 - ice14ws_128 - [INFO] - [E:30| 100]: Train Loss:0.0018995, Val MRR:0.38462, ice14ws_128
2023-05-11 20:10:59,558 - ice14ws_128 - [INFO] - [E:30| 200]: Train Loss:0.0019042, Val MRR:0.38462, ice14ws_128
2023-05-11 20:12:42,329 - ice14ws_128 - [INFO] - [E:30| 300]: Train Loss:0.0019067, Val MRR:0.38462, ice14ws_128
2023-05-11 20:14:14,493 - ice14ws_128 - [INFO] - [E:30| 400]: Train Loss:0.0019072, Val MRR:0.38462, ice14ws_128
2023-05-11 20:15:57,349 - ice14ws_128 - [INFO] - [E:30| 500]: Train Loss:0.0019089, Val MRR:0.38462, ice14ws_128
2023-05-11 20:17:39,555 - ice14ws_128 - [INFO] - [E:30| 600]: Train Loss:0.0019107, Val MRR:0.38462, ice14ws_128
2023-05-11 20:19:21,998 - ice14ws_128 - [INFO] - [E:30| 700]: Train Loss:0.0019126, Val MRR:0.38462, ice14ws_128
2023-05-11 20:21:04,306 - ice14ws_128 - [INFO] - [E:30| 800]: Train Loss:0.0019137, Val MRR:0.38462, ice14ws_128
2023-05-11 20:22:35,230 - ice14ws_128 - [INFO] - [E:30| 900]: Train Loss:0.0019144, Val MRR:0.38462, ice14ws_128
2023-05-11 20:23:47,629 - ice14ws_128 - [INFO] - [Epoch:30]: Training Loss:0.001915
2023-05-11 20:23:48,148 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 20:24:11,390 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 20:24:34,348 - ice14ws_128 - [INFO] - [Evaluating Epoch 30 valid]:
MRR: Tail : 0.41212, Head : 0.35909, Avg : 0.3856
2023-05-11 20:24:35,632 - ice14ws_128 - [INFO] - [Epoch 30]: Training Loss: 0.0019152, Valid MRR: 0.3856,
2023-05-11 20:24:36,406 - ice14ws_128 - [INFO] - [E:31| 0]: Train Loss:0.0019151, Val MRR:0.3856, ice14ws_128
2023-05-11 20:26:18,431 - ice14ws_128 - [INFO] - [E:31| 100]: Train Loss:0.0018942, Val MRR:0.3856, ice14ws_128
2023-05-11 20:28:00,609 - ice14ws_128 - [INFO] - [E:31| 200]: Train Loss:0.0018978, Val MRR:0.3856, ice14ws_128
2023-05-11 20:29:42,197 - ice14ws_128 - [INFO] - [E:31| 300]: Train Loss:0.0018993, Val MRR:0.3856, ice14ws_128
2023-05-11 20:31:15,033 - ice14ws_128 - [INFO] - [E:31| 400]: Train Loss:0.001901, Val MRR:0.3856, ice14ws_128
2023-05-11 20:32:58,539 - ice14ws_128 - [INFO] - [E:31| 500]: Train Loss:0.0019013, Val MRR:0.3856, ice14ws_128
2023-05-11 20:34:42,193 - ice14ws_128 - [INFO] - [E:31| 600]: Train Loss:0.0019032, Val MRR:0.3856, ice14ws_128
2023-05-11 20:36:24,176 - ice14ws_128 - [INFO] - [E:31| 700]: Train Loss:0.0019046, Val MRR:0.3856, ice14ws_128
2023-05-11 20:38:08,361 - ice14ws_128 - [INFO] - [E:31| 800]: Train Loss:0.0019061, Val MRR:0.3856, ice14ws_128
2023-05-11 20:39:39,919 - ice14ws_128 - [INFO] - [E:31| 900]: Train Loss:0.0019078, Val MRR:0.3856, ice14ws_128
2023-05-11 20:40:51,593 - ice14ws_128 - [INFO] - [Epoch:31]: Training Loss:0.001909
2023-05-11 20:40:52,014 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 20:41:15,138 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 20:41:37,943 - ice14ws_128 - [INFO] - [Evaluating Epoch 31 valid]:
MRR: Tail : 0.41171, Head : 0.36127, Avg : 0.38649
2023-05-11 20:41:39,235 - ice14ws_128 - [INFO] - [Epoch 31]: Training Loss: 0.0019089, Valid MRR: 0.38649,
2023-05-11 20:41:40,543 - ice14ws_128 - [INFO] - [E:32| 0]: Train Loss:0.0018663, Val MRR:0.38649, ice14ws_128
2023-05-11 20:43:22,591 - ice14ws_128 - [INFO] - [E:32| 100]: Train Loss:0.0018954, Val MRR:0.38649, ice14ws_128
2023-05-11 20:45:04,715 - ice14ws_128 - [INFO] - [E:32| 200]: Train Loss:0.0018938, Val MRR:0.38649, ice14ws_128
2023-05-11 20:46:38,991 - ice14ws_128 - [INFO] - [E:32| 300]: Train Loss:0.0018939, Val MRR:0.38649, ice14ws_128
2023-05-11 20:48:18,646 - ice14ws_128 - [INFO] - [E:32| 400]: Train Loss:0.0018954, Val MRR:0.38649, ice14ws_128
2023-05-11 20:50:00,539 - ice14ws_128 - [INFO] - [E:32| 500]: Train Loss:0.0018973, Val MRR:0.38649, ice14ws_128
2023-05-11 20:51:43,050 - ice14ws_128 - [INFO] - [E:32| 600]: Train Loss:0.0018991, Val MRR:0.38649, ice14ws_128
2023-05-11 20:53:26,104 - ice14ws_128 - [INFO] - [E:32| 700]: Train Loss:0.0019011, Val MRR:0.38649, ice14ws_128
2023-05-11 20:55:00,423 - ice14ws_128 - [INFO] - [E:32| 800]: Train Loss:0.0019021, Val MRR:0.38649, ice14ws_128
2023-05-11 20:56:40,862 - ice14ws_128 - [INFO] - [E:32| 900]: Train Loss:0.001903, Val MRR:0.38649, ice14ws_128
2023-05-11 20:57:53,124 - ice14ws_128 - [INFO] - [Epoch:32]: Training Loss:0.001903
2023-05-11 20:57:53,520 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 20:58:17,367 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 20:58:40,677 - ice14ws_128 - [INFO] - [Evaluating Epoch 32 valid]:
MRR: Tail : 0.41437, Head : 0.36431, Avg : 0.38934
2023-05-11 20:58:41,974 - ice14ws_128 - [INFO] - [Epoch 32]: Training Loss: 0.0019035, Valid MRR: 0.38934,
2023-05-11 20:58:43,372 - ice14ws_128 - [INFO] - [E:33| 0]: Train Loss:0.0018818, Val MRR:0.38934, ice14ws_128
2023-05-11 21:00:26,586 - ice14ws_128 - [INFO] - [E:33| 100]: Train Loss:0.0018903, Val MRR:0.38934, ice14ws_128
2023-05-11 21:02:09,691 - ice14ws_128 - [INFO] - [E:33| 200]: Train Loss:0.0018901, Val MRR:0.38934, ice14ws_128
2023-05-11 21:03:41,130 - ice14ws_128 - [INFO] - [E:33| 300]: Train Loss:0.0018911, Val MRR:0.38934, ice14ws_128
2023-05-11 21:05:23,438 - ice14ws_128 - [INFO] - [E:33| 400]: Train Loss:0.001892, Val MRR:0.38934, ice14ws_128
2023-05-11 21:07:05,652 - ice14ws_128 - [INFO] - [E:33| 500]: Train Loss:0.0018939, Val MRR:0.38934, ice14ws_128
2023-05-11 21:08:48,414 - ice14ws_128 - [INFO] - [E:33| 600]: Train Loss:0.0018942, Val MRR:0.38934, ice14ws_128
2023-05-11 21:10:30,895 - ice14ws_128 - [INFO] - [E:33| 700]: Train Loss:0.0018952, Val MRR:0.38934, ice14ws_128
2023-05-11 21:12:02,288 - ice14ws_128 - [INFO] - [E:33| 800]: Train Loss:0.0018961, Val MRR:0.38934, ice14ws_128
2023-05-11 21:13:44,538 - ice14ws_128 - [INFO] - [E:33| 900]: Train Loss:0.0018971, Val MRR:0.38934, ice14ws_128
2023-05-11 21:14:56,582 - ice14ws_128 - [INFO] - [Epoch:33]: Training Loss:0.001898
2023-05-11 21:14:56,926 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 21:15:20,574 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 21:15:43,687 - ice14ws_128 - [INFO] - [Evaluating Epoch 33 valid]:
MRR: Tail : 0.41351, Head : 0.36465, Avg : 0.38908
2023-05-11 21:15:43,687 - ice14ws_128 - [INFO] - [Epoch 33]: Training Loss: 0.001898, Valid MRR: 0.38934,
2023-05-11 21:15:44,869 - ice14ws_128 - [INFO] - [E:34| 0]: Train Loss:0.0019149, Val MRR:0.38934, ice14ws_128
2023-05-11 21:17:27,328 - ice14ws_128 - [INFO] - [E:34| 100]: Train Loss:0.0018762, Val MRR:0.38934, ice14ws_128
2023-05-11 21:19:09,664 - ice14ws_128 - [INFO] - [E:34| 200]: Train Loss:0.0018818, Val MRR:0.38934, ice14ws_128
2023-05-11 21:20:40,710 - ice14ws_128 - [INFO] - [E:34| 300]: Train Loss:0.0018842, Val MRR:0.38934, ice14ws_128
2023-05-11 21:22:22,448 - ice14ws_128 - [INFO] - [E:34| 400]: Train Loss:0.0018854, Val MRR:0.38934, ice14ws_128
2023-05-11 21:24:06,889 - ice14ws_128 - [INFO] - [E:34| 500]: Train Loss:0.0018875, Val MRR:0.38934, ice14ws_128
2023-05-11 21:25:49,342 - ice14ws_128 - [INFO] - [E:34| 600]: Train Loss:0.0018875, Val MRR:0.38934, ice14ws_128
2023-05-11 21:27:32,146 - ice14ws_128 - [INFO] - [E:34| 700]: Train Loss:0.0018894, Val MRR:0.38934, ice14ws_128
2023-05-11 21:29:03,563 - ice14ws_128 - [INFO] - [E:34| 800]: Train Loss:0.0018905, Val MRR:0.38934, ice14ws_128
2023-05-11 21:30:45,401 - ice14ws_128 - [INFO] - [E:34| 900]: Train Loss:0.001892, Val MRR:0.38934, ice14ws_128
2023-05-11 21:31:56,836 - ice14ws_128 - [INFO] - [Epoch:34]: Training Loss:0.001893
2023-05-11 21:31:57,132 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 21:32:20,414 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 21:32:43,243 - ice14ws_128 - [INFO] - [Evaluating Epoch 34 valid]:
MRR: Tail : 0.413, Head : 0.36464, Avg : 0.38882
2023-05-11 21:32:43,243 - ice14ws_128 - [INFO] - [Epoch 34]: Training Loss: 0.0018932, Valid MRR: 0.38934,
2023-05-11 21:32:44,450 - ice14ws_128 - [INFO] - [E:35| 0]: Train Loss:0.0018404, Val MRR:0.38934, ice14ws_128
2023-05-11 21:34:26,332 - ice14ws_128 - [INFO] - [E:35| 100]: Train Loss:0.0018729, Val MRR:0.38934, ice14ws_128
2023-05-11 21:36:08,061 - ice14ws_128 - [INFO] - [E:35| 200]: Train Loss:0.0018759, Val MRR:0.38934, ice14ws_128
2023-05-11 21:37:39,122 - ice14ws_128 - [INFO] - [E:35| 300]: Train Loss:0.0018776, Val MRR:0.38934, ice14ws_128
2023-05-11 21:39:21,685 - ice14ws_128 - [INFO] - [E:35| 400]: Train Loss:0.0018799, Val MRR:0.38934, ice14ws_128
2023-05-11 21:41:04,546 - ice14ws_128 - [INFO] - [E:35| 500]: Train Loss:0.0018819, Val MRR:0.38934, ice14ws_128
2023-05-11 21:42:47,391 - ice14ws_128 - [INFO] - [E:35| 600]: Train Loss:0.0018839, Val MRR:0.38934, ice14ws_128
2023-05-11 21:44:29,093 - ice14ws_128 - [INFO] - [E:35| 700]: Train Loss:0.0018848, Val MRR:0.38934, ice14ws_128
2023-05-11 21:46:00,950 - ice14ws_128 - [INFO] - [E:35| 800]: Train Loss:0.0018863, Val MRR:0.38934, ice14ws_128
2023-05-11 21:47:43,064 - ice14ws_128 - [INFO] - [E:35| 900]: Train Loss:0.0018875, Val MRR:0.38934, ice14ws_128
2023-05-11 21:48:55,204 - ice14ws_128 - [INFO] - [Epoch:35]: Training Loss:0.001888
2023-05-11 21:48:55,603 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 21:49:19,381 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 21:49:42,802 - ice14ws_128 - [INFO] - [Evaluating Epoch 35 valid]:
MRR: Tail : 0.4161, Head : 0.36661, Avg : 0.39136
2023-05-11 21:49:44,109 - ice14ws_128 - [INFO] - [Epoch 35]: Training Loss: 0.0018883, Valid MRR: 0.39136,
2023-05-11 21:49:45,432 - ice14ws_128 - [INFO] - [E:36| 0]: Train Loss:0.0019242, Val MRR:0.39136, ice14ws_128
2023-05-11 21:51:28,508 - ice14ws_128 - [INFO] - [E:36| 100]: Train Loss:0.0018741, Val MRR:0.39136, ice14ws_128
2023-05-11 21:53:07,339 - ice14ws_128 - [INFO] - [E:36| 200]: Train Loss:0.001876, Val MRR:0.39136, ice14ws_128
2023-05-11 21:54:42,123 - ice14ws_128 - [INFO] - [E:36| 300]: Train Loss:0.0018761, Val MRR:0.39136, ice14ws_128
2023-05-11 21:56:24,641 - ice14ws_128 - [INFO] - [E:36| 400]: Train Loss:0.0018763, Val MRR:0.39136, ice14ws_128
2023-05-11 21:58:06,965 - ice14ws_128 - [INFO] - [E:36| 500]: Train Loss:0.0018764, Val MRR:0.39136, ice14ws_128
2023-05-11 21:59:49,333 - ice14ws_128 - [INFO] - [E:36| 600]: Train Loss:0.0018785, Val MRR:0.39136, ice14ws_128
2023-05-11 22:01:27,712 - ice14ws_128 - [INFO] - [E:36| 700]: Train Loss:0.0018796, Val MRR:0.39136, ice14ws_128
2023-05-11 22:03:03,843 - ice14ws_128 - [INFO] - [E:36| 800]: Train Loss:0.0018803, Val MRR:0.39136, ice14ws_128
2023-05-11 22:04:45,931 - ice14ws_128 - [INFO] - [E:36| 900]: Train Loss:0.0018823, Val MRR:0.39136, ice14ws_128
2023-05-11 22:05:58,230 - ice14ws_128 - [INFO] - [Epoch:36]: Training Loss:0.001884
2023-05-11 22:05:58,552 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 22:06:22,455 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 22:06:45,908 - ice14ws_128 - [INFO] - [Evaluating Epoch 36 valid]:
MRR: Tail : 0.41415, Head : 0.36658, Avg : 0.39037
2023-05-11 22:06:45,908 - ice14ws_128 - [INFO] - [Epoch 36]: Training Loss: 0.0018837, Valid MRR: 0.39136,
2023-05-11 22:06:46,706 - ice14ws_128 - [INFO] - [E:37| 0]: Train Loss:0.0018627, Val MRR:0.39136, ice14ws_128
2023-05-11 22:08:29,310 - ice14ws_128 - [INFO] - [E:37| 100]: Train Loss:0.0018667, Val MRR:0.39136, ice14ws_128
2023-05-11 22:10:04,950 - ice14ws_128 - [INFO] - [E:37| 200]: Train Loss:0.0018688, Val MRR:0.39136, ice14ws_128
2023-05-11 22:11:45,066 - ice14ws_128 - [INFO] - [E:37| 300]: Train Loss:0.0018715, Val MRR:0.39136, ice14ws_128
2023-05-11 22:13:26,891 - ice14ws_128 - [INFO] - [E:37| 400]: Train Loss:0.0018726, Val MRR:0.39136, ice14ws_128
2023-05-11 22:15:09,174 - ice14ws_128 - [INFO] - [E:37| 500]: Train Loss:0.0018744, Val MRR:0.39136, ice14ws_128
2023-05-11 22:16:51,802 - ice14ws_128 - [INFO] - [E:37| 600]: Train Loss:0.001876, Val MRR:0.39136, ice14ws_128
2023-05-11 22:18:23,800 - ice14ws_128 - [INFO] - [E:37| 700]: Train Loss:0.0018769, Val MRR:0.39136, ice14ws_128
2023-05-11 22:20:05,713 - ice14ws_128 - [INFO] - [E:37| 800]: Train Loss:0.0018771, Val MRR:0.39136, ice14ws_128
2023-05-11 22:21:47,546 - ice14ws_128 - [INFO] - [E:37| 900]: Train Loss:0.0018779, Val MRR:0.39136, ice14ws_128
2023-05-11 22:22:59,903 - ice14ws_128 - [INFO] - [Epoch:37]: Training Loss:0.001879
2023-05-11 22:23:00,420 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 22:23:24,044 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 22:23:47,084 - ice14ws_128 - [INFO] - [Evaluating Epoch 37 valid]:
MRR: Tail : 0.41679, Head : 0.36588, Avg : 0.39133
2023-05-11 22:23:47,084 - ice14ws_128 - [INFO] - [Epoch 37]: Training Loss: 0.0018788, Valid MRR: 0.39136,
2023-05-11 22:23:48,261 - ice14ws_128 - [INFO] - [E:38| 0]: Train Loss:0.0018803, Val MRR:0.39136, ice14ws_128
2023-05-11 22:25:30,685 - ice14ws_128 - [INFO] - [E:38| 100]: Train Loss:0.0018667, Val MRR:0.39136, ice14ws_128
2023-05-11 22:27:02,510 - ice14ws_128 - [INFO] - [E:38| 200]: Train Loss:0.0018665, Val MRR:0.39136, ice14ws_128
2023-05-11 22:28:44,978 - ice14ws_128 - [INFO] - [E:38| 300]: Train Loss:0.0018681, Val MRR:0.39136, ice14ws_128
2023-05-11 22:30:27,545 - ice14ws_128 - [INFO] - [E:38| 400]: Train Loss:0.0018682, Val MRR:0.39136, ice14ws_128
2023-05-11 22:32:10,165 - ice14ws_128 - [INFO] - [E:38| 500]: Train Loss:0.0018692, Val MRR:0.39136, ice14ws_128
2023-05-11 22:33:52,004 - ice14ws_128 - [INFO] - [E:38| 600]: Train Loss:0.0018694, Val MRR:0.39136, ice14ws_128
2023-05-11 22:35:23,245 - ice14ws_128 - [INFO] - [E:38| 700]: Train Loss:0.0018714, Val MRR:0.39136, ice14ws_128
2023-05-11 22:37:05,523 - ice14ws_128 - [INFO] - [E:38| 800]: Train Loss:0.0018727, Val MRR:0.39136, ice14ws_128
2023-05-11 22:38:47,957 - ice14ws_128 - [INFO] - [E:38| 900]: Train Loss:0.0018738, Val MRR:0.39136, ice14ws_128
2023-05-11 22:39:59,765 - ice14ws_128 - [INFO] - [Epoch:38]: Training Loss:0.001875
2023-05-11 22:40:00,027 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 22:40:23,704 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 22:40:47,164 - ice14ws_128 - [INFO] - [Evaluating Epoch 38 valid]:
MRR: Tail : 0.41484, Head : 0.36823, Avg : 0.39154
2023-05-11 22:40:48,469 - ice14ws_128 - [INFO] - [Epoch 38]: Training Loss: 0.0018745, Valid MRR: 0.39154,
2023-05-11 22:40:49,647 - ice14ws_128 - [INFO] - [E:39| 0]: Train Loss:0.0018702, Val MRR:0.39154, ice14ws_128
2023-05-11 22:42:33,023 - ice14ws_128 - [INFO] - [E:39| 100]: Train Loss:0.0018535, Val MRR:0.39154, ice14ws_128
2023-05-11 22:44:04,668 - ice14ws_128 - [INFO] - [E:39| 200]: Train Loss:0.0018579, Val MRR:0.39154, ice14ws_128
2023-05-11 22:45:47,609 - ice14ws_128 - [INFO] - [E:39| 300]: Train Loss:0.0018624, Val MRR:0.39154, ice14ws_128
2023-05-11 22:47:31,605 - ice14ws_128 - [INFO] - [E:39| 400]: Train Loss:0.0018626, Val MRR:0.39154, ice14ws_128
2023-05-11 22:49:14,087 - ice14ws_128 - [INFO] - [E:39| 500]: Train Loss:0.001864, Val MRR:0.39154, ice14ws_128
2023-05-11 22:50:56,989 - ice14ws_128 - [INFO] - [E:39| 600]: Train Loss:0.0018664, Val MRR:0.39154, ice14ws_128
2023-05-11 22:52:28,813 - ice14ws_128 - [INFO] - [E:39| 700]: Train Loss:0.001867, Val MRR:0.39154, ice14ws_128
2023-05-11 22:54:11,443 - ice14ws_128 - [INFO] - [E:39| 800]: Train Loss:0.0018683, Val MRR:0.39154, ice14ws_128
2023-05-11 22:55:56,324 - ice14ws_128 - [INFO] - [E:39| 900]: Train Loss:0.0018697, Val MRR:0.39154, ice14ws_128
2023-05-11 22:57:08,099 - ice14ws_128 - [INFO] - [Epoch:39]: Training Loss:0.00187
2023-05-11 22:57:08,445 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 22:57:32,446 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 22:57:55,745 - ice14ws_128 - [INFO] - [Evaluating Epoch 39 valid]:
MRR: Tail : 0.41358, Head : 0.36628, Avg : 0.38993
MR: Tail : 308.0, Head : 320.65, Avg : 314.32
Hit-1: Tail : 0.30744, Head : 0.26047, Avg : 0.28395
Hit-3: Tail : 0.46802, Head : 0.41583, Avg : 0.44192
Hit-10: Tail : 0.62046, Head : 0.57543, Avg : 0.59795
2023-05-11 22:57:55,745 - ice14ws_128 - [INFO] - [Epoch 39]: Training Loss: 0.0018702, Valid MRR: 0.39154,
2023-05-11 22:57:56,932 - ice14ws_128 - [INFO] - [E:40| 0]: Train Loss:0.0018177, Val MRR:0.39154, ice14ws_128
2023-05-11 22:59:39,555 - ice14ws_128 - [INFO] - [E:40| 100]: Train Loss:0.0018559, Val MRR:0.39154, ice14ws_128
2023-05-11 23:01:11,033 - ice14ws_128 - [INFO] - [E:40| 200]: Train Loss:0.0018579, Val MRR:0.39154, ice14ws_128
2023-05-11 23:02:53,965 - ice14ws_128 - [INFO] - [E:40| 300]: Train Loss:0.0018598, Val MRR:0.39154, ice14ws_128
2023-05-11 23:04:35,771 - ice14ws_128 - [INFO] - [E:40| 400]: Train Loss:0.0018598, Val MRR:0.39154, ice14ws_128
2023-05-11 23:06:18,294 - ice14ws_128 - [INFO] - [E:40| 500]: Train Loss:0.0018611, Val MRR:0.39154, ice14ws_128
2023-05-11 23:08:00,953 - ice14ws_128 - [INFO] - [E:40| 600]: Train Loss:0.0018621, Val MRR:0.39154, ice14ws_128
2023-05-11 23:09:32,532 - ice14ws_128 - [INFO] - [E:40| 700]: Train Loss:0.0018632, Val MRR:0.39154, ice14ws_128
2023-05-11 23:11:14,401 - ice14ws_128 - [INFO] - [E:40| 800]: Train Loss:0.0018647, Val MRR:0.39154, ice14ws_128
2023-05-11 23:12:57,122 - ice14ws_128 - [INFO] - [E:40| 900]: Train Loss:0.0018653, Val MRR:0.39154, ice14ws_128
2023-05-11 23:14:09,285 - ice14ws_128 - [INFO] - [Epoch:40]: Training Loss:0.001866
2023-05-11 23:14:09,630 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 23:14:33,246 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 23:14:56,479 - ice14ws_128 - [INFO] - [Evaluating Epoch 40 valid]:
MRR: Tail : 0.41476, Head : 0.36518, Avg : 0.38997
2023-05-11 23:14:56,479 - ice14ws_128 - [INFO] - [Epoch 40]: Training Loss: 0.0018661, Valid MRR: 0.39154,
2023-05-11 23:14:57,583 - ice14ws_128 - [INFO] - [E:41| 0]: Train Loss:0.0018682, Val MRR:0.39154, ice14ws_128
2023-05-11 23:16:32,930 - ice14ws_128 - [INFO] - [E:41| 100]: Train Loss:0.0018522, Val MRR:0.39154, ice14ws_128
2023-05-11 23:18:11,758 - ice14ws_128 - [INFO] - [E:41| 200]: Train Loss:0.0018527, Val MRR:0.39154, ice14ws_128
2023-05-11 23:19:55,255 - ice14ws_128 - [INFO] - [E:41| 300]: Train Loss:0.0018534, Val MRR:0.39154, ice14ws_128
2023-05-11 23:21:37,346 - ice14ws_128 - [INFO] - [E:41| 400]: Train Loss:0.0018537, Val MRR:0.39154, ice14ws_128
2023-05-11 23:23:19,685 - ice14ws_128 - [INFO] - [E:41| 500]: Train Loss:0.0018548, Val MRR:0.39154, ice14ws_128
2023-05-11 23:24:53,569 - ice14ws_128 - [INFO] - [E:41| 600]: Train Loss:0.0018564, Val MRR:0.39154, ice14ws_128
2023-05-11 23:26:33,559 - ice14ws_128 - [INFO] - [E:41| 700]: Train Loss:0.0018583, Val MRR:0.39154, ice14ws_128
2023-05-11 23:28:15,659 - ice14ws_128 - [INFO] - [E:41| 800]: Train Loss:0.00186, Val MRR:0.39154, ice14ws_128
2023-05-11 23:29:58,135 - ice14ws_128 - [INFO] - [E:41| 900]: Train Loss:0.0018615, Val MRR:0.39154, ice14ws_128
2023-05-11 23:31:09,913 - ice14ws_128 - [INFO] - [Epoch:41]: Training Loss:0.001862
2023-05-11 23:31:10,242 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 23:31:33,827 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 23:31:57,221 - ice14ws_128 - [INFO] - [Evaluating Epoch 41 valid]:
MRR: Tail : 0.4175, Head : 0.36775, Avg : 0.39262
2023-05-11 23:31:58,525 - ice14ws_128 - [INFO] - [Epoch 41]: Training Loss: 0.0018618, Valid MRR: 0.39262,
2023-05-11 23:31:59,842 - ice14ws_128 - [INFO] - [E:42| 0]: Train Loss:0.0018302, Val MRR:0.39262, ice14ws_128
2023-05-11 23:33:31,898 - ice14ws_128 - [INFO] - [E:42| 100]: Train Loss:0.0018454, Val MRR:0.39262, ice14ws_128
2023-05-11 23:35:14,768 - ice14ws_128 - [INFO] - [E:42| 200]: Train Loss:0.0018462, Val MRR:0.39262, ice14ws_128
2023-05-11 23:36:56,831 - ice14ws_128 - [INFO] - [E:42| 300]: Train Loss:0.001849, Val MRR:0.39262, ice14ws_128
2023-05-11 23:38:39,640 - ice14ws_128 - [INFO] - [E:42| 400]: Train Loss:0.0018508, Val MRR:0.39262, ice14ws_128
2023-05-11 23:40:22,377 - ice14ws_128 - [INFO] - [E:42| 500]: Train Loss:0.0018517, Val MRR:0.39262, ice14ws_128
2023-05-11 23:41:56,079 - ice14ws_128 - [INFO] - [E:42| 600]: Train Loss:0.0018533, Val MRR:0.39262, ice14ws_128
2023-05-11 23:43:38,453 - ice14ws_128 - [INFO] - [E:42| 700]: Train Loss:0.0018541, Val MRR:0.39262, ice14ws_128
2023-05-11 23:45:20,950 - ice14ws_128 - [INFO] - [E:42| 800]: Train Loss:0.0018557, Val MRR:0.39262, ice14ws_128
2023-05-11 23:47:04,070 - ice14ws_128 - [INFO] - [E:42| 900]: Train Loss:0.0018574, Val MRR:0.39262, ice14ws_128
2023-05-11 23:48:16,588 - ice14ws_128 - [INFO] - [Epoch:42]: Training Loss:0.001858
2023-05-11 23:48:16,984 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-11 23:48:40,476 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-11 23:49:03,570 - ice14ws_128 - [INFO] - [Evaluating Epoch 42 valid]:
MRR: Tail : 0.41732, Head : 0.3689, Avg : 0.39311
2023-05-11 23:49:04,867 - ice14ws_128 - [INFO] - [Epoch 42]: Training Loss: 0.0018582, Valid MRR: 0.39311,
2023-05-11 23:49:05,946 - ice14ws_128 - [INFO] - [E:43| 0]: Train Loss:0.0018887, Val MRR:0.39311, ice14ws_128
2023-05-11 23:50:37,176 - ice14ws_128 - [INFO] - [E:43| 100]: Train Loss:0.0018396, Val MRR:0.39311, ice14ws_128
2023-05-11 23:52:20,725 - ice14ws_128 - [INFO] - [E:43| 200]: Train Loss:0.001843, Val MRR:0.39311, ice14ws_128
2023-05-11 23:54:02,848 - ice14ws_128 - [INFO] - [E:43| 300]: Train Loss:0.0018457, Val MRR:0.39311, ice14ws_128
2023-05-11 23:55:45,904 - ice14ws_128 - [INFO] - [E:43| 400]: Train Loss:0.0018465, Val MRR:0.39311, ice14ws_128
2023-05-11 23:57:28,187 - ice14ws_128 - [INFO] - [E:43| 500]: Train Loss:0.0018483, Val MRR:0.39311, ice14ws_128
2023-05-11 23:58:59,318 - ice14ws_128 - [INFO] - [E:43| 600]: Train Loss:0.0018499, Val MRR:0.39311, ice14ws_128
2023-05-12 00:00:42,143 - ice14ws_128 - [INFO] - [E:43| 700]: Train Loss:0.0018516, Val MRR:0.39311, ice14ws_128
2023-05-12 00:02:24,588 - ice14ws_128 - [INFO] - [E:43| 800]: Train Loss:0.0018519, Val MRR:0.39311, ice14ws_128
2023-05-12 00:04:07,702 - ice14ws_128 - [INFO] - [E:43| 900]: Train Loss:0.0018533, Val MRR:0.39311, ice14ws_128
2023-05-12 00:05:19,938 - ice14ws_128 - [INFO] - [Epoch:43]: Training Loss:0.001854
2023-05-12 00:05:20,200 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 00:05:43,922 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 00:06:07,143 - ice14ws_128 - [INFO] - [Evaluating Epoch 43 valid]:
MRR: Tail : 0.41577, Head : 0.37058, Avg : 0.39317
2023-05-12 00:06:08,437 - ice14ws_128 - [INFO] - [Epoch 43]: Training Loss: 0.001854, Valid MRR: 0.39317,
2023-05-12 00:06:09,504 - ice14ws_128 - [INFO] - [E:44| 0]: Train Loss:0.0018368, Val MRR:0.39317, ice14ws_128
2023-05-12 00:07:40,755 - ice14ws_128 - [INFO] - [E:44| 100]: Train Loss:0.0018384, Val MRR:0.39317, ice14ws_128
2023-05-12 00:09:23,366 - ice14ws_128 - [INFO] - [E:44| 200]: Train Loss:0.0018394, Val MRR:0.39317, ice14ws_128
2023-05-12 00:11:05,762 - ice14ws_128 - [INFO] - [E:44| 300]: Train Loss:0.0018416, Val MRR:0.39317, ice14ws_128
2023-05-12 00:12:48,011 - ice14ws_128 - [INFO] - [E:44| 400]: Train Loss:0.0018435, Val MRR:0.39317, ice14ws_128
2023-05-12 00:14:31,205 - ice14ws_128 - [INFO] - [E:44| 500]: Train Loss:0.0018447, Val MRR:0.39317, ice14ws_128
2023-05-12 00:16:02,842 - ice14ws_128 - [INFO] - [E:44| 600]: Train Loss:0.001846, Val MRR:0.39317, ice14ws_128
2023-05-12 00:17:45,290 - ice14ws_128 - [INFO] - [E:44| 700]: Train Loss:0.0018475, Val MRR:0.39317, ice14ws_128
2023-05-12 00:19:27,658 - ice14ws_128 - [INFO] - [E:44| 800]: Train Loss:0.0018484, Val MRR:0.39317, ice14ws_128
2023-05-12 00:21:10,096 - ice14ws_128 - [INFO] - [E:44| 900]: Train Loss:0.0018498, Val MRR:0.39317, ice14ws_128
2023-05-12 00:22:21,964 - ice14ws_128 - [INFO] - [Epoch:44]: Training Loss:0.001851
2023-05-12 00:22:22,316 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 00:22:46,329 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 00:23:03,948 - ice14ws_128 - [INFO] - [Evaluating Epoch 44 valid]:
MRR: Tail : 0.41771, Head : 0.36957, Avg : 0.39364
2023-05-12 00:23:05,366 - ice14ws_128 - [INFO] - [Epoch 44]: Training Loss: 0.001851, Valid MRR: 0.39364,
2023-05-12 00:23:06,014 - ice14ws_128 - [INFO] - [E:45| 0]: Train Loss:0.0018394, Val MRR:0.39364, ice14ws_128
2023-05-12 00:24:43,322 - ice14ws_128 - [INFO] - [E:45| 100]: Train Loss:0.0018369, Val MRR:0.39364, ice14ws_128
2023-05-12 00:26:26,333 - ice14ws_128 - [INFO] - [E:45| 200]: Train Loss:0.0018387, Val MRR:0.39364, ice14ws_128
2023-05-12 00:28:11,381 - ice14ws_128 - [INFO] - [E:45| 300]: Train Loss:0.0018372, Val MRR:0.39364, ice14ws_128
2023-05-12 00:29:53,741 - ice14ws_128 - [INFO] - [E:45| 400]: Train Loss:0.0018386, Val MRR:0.39364, ice14ws_128
2023-05-12 00:31:30,889 - ice14ws_128 - [INFO] - [E:45| 500]: Train Loss:0.0018401, Val MRR:0.39364, ice14ws_128
2023-05-12 00:33:07,191 - ice14ws_128 - [INFO] - [E:45| 600]: Train Loss:0.0018413, Val MRR:0.39364, ice14ws_128
2023-05-12 00:34:49,609 - ice14ws_128 - [INFO] - [E:45| 700]: Train Loss:0.0018436, Val MRR:0.39364, ice14ws_128
2023-05-12 00:36:32,249 - ice14ws_128 - [INFO] - [E:45| 800]: Train Loss:0.0018452, Val MRR:0.39364, ice14ws_128
2023-05-12 00:38:14,262 - ice14ws_128 - [INFO] - [E:45| 900]: Train Loss:0.0018463, Val MRR:0.39364, ice14ws_128
2023-05-12 00:39:26,072 - ice14ws_128 - [INFO] - [Epoch:45]: Training Loss:0.001847
2023-05-12 00:39:26,418 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 00:39:46,972 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 00:40:00,680 - ice14ws_128 - [INFO] - [Evaluating Epoch 45 valid]:
MRR: Tail : 0.41736, Head : 0.36963, Avg : 0.39349
2023-05-12 00:40:00,681 - ice14ws_128 - [INFO] - [Epoch 45]: Training Loss: 0.0018474, Valid MRR: 0.39364,
2023-05-12 00:40:01,334 - ice14ws_128 - [INFO] - [E:46| 0]: Train Loss:0.0018265, Val MRR:0.39364, ice14ws_128
2023-05-12 00:41:43,611 - ice14ws_128 - [INFO] - [E:46| 100]: Train Loss:0.0018311, Val MRR:0.39364, ice14ws_128
2023-05-12 00:43:26,086 - ice14ws_128 - [INFO] - [E:46| 200]: Train Loss:0.0018335, Val MRR:0.39364, ice14ws_128
2023-05-12 00:45:08,432 - ice14ws_128 - [INFO] - [E:46| 300]: Train Loss:0.0018351, Val MRR:0.39364, ice14ws_128
2023-05-12 00:46:51,004 - ice14ws_128 - [INFO] - [E:46| 400]: Train Loss:0.001837, Val MRR:0.39364, ice14ws_128
2023-05-12 00:48:22,302 - ice14ws_128 - [INFO] - [E:46| 500]: Train Loss:0.0018382, Val MRR:0.39364, ice14ws_128
2023-05-12 00:50:04,685 - ice14ws_128 - [INFO] - [E:46| 600]: Train Loss:0.0018398, Val MRR:0.39364, ice14ws_128
2023-05-12 00:51:47,078 - ice14ws_128 - [INFO] - [E:46| 700]: Train Loss:0.001841, Val MRR:0.39364, ice14ws_128
2023-05-12 00:53:30,948 - ice14ws_128 - [INFO] - [E:46| 800]: Train Loss:0.0018422, Val MRR:0.39364, ice14ws_128
2023-05-12 00:55:14,864 - ice14ws_128 - [INFO] - [E:46| 900]: Train Loss:0.0018434, Val MRR:0.39364, ice14ws_128
2023-05-12 00:56:25,728 - ice14ws_128 - [INFO] - [Epoch:46]: Training Loss:0.001844
2023-05-12 00:56:25,948 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 00:56:39,936 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 00:57:00,109 - ice14ws_128 - [INFO] - [Evaluating Epoch 46 valid]:
MRR: Tail : 0.42077, Head : 0.37147, Avg : 0.39612
2023-05-12 00:57:01,538 - ice14ws_128 - [INFO] - [Epoch 46]: Training Loss: 0.001844, Valid MRR: 0.39612,
2023-05-12 00:57:02,659 - ice14ws_128 - [INFO] - [E:47| 0]: Train Loss:0.001802, Val MRR:0.39612, ice14ws_128
2023-05-12 00:58:46,433 - ice14ws_128 - [INFO] - [E:47| 100]: Train Loss:0.0018264, Val MRR:0.39612, ice14ws_128
2023-05-12 01:00:29,336 - ice14ws_128 - [INFO] - [E:47| 200]: Train Loss:0.0018292, Val MRR:0.39612, ice14ws_128
2023-05-12 01:02:12,891 - ice14ws_128 - [INFO] - [E:47| 300]: Train Loss:0.0018304, Val MRR:0.39612, ice14ws_128
2023-05-12 01:03:57,163 - ice14ws_128 - [INFO] - [E:47| 400]: Train Loss:0.0018318, Val MRR:0.39612, ice14ws_128
2023-05-12 01:05:28,176 - ice14ws_128 - [INFO] - [E:47| 500]: Train Loss:0.0018332, Val MRR:0.39612, ice14ws_128
2023-05-12 01:07:11,546 - ice14ws_128 - [INFO] - [E:47| 600]: Train Loss:0.0018353, Val MRR:0.39612, ice14ws_128
2023-05-12 01:08:55,112 - ice14ws_128 - [INFO] - [E:47| 700]: Train Loss:0.0018372, Val MRR:0.39612, ice14ws_128
2023-05-12 01:10:39,815 - ice14ws_128 - [INFO] - [E:47| 800]: Train Loss:0.0018392, Val MRR:0.39612, ice14ws_128
2023-05-12 01:12:23,881 - ice14ws_128 - [INFO] - [E:47| 900]: Train Loss:0.00184, Val MRR:0.39612, ice14ws_128
2023-05-12 01:13:25,583 - ice14ws_128 - [INFO] - [Epoch:47]: Training Loss:0.001841
2023-05-12 01:13:25,805 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 01:13:48,864 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 01:14:14,935 - ice14ws_128 - [INFO] - [Evaluating Epoch 47 valid]:
MRR: Tail : 0.41869, Head : 0.36983, Avg : 0.39426
2023-05-12 01:14:14,935 - ice14ws_128 - [INFO] - [Epoch 47]: Training Loss: 0.0018406, Valid MRR: 0.39612,
2023-05-12 01:14:16,021 - ice14ws_128 - [INFO] - [E:48| 0]: Train Loss:0.0018349, Val MRR:0.39612, ice14ws_128
2023-05-12 01:15:59,040 - ice14ws_128 - [INFO] - [E:48| 100]: Train Loss:0.0018291, Val MRR:0.39612, ice14ws_128
2023-05-12 01:17:42,663 - ice14ws_128 - [INFO] - [E:48| 200]: Train Loss:0.0018286, Val MRR:0.39612, ice14ws_128
2023-05-12 01:19:26,281 - ice14ws_128 - [INFO] - [E:48| 300]: Train Loss:0.0018317, Val MRR:0.39612, ice14ws_128
2023-05-12 01:21:09,809 - ice14ws_128 - [INFO] - [E:48| 400]: Train Loss:0.0018326, Val MRR:0.39612, ice14ws_128
2023-05-12 01:22:40,874 - ice14ws_128 - [INFO] - [E:48| 500]: Train Loss:0.0018335, Val MRR:0.39612, ice14ws_128
2023-05-12 01:24:24,797 - ice14ws_128 - [INFO] - [E:48| 600]: Train Loss:0.0018354, Val MRR:0.39612, ice14ws_128
2023-05-12 01:26:08,423 - ice14ws_128 - [INFO] - [E:48| 700]: Train Loss:0.0018348, Val MRR:0.39612, ice14ws_128
2023-05-12 01:27:51,589 - ice14ws_128 - [INFO] - [E:48| 800]: Train Loss:0.0018363, Val MRR:0.39612, ice14ws_128
2023-05-12 01:29:35,020 - ice14ws_128 - [INFO] - [E:48| 900]: Train Loss:0.0018371, Val MRR:0.39612, ice14ws_128
2023-05-12 01:30:35,156 - ice14ws_128 - [INFO] - [Epoch:48]: Training Loss:0.001837
2023-05-12 01:30:35,558 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 01:30:59,910 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 01:31:23,485 - ice14ws_128 - [INFO] - [Evaluating Epoch 48 valid]:
MRR: Tail : 0.41981, Head : 0.3714, Avg : 0.3956
2023-05-12 01:31:23,485 - ice14ws_128 - [INFO] - [Epoch 48]: Training Loss: 0.0018373, Valid MRR: 0.39612,
2023-05-12 01:31:24,323 - ice14ws_128 - [INFO] - [E:49| 0]: Train Loss:0.0018582, Val MRR:0.39612, ice14ws_128
2023-05-12 01:33:08,699 - ice14ws_128 - [INFO] - [E:49| 100]: Train Loss:0.0018183, Val MRR:0.39612, ice14ws_128
2023-05-12 01:34:51,755 - ice14ws_128 - [INFO] - [E:49| 200]: Train Loss:0.0018214, Val MRR:0.39612, ice14ws_128
2023-05-12 01:36:35,698 - ice14ws_128 - [INFO] - [E:49| 300]: Train Loss:0.0018242, Val MRR:0.39612, ice14ws_128
2023-05-12 01:38:19,992 - ice14ws_128 - [INFO] - [E:49| 400]: Train Loss:0.001826, Val MRR:0.39612, ice14ws_128
2023-05-12 01:39:50,361 - ice14ws_128 - [INFO] - [E:49| 500]: Train Loss:0.0018271, Val MRR:0.39612, ice14ws_128
2023-05-12 01:41:34,483 - ice14ws_128 - [INFO] - [E:49| 600]: Train Loss:0.0018296, Val MRR:0.39612, ice14ws_128
2023-05-12 01:43:18,472 - ice14ws_128 - [INFO] - [E:49| 700]: Train Loss:0.0018306, Val MRR:0.39612, ice14ws_128
2023-05-12 01:45:02,692 - ice14ws_128 - [INFO] - [E:49| 800]: Train Loss:0.0018321, Val MRR:0.39612, ice14ws_128
2023-05-12 01:46:46,059 - ice14ws_128 - [INFO] - [E:49| 900]: Train Loss:0.0018332, Val MRR:0.39612, ice14ws_128
2023-05-12 01:47:46,761 - ice14ws_128 - [INFO] - [Epoch:49]: Training Loss:0.001834
2023-05-12 01:47:47,164 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 01:48:11,177 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 01:48:35,169 - ice14ws_128 - [INFO] - [Evaluating Epoch 49 valid]:
MRR: Tail : 0.41836, Head : 0.37107, Avg : 0.39471
MR: Tail : 344.49, Head : 354.81, Avg : 349.65
Hit-1: Tail : 0.31327, Head : 0.26569, Avg : 0.28948
Hit-3: Tail : 0.46947, Head : 0.41789, Avg : 0.44368
Hit-10: Tail : 0.62386, Head : 0.57798, Avg : 0.60092
2023-05-12 01:48:35,169 - ice14ws_128 - [INFO] - [Epoch 49]: Training Loss: 0.001834, Valid MRR: 0.39612,
2023-05-12 01:48:35,970 - ice14ws_128 - [INFO] - [E:50| 0]: Train Loss:0.0017724, Val MRR:0.39612, ice14ws_128
2023-05-12 01:50:19,955 - ice14ws_128 - [INFO] - [E:50| 100]: Train Loss:0.0018197, Val MRR:0.39612, ice14ws_128
2023-05-12 01:52:03,811 - ice14ws_128 - [INFO] - [E:50| 200]: Train Loss:0.0018193, Val MRR:0.39612, ice14ws_128
2023-05-12 01:53:47,568 - ice14ws_128 - [INFO] - [E:50| 300]: Train Loss:0.0018214, Val MRR:0.39612, ice14ws_128
2023-05-12 01:55:22,486 - ice14ws_128 - [INFO] - [E:50| 400]: Train Loss:0.0018234, Val MRR:0.39612, ice14ws_128
2023-05-12 01:57:03,906 - ice14ws_128 - [INFO] - [E:50| 500]: Train Loss:0.0018248, Val MRR:0.39612, ice14ws_128
2023-05-12 01:58:47,872 - ice14ws_128 - [INFO] - [E:50| 600]: Train Loss:0.001826, Val MRR:0.39612, ice14ws_128
2023-05-12 02:00:34,418 - ice14ws_128 - [INFO] - [E:50| 700]: Train Loss:0.0018276, Val MRR:0.39612, ice14ws_128
2023-05-12 02:02:17,474 - ice14ws_128 - [INFO] - [E:50| 800]: Train Loss:0.0018286, Val MRR:0.39612, ice14ws_128
2023-05-12 02:03:53,322 - ice14ws_128 - [INFO] - [E:50| 900]: Train Loss:0.0018296, Val MRR:0.39612, ice14ws_128
2023-05-12 02:05:01,551 - ice14ws_128 - [INFO] - [Epoch:50]: Training Loss:0.001831
2023-05-12 02:05:01,897 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 02:05:26,207 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 02:05:49,883 - ice14ws_128 - [INFO] - [Evaluating Epoch 50 valid]:
MRR: Tail : 0.4183, Head : 0.37196, Avg : 0.39513
2023-05-12 02:05:49,884 - ice14ws_128 - [INFO] - [Epoch 50]: Training Loss: 0.0018307, Valid MRR: 0.39612,
2023-05-12 02:05:51,119 - ice14ws_128 - [INFO] - [E:51| 0]: Train Loss:0.0018533, Val MRR:0.39612, ice14ws_128
2023-05-12 02:07:35,255 - ice14ws_128 - [INFO] - [E:51| 100]: Train Loss:0.0018202, Val MRR:0.39612, ice14ws_128
2023-05-12 02:09:19,451 - ice14ws_128 - [INFO] - [E:51| 200]: Train Loss:0.0018178, Val MRR:0.39612, ice14ws_128
2023-05-12 02:11:04,136 - ice14ws_128 - [INFO] - [E:51| 300]: Train Loss:0.0018187, Val MRR:0.39612, ice14ws_128
2023-05-12 02:12:35,385 - ice14ws_128 - [INFO] - [E:51| 400]: Train Loss:0.0018211, Val MRR:0.39612, ice14ws_128
2023-05-12 02:14:18,973 - ice14ws_128 - [INFO] - [E:51| 500]: Train Loss:0.0018227, Val MRR:0.39612, ice14ws_128
2023-05-12 02:16:03,264 - ice14ws_128 - [INFO] - [E:51| 600]: Train Loss:0.0018239, Val MRR:0.39612, ice14ws_128
2023-05-12 02:17:47,011 - ice14ws_128 - [INFO] - [E:51| 700]: Train Loss:0.0018244, Val MRR:0.39612, ice14ws_128
2023-05-12 02:19:31,089 - ice14ws_128 - [INFO] - [E:51| 800]: Train Loss:0.0018255, Val MRR:0.39612, ice14ws_128
2023-05-12 02:21:01,887 - ice14ws_128 - [INFO] - [E:51| 900]: Train Loss:0.0018265, Val MRR:0.39612, ice14ws_128
2023-05-12 02:22:15,170 - ice14ws_128 - [INFO] - [Epoch:51]: Training Loss:0.001827
2023-05-12 02:22:15,433 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 02:22:39,506 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 02:23:03,130 - ice14ws_128 - [INFO] - [Evaluating Epoch 51 valid]:
MRR: Tail : 0.41838, Head : 0.3721, Avg : 0.39524
2023-05-12 02:23:03,130 - ice14ws_128 - [INFO] - [Epoch 51]: Training Loss: 0.0018273, Valid MRR: 0.39612,
2023-05-12 02:23:04,219 - ice14ws_128 - [INFO] - [E:52| 0]: Train Loss:0.0018102, Val MRR:0.39612, ice14ws_128
2023-05-12 02:24:48,390 - ice14ws_128 - [INFO] - [E:52| 100]: Train Loss:0.0018126, Val MRR:0.39612, ice14ws_128
2023-05-12 02:26:32,068 - ice14ws_128 - [INFO] - [E:52| 200]: Train Loss:0.001814, Val MRR:0.39612, ice14ws_128
2023-05-12 02:28:15,861 - ice14ws_128 - [INFO] - [E:52| 300]: Train Loss:0.0018149, Val MRR:0.39612, ice14ws_128
2023-05-12 02:29:46,220 - ice14ws_128 - [INFO] - [E:52| 400]: Train Loss:0.0018159, Val MRR:0.39612, ice14ws_128
2023-05-12 02:31:30,189 - ice14ws_128 - [INFO] - [E:52| 500]: Train Loss:0.0018173, Val MRR:0.39612, ice14ws_128
2023-05-12 02:33:13,648 - ice14ws_128 - [INFO] - [E:52| 600]: Train Loss:0.0018192, Val MRR:0.39612, ice14ws_128
2023-05-12 02:34:57,181 - ice14ws_128 - [INFO] - [E:52| 700]: Train Loss:0.0018212, Val MRR:0.39612, ice14ws_128
2023-05-12 02:36:40,287 - ice14ws_128 - [INFO] - [E:52| 800]: Train Loss:0.0018235, Val MRR:0.39612, ice14ws_128
2023-05-12 02:38:10,182 - ice14ws_128 - [INFO] - [E:52| 900]: Train Loss:0.001824, Val MRR:0.39612, ice14ws_128
2023-05-12 02:39:22,891 - ice14ws_128 - [INFO] - [Epoch:52]: Training Loss:0.001825
2023-05-12 02:39:23,153 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 02:39:46,988 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 02:40:10,810 - ice14ws_128 - [INFO] - [Evaluating Epoch 52 valid]:
MRR: Tail : 0.42257, Head : 0.3744, Avg : 0.39848
2023-05-12 02:40:12,226 - ice14ws_128 - [INFO] - [Epoch 52]: Training Loss: 0.0018246, Valid MRR: 0.39848,
2023-05-12 02:40:13,039 - ice14ws_128 - [INFO] - [E:53| 0]: Train Loss:0.0017668, Val MRR:0.39848, ice14ws_128
2023-05-12 02:41:57,715 - ice14ws_128 - [INFO] - [E:53| 100]: Train Loss:0.0018073, Val MRR:0.39848, ice14ws_128
2023-05-12 02:43:41,079 - ice14ws_128 - [INFO] - [E:53| 200]: Train Loss:0.0018117, Val MRR:0.39848, ice14ws_128
2023-05-12 02:45:23,864 - ice14ws_128 - [INFO] - [E:53| 300]: Train Loss:0.0018131, Val MRR:0.39848, ice14ws_128
2023-05-12 02:46:58,554 - ice14ws_128 - [INFO] - [E:53| 400]: Train Loss:0.0018142, Val MRR:0.39848, ice14ws_128
2023-05-12 02:48:42,603 - ice14ws_128 - [INFO] - [E:53| 500]: Train Loss:0.0018158, Val MRR:0.39848, ice14ws_128
2023-05-12 02:50:26,380 - ice14ws_128 - [INFO] - [E:53| 600]: Train Loss:0.0018172, Val MRR:0.39848, ice14ws_128
2023-05-12 02:52:09,829 - ice14ws_128 - [INFO] - [E:53| 700]: Train Loss:0.0018184, Val MRR:0.39848, ice14ws_128
2023-05-12 02:53:53,881 - ice14ws_128 - [INFO] - [E:53| 800]: Train Loss:0.001819, Val MRR:0.39848, ice14ws_128
2023-05-12 02:55:24,487 - ice14ws_128 - [INFO] - [E:53| 900]: Train Loss:0.0018206, Val MRR:0.39848, ice14ws_128
2023-05-12 02:56:37,504 - ice14ws_128 - [INFO] - [Epoch:53]: Training Loss:0.001821
2023-05-12 02:56:37,876 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 02:57:01,584 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 02:57:25,127 - ice14ws_128 - [INFO] - [Evaluating Epoch 53 valid]:
MRR: Tail : 0.42001, Head : 0.3731, Avg : 0.39656
2023-05-12 02:57:25,128 - ice14ws_128 - [INFO] - [Epoch 53]: Training Loss: 0.001821, Valid MRR: 0.39848,
2023-05-12 02:57:26,273 - ice14ws_128 - [INFO] - [E:54| 0]: Train Loss:0.0018135, Val MRR:0.39848, ice14ws_128
2023-05-12 02:59:10,489 - ice14ws_128 - [INFO] - [E:54| 100]: Train Loss:0.0018105, Val MRR:0.39848, ice14ws_128
2023-05-12 03:00:53,494 - ice14ws_128 - [INFO] - [E:54| 200]: Train Loss:0.0018109, Val MRR:0.39848, ice14ws_128
2023-05-12 03:02:29,323 - ice14ws_128 - [INFO] - [E:54| 300]: Train Loss:0.001812, Val MRR:0.39848, ice14ws_128
2023-05-12 03:04:08,534 - ice14ws_128 - [INFO] - [E:54| 400]: Train Loss:0.0018122, Val MRR:0.39848, ice14ws_128
2023-05-12 03:05:52,490 - ice14ws_128 - [INFO] - [E:54| 500]: Train Loss:0.0018131, Val MRR:0.39848, ice14ws_128
2023-05-12 03:07:36,068 - ice14ws_128 - [INFO] - [E:54| 600]: Train Loss:0.0018149, Val MRR:0.39848, ice14ws_128
2023-05-12 03:09:20,310 - ice14ws_128 - [INFO] - [E:54| 700]: Train Loss:0.0018159, Val MRR:0.39848, ice14ws_128
2023-05-12 03:10:54,495 - ice14ws_128 - [INFO] - [E:54| 800]: Train Loss:0.0018169, Val MRR:0.39848, ice14ws_128
2023-05-12 03:12:34,782 - ice14ws_128 - [INFO] - [E:54| 900]: Train Loss:0.0018174, Val MRR:0.39848, ice14ws_128
2023-05-12 03:13:47,007 - ice14ws_128 - [INFO] - [Epoch:54]: Training Loss:0.001818
2023-05-12 03:13:47,270 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 03:14:11,052 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 03:14:35,034 - ice14ws_128 - [INFO] - [Evaluating Epoch 54 valid]:
MRR: Tail : 0.42217, Head : 0.37333, Avg : 0.39775
2023-05-12 03:14:35,034 - ice14ws_128 - [INFO] - [Epoch 54]: Training Loss: 0.0018182, Valid MRR: 0.39848,
2023-05-12 03:14:36,233 - ice14ws_128 - [INFO] - [E:55| 0]: Train Loss:0.0017881, Val MRR:0.39848, ice14ws_128
2023-05-12 03:16:19,351 - ice14ws_128 - [INFO] - [E:55| 100]: Train Loss:0.0018008, Val MRR:0.39848, ice14ws_128
2023-05-12 03:18:02,703 - ice14ws_128 - [INFO] - [E:55| 200]: Train Loss:0.0018042, Val MRR:0.39848, ice14ws_128
2023-05-12 03:19:33,476 - ice14ws_128 - [INFO] - [E:55| 300]: Train Loss:0.0018078, Val MRR:0.39848, ice14ws_128
2023-05-12 03:21:18,248 - ice14ws_128 - [INFO] - [E:55| 400]: Train Loss:0.001808, Val MRR:0.39848, ice14ws_128
2023-05-12 03:23:02,376 - ice14ws_128 - [INFO] - [E:55| 500]: Train Loss:0.0018092, Val MRR:0.39848, ice14ws_128
2023-05-12 03:24:46,717 - ice14ws_128 - [INFO] - [E:55| 600]: Train Loss:0.0018097, Val MRR:0.39848, ice14ws_128
2023-05-12 03:26:30,417 - ice14ws_128 - [INFO] - [E:55| 700]: Train Loss:0.0018106, Val MRR:0.39848, ice14ws_128
2023-05-12 03:28:02,179 - ice14ws_128 - [INFO] - [E:55| 800]: Train Loss:0.0018119, Val MRR:0.39848, ice14ws_128
2023-05-12 03:29:46,869 - ice14ws_128 - [INFO] - [E:55| 900]: Train Loss:0.0018133, Val MRR:0.39848, ice14ws_128
2023-05-12 03:30:59,500 - ice14ws_128 - [INFO] - [Epoch:55]: Training Loss:0.001815
2023-05-12 03:30:59,995 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 03:31:23,763 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 03:31:47,353 - ice14ws_128 - [INFO] - [Evaluating Epoch 55 valid]:
MRR: Tail : 0.42205, Head : 0.3716, Avg : 0.39683
2023-05-12 03:31:47,354 - ice14ws_128 - [INFO] - [Epoch 55]: Training Loss: 0.0018147, Valid MRR: 0.39848,
2023-05-12 03:31:48,383 - ice14ws_128 - [INFO] - [E:56| 0]: Train Loss:0.0018128, Val MRR:0.39848, ice14ws_128
2023-05-12 03:33:34,996 - ice14ws_128 - [INFO] - [E:56| 100]: Train Loss:0.0018029, Val MRR:0.39848, ice14ws_128
2023-05-12 03:35:18,890 - ice14ws_128 - [INFO] - [E:56| 200]: Train Loss:0.0018057, Val MRR:0.39848, ice14ws_128
2023-05-12 03:36:49,503 - ice14ws_128 - [INFO] - [E:56| 300]: Train Loss:0.0018048, Val MRR:0.39848, ice14ws_128
2023-05-12 03:38:32,912 - ice14ws_128 - [INFO] - [E:56| 400]: Train Loss:0.0018058, Val MRR:0.39848, ice14ws_128
2023-05-12 03:40:15,708 - ice14ws_128 - [INFO] - [E:56| 500]: Train Loss:0.0018069, Val MRR:0.39848, ice14ws_128
2023-05-12 03:41:58,591 - ice14ws_128 - [INFO] - [E:56| 600]: Train Loss:0.0018078, Val MRR:0.39848, ice14ws_128
2023-05-12 03:43:42,052 - ice14ws_128 - [INFO] - [E:56| 700]: Train Loss:0.0018091, Val MRR:0.39848, ice14ws_128
2023-05-12 03:45:13,851 - ice14ws_128 - [INFO] - [E:56| 800]: Train Loss:0.0018102, Val MRR:0.39848, ice14ws_128
2023-05-12 03:46:57,935 - ice14ws_128 - [INFO] - [E:56| 900]: Train Loss:0.0018114, Val MRR:0.39848, ice14ws_128
2023-05-12 03:48:10,411 - ice14ws_128 - [INFO] - [Epoch:56]: Training Loss:0.001812
2023-05-12 03:48:10,931 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 03:48:34,904 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 03:48:58,460 - ice14ws_128 - [INFO] - [Evaluating Epoch 56 valid]:
MRR: Tail : 0.42241, Head : 0.37375, Avg : 0.39808
2023-05-12 03:48:58,460 - ice14ws_128 - [INFO] - [Epoch 56]: Training Loss: 0.0018121, Valid MRR: 0.39848,
2023-05-12 03:48:59,513 - ice14ws_128 - [INFO] - [E:57| 0]: Train Loss:0.0018106, Val MRR:0.39848, ice14ws_128
2023-05-12 03:50:43,010 - ice14ws_128 - [INFO] - [E:57| 100]: Train Loss:0.0017999, Val MRR:0.39848, ice14ws_128
2023-05-12 03:52:27,173 - ice14ws_128 - [INFO] - [E:57| 200]: Train Loss:0.0018006, Val MRR:0.39848, ice14ws_128
2023-05-12 03:53:57,248 - ice14ws_128 - [INFO] - [E:57| 300]: Train Loss:0.0018006, Val MRR:0.39848, ice14ws_128
2023-05-12 03:55:40,123 - ice14ws_128 - [INFO] - [E:57| 400]: Train Loss:0.0018029, Val MRR:0.39848, ice14ws_128
2023-05-12 03:57:23,407 - ice14ws_128 - [INFO] - [E:57| 500]: Train Loss:0.0018041, Val MRR:0.39848, ice14ws_128
2023-05-12 03:59:06,871 - ice14ws_128 - [INFO] - [E:57| 600]: Train Loss:0.0018048, Val MRR:0.39848, ice14ws_128
2023-05-12 04:00:50,311 - ice14ws_128 - [INFO] - [E:57| 700]: Train Loss:0.0018061, Val MRR:0.39848, ice14ws_128
2023-05-12 04:02:21,921 - ice14ws_128 - [INFO] - [E:57| 800]: Train Loss:0.0018074, Val MRR:0.39848, ice14ws_128
2023-05-12 04:04:05,411 - ice14ws_128 - [INFO] - [E:57| 900]: Train Loss:0.0018086, Val MRR:0.39848, ice14ws_128
2023-05-12 04:05:18,281 - ice14ws_128 - [INFO] - [Epoch:57]: Training Loss:0.00181
2023-05-12 04:05:18,721 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 04:05:42,478 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 04:06:06,003 - ice14ws_128 - [INFO] - [Evaluating Epoch 57 valid]:
MRR: Tail : 0.42162, Head : 0.37464, Avg : 0.39813
2023-05-12 04:06:06,003 - ice14ws_128 - [INFO] - [Epoch 57]: Training Loss: 0.0018097, Valid MRR: 0.39848,
2023-05-12 04:06:07,193 - ice14ws_128 - [INFO] - [E:58| 0]: Train Loss:0.00175, Val MRR:0.39848, ice14ws_128
2023-05-12 04:07:50,517 - ice14ws_128 - [INFO] - [E:58| 100]: Train Loss:0.0017929, Val MRR:0.39848, ice14ws_128
2023-05-12 04:09:25,811 - ice14ws_128 - [INFO] - [E:58| 200]: Train Loss:0.0017959, Val MRR:0.39848, ice14ws_128
2023-05-12 04:11:05,560 - ice14ws_128 - [INFO] - [E:58| 300]: Train Loss:0.0017972, Val MRR:0.39848, ice14ws_128
2023-05-12 04:12:49,404 - ice14ws_128 - [INFO] - [E:58| 400]: Train Loss:0.001799, Val MRR:0.39848, ice14ws_128
2023-05-12 04:14:33,428 - ice14ws_128 - [INFO] - [E:58| 500]: Train Loss:0.0018008, Val MRR:0.39848, ice14ws_128
2023-05-12 04:16:17,470 - ice14ws_128 - [INFO] - [E:58| 600]: Train Loss:0.0018021, Val MRR:0.39848, ice14ws_128
2023-05-12 04:17:51,527 - ice14ws_128 - [INFO] - [E:58| 700]: Train Loss:0.0018031, Val MRR:0.39848, ice14ws_128
2023-05-12 04:19:35,636 - ice14ws_128 - [INFO] - [E:58| 800]: Train Loss:0.0018042, Val MRR:0.39848, ice14ws_128
2023-05-12 04:21:18,948 - ice14ws_128 - [INFO] - [E:58| 900]: Train Loss:0.0018055, Val MRR:0.39848, ice14ws_128
2023-05-12 04:22:31,548 - ice14ws_128 - [INFO] - [Epoch:58]: Training Loss:0.001806
2023-05-12 04:22:31,858 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 04:22:55,828 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 04:23:19,493 - ice14ws_128 - [INFO] - [Evaluating Epoch 58 valid]:
MRR: Tail : 0.42212, Head : 0.37431, Avg : 0.39821
2023-05-12 04:23:19,493 - ice14ws_128 - [INFO] - [Epoch 58]: Training Loss: 0.0018061, Valid MRR: 0.39848,
2023-05-12 04:23:20,326 - ice14ws_128 - [INFO] - [E:59| 0]: Train Loss:0.0018453, Val MRR:0.39848, ice14ws_128
2023-05-12 04:25:03,794 - ice14ws_128 - [INFO] - [E:59| 100]: Train Loss:0.0017914, Val MRR:0.39848, ice14ws_128
2023-05-12 04:26:34,001 - ice14ws_128 - [INFO] - [E:59| 200]: Train Loss:0.0017946, Val MRR:0.39848, ice14ws_128
2023-05-12 04:28:17,836 - ice14ws_128 - [INFO] - [E:59| 300]: Train Loss:0.001796, Val MRR:0.39848, ice14ws_128
2023-05-12 04:30:00,806 - ice14ws_128 - [INFO] - [E:59| 400]: Train Loss:0.0017965, Val MRR:0.39848, ice14ws_128
2023-05-12 04:31:44,134 - ice14ws_128 - [INFO] - [E:59| 500]: Train Loss:0.0017979, Val MRR:0.39848, ice14ws_128
2023-05-12 04:33:27,006 - ice14ws_128 - [INFO] - [E:59| 600]: Train Loss:0.0017991, Val MRR:0.39848, ice14ws_128
2023-05-12 04:34:58,335 - ice14ws_128 - [INFO] - [E:59| 700]: Train Loss:0.0018003, Val MRR:0.39848, ice14ws_128
2023-05-12 04:36:41,860 - ice14ws_128 - [INFO] - [E:59| 800]: Train Loss:0.0018019, Val MRR:0.39848, ice14ws_128
2023-05-12 04:38:25,423 - ice14ws_128 - [INFO] - [E:59| 900]: Train Loss:0.0018031, Val MRR:0.39848, ice14ws_128
2023-05-12 04:39:38,667 - ice14ws_128 - [INFO] - [Epoch:59]: Training Loss:0.001803
2023-05-12 04:39:39,149 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 04:40:02,801 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 04:40:26,204 - ice14ws_128 - [INFO] - [Evaluating Epoch 59 valid]:
MRR: Tail : 0.42245, Head : 0.37615, Avg : 0.3993
MR: Tail : 378.09, Head : 386.11, Avg : 382.1
Hit-1: Tail : 0.31824, Head : 0.27006, Avg : 0.29415
Hit-3: Tail : 0.47433, Head : 0.4242, Avg : 0.44927
Hit-10: Tail : 0.62228, Head : 0.5883, Avg : 0.60529
2023-05-12 04:40:27,564 - ice14ws_128 - [INFO] - [Epoch 59]: Training Loss: 0.0018035, Valid MRR: 0.3993,
2023-05-12 04:40:28,712 - ice14ws_128 - [INFO] - [E:60| 0]: Train Loss:0.0018374, Val MRR:0.3993, ice14ws_128
2023-05-12 04:42:12,443 - ice14ws_128 - [INFO] - [E:60| 100]: Train Loss:0.001789, Val MRR:0.3993, ice14ws_128
2023-05-12 04:43:43,201 - ice14ws_128 - [INFO] - [E:60| 200]: Train Loss:0.0017883, Val MRR:0.3993, ice14ws_128
2023-05-12 04:45:27,148 - ice14ws_128 - [INFO] - [E:60| 300]: Train Loss:0.0017913, Val MRR:0.3993, ice14ws_128
2023-05-12 04:47:11,135 - ice14ws_128 - [INFO] - [E:60| 400]: Train Loss:0.0017924, Val MRR:0.3993, ice14ws_128
2023-05-12 04:48:54,423 - ice14ws_128 - [INFO] - [E:60| 500]: Train Loss:0.0017941, Val MRR:0.3993, ice14ws_128
2023-05-12 04:50:37,660 - ice14ws_128 - [INFO] - [E:60| 600]: Train Loss:0.0017952, Val MRR:0.3993, ice14ws_128
2023-05-12 04:52:08,741 - ice14ws_128 - [INFO] - [E:60| 700]: Train Loss:0.0017968, Val MRR:0.3993, ice14ws_128
2023-05-12 04:53:52,518 - ice14ws_128 - [INFO] - [E:60| 800]: Train Loss:0.0017981, Val MRR:0.3993, ice14ws_128
2023-05-12 04:55:35,220 - ice14ws_128 - [INFO] - [E:60| 900]: Train Loss:0.0017993, Val MRR:0.3993, ice14ws_128
2023-05-12 04:56:48,032 - ice14ws_128 - [INFO] - [Epoch:60]: Training Loss:0.0018
2023-05-12 04:56:48,295 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 04:57:11,926 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 04:57:35,319 - ice14ws_128 - [INFO] - [Evaluating Epoch 60 valid]:
MRR: Tail : 0.42325, Head : 0.3757, Avg : 0.39947
2023-05-12 04:57:36,697 - ice14ws_128 - [INFO] - [Epoch 60]: Training Loss: 0.0018003, Valid MRR: 0.39947,
2023-05-12 04:57:37,530 - ice14ws_128 - [INFO] - [E:61| 0]: Train Loss:0.001801, Val MRR:0.39947, ice14ws_128
2023-05-12 04:59:20,906 - ice14ws_128 - [INFO] - [E:61| 100]: Train Loss:0.0017887, Val MRR:0.39947, ice14ws_128
2023-05-12 05:00:52,469 - ice14ws_128 - [INFO] - [E:61| 200]: Train Loss:0.0017878, Val MRR:0.39947, ice14ws_128
2023-05-12 05:02:36,569 - ice14ws_128 - [INFO] - [E:61| 300]: Train Loss:0.0017902, Val MRR:0.39947, ice14ws_128
2023-05-12 05:04:20,359 - ice14ws_128 - [INFO] - [E:61| 400]: Train Loss:0.0017913, Val MRR:0.39947, ice14ws_128
2023-05-12 05:06:07,271 - ice14ws_128 - [INFO] - [E:61| 500]: Train Loss:0.0017919, Val MRR:0.39947, ice14ws_128
2023-05-12 05:07:50,782 - ice14ws_128 - [INFO] - [E:61| 600]: Train Loss:0.0017936, Val MRR:0.39947, ice14ws_128
2023-05-12 05:09:22,075 - ice14ws_128 - [INFO] - [E:61| 700]: Train Loss:0.0017946, Val MRR:0.39947, ice14ws_128
2023-05-12 05:11:05,967 - ice14ws_128 - [INFO] - [E:61| 800]: Train Loss:0.0017961, Val MRR:0.39947, ice14ws_128
2023-05-12 05:12:49,353 - ice14ws_128 - [INFO] - [E:61| 900]: Train Loss:0.0017971, Val MRR:0.39947, ice14ws_128
2023-05-12 05:14:02,073 - ice14ws_128 - [INFO] - [Epoch:61]: Training Loss:0.001798
2023-05-12 05:14:02,474 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 05:14:26,623 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 05:14:49,918 - ice14ws_128 - [INFO] - [Evaluating Epoch 61 valid]:
MRR: Tail : 0.42407, Head : 0.37417, Avg : 0.39912
2023-05-12 05:14:49,918 - ice14ws_128 - [INFO] - [Epoch 61]: Training Loss: 0.0017983, Valid MRR: 0.39947,
2023-05-12 05:14:51,132 - ice14ws_128 - [INFO] - [E:62| 0]: Train Loss:0.0017499, Val MRR:0.39947, ice14ws_128
2023-05-12 05:16:28,504 - ice14ws_128 - [INFO] - [E:62| 100]: Train Loss:0.0017857, Val MRR:0.39947, ice14ws_128
2023-05-12 05:18:04,848 - ice14ws_128 - [INFO] - [E:62| 200]: Train Loss:0.0017859, Val MRR:0.39947, ice14ws_128
2023-05-12 05:19:48,217 - ice14ws_128 - [INFO] - [E:62| 300]: Train Loss:0.0017868, Val MRR:0.39947, ice14ws_128
2023-05-12 05:21:31,553 - ice14ws_128 - [INFO] - [E:62| 400]: Train Loss:0.0017887, Val MRR:0.39947, ice14ws_128
2023-05-12 05:23:14,876 - ice14ws_128 - [INFO] - [E:62| 500]: Train Loss:0.0017898, Val MRR:0.39947, ice14ws_128
2023-05-12 05:24:51,835 - ice14ws_128 - [INFO] - [E:62| 600]: Train Loss:0.001791, Val MRR:0.39947, ice14ws_128
2023-05-12 05:26:29,063 - ice14ws_128 - [INFO] - [E:62| 700]: Train Loss:0.0017923, Val MRR:0.39947, ice14ws_128
2023-05-12 05:28:11,863 - ice14ws_128 - [INFO] - [E:62| 800]: Train Loss:0.0017933, Val MRR:0.39947, ice14ws_128
2023-05-12 05:29:54,120 - ice14ws_128 - [INFO] - [E:62| 900]: Train Loss:0.0017943, Val MRR:0.39947, ice14ws_128
2023-05-12 05:31:06,606 - ice14ws_128 - [INFO] - [Epoch:62]: Training Loss:0.001795
2023-05-12 05:31:07,127 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 05:31:31,308 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 05:31:54,750 - ice14ws_128 - [INFO] - [Evaluating Epoch 62 valid]:
MRR: Tail : 0.42463, Head : 0.37711, Avg : 0.40087
2023-05-12 05:31:56,121 - ice14ws_128 - [INFO] - [Epoch 62]: Training Loss: 0.001795, Valid MRR: 0.40087,
2023-05-12 05:31:57,294 - ice14ws_128 - [INFO] - [E:63| 0]: Train Loss:0.0018279, Val MRR:0.40087, ice14ws_128
2023-05-12 05:33:29,125 - ice14ws_128 - [INFO] - [E:63| 100]: Train Loss:0.0017787, Val MRR:0.40087, ice14ws_128
2023-05-12 05:35:12,391 - ice14ws_128 - [INFO] - [E:63| 200]: Train Loss:0.0017823, Val MRR:0.40087, ice14ws_128
2023-05-12 05:36:56,377 - ice14ws_128 - [INFO] - [E:63| 300]: Train Loss:0.0017833, Val MRR:0.40087, ice14ws_128
2023-05-12 05:38:40,160 - ice14ws_128 - [INFO] - [E:63| 400]: Train Loss:0.0017849, Val MRR:0.40087, ice14ws_128
2023-05-12 05:40:23,601 - ice14ws_128 - [INFO] - [E:63| 500]: Train Loss:0.0017864, Val MRR:0.40087, ice14ws_128
2023-05-12 05:41:55,580 - ice14ws_128 - [INFO] - [E:63| 600]: Train Loss:0.0017879, Val MRR:0.40087, ice14ws_128
2023-05-12 05:43:37,906 - ice14ws_128 - [INFO] - [E:63| 700]: Train Loss:0.0017891, Val MRR:0.40087, ice14ws_128
2023-05-12 05:45:21,279 - ice14ws_128 - [INFO] - [E:63| 800]: Train Loss:0.0017905, Val MRR:0.40087, ice14ws_128
2023-05-12 05:47:03,713 - ice14ws_128 - [INFO] - [E:63| 900]: Train Loss:0.0017916, Val MRR:0.40087, ice14ws_128
2023-05-12 05:48:16,389 - ice14ws_128 - [INFO] - [Epoch:63]: Training Loss:0.001792
2023-05-12 05:48:16,735 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 05:48:40,609 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 05:49:04,000 - ice14ws_128 - [INFO] - [Evaluating Epoch 63 valid]:
MRR: Tail : 0.42436, Head : 0.37413, Avg : 0.39924
2023-05-12 05:49:04,000 - ice14ws_128 - [INFO] - [Epoch 63]: Training Loss: 0.0017924, Valid MRR: 0.40087,
2023-05-12 05:49:05,217 - ice14ws_128 - [INFO] - [E:64| 0]: Train Loss:0.0018006, Val MRR:0.40087, ice14ws_128
2023-05-12 05:50:37,090 - ice14ws_128 - [INFO] - [E:64| 100]: Train Loss:0.0017779, Val MRR:0.40087, ice14ws_128
2023-05-12 05:52:22,617 - ice14ws_128 - [INFO] - [E:64| 200]: Train Loss:0.0017804, Val MRR:0.40087, ice14ws_128
2023-05-12 05:54:05,019 - ice14ws_128 - [INFO] - [E:64| 300]: Train Loss:0.0017813, Val MRR:0.40087, ice14ws_128
2023-05-12 05:55:48,825 - ice14ws_128 - [INFO] - [E:64| 400]: Train Loss:0.0017837, Val MRR:0.40087, ice14ws_128
2023-05-12 05:57:31,796 - ice14ws_128 - [INFO] - [E:64| 500]: Train Loss:0.0017853, Val MRR:0.40087, ice14ws_128
2023-05-12 05:59:02,758 - ice14ws_128 - [INFO] - [E:64| 600]: Train Loss:0.0017861, Val MRR:0.40087, ice14ws_128
2023-05-12 06:00:45,906 - ice14ws_128 - [INFO] - [E:64| 700]: Train Loss:0.0017869, Val MRR:0.40087, ice14ws_128
2023-05-12 06:02:29,499 - ice14ws_128 - [INFO] - [E:64| 800]: Train Loss:0.0017877, Val MRR:0.40087, ice14ws_128
2023-05-12 06:04:13,119 - ice14ws_128 - [INFO] - [E:64| 900]: Train Loss:0.0017885, Val MRR:0.40087, ice14ws_128
2023-05-12 06:05:26,125 - ice14ws_128 - [INFO] - [Epoch:64]: Training Loss:0.001789
2023-05-12 06:05:26,493 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 06:05:50,268 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 06:06:13,719 - ice14ws_128 - [INFO] - [Evaluating Epoch 64 valid]:
MRR: Tail : 0.42461, Head : 0.37449, Avg : 0.39955
2023-05-12 06:06:13,719 - ice14ws_128 - [INFO] - [Epoch 64]: Training Loss: 0.0017894, Valid MRR: 0.40087,
2023-05-12 06:06:14,912 - ice14ws_128 - [INFO] - [E:65| 0]: Train Loss:0.0017598, Val MRR:0.40087, ice14ws_128
2023-05-12 06:07:45,610 - ice14ws_128 - [INFO] - [E:65| 100]: Train Loss:0.0017751, Val MRR:0.40087, ice14ws_128
2023-05-12 06:09:29,323 - ice14ws_128 - [INFO] - [E:65| 200]: Train Loss:0.0017754, Val MRR:0.40087, ice14ws_128
2023-05-12 06:11:13,177 - ice14ws_128 - [INFO] - [E:65| 300]: Train Loss:0.0017768, Val MRR:0.40087, ice14ws_128
2023-05-12 06:12:56,302 - ice14ws_128 - [INFO] - [E:65| 400]: Train Loss:0.0017789, Val MRR:0.40087, ice14ws_128
2023-05-12 06:14:39,470 - ice14ws_128 - [INFO] - [E:65| 500]: Train Loss:0.0017803, Val MRR:0.40087, ice14ws_128
2023-05-12 06:16:10,492 - ice14ws_128 - [INFO] - [E:65| 600]: Train Loss:0.0017815, Val MRR:0.40087, ice14ws_128
2023-05-12 06:17:54,077 - ice14ws_128 - [INFO] - [E:65| 700]: Train Loss:0.0017825, Val MRR:0.40087, ice14ws_128
2023-05-12 06:19:37,232 - ice14ws_128 - [INFO] - [E:65| 800]: Train Loss:0.0017843, Val MRR:0.40087, ice14ws_128
2023-05-12 06:21:20,739 - ice14ws_128 - [INFO] - [E:65| 900]: Train Loss:0.0017853, Val MRR:0.40087, ice14ws_128
2023-05-12 06:22:33,721 - ice14ws_128 - [INFO] - [Epoch:65]: Training Loss:0.001786
2023-05-12 06:22:34,119 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 06:22:58,619 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 06:23:17,083 - ice14ws_128 - [INFO] - [Evaluating Epoch 65 valid]:
MRR: Tail : 0.42408, Head : 0.37519, Avg : 0.39963
2023-05-12 06:23:17,083 - ice14ws_128 - [INFO] - [Epoch 65]: Training Loss: 0.001786, Valid MRR: 0.40087,
2023-05-12 06:23:17,735 - ice14ws_128 - [INFO] - [E:66| 0]: Train Loss:0.0018405, Val MRR:0.40087, ice14ws_128
2023-05-12 06:24:53,259 - ice14ws_128 - [INFO] - [E:66| 100]: Train Loss:0.0017772, Val MRR:0.40087, ice14ws_128
2023-05-12 06:26:37,054 - ice14ws_128 - [INFO] - [E:66| 200]: Train Loss:0.0017748, Val MRR:0.40087, ice14ws_128
2023-05-12 06:28:20,548 - ice14ws_128 - [INFO] - [E:66| 300]: Train Loss:0.0017762, Val MRR:0.40087, ice14ws_128
2023-05-12 06:30:03,636 - ice14ws_128 - [INFO] - [E:66| 400]: Train Loss:0.001778, Val MRR:0.40087, ice14ws_128
2023-05-12 06:31:41,083 - ice14ws_128 - [INFO] - [E:66| 500]: Train Loss:0.0017787, Val MRR:0.40087, ice14ws_128
2023-05-12 06:33:17,605 - ice14ws_128 - [INFO] - [E:66| 600]: Train Loss:0.0017796, Val MRR:0.40087, ice14ws_128
2023-05-12 06:35:00,403 - ice14ws_128 - [INFO] - [E:66| 700]: Train Loss:0.0017807, Val MRR:0.40087, ice14ws_128
2023-05-12 06:36:43,698 - ice14ws_128 - [INFO] - [E:66| 800]: Train Loss:0.0017812, Val MRR:0.40087, ice14ws_128
2023-05-12 06:38:28,795 - ice14ws_128 - [INFO] - [E:66| 900]: Train Loss:0.0017826, Val MRR:0.40087, ice14ws_128
2023-05-12 06:39:41,866 - ice14ws_128 - [INFO] - [Epoch:66]: Training Loss:0.001783
2023-05-12 06:39:42,127 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 06:40:03,857 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 06:40:17,583 - ice14ws_128 - [INFO] - [Evaluating Epoch 66 valid]:
MRR: Tail : 0.42499, Head : 0.37541, Avg : 0.4002
2023-05-12 06:40:17,584 - ice14ws_128 - [INFO] - [Epoch 66]: Training Loss: 0.0017833, Valid MRR: 0.40087,
2023-05-12 06:40:18,235 - ice14ws_128 - [INFO] - [E:67| 0]: Train Loss:0.0017674, Val MRR:0.40087, ice14ws_128
2023-05-12 06:41:59,867 - ice14ws_128 - [INFO] - [E:67| 100]: Train Loss:0.0017746, Val MRR:0.40087, ice14ws_128
2023-05-12 06:43:42,844 - ice14ws_128 - [INFO] - [E:67| 200]: Train Loss:0.0017718, Val MRR:0.40087, ice14ws_128
2023-05-12 06:45:25,443 - ice14ws_128 - [INFO] - [E:67| 300]: Train Loss:0.0017724, Val MRR:0.40087, ice14ws_128
2023-05-12 06:47:08,966 - ice14ws_128 - [INFO] - [E:67| 400]: Train Loss:0.0017727, Val MRR:0.40087, ice14ws_128
2023-05-12 06:48:40,090 - ice14ws_128 - [INFO] - [E:67| 500]: Train Loss:0.0017739, Val MRR:0.40087, ice14ws_128
2023-05-12 06:50:23,089 - ice14ws_128 - [INFO] - [E:67| 600]: Train Loss:0.0017753, Val MRR:0.40087, ice14ws_128
2023-05-12 06:52:06,534 - ice14ws_128 - [INFO] - [E:67| 700]: Train Loss:0.0017765, Val MRR:0.40087, ice14ws_128
2023-05-12 06:53:49,575 - ice14ws_128 - [INFO] - [E:67| 800]: Train Loss:0.0017781, Val MRR:0.40087, ice14ws_128
2023-05-12 06:55:32,407 - ice14ws_128 - [INFO] - [E:67| 900]: Train Loss:0.0017793, Val MRR:0.40087, ice14ws_128
2023-05-12 06:56:42,259 - ice14ws_128 - [INFO] - [Epoch:67]: Training Loss:0.00178
2023-05-12 06:56:42,477 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 06:56:56,386 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 06:57:18,886 - ice14ws_128 - [INFO] - [Evaluating Epoch 67 valid]:
MRR: Tail : 0.42291, Head : 0.37403, Avg : 0.39847
2023-05-12 06:57:18,886 - ice14ws_128 - [INFO] - [Epoch 67]: Training Loss: 0.0017798, Valid MRR: 0.40087,
2023-05-12 06:57:20,093 - ice14ws_128 - [INFO] - [E:68| 0]: Train Loss:0.001713, Val MRR:0.40087, ice14ws_128
2023-05-12 06:59:03,423 - ice14ws_128 - [INFO] - [E:68| 100]: Train Loss:0.0017689, Val MRR:0.40087, ice14ws_128
2023-05-12 07:00:47,256 - ice14ws_128 - [INFO] - [E:68| 200]: Train Loss:0.0017689, Val MRR:0.40087, ice14ws_128
2023-05-12 07:02:30,629 - ice14ws_128 - [INFO] - [E:68| 300]: Train Loss:0.0017689, Val MRR:0.40087, ice14ws_128
2023-05-12 07:04:14,274 - ice14ws_128 - [INFO] - [E:68| 400]: Train Loss:0.0017701, Val MRR:0.40087, ice14ws_128
2023-05-12 07:05:46,138 - ice14ws_128 - [INFO] - [E:68| 500]: Train Loss:0.0017715, Val MRR:0.40087, ice14ws_128
2023-05-12 07:07:29,118 - ice14ws_128 - [INFO] - [E:68| 600]: Train Loss:0.0017722, Val MRR:0.40087, ice14ws_128
2023-05-12 07:09:11,726 - ice14ws_128 - [INFO] - [E:68| 700]: Train Loss:0.0017737, Val MRR:0.40087, ice14ws_128
2023-05-12 07:10:53,681 - ice14ws_128 - [INFO] - [E:68| 800]: Train Loss:0.0017752, Val MRR:0.40087, ice14ws_128
2023-05-12 07:12:36,112 - ice14ws_128 - [INFO] - [E:68| 900]: Train Loss:0.0017764, Val MRR:0.40087, ice14ws_128
2023-05-12 07:13:36,857 - ice14ws_128 - [INFO] - [Epoch:68]: Training Loss:0.001777
2023-05-12 07:13:37,368 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 07:14:00,989 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 07:14:24,026 - ice14ws_128 - [INFO] - [Evaluating Epoch 68 valid]:
MRR: Tail : 0.42407, Head : 0.3748, Avg : 0.39943
2023-05-12 07:14:24,027 - ice14ws_128 - [INFO] - [Epoch 68]: Training Loss: 0.0017773, Valid MRR: 0.40087,
2023-05-12 07:14:25,229 - ice14ws_128 - [INFO] - [E:69| 0]: Train Loss:0.001775, Val MRR:0.40087, ice14ws_128
2023-05-12 07:16:08,332 - ice14ws_128 - [INFO] - [E:69| 100]: Train Loss:0.0017602, Val MRR:0.40087, ice14ws_128
2023-05-12 07:17:51,269 - ice14ws_128 - [INFO] - [E:69| 200]: Train Loss:0.0017627, Val MRR:0.40087, ice14ws_128
2023-05-12 07:19:33,718 - ice14ws_128 - [INFO] - [E:69| 300]: Train Loss:0.0017645, Val MRR:0.40087, ice14ws_128
2023-05-12 07:21:16,330 - ice14ws_128 - [INFO] - [E:69| 400]: Train Loss:0.0017656, Val MRR:0.40087, ice14ws_128
2023-05-12 07:22:47,670 - ice14ws_128 - [INFO] - [E:69| 500]: Train Loss:0.0017678, Val MRR:0.40087, ice14ws_128
2023-05-12 07:24:33,031 - ice14ws_128 - [INFO] - [E:69| 600]: Train Loss:0.0017691, Val MRR:0.40087, ice14ws_128
2023-05-12 07:26:15,557 - ice14ws_128 - [INFO] - [E:69| 700]: Train Loss:0.0017709, Val MRR:0.40087, ice14ws_128
2023-05-12 07:27:57,800 - ice14ws_128 - [INFO] - [E:69| 800]: Train Loss:0.0017717, Val MRR:0.40087, ice14ws_128
2023-05-12 07:29:40,737 - ice14ws_128 - [INFO] - [E:69| 900]: Train Loss:0.001773, Val MRR:0.40087, ice14ws_128
2023-05-12 07:30:42,369 - ice14ws_128 - [INFO] - [Epoch:69]: Training Loss:0.001774
2023-05-12 07:30:42,847 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 07:31:06,570 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 07:31:30,065 - ice14ws_128 - [INFO] - [Evaluating Epoch 69 valid]:
MRR: Tail : 0.4274, Head : 0.37611, Avg : 0.40176
MR: Tail : 390.9, Head : 406.5, Avg : 398.7
Hit-1: Tail : 0.3214, Head : 0.26714, Avg : 0.29427
Hit-3: Tail : 0.4872, Head : 0.42894, Avg : 0.45807
Hit-10: Tail : 0.62775, Head : 0.58866, Avg : 0.6082
2023-05-12 07:31:31,329 - ice14ws_128 - [INFO] - [Epoch 69]: Training Loss: 0.0017736, Valid MRR: 0.40176,
2023-05-12 07:31:32,530 - ice14ws_128 - [INFO] - [E:70| 0]: Train Loss:0.0017538, Val MRR:0.40176, ice14ws_128
2023-05-12 07:33:14,166 - ice14ws_128 - [INFO] - [E:70| 100]: Train Loss:0.0017582, Val MRR:0.40176, ice14ws_128
2023-05-12 07:34:56,546 - ice14ws_128 - [INFO] - [E:70| 200]: Train Loss:0.0017593, Val MRR:0.40176, ice14ws_128
2023-05-12 07:36:38,937 - ice14ws_128 - [INFO] - [E:70| 300]: Train Loss:0.0017592, Val MRR:0.40176, ice14ws_128
2023-05-12 07:38:21,206 - ice14ws_128 - [INFO] - [E:70| 400]: Train Loss:0.0017631, Val MRR:0.40176, ice14ws_128
2023-05-12 07:39:53,225 - ice14ws_128 - [INFO] - [E:70| 500]: Train Loss:0.0017642, Val MRR:0.40176, ice14ws_128
2023-05-12 07:41:35,335 - ice14ws_128 - [INFO] - [E:70| 600]: Train Loss:0.0017652, Val MRR:0.40176, ice14ws_128
2023-05-12 07:43:17,506 - ice14ws_128 - [INFO] - [E:70| 700]: Train Loss:0.0017664, Val MRR:0.40176, ice14ws_128
2023-05-12 07:44:59,966 - ice14ws_128 - [INFO] - [E:70| 800]: Train Loss:0.0017676, Val MRR:0.40176, ice14ws_128
2023-05-12 07:46:40,876 - ice14ws_128 - [INFO] - [E:70| 900]: Train Loss:0.0017693, Val MRR:0.40176, ice14ws_128
2023-05-12 07:47:43,566 - ice14ws_128 - [INFO] - [Epoch:70]: Training Loss:0.00177
2023-05-12 07:47:43,866 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 07:48:07,290 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 07:48:30,554 - ice14ws_128 - [INFO] - [Evaluating Epoch 70 valid]:
MRR: Tail : 0.42649, Head : 0.3754, Avg : 0.40095
2023-05-12 07:48:30,554 - ice14ws_128 - [INFO] - [Epoch 70]: Training Loss: 0.0017699, Valid MRR: 0.40176,
2023-05-12 07:48:31,667 - ice14ws_128 - [INFO] - [E:71| 0]: Train Loss:0.001764, Val MRR:0.40176, ice14ws_128
2023-05-12 07:50:13,990 - ice14ws_128 - [INFO] - [E:71| 100]: Train Loss:0.0017539, Val MRR:0.40176, ice14ws_128
2023-05-12 07:51:56,840 - ice14ws_128 - [INFO] - [E:71| 200]: Train Loss:0.0017584, Val MRR:0.40176, ice14ws_128
2023-05-12 07:53:39,239 - ice14ws_128 - [INFO] - [E:71| 300]: Train Loss:0.0017577, Val MRR:0.40176, ice14ws_128
2023-05-12 07:55:11,472 - ice14ws_128 - [INFO] - [E:71| 400]: Train Loss:0.0017582, Val MRR:0.40176, ice14ws_128
2023-05-12 07:56:52,407 - ice14ws_128 - [INFO] - [E:71| 500]: Train Loss:0.0017596, Val MRR:0.40176, ice14ws_128
2023-05-12 07:58:34,576 - ice14ws_128 - [INFO] - [E:71| 600]: Train Loss:0.0017615, Val MRR:0.40176, ice14ws_128
2023-05-12 08:00:16,120 - ice14ws_128 - [INFO] - [E:71| 700]: Train Loss:0.0017626, Val MRR:0.40176, ice14ws_128
2023-05-12 08:01:58,276 - ice14ws_128 - [INFO] - [E:71| 800]: Train Loss:0.0017641, Val MRR:0.40176, ice14ws_128
2023-05-12 08:03:30,890 - ice14ws_128 - [INFO] - [E:71| 900]: Train Loss:0.0017653, Val MRR:0.40176, ice14ws_128
2023-05-12 08:04:42,597 - ice14ws_128 - [INFO] - [Epoch:71]: Training Loss:0.001766
2023-05-12 08:04:43,096 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 08:05:06,690 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 08:05:29,775 - ice14ws_128 - [INFO] - [Evaluating Epoch 71 valid]:
MRR: Tail : 0.42354, Head : 0.37333, Avg : 0.39843
2023-05-12 08:05:29,775 - ice14ws_128 - [INFO] - [Epoch 71]: Training Loss: 0.0017663, Valid MRR: 0.40176,
2023-05-12 08:05:30,767 - ice14ws_128 - [INFO] - [E:72| 0]: Train Loss:0.0017774, Val MRR:0.40176, ice14ws_128
2023-05-12 08:07:13,591 - ice14ws_128 - [INFO] - [E:72| 100]: Train Loss:0.0017531, Val MRR:0.40176, ice14ws_128
2023-05-12 08:08:55,415 - ice14ws_128 - [INFO] - [E:72| 200]: Train Loss:0.0017515, Val MRR:0.40176, ice14ws_128
2023-05-12 08:10:39,595 - ice14ws_128 - [INFO] - [E:72| 300]: Train Loss:0.0017537, Val MRR:0.40176, ice14ws_128
2023-05-12 08:12:10,855 - ice14ws_128 - [INFO] - [E:72| 400]: Train Loss:0.0017557, Val MRR:0.40176, ice14ws_128
2023-05-12 08:13:52,949 - ice14ws_128 - [INFO] - [E:72| 500]: Train Loss:0.0017565, Val MRR:0.40176, ice14ws_128
2023-05-12 08:15:35,702 - ice14ws_128 - [INFO] - [E:72| 600]: Train Loss:0.001758, Val MRR:0.40176, ice14ws_128
2023-05-12 08:17:17,763 - ice14ws_128 - [INFO] - [E:72| 700]: Train Loss:0.0017595, Val MRR:0.40176, ice14ws_128
2023-05-12 08:18:59,967 - ice14ws_128 - [INFO] - [E:72| 800]: Train Loss:0.0017613, Val MRR:0.40176, ice14ws_128
2023-05-12 08:20:31,535 - ice14ws_128 - [INFO] - [E:72| 900]: Train Loss:0.001762, Val MRR:0.40176, ice14ws_128
2023-05-12 08:21:43,586 - ice14ws_128 - [INFO] - [Epoch:72]: Training Loss:0.001763
2023-05-12 08:21:43,847 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 08:22:07,308 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 08:22:30,414 - ice14ws_128 - [INFO] - [Evaluating Epoch 72 valid]:
MRR: Tail : 0.42431, Head : 0.37332, Avg : 0.39882
2023-05-12 08:22:30,414 - ice14ws_128 - [INFO] - [Epoch 72]: Training Loss: 0.0017626, Valid MRR: 0.40176,
2023-05-12 08:22:31,434 - ice14ws_128 - [INFO] - [E:73| 0]: Train Loss:0.001727, Val MRR:0.40176, ice14ws_128
2023-05-12 08:24:14,252 - ice14ws_128 - [INFO] - [E:73| 100]: Train Loss:0.001753, Val MRR:0.40176, ice14ws_128
2023-05-12 08:25:56,636 - ice14ws_128 - [INFO] - [E:73| 200]: Train Loss:0.0017528, Val MRR:0.40176, ice14ws_128
2023-05-12 08:27:38,298 - ice14ws_128 - [INFO] - [E:73| 300]: Train Loss:0.0017521, Val MRR:0.40176, ice14ws_128
2023-05-12 08:29:10,112 - ice14ws_128 - [INFO] - [E:73| 400]: Train Loss:0.0017538, Val MRR:0.40176, ice14ws_128
2023-05-12 08:30:53,128 - ice14ws_128 - [INFO] - [E:73| 500]: Train Loss:0.0017547, Val MRR:0.40176, ice14ws_128
2023-05-12 08:32:36,036 - ice14ws_128 - [INFO] - [E:73| 600]: Train Loss:0.0017554, Val MRR:0.40176, ice14ws_128
2023-05-12 08:34:18,544 - ice14ws_128 - [INFO] - [E:73| 700]: Train Loss:0.0017559, Val MRR:0.40176, ice14ws_128
2023-05-12 08:36:01,130 - ice14ws_128 - [INFO] - [E:73| 800]: Train Loss:0.001757, Val MRR:0.40176, ice14ws_128
2023-05-12 08:37:32,206 - ice14ws_128 - [INFO] - [E:73| 900]: Train Loss:0.001759, Val MRR:0.40176, ice14ws_128
2023-05-12 08:38:44,195 - ice14ws_128 - [INFO] - [Epoch:73]: Training Loss:0.00176
2023-05-12 08:38:44,545 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 08:39:08,025 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 08:39:31,083 - ice14ws_128 - [INFO] - [Evaluating Epoch 73 valid]:
MRR: Tail : 0.42378, Head : 0.37477, Avg : 0.39928
2023-05-12 08:39:31,084 - ice14ws_128 - [INFO] - [Epoch 73]: Training Loss: 0.0017597, Valid MRR: 0.40176,
2023-05-12 08:39:32,267 - ice14ws_128 - [INFO] - [E:74| 0]: Train Loss:0.0017009, Val MRR:0.40176, ice14ws_128
2023-05-12 08:41:14,616 - ice14ws_128 - [INFO] - [E:74| 100]: Train Loss:0.0017444, Val MRR:0.40176, ice14ws_128
2023-05-12 08:42:56,912 - ice14ws_128 - [INFO] - [E:74| 200]: Train Loss:0.0017456, Val MRR:0.40176, ice14ws_128
2023-05-12 08:44:39,663 - ice14ws_128 - [INFO] - [E:74| 300]: Train Loss:0.0017465, Val MRR:0.40176, ice14ws_128
2023-05-12 08:46:11,210 - ice14ws_128 - [INFO] - [E:74| 400]: Train Loss:0.0017483, Val MRR:0.40176, ice14ws_128
2023-05-12 08:47:53,974 - ice14ws_128 - [INFO] - [E:74| 500]: Train Loss:0.0017495, Val MRR:0.40176, ice14ws_128
2023-05-12 08:49:36,286 - ice14ws_128 - [INFO] - [E:74| 600]: Train Loss:0.0017508, Val MRR:0.40176, ice14ws_128
2023-05-12 08:51:19,214 - ice14ws_128 - [INFO] - [E:74| 700]: Train Loss:0.0017522, Val MRR:0.40176, ice14ws_128
2023-05-12 08:53:02,414 - ice14ws_128 - [INFO] - [E:74| 800]: Train Loss:0.0017533, Val MRR:0.40176, ice14ws_128
2023-05-12 08:54:33,853 - ice14ws_128 - [INFO] - [E:74| 900]: Train Loss:0.001755, Val MRR:0.40176, ice14ws_128
2023-05-12 08:55:45,848 - ice14ws_128 - [INFO] - [Epoch:74]: Training Loss:0.001756
2023-05-12 08:55:46,368 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 08:56:12,114 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 08:56:35,560 - ice14ws_128 - [INFO] - [Evaluating Epoch 74 valid]:
MRR: Tail : 0.42334, Head : 0.37336, Avg : 0.39835
2023-05-12 08:56:35,560 - ice14ws_128 - [INFO] - [Epoch 74]: Training Loss: 0.0017557, Valid MRR: 0.40176,
2023-05-12 08:56:36,765 - ice14ws_128 - [INFO] - [E:75| 0]: Train Loss:0.0017516, Val MRR:0.40176, ice14ws_128
2023-05-12 08:58:19,069 - ice14ws_128 - [INFO] - [E:75| 100]: Train Loss:0.0017404, Val MRR:0.40176, ice14ws_128
2023-05-12 09:00:00,996 - ice14ws_128 - [INFO] - [E:75| 200]: Train Loss:0.0017425, Val MRR:0.40176, ice14ws_128
2023-05-12 09:01:41,236 - ice14ws_128 - [INFO] - [E:75| 300]: Train Loss:0.0017443, Val MRR:0.40176, ice14ws_128
2023-05-12 09:03:14,897 - ice14ws_128 - [INFO] - [E:75| 400]: Train Loss:0.0017459, Val MRR:0.40176, ice14ws_128
2023-05-12 09:04:56,874 - ice14ws_128 - [INFO] - [E:75| 500]: Train Loss:0.0017476, Val MRR:0.40176, ice14ws_128
2023-05-12 09:06:39,704 - ice14ws_128 - [INFO] - [E:75| 600]: Train Loss:0.0017486, Val MRR:0.40176, ice14ws_128
2023-05-12 09:08:21,917 - ice14ws_128 - [INFO] - [E:75| 700]: Train Loss:0.0017495, Val MRR:0.40176, ice14ws_128
2023-05-12 09:10:02,130 - ice14ws_128 - [INFO] - [E:75| 800]: Train Loss:0.0017503, Val MRR:0.40176, ice14ws_128
2023-05-12 09:11:36,535 - ice14ws_128 - [INFO] - [E:75| 900]: Train Loss:0.0017515, Val MRR:0.40176, ice14ws_128
2023-05-12 09:12:48,351 - ice14ws_128 - [INFO] - [Epoch:75]: Training Loss:0.001752
2023-05-12 09:12:48,832 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 09:13:12,159 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 09:13:35,190 - ice14ws_128 - [INFO] - [Evaluating Epoch 75 valid]:
MRR: Tail : 0.42254, Head : 0.37176, Avg : 0.39715
2023-05-12 09:13:35,190 - ice14ws_128 - [INFO] - [Epoch 75]: Training Loss: 0.0017523, Valid MRR: 0.40176,
2023-05-12 09:13:36,342 - ice14ws_128 - [INFO] - [E:76| 0]: Train Loss:0.0017306, Val MRR:0.40176, ice14ws_128
2023-05-12 09:15:18,435 - ice14ws_128 - [INFO] - [E:76| 100]: Train Loss:0.0017336, Val MRR:0.40176, ice14ws_128
2023-05-12 09:17:00,120 - ice14ws_128 - [INFO] - [E:76| 200]: Train Loss:0.0017341, Val MRR:0.40176, ice14ws_128
2023-05-12 09:18:32,557 - ice14ws_128 - [INFO] - [E:76| 300]: Train Loss:0.0017377, Val MRR:0.40176, ice14ws_128
2023-05-12 09:20:13,622 - ice14ws_128 - [INFO] - [E:76| 400]: Train Loss:0.0017402, Val MRR:0.40176, ice14ws_128
2023-05-12 09:21:55,652 - ice14ws_128 - [INFO] - [E:76| 500]: Train Loss:0.0017419, Val MRR:0.40176, ice14ws_128
2023-05-12 09:23:37,879 - ice14ws_128 - [INFO] - [E:76| 600]: Train Loss:0.001744, Val MRR:0.40176, ice14ws_128
2023-05-12 09:25:21,214 - ice14ws_128 - [INFO] - [E:76| 700]: Train Loss:0.0017453, Val MRR:0.40176, ice14ws_128
2023-05-12 09:26:53,459 - ice14ws_128 - [INFO] - [E:76| 800]: Train Loss:0.0017466, Val MRR:0.40176, ice14ws_128
2023-05-12 09:28:34,881 - ice14ws_128 - [INFO] - [E:76| 900]: Train Loss:0.001748, Val MRR:0.40176, ice14ws_128
2023-05-12 09:29:47,302 - ice14ws_128 - [INFO] - [Epoch:76]: Training Loss:0.001749
2023-05-12 09:29:47,698 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 09:30:11,538 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 09:30:34,834 - ice14ws_128 - [INFO] - [Evaluating Epoch 76 valid]:
MRR: Tail : 0.42283, Head : 0.37404, Avg : 0.39844
2023-05-12 09:30:34,834 - ice14ws_128 - [INFO] - [Epoch 76]: Training Loss: 0.001749, Valid MRR: 0.40176,
2023-05-12 09:30:36,031 - ice14ws_128 - [INFO] - [E:77| 0]: Train Loss:0.0016932, Val MRR:0.40176, ice14ws_128
2023-05-12 09:32:18,172 - ice14ws_128 - [INFO] - [E:77| 100]: Train Loss:0.0017332, Val MRR:0.40176, ice14ws_128
2023-05-12 09:34:00,744 - ice14ws_128 - [INFO] - [E:77| 200]: Train Loss:0.0017351, Val MRR:0.40176, ice14ws_128
2023-05-12 09:35:32,674 - ice14ws_128 - [INFO] - [E:77| 300]: Train Loss:0.0017371, Val MRR:0.40176, ice14ws_128
2023-05-12 09:37:15,888 - ice14ws_128 - [INFO] - [E:77| 400]: Train Loss:0.0017383, Val MRR:0.40176, ice14ws_128
2023-05-12 09:38:57,809 - ice14ws_128 - [INFO] - [E:77| 500]: Train Loss:0.0017393, Val MRR:0.40176, ice14ws_128
2023-05-12 09:40:40,774 - ice14ws_128 - [INFO] - [E:77| 600]: Train Loss:0.001741, Val MRR:0.40176, ice14ws_128
2023-05-12 09:42:25,597 - ice14ws_128 - [INFO] - [E:77| 700]: Train Loss:0.0017432, Val MRR:0.40176, ice14ws_128
2023-05-12 09:43:57,219 - ice14ws_128 - [INFO] - [E:77| 800]: Train Loss:0.0017445, Val MRR:0.40176, ice14ws_128
2023-05-12 09:45:39,354 - ice14ws_128 - [INFO] - [E:77| 900]: Train Loss:0.0017452, Val MRR:0.40176, ice14ws_128
2023-05-12 09:46:51,152 - ice14ws_128 - [INFO] - [Epoch:77]: Training Loss:0.001746
2023-05-12 09:46:51,549 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 09:47:14,894 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 09:47:37,990 - ice14ws_128 - [INFO] - [Evaluating Epoch 77 valid]:
MRR: Tail : 0.42037, Head : 0.37317, Avg : 0.39677
2023-05-12 09:47:37,990 - ice14ws_128 - [INFO] - [Epoch 77]: Training Loss: 0.0017461, Valid MRR: 0.40176,
2023-05-12 09:47:39,064 - ice14ws_128 - [INFO] - [E:78| 0]: Train Loss:0.0017438, Val MRR:0.40176, ice14ws_128
2023-05-12 09:49:21,248 - ice14ws_128 - [INFO] - [E:78| 100]: Train Loss:0.0017301, Val MRR:0.40176, ice14ws_128
2023-05-12 09:51:03,933 - ice14ws_128 - [INFO] - [E:78| 200]: Train Loss:0.0017311, Val MRR:0.40176, ice14ws_128
2023-05-12 09:52:35,933 - ice14ws_128 - [INFO] - [E:78| 300]: Train Loss:0.0017347, Val MRR:0.40176, ice14ws_128
2023-05-12 09:54:18,099 - ice14ws_128 - [INFO] - [E:78| 400]: Train Loss:0.0017362, Val MRR:0.40176, ice14ws_128
2023-05-12 09:56:00,717 - ice14ws_128 - [INFO] - [E:78| 500]: Train Loss:0.001738, Val MRR:0.40176, ice14ws_128
2023-05-12 09:57:43,040 - ice14ws_128 - [INFO] - [E:78| 600]: Train Loss:0.0017383, Val MRR:0.40176, ice14ws_128
2023-05-12 09:59:25,515 - ice14ws_128 - [INFO] - [E:78| 700]: Train Loss:0.0017391, Val MRR:0.40176, ice14ws_128
2023-05-12 10:00:57,148 - ice14ws_128 - [INFO] - [E:78| 800]: Train Loss:0.0017408, Val MRR:0.40176, ice14ws_128
2023-05-12 10:02:38,444 - ice14ws_128 - [INFO] - [E:78| 900]: Train Loss:0.0017421, Val MRR:0.40176, ice14ws_128
2023-05-12 10:03:49,841 - ice14ws_128 - [INFO] - [Epoch:78]: Training Loss:0.001743
2023-05-12 10:03:50,141 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 10:04:13,693 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 10:04:36,860 - ice14ws_128 - [INFO] - [Evaluating Epoch 78 valid]:
MRR: Tail : 0.42377, Head : 0.37429, Avg : 0.39903
2023-05-12 10:04:36,860 - ice14ws_128 - [INFO] - [Epoch 78]: Training Loss: 0.0017429, Valid MRR: 0.40176,
2023-05-12 10:04:38,052 - ice14ws_128 - [INFO] - [E:79| 0]: Train Loss:0.0017173, Val MRR:0.40176, ice14ws_128
2023-05-12 10:06:20,171 - ice14ws_128 - [INFO] - [E:79| 100]: Train Loss:0.0017276, Val MRR:0.40176, ice14ws_128
2023-05-12 10:08:02,213 - ice14ws_128 - [INFO] - [E:79| 200]: Train Loss:0.0017292, Val MRR:0.40176, ice14ws_128
2023-05-12 10:09:33,918 - ice14ws_128 - [INFO] - [E:79| 300]: Train Loss:0.0017315, Val MRR:0.40176, ice14ws_128
2023-05-12 10:11:16,563 - ice14ws_128 - [INFO] - [E:79| 400]: Train Loss:0.0017336, Val MRR:0.40176, ice14ws_128
2023-05-12 10:12:58,943 - ice14ws_128 - [INFO] - [E:79| 500]: Train Loss:0.0017352, Val MRR:0.40176, ice14ws_128
2023-05-12 10:14:41,164 - ice14ws_128 - [INFO] - [E:79| 600]: Train Loss:0.0017362, Val MRR:0.40176, ice14ws_128
2023-05-12 10:16:23,644 - ice14ws_128 - [INFO] - [E:79| 700]: Train Loss:0.0017369, Val MRR:0.40176, ice14ws_128
2023-05-12 10:17:54,881 - ice14ws_128 - [INFO] - [E:79| 800]: Train Loss:0.0017379, Val MRR:0.40176, ice14ws_128
2023-05-12 10:19:37,716 - ice14ws_128 - [INFO] - [E:79| 900]: Train Loss:0.0017388, Val MRR:0.40176, ice14ws_128
2023-05-12 10:20:50,058 - ice14ws_128 - [INFO] - [Epoch:79]: Training Loss:0.00174
2023-05-12 10:20:50,452 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 10:21:13,934 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 10:21:37,187 - ice14ws_128 - [INFO] - [Evaluating Epoch 79 valid]:
MRR: Tail : 0.42066, Head : 0.36749, Avg : 0.39408
MR: Tail : 456.4, Head : 458.65, Avg : 457.52
Hit-1: Tail : 0.31824, Head : 0.2612, Avg : 0.28972
Hit-3: Tail : 0.47239, Head : 0.41571, Avg : 0.44405
Hit-10: Tail : 0.61828, Head : 0.5764, Avg : 0.59734
2023-05-12 10:21:37,188 - ice14ws_128 - [INFO] - [Epoch 79]: Training Loss: 0.0017397, Valid MRR: 0.40176,
2023-05-12 10:21:38,314 - ice14ws_128 - [INFO] - [E:80| 0]: Train Loss:0.0017178, Val MRR:0.40176, ice14ws_128
2023-05-12 10:23:20,478 - ice14ws_128 - [INFO] - [E:80| 100]: Train Loss:0.0017249, Val MRR:0.40176, ice14ws_128
2023-05-12 10:24:58,569 - ice14ws_128 - [INFO] - [E:80| 200]: Train Loss:0.0017277, Val MRR:0.40176, ice14ws_128
2023-05-12 10:26:34,817 - ice14ws_128 - [INFO] - [E:80| 300]: Train Loss:0.0017293, Val MRR:0.40176, ice14ws_128
2023-05-12 10:28:20,206 - ice14ws_128 - [INFO] - [E:80| 400]: Train Loss:0.0017291, Val MRR:0.40176, ice14ws_128
2023-05-12 10:30:02,520 - ice14ws_128 - [INFO] - [E:80| 500]: Train Loss:0.0017302, Val MRR:0.40176, ice14ws_128
2023-05-12 10:31:44,883 - ice14ws_128 - [INFO] - [E:80| 600]: Train Loss:0.0017322, Val MRR:0.40176, ice14ws_128
2023-05-12 10:33:23,909 - ice14ws_128 - [INFO] - [E:80| 700]: Train Loss:0.001733, Val MRR:0.40176, ice14ws_128
2023-05-12 10:34:58,076 - ice14ws_128 - [INFO] - [E:80| 800]: Train Loss:0.0017341, Val MRR:0.40176, ice14ws_128
2023-05-12 10:36:40,538 - ice14ws_128 - [INFO] - [E:80| 900]: Train Loss:0.0017355, Val MRR:0.40176, ice14ws_128
2023-05-12 10:37:52,821 - ice14ws_128 - [INFO] - [Epoch:80]: Training Loss:0.001737
2023-05-12 10:37:53,217 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 10:38:16,870 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 10:38:40,036 - ice14ws_128 - [INFO] - [Evaluating Epoch 80 valid]:
MRR: Tail : 0.42303, Head : 0.37212, Avg : 0.39758
2023-05-12 10:38:40,036 - ice14ws_128 - [INFO] - [Epoch 80]: Training Loss: 0.0017367, Valid MRR: 0.40176,
2023-05-12 10:38:41,226 - ice14ws_128 - [INFO] - [E:81| 0]: Train Loss:0.0016912, Val MRR:0.40176, ice14ws_128
2023-05-12 10:40:23,309 - ice14ws_128 - [INFO] - [E:81| 100]: Train Loss:0.001723, Val MRR:0.40176, ice14ws_128
2023-05-12 10:41:54,319 - ice14ws_128 - [INFO] - [E:81| 200]: Train Loss:0.0017249, Val MRR:0.40176, ice14ws_128
2023-05-12 10:43:36,862 - ice14ws_128 - [INFO] - [E:81| 300]: Train Loss:0.001726, Val MRR:0.40176, ice14ws_128
2023-05-12 10:45:19,708 - ice14ws_128 - [INFO] - [E:81| 400]: Train Loss:0.0017278, Val MRR:0.40176, ice14ws_128
2023-05-12 10:47:02,303 - ice14ws_128 - [INFO] - [E:81| 500]: Train Loss:0.0017284, Val MRR:0.40176, ice14ws_128
2023-05-12 10:48:44,987 - ice14ws_128 - [INFO] - [E:81| 600]: Train Loss:0.0017301, Val MRR:0.40176, ice14ws_128
2023-05-12 10:50:16,231 - ice14ws_128 - [INFO] - [E:81| 700]: Train Loss:0.0017309, Val MRR:0.40176, ice14ws_128
2023-05-12 10:51:58,586 - ice14ws_128 - [INFO] - [E:81| 800]: Train Loss:0.0017322, Val MRR:0.40176, ice14ws_128
2023-05-12 10:53:41,191 - ice14ws_128 - [INFO] - [E:81| 900]: Train Loss:0.0017331, Val MRR:0.40176, ice14ws_128
2023-05-12 10:54:53,425 - ice14ws_128 - [INFO] - [Epoch:81]: Training Loss:0.001734
2023-05-12 10:54:53,687 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 10:55:17,404 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 10:55:41,084 - ice14ws_128 - [INFO] - [Evaluating Epoch 81 valid]:
MRR: Tail : 0.42248, Head : 0.37181, Avg : 0.39715
2023-05-12 10:55:41,084 - ice14ws_128 - [INFO] - [Epoch 81]: Training Loss: 0.001734, Valid MRR: 0.40176,
2023-05-12 10:55:42,222 - ice14ws_128 - [INFO] - [E:82| 0]: Train Loss:0.001673, Val MRR:0.40176, ice14ws_128
2023-05-12 10:57:24,310 - ice14ws_128 - [INFO] - [E:82| 100]: Train Loss:0.0017184, Val MRR:0.40176, ice14ws_128
2023-05-12 10:58:55,654 - ice14ws_128 - [INFO] - [E:82| 200]: Train Loss:0.0017189, Val MRR:0.40176, ice14ws_128
2023-05-12 11:00:38,515 - ice14ws_128 - [INFO] - [E:82| 300]: Train Loss:0.0017214, Val MRR:0.40176, ice14ws_128
2023-05-12 11:02:20,992 - ice14ws_128 - [INFO] - [E:82| 400]: Train Loss:0.0017233, Val MRR:0.40176, ice14ws_128
2023-05-12 11:04:03,030 - ice14ws_128 - [INFO] - [E:82| 500]: Train Loss:0.0017245, Val MRR:0.40176, ice14ws_128
2023-05-12 11:05:44,622 - ice14ws_128 - [INFO] - [E:82| 600]: Train Loss:0.001726, Val MRR:0.40176, ice14ws_128
2023-05-12 11:07:16,187 - ice14ws_128 - [INFO] - [E:82| 700]: Train Loss:0.0017278, Val MRR:0.40176, ice14ws_128
2023-05-12 11:08:58,367 - ice14ws_128 - [INFO] - [E:82| 800]: Train Loss:0.0017288, Val MRR:0.40176, ice14ws_128
2023-05-12 11:10:40,979 - ice14ws_128 - [INFO] - [E:82| 900]: Train Loss:0.0017299, Val MRR:0.40176, ice14ws_128
2023-05-12 11:11:52,754 - ice14ws_128 - [INFO] - [Epoch:82]: Training Loss:0.001731
2023-05-12 11:11:53,015 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 11:12:16,376 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 11:12:39,434 - ice14ws_128 - [INFO] - [Evaluating Epoch 82 valid]:
MRR: Tail : 0.41994, Head : 0.37222, Avg : 0.39608
2023-05-12 11:12:39,434 - ice14ws_128 - [INFO] - [Epoch 82]: Training Loss: 0.0017307, Valid MRR: 0.40176,
2023-05-12 11:12:40,210 - ice14ws_128 - [INFO] - [E:83| 0]: Train Loss:0.001701, Val MRR:0.40176, ice14ws_128
2023-05-12 11:14:24,531 - ice14ws_128 - [INFO] - [E:83| 100]: Train Loss:0.0017206, Val MRR:0.40176, ice14ws_128
2023-05-12 11:15:56,393 - ice14ws_128 - [INFO] - [E:83| 200]: Train Loss:0.001718, Val MRR:0.40176, ice14ws_128
2023-05-12 11:17:39,067 - ice14ws_128 - [INFO] - [E:83| 300]: Train Loss:0.0017206, Val MRR:0.40176, ice14ws_128
2023-05-12 11:19:21,383 - ice14ws_128 - [INFO] - [E:83| 400]: Train Loss:0.0017216, Val MRR:0.40176, ice14ws_128
2023-05-12 11:21:03,416 - ice14ws_128 - [INFO] - [E:83| 500]: Train Loss:0.0017219, Val MRR:0.40176, ice14ws_128
2023-05-12 11:22:45,281 - ice14ws_128 - [INFO] - [E:83| 600]: Train Loss:0.0017237, Val MRR:0.40176, ice14ws_128
2023-05-12 11:24:27,352 - ice14ws_128 - [INFO] - [E:83| 700]: Train Loss:0.0017252, Val MRR:0.40176, ice14ws_128
2023-05-12 11:26:17,029 - ice14ws_128 - [INFO] - [E:83| 800]: Train Loss:0.0017264, Val MRR:0.40176, ice14ws_128
2023-05-12 11:27:59,256 - ice14ws_128 - [INFO] - [E:83| 900]: Train Loss:0.0017275, Val MRR:0.40176, ice14ws_128
2023-05-12 11:29:11,496 - ice14ws_128 - [INFO] - [Epoch:83]: Training Loss:0.001728
2023-05-12 11:29:11,846 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 11:29:35,421 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 11:29:58,808 - ice14ws_128 - [INFO] - [Evaluating Epoch 83 valid]:
MRR: Tail : 0.4208, Head : 0.3709, Avg : 0.39585
2023-05-12 11:29:58,808 - ice14ws_128 - [INFO] - [Epoch 83]: Training Loss: 0.001728, Valid MRR: 0.40176,
2023-05-12 11:29:59,991 - ice14ws_128 - [INFO] - [E:84| 0]: Train Loss:0.0016918, Val MRR:0.40176, ice14ws_128
2023-05-12 11:31:41,581 - ice14ws_128 - [INFO] - [E:84| 100]: Train Loss:0.0017185, Val MRR:0.40176, ice14ws_128
2023-05-12 11:33:13,509 - ice14ws_128 - [INFO] - [E:84| 200]: Train Loss:0.0017198, Val MRR:0.40176, ice14ws_128
2023-05-12 11:34:55,899 - ice14ws_128 - [INFO] - [E:84| 300]: Train Loss:0.0017197, Val MRR:0.40176, ice14ws_128
2023-05-12 11:36:38,537 - ice14ws_128 - [INFO] - [E:84| 400]: Train Loss:0.00172, Val MRR:0.40176, ice14ws_128
2023-05-12 11:38:20,762 - ice14ws_128 - [INFO] - [E:84| 500]: Train Loss:0.0017211, Val MRR:0.40176, ice14ws_128
2023-05-12 11:40:03,491 - ice14ws_128 - [INFO] - [E:84| 600]: Train Loss:0.0017224, Val MRR:0.40176, ice14ws_128
2023-05-12 11:41:34,874 - ice14ws_128 - [INFO] - [E:84| 700]: Train Loss:0.0017234, Val MRR:0.40176, ice14ws_128
2023-05-12 11:43:17,386 - ice14ws_128 - [INFO] - [E:84| 800]: Train Loss:0.0017235, Val MRR:0.40176, ice14ws_128
2023-05-12 11:44:59,810 - ice14ws_128 - [INFO] - [E:84| 900]: Train Loss:0.0017246, Val MRR:0.40176, ice14ws_128
2023-05-12 11:46:11,760 - ice14ws_128 - [INFO] - [Epoch:84]: Training Loss:0.001726
2023-05-12 11:46:12,022 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 11:46:36,148 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 11:47:03,154 - ice14ws_128 - [INFO] - [Evaluating Epoch 84 valid]:
MRR: Tail : 0.42245, Head : 0.37139, Avg : 0.39692
2023-05-12 11:47:03,154 - ice14ws_128 - [INFO] - [Epoch 84]: Training Loss: 0.0017256, Valid MRR: 0.40176,
2023-05-12 11:47:04,360 - ice14ws_128 - [INFO] - [E:85| 0]: Train Loss:0.0016946, Val MRR:0.40176, ice14ws_128
2023-05-12 11:48:50,842 - ice14ws_128 - [INFO] - [E:85| 100]: Train Loss:0.0017191, Val MRR:0.40176, ice14ws_128
2023-05-12 11:50:22,154 - ice14ws_128 - [INFO] - [E:85| 200]: Train Loss:0.0017164, Val MRR:0.40176, ice14ws_128
2023-05-12 11:52:04,265 - ice14ws_128 - [INFO] - [E:85| 300]: Train Loss:0.0017167, Val MRR:0.40176, ice14ws_128
2023-05-12 11:53:46,702 - ice14ws_128 - [INFO] - [E:85| 400]: Train Loss:0.001717, Val MRR:0.40176, ice14ws_128
2023-05-12 11:55:28,744 - ice14ws_128 - [INFO] - [E:85| 500]: Train Loss:0.0017179, Val MRR:0.40176, ice14ws_128
2023-05-12 11:57:10,867 - ice14ws_128 - [INFO] - [E:85| 600]: Train Loss:0.0017192, Val MRR:0.40176, ice14ws_128
2023-05-12 11:58:42,126 - ice14ws_128 - [INFO] - [E:85| 700]: Train Loss:0.0017206, Val MRR:0.40176, ice14ws_128
2023-05-12 12:00:25,123 - ice14ws_128 - [INFO] - [E:85| 800]: Train Loss:0.0017214, Val MRR:0.40176, ice14ws_128
2023-05-12 12:02:10,059 - ice14ws_128 - [INFO] - [E:85| 900]: Train Loss:0.0017224, Val MRR:0.40176, ice14ws_128
2023-05-12 12:03:21,973 - ice14ws_128 - [INFO] - [Epoch:85]: Training Loss:0.001723
2023-05-12 12:03:22,498 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 12:03:45,478 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 12:04:08,340 - ice14ws_128 - [INFO] - [Evaluating Epoch 85 valid]:
MRR: Tail : 0.42343, Head : 0.3733, Avg : 0.39837
2023-05-12 12:04:08,340 - ice14ws_128 - [INFO] - [Epoch 85]: Training Loss: 0.0017231, Valid MRR: 0.40176,
2023-05-12 12:04:09,549 - ice14ws_128 - [INFO] - [E:86| 0]: Train Loss:0.001736, Val MRR:0.40176, ice14ws_128
2023-05-12 12:05:51,707 - ice14ws_128 - [INFO] - [E:86| 100]: Train Loss:0.0017094, Val MRR:0.40176, ice14ws_128
2023-05-12 12:07:23,565 - ice14ws_128 - [INFO] - [E:86| 200]: Train Loss:0.0017102, Val MRR:0.40176, ice14ws_128
2023-05-12 12:09:05,419 - ice14ws_128 - [INFO] - [E:86| 300]: Train Loss:0.0017125, Val MRR:0.40176, ice14ws_128
2023-05-12 12:10:47,668 - ice14ws_128 - [INFO] - [E:86| 400]: Train Loss:0.0017134, Val MRR:0.40176, ice14ws_128
2023-05-12 12:12:29,888 - ice14ws_128 - [INFO] - [E:86| 500]: Train Loss:0.0017149, Val MRR:0.40176, ice14ws_128
2023-05-12 12:14:11,379 - ice14ws_128 - [INFO] - [E:86| 600]: Train Loss:0.0017161, Val MRR:0.40176, ice14ws_128
2023-05-12 12:15:42,681 - ice14ws_128 - [INFO] - [E:86| 700]: Train Loss:0.0017173, Val MRR:0.40176, ice14ws_128
2023-05-12 12:17:24,877 - ice14ws_128 - [INFO] - [E:86| 800]: Train Loss:0.0017179, Val MRR:0.40176, ice14ws_128
2023-05-12 12:19:06,564 - ice14ws_128 - [INFO] - [E:86| 900]: Train Loss:0.0017192, Val MRR:0.40176, ice14ws_128
2023-05-12 12:20:18,858 - ice14ws_128 - [INFO] - [Epoch:86]: Training Loss:0.00172
2023-05-12 12:20:19,269 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 12:20:42,705 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 12:21:05,546 - ice14ws_128 - [INFO] - [Evaluating Epoch 86 valid]:
MRR: Tail : 0.42379, Head : 0.3699, Avg : 0.39684
2023-05-12 12:21:05,547 - ice14ws_128 - [INFO] - [Epoch 86]: Training Loss: 0.0017201, Valid MRR: 0.40176,
2023-05-12 12:21:06,645 - ice14ws_128 - [INFO] - [E:87| 0]: Train Loss:0.0016908, Val MRR:0.40176, ice14ws_128
2023-05-12 12:22:48,248 - ice14ws_128 - [INFO] - [E:87| 100]: Train Loss:0.0017054, Val MRR:0.40176, ice14ws_128
2023-05-12 12:24:18,760 - ice14ws_128 - [INFO] - [E:87| 200]: Train Loss:0.001709, Val MRR:0.40176, ice14ws_128
2023-05-12 12:26:00,779 - ice14ws_128 - [INFO] - [E:87| 300]: Train Loss:0.0017101, Val MRR:0.40176, ice14ws_128
2023-05-12 12:27:43,606 - ice14ws_128 - [INFO] - [E:87| 400]: Train Loss:0.0017103, Val MRR:0.40176, ice14ws_128
2023-05-12 12:29:26,275 - ice14ws_128 - [INFO] - [E:87| 500]: Train Loss:0.0017119, Val MRR:0.40176, ice14ws_128
2023-05-12 12:31:09,185 - ice14ws_128 - [INFO] - [E:87| 600]: Train Loss:0.0017127, Val MRR:0.40176, ice14ws_128
2023-05-12 12:32:40,617 - ice14ws_128 - [INFO] - [E:87| 700]: Train Loss:0.0017134, Val MRR:0.40176, ice14ws_128
2023-05-12 12:34:23,412 - ice14ws_128 - [INFO] - [E:87| 800]: Train Loss:0.0017151, Val MRR:0.40176, ice14ws_128
2023-05-12 12:36:05,806 - ice14ws_128 - [INFO] - [E:87| 900]: Train Loss:0.0017165, Val MRR:0.40176, ice14ws_128
2023-05-12 12:37:17,955 - ice14ws_128 - [INFO] - [Epoch:87]: Training Loss:0.001717
2023-05-12 12:37:18,299 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 12:37:42,111 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 12:38:05,408 - ice14ws_128 - [INFO] - [Evaluating Epoch 87 valid]:
MRR: Tail : 0.42303, Head : 0.37059, Avg : 0.39681
2023-05-12 12:38:05,408 - ice14ws_128 - [INFO] - [Epoch 87]: Training Loss: 0.0017174, Valid MRR: 0.40176,
2023-05-12 12:38:06,536 - ice14ws_128 - [INFO] - [E:88| 0]: Train Loss:0.0017325, Val MRR:0.40176, ice14ws_128
2023-05-12 12:39:49,150 - ice14ws_128 - [INFO] - [E:88| 100]: Train Loss:0.0017034, Val MRR:0.40176, ice14ws_128
2023-05-12 12:41:20,678 - ice14ws_128 - [INFO] - [E:88| 200]: Train Loss:0.0017057, Val MRR:0.40176, ice14ws_128
2023-05-12 12:43:03,204 - ice14ws_128 - [INFO] - [E:88| 300]: Train Loss:0.0017071, Val MRR:0.40176, ice14ws_128
2023-05-12 12:44:46,702 - ice14ws_128 - [INFO] - [E:88| 400]: Train Loss:0.001708, Val MRR:0.40176, ice14ws_128
2023-05-12 12:46:29,830 - ice14ws_128 - [INFO] - [E:88| 500]: Train Loss:0.0017095, Val MRR:0.40176, ice14ws_128
2023-05-12 12:48:14,972 - ice14ws_128 - [INFO] - [E:88| 600]: Train Loss:0.0017109, Val MRR:0.40176, ice14ws_128
2023-05-12 12:49:46,354 - ice14ws_128 - [INFO] - [E:88| 700]: Train Loss:0.0017121, Val MRR:0.40176, ice14ws_128
2023-05-12 12:51:28,638 - ice14ws_128 - [INFO] - [E:88| 800]: Train Loss:0.0017128, Val MRR:0.40176, ice14ws_128
2023-05-12 12:53:10,390 - ice14ws_128 - [INFO] - [E:88| 900]: Train Loss:0.0017141, Val MRR:0.40176, ice14ws_128
2023-05-12 12:54:21,951 - ice14ws_128 - [INFO] - [Epoch:88]: Training Loss:0.001715
2023-05-12 12:54:22,261 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 12:54:45,705 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 12:55:08,966 - ice14ws_128 - [INFO] - [Evaluating Epoch 88 valid]:
MRR: Tail : 0.42066, Head : 0.36829, Avg : 0.39447
2023-05-12 12:55:08,966 - ice14ws_128 - [INFO] - [Epoch 88]: Training Loss: 0.0017148, Valid MRR: 0.40176,
2023-05-12 12:55:10,162 - ice14ws_128 - [INFO] - [E:89| 0]: Train Loss:0.0016967, Val MRR:0.40176, ice14ws_128
2023-05-12 12:56:48,062 - ice14ws_128 - [INFO] - [E:89| 100]: Train Loss:0.0017042, Val MRR:0.40176, ice14ws_128
2023-05-12 12:58:23,622 - ice14ws_128 - [INFO] - [E:89| 200]: Train Loss:0.0017048, Val MRR:0.40176, ice14ws_128
2023-05-12 13:00:05,088 - ice14ws_128 - [INFO] - [E:89| 300]: Train Loss:0.0017051, Val MRR:0.40176, ice14ws_128
2023-05-12 13:01:46,822 - ice14ws_128 - [INFO] - [E:89| 400]: Train Loss:0.0017057, Val MRR:0.40176, ice14ws_128
2023-05-12 13:03:28,629 - ice14ws_128 - [INFO] - [E:89| 500]: Train Loss:0.0017079, Val MRR:0.40176, ice14ws_128
2023-05-12 13:05:06,245 - ice14ws_128 - [INFO] - [E:89| 600]: Train Loss:0.0017088, Val MRR:0.40176, ice14ws_128
2023-05-12 13:06:41,361 - ice14ws_128 - [INFO] - [E:89| 700]: Train Loss:0.0017099, Val MRR:0.40176, ice14ws_128
2023-05-12 13:08:24,272 - ice14ws_128 - [INFO] - [E:89| 800]: Train Loss:0.0017109, Val MRR:0.40176, ice14ws_128
2023-05-12 13:10:06,986 - ice14ws_128 - [INFO] - [E:89| 900]: Train Loss:0.0017116, Val MRR:0.40176, ice14ws_128
2023-05-12 13:11:18,881 - ice14ws_128 - [INFO] - [Epoch:89]: Training Loss:0.001713
2023-05-12 13:11:19,143 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 13:11:42,487 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 13:12:05,656 - ice14ws_128 - [INFO] - [Evaluating Epoch 89 valid]:
MRR: Tail : 0.42066, Head : 0.37168, Avg : 0.39617
MR: Tail : 471.91, Head : 472.51, Avg : 472.21
Hit-1: Tail : 0.31703, Head : 0.2669, Avg : 0.29197
Hit-3: Tail : 0.47773, Head : 0.42262, Avg : 0.45018
Hit-10: Tail : 0.61937, Head : 0.57628, Avg : 0.59783
2023-05-12 13:12:05,656 - ice14ws_128 - [INFO] - [Epoch 89]: Training Loss: 0.0017126, Valid MRR: 0.40176,
2023-05-12 13:12:06,846 - ice14ws_128 - [INFO] - [E:90| 0]: Train Loss:0.0016848, Val MRR:0.40176, ice14ws_128
2023-05-12 13:13:38,321 - ice14ws_128 - [INFO] - [E:90| 100]: Train Loss:0.0017011, Val MRR:0.40176, ice14ws_128
2023-05-12 13:15:19,709 - ice14ws_128 - [INFO] - [E:90| 200]: Train Loss:0.0017014, Val MRR:0.40176, ice14ws_128
2023-05-12 13:17:02,045 - ice14ws_128 - [INFO] - [E:90| 300]: Train Loss:0.0017042, Val MRR:0.40176, ice14ws_128
2023-05-12 13:18:44,546 - ice14ws_128 - [INFO] - [E:90| 400]: Train Loss:0.001705, Val MRR:0.40176, ice14ws_128
2023-05-12 13:20:26,412 - ice14ws_128 - [INFO] - [E:90| 500]: Train Loss:0.0017064, Val MRR:0.40176, ice14ws_128
2023-05-12 13:21:57,917 - ice14ws_128 - [INFO] - [E:90| 600]: Train Loss:0.0017075, Val MRR:0.40176, ice14ws_128
2023-05-12 13:23:39,904 - ice14ws_128 - [INFO] - [E:90| 700]: Train Loss:0.0017077, Val MRR:0.40176, ice14ws_128
2023-05-12 13:25:22,459 - ice14ws_128 - [INFO] - [E:90| 800]: Train Loss:0.001708, Val MRR:0.40176, ice14ws_128
2023-05-12 13:27:04,612 - ice14ws_128 - [INFO] - [E:90| 900]: Train Loss:0.0017087, Val MRR:0.40176, ice14ws_128
2023-05-12 13:28:16,671 - ice14ws_128 - [INFO] - [Epoch:90]: Training Loss:0.00171
2023-05-12 13:28:17,068 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 13:28:40,808 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 13:29:03,828 - ice14ws_128 - [INFO] - [Evaluating Epoch 90 valid]:
MRR: Tail : 0.42329, Head : 0.37108, Avg : 0.39719
2023-05-12 13:29:03,828 - ice14ws_128 - [INFO] - [Epoch 90]: Training Loss: 0.0017099, Valid MRR: 0.40176,
2023-05-12 13:29:05,022 - ice14ws_128 - [INFO] - [E:91| 0]: Train Loss:0.0016654, Val MRR:0.40176, ice14ws_128
2023-05-12 13:30:36,414 - ice14ws_128 - [INFO] - [E:91| 100]: Train Loss:0.001697, Val MRR:0.40176, ice14ws_128
2023-05-12 13:32:19,783 - ice14ws_128 - [INFO] - [E:91| 200]: Train Loss:0.0016972, Val MRR:0.40176, ice14ws_128
2023-05-12 13:34:05,627 - ice14ws_128 - [INFO] - [E:91| 300]: Train Loss:0.001699, Val MRR:0.40176, ice14ws_128
2023-05-12 13:35:47,508 - ice14ws_128 - [INFO] - [E:91| 400]: Train Loss:0.0017004, Val MRR:0.40176, ice14ws_128
2023-05-12 13:37:30,775 - ice14ws_128 - [INFO] - [E:91| 500]: Train Loss:0.0017025, Val MRR:0.40176, ice14ws_128
2023-05-12 13:39:02,790 - ice14ws_128 - [INFO] - [E:91| 600]: Train Loss:0.0017038, Val MRR:0.40176, ice14ws_128
2023-05-12 13:40:44,838 - ice14ws_128 - [INFO] - [E:91| 700]: Train Loss:0.0017051, Val MRR:0.40176, ice14ws_128
2023-05-12 13:42:26,823 - ice14ws_128 - [INFO] - [E:91| 800]: Train Loss:0.0017061, Val MRR:0.40176, ice14ws_128
2023-05-12 13:44:08,389 - ice14ws_128 - [INFO] - [E:91| 900]: Train Loss:0.001707, Val MRR:0.40176, ice14ws_128
2023-05-12 13:45:20,365 - ice14ws_128 - [INFO] - [Epoch:91]: Training Loss:0.001708
2023-05-12 13:45:20,759 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 13:45:43,996 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 13:46:06,895 - ice14ws_128 - [INFO] - [Evaluating Epoch 91 valid]:
MRR: Tail : 0.42183, Head : 0.36731, Avg : 0.39457
2023-05-12 13:46:06,895 - ice14ws_128 - [INFO] - [Epoch 91]: Training Loss: 0.0017078, Valid MRR: 0.40176,
2023-05-12 13:46:07,916 - ice14ws_128 - [INFO] - [E:92| 0]: Train Loss:0.0016827, Val MRR:0.40176, ice14ws_128
2023-05-12 13:47:39,471 - ice14ws_128 - [INFO] - [E:92| 100]: Train Loss:0.0016899, Val MRR:0.40176, ice14ws_128
2023-05-12 13:49:22,016 - ice14ws_128 - [INFO] - [E:92| 200]: Train Loss:0.0016959, Val MRR:0.40176, ice14ws_128
2023-05-12 13:51:04,428 - ice14ws_128 - [INFO] - [E:92| 300]: Train Loss:0.0016975, Val MRR:0.40176, ice14ws_128
2023-05-12 13:52:46,868 - ice14ws_128 - [INFO] - [E:92| 400]: Train Loss:0.0016979, Val MRR:0.40176, ice14ws_128
2023-05-12 13:54:28,492 - ice14ws_128 - [INFO] - [E:92| 500]: Train Loss:0.0016991, Val MRR:0.40176, ice14ws_128
2023-05-12 13:56:00,056 - ice14ws_128 - [INFO] - [E:92| 600]: Train Loss:0.0017005, Val MRR:0.40176, ice14ws_128
2023-05-12 13:57:42,135 - ice14ws_128 - [INFO] - [E:92| 700]: Train Loss:0.0017018, Val MRR:0.40176, ice14ws_128
2023-05-12 13:59:23,576 - ice14ws_128 - [INFO] - [E:92| 800]: Train Loss:0.0017027, Val MRR:0.40176, ice14ws_128
2023-05-12 14:01:06,058 - ice14ws_128 - [INFO] - [E:92| 900]: Train Loss:0.0017039, Val MRR:0.40176, ice14ws_128
2023-05-12 14:02:18,151 - ice14ws_128 - [INFO] - [Epoch:92]: Training Loss:0.001705
2023-05-12 14:02:18,480 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 14:02:41,779 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 14:03:04,998 - ice14ws_128 - [INFO] - [Evaluating Epoch 92 valid]:
MRR: Tail : 0.41648, Head : 0.36964, Avg : 0.39306
2023-05-12 14:03:04,998 - ice14ws_128 - [INFO] - [Epoch 92]: Training Loss: 0.0017052, Valid MRR: 0.40176,
2023-05-12 14:03:06,096 - ice14ws_128 - [INFO] - [E:93| 0]: Train Loss:0.0016947, Val MRR:0.40176, ice14ws_128
2023-05-12 14:04:36,969 - ice14ws_128 - [INFO] - [E:93| 100]: Train Loss:0.0016917, Val MRR:0.40176, ice14ws_128
2023-05-12 14:06:18,587 - ice14ws_128 - [INFO] - [E:93| 200]: Train Loss:0.0016912, Val MRR:0.40176, ice14ws_128
2023-05-12 14:08:00,246 - ice14ws_128 - [INFO] - [E:93| 300]: Train Loss:0.001693, Val MRR:0.40176, ice14ws_128
2023-05-12 14:09:42,923 - ice14ws_128 - [INFO] - [E:93| 400]: Train Loss:0.001695, Val MRR:0.40176, ice14ws_128
2023-05-12 14:11:25,083 - ice14ws_128 - [INFO] - [E:93| 500]: Train Loss:0.0016965, Val MRR:0.40176, ice14ws_128
2023-05-12 14:12:56,715 - ice14ws_128 - [INFO] - [E:93| 600]: Train Loss:0.0016984, Val MRR:0.40176, ice14ws_128
2023-05-12 14:14:39,717 - ice14ws_128 - [INFO] - [E:93| 700]: Train Loss:0.0016994, Val MRR:0.40176, ice14ws_128
2023-05-12 14:16:22,571 - ice14ws_128 - [INFO] - [E:93| 800]: Train Loss:0.0017006, Val MRR:0.40176, ice14ws_128
2023-05-12 14:18:04,493 - ice14ws_128 - [INFO] - [E:93| 900]: Train Loss:0.0017018, Val MRR:0.40176, ice14ws_128
2023-05-12 14:19:15,699 - ice14ws_128 - [INFO] - [Epoch:93]: Training Loss:0.001702
2023-05-12 14:19:16,093 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 14:19:39,477 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 14:20:03,426 - ice14ws_128 - [INFO] - [Evaluating Epoch 93 valid]:
MRR: Tail : 0.42119, Head : 0.37029, Avg : 0.39574
2023-05-12 14:20:03,427 - ice14ws_128 - [INFO] - [Epoch 93]: Training Loss: 0.0017023, Valid MRR: 0.40176,
2023-05-12 14:20:04,078 - ice14ws_128 - [INFO] - [E:94| 0]: Train Loss:0.0017089, Val MRR:0.40176, ice14ws_128
2023-05-12 14:21:38,313 - ice14ws_128 - [INFO] - [E:94| 100]: Train Loss:0.0016908, Val MRR:0.40176, ice14ws_128
2023-05-12 14:23:21,355 - ice14ws_128 - [INFO] - [E:94| 200]: Train Loss:0.0016909, Val MRR:0.40176, ice14ws_128
2023-05-12 14:25:04,464 - ice14ws_128 - [INFO] - [E:94| 300]: Train Loss:0.0016926, Val MRR:0.40176, ice14ws_128
2023-05-12 14:26:46,555 - ice14ws_128 - [INFO] - [E:94| 400]: Train Loss:0.0016938, Val MRR:0.40176, ice14ws_128
2023-05-12 14:28:24,985 - ice14ws_128 - [INFO] - [E:94| 500]: Train Loss:0.0016937, Val MRR:0.40176, ice14ws_128
2023-05-12 14:30:00,551 - ice14ws_128 - [INFO] - [E:94| 600]: Train Loss:0.001695, Val MRR:0.40176, ice14ws_128
2023-05-12 14:31:42,750 - ice14ws_128 - [INFO] - [E:94| 700]: Train Loss:0.0016967, Val MRR:0.40176, ice14ws_128
2023-05-12 14:33:24,717 - ice14ws_128 - [INFO] - [E:94| 800]: Train Loss:0.0016981, Val MRR:0.40176, ice14ws_128
2023-05-12 14:35:06,931 - ice14ws_128 - [INFO] - [E:94| 900]: Train Loss:0.0016995, Val MRR:0.40176, ice14ws_128
2023-05-12 14:36:19,239 - ice14ws_128 - [INFO] - [Epoch:94]: Training Loss:0.0017
2023-05-12 14:36:19,500 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 14:36:41,058 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 14:36:54,759 - ice14ws_128 - [INFO] - [Evaluating Epoch 94 valid]:
MRR: Tail : 0.4189, Head : 0.36944, Avg : 0.39417
2023-05-12 14:36:54,759 - ice14ws_128 - [INFO] - [Epoch 94]: Training Loss: 0.0017004, Valid MRR: 0.40176,
2023-05-12 14:36:55,416 - ice14ws_128 - [INFO] - [E:95| 0]: Train Loss:0.0016964, Val MRR:0.40176, ice14ws_128
2023-05-12 14:38:37,534 - ice14ws_128 - [INFO] - [E:95| 100]: Train Loss:0.0016902, Val MRR:0.40176, ice14ws_128
2023-05-12 14:40:19,458 - ice14ws_128 - [INFO] - [E:95| 200]: Train Loss:0.0016897, Val MRR:0.40176, ice14ws_128
2023-05-12 14:42:01,919 - ice14ws_128 - [INFO] - [E:95| 300]: Train Loss:0.0016905, Val MRR:0.40176, ice14ws_128
2023-05-12 14:43:44,339 - ice14ws_128 - [INFO] - [E:95| 400]: Train Loss:0.0016916, Val MRR:0.40176, ice14ws_128
2023-05-12 14:45:15,122 - ice14ws_128 - [INFO] - [E:95| 500]: Train Loss:0.0016927, Val MRR:0.40176, ice14ws_128
2023-05-12 14:46:57,192 - ice14ws_128 - [INFO] - [E:95| 600]: Train Loss:0.0016941, Val MRR:0.40176, ice14ws_128
2023-05-12 14:48:39,267 - ice14ws_128 - [INFO] - [E:95| 700]: Train Loss:0.0016944, Val MRR:0.40176, ice14ws_128
2023-05-12 14:50:21,463 - ice14ws_128 - [INFO] - [E:95| 800]: Train Loss:0.0016955, Val MRR:0.40176, ice14ws_128
2023-05-12 14:52:04,101 - ice14ws_128 - [INFO] - [E:95| 900]: Train Loss:0.0016967, Val MRR:0.40176, ice14ws_128
2023-05-12 14:53:15,182 - ice14ws_128 - [INFO] - [Epoch:95]: Training Loss:0.001698
2023-05-12 14:53:15,407 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 14:53:29,323 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 14:53:49,735 - ice14ws_128 - [INFO] - [Evaluating Epoch 95 valid]:
MRR: Tail : 0.41761, Head : 0.36834, Avg : 0.39297
2023-05-12 14:53:49,735 - ice14ws_128 - [INFO] - [Epoch 95]: Training Loss: 0.0016975, Valid MRR: 0.40176,
2023-05-12 14:53:50,844 - ice14ws_128 - [INFO] - [E:96| 0]: Train Loss:0.0017212, Val MRR:0.40176, ice14ws_128
2023-05-12 14:55:33,102 - ice14ws_128 - [INFO] - [E:96| 100]: Train Loss:0.0016858, Val MRR:0.40176, ice14ws_128
2023-05-12 14:57:15,470 - ice14ws_128 - [INFO] - [E:96| 200]: Train Loss:0.0016867, Val MRR:0.40176, ice14ws_128
2023-05-12 14:58:57,327 - ice14ws_128 - [INFO] - [E:96| 300]: Train Loss:0.0016882, Val MRR:0.40176, ice14ws_128
2023-05-12 15:00:40,078 - ice14ws_128 - [INFO] - [E:96| 400]: Train Loss:0.0016891, Val MRR:0.40176, ice14ws_128
2023-05-12 15:02:11,213 - ice14ws_128 - [INFO] - [E:96| 500]: Train Loss:0.0016908, Val MRR:0.40176, ice14ws_128
2023-05-12 15:03:53,684 - ice14ws_128 - [INFO] - [E:96| 600]: Train Loss:0.0016912, Val MRR:0.40176, ice14ws_128
2023-05-12 15:05:35,379 - ice14ws_128 - [INFO] - [E:96| 700]: Train Loss:0.0016924, Val MRR:0.40176, ice14ws_128
2023-05-12 15:07:20,179 - ice14ws_128 - [INFO] - [E:96| 800]: Train Loss:0.0016935, Val MRR:0.40176, ice14ws_128
2023-05-12 15:09:02,763 - ice14ws_128 - [INFO] - [E:96| 900]: Train Loss:0.0016944, Val MRR:0.40176, ice14ws_128
2023-05-12 15:10:09,990 - ice14ws_128 - [INFO] - [Epoch:96]: Training Loss:0.001695
2023-05-12 15:10:10,214 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 15:10:26,855 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 15:10:50,108 - ice14ws_128 - [INFO] - [Evaluating Epoch 96 valid]:
MRR: Tail : 0.41914, Head : 0.36884, Avg : 0.39399
2023-05-12 15:10:50,108 - ice14ws_128 - [INFO] - [Epoch 96]: Training Loss: 0.0016953, Valid MRR: 0.40176,
2023-05-12 15:10:51,290 - ice14ws_128 - [INFO] - [E:97| 0]: Train Loss:0.0016847, Val MRR:0.40176, ice14ws_128
2023-05-12 15:12:33,577 - ice14ws_128 - [INFO] - [E:97| 100]: Train Loss:0.0016826, Val MRR:0.40176, ice14ws_128
2023-05-12 15:14:16,181 - ice14ws_128 - [INFO] - [E:97| 200]: Train Loss:0.0016836, Val MRR:0.40176, ice14ws_128
2023-05-12 15:15:58,821 - ice14ws_128 - [INFO] - [E:97| 300]: Train Loss:0.0016853, Val MRR:0.40176, ice14ws_128
2023-05-12 15:17:41,395 - ice14ws_128 - [INFO] - [E:97| 400]: Train Loss:0.001686, Val MRR:0.40176, ice14ws_128
2023-05-12 15:19:12,370 - ice14ws_128 - [INFO] - [E:97| 500]: Train Loss:0.0016878, Val MRR:0.40176, ice14ws_128
2023-05-12 15:20:54,827 - ice14ws_128 - [INFO] - [E:97| 600]: Train Loss:0.0016887, Val MRR:0.40176, ice14ws_128
2023-05-12 15:22:37,122 - ice14ws_128 - [INFO] - [E:97| 700]: Train Loss:0.0016895, Val MRR:0.40176, ice14ws_128
2023-05-12 15:24:19,853 - ice14ws_128 - [INFO] - [E:97| 800]: Train Loss:0.0016907, Val MRR:0.40176, ice14ws_128
2023-05-12 15:26:02,310 - ice14ws_128 - [INFO] - [E:97| 900]: Train Loss:0.0016918, Val MRR:0.40176, ice14ws_128
2023-05-12 15:27:03,437 - ice14ws_128 - [INFO] - [Epoch:97]: Training Loss:0.001692
2023-05-12 15:27:03,699 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 15:27:27,225 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 15:27:50,521 - ice14ws_128 - [INFO] - [Evaluating Epoch 97 valid]:
MRR: Tail : 0.42063, Head : 0.37124, Avg : 0.39593
2023-05-12 15:27:50,522 - ice14ws_128 - [INFO] - [Epoch 97]: Training Loss: 0.0016924, Valid MRR: 0.40176,
2023-05-12 15:27:51,575 - ice14ws_128 - [INFO] - [E:98| 0]: Train Loss:0.0016686, Val MRR:0.40176, ice14ws_128
2023-05-12 15:29:34,405 - ice14ws_128 - [INFO] - [E:98| 100]: Train Loss:0.0016792, Val MRR:0.40176, ice14ws_128
2023-05-12 15:31:16,353 - ice14ws_128 - [INFO] - [E:98| 200]: Train Loss:0.0016836, Val MRR:0.40176, ice14ws_128
2023-05-12 15:32:58,393 - ice14ws_128 - [INFO] - [E:98| 300]: Train Loss:0.0016842, Val MRR:0.40176, ice14ws_128
2023-05-12 15:34:39,981 - ice14ws_128 - [INFO] - [E:98| 400]: Train Loss:0.0016849, Val MRR:0.40176, ice14ws_128
2023-05-12 15:36:11,129 - ice14ws_128 - [INFO] - [E:98| 500]: Train Loss:0.0016854, Val MRR:0.40176, ice14ws_128
2023-05-12 15:37:53,164 - ice14ws_128 - [INFO] - [E:98| 600]: Train Loss:0.0016862, Val MRR:0.40176, ice14ws_128
2023-05-12 15:39:34,834 - ice14ws_128 - [INFO] - [E:98| 700]: Train Loss:0.0016868, Val MRR:0.40176, ice14ws_128
2023-05-12 15:41:17,492 - ice14ws_128 - [INFO] - [E:98| 800]: Train Loss:0.001688, Val MRR:0.40176, ice14ws_128
2023-05-12 15:43:00,112 - ice14ws_128 - [INFO] - [E:98| 900]: Train Loss:0.0016898, Val MRR:0.40176, ice14ws_128
2023-05-12 15:44:01,366 - ice14ws_128 - [INFO] - [Epoch:98]: Training Loss:0.00169
2023-05-12 15:44:01,747 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 15:44:25,406 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 15:44:48,694 - ice14ws_128 - [INFO] - [Evaluating Epoch 98 valid]:
MRR: Tail : 0.42114, Head : 0.37105, Avg : 0.3961
2023-05-12 15:44:48,694 - ice14ws_128 - [INFO] - [Epoch 98]: Training Loss: 0.0016903, Valid MRR: 0.40176,
2023-05-12 15:44:49,899 - ice14ws_128 - [INFO] - [E:99| 0]: Train Loss:0.001676, Val MRR:0.40176, ice14ws_128
2023-05-12 15:46:32,294 - ice14ws_128 - [INFO] - [E:99| 100]: Train Loss:0.0016773, Val MRR:0.40176, ice14ws_128
2023-05-12 15:48:15,503 - ice14ws_128 - [INFO] - [E:99| 200]: Train Loss:0.0016797, Val MRR:0.40176, ice14ws_128
2023-05-12 15:49:57,909 - ice14ws_128 - [INFO] - [E:99| 300]: Train Loss:0.0016798, Val MRR:0.40176, ice14ws_128
2023-05-12 15:51:37,563 - ice14ws_128 - [INFO] - [E:99| 400]: Train Loss:0.0016815, Val MRR:0.40176, ice14ws_128
2023-05-12 15:53:15,718 - ice14ws_128 - [INFO] - [E:99| 500]: Train Loss:0.0016827, Val MRR:0.40176, ice14ws_128
2023-05-12 15:54:58,581 - ice14ws_128 - [INFO] - [E:99| 600]: Train Loss:0.0016838, Val MRR:0.40176, ice14ws_128
2023-05-12 15:56:41,098 - ice14ws_128 - [INFO] - [E:99| 700]: Train Loss:0.0016843, Val MRR:0.40176, ice14ws_128
2023-05-12 15:58:23,131 - ice14ws_128 - [INFO] - [E:99| 800]: Train Loss:0.0016854, Val MRR:0.40176, ice14ws_128
2023-05-12 16:00:03,543 - ice14ws_128 - [INFO] - [E:99| 900]: Train Loss:0.0016868, Val MRR:0.40176, ice14ws_128
2023-05-12 16:01:06,811 - ice14ws_128 - [INFO] - [Epoch:99]: Training Loss:0.001687
2023-05-12 16:01:07,155 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 16:01:30,847 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 16:01:54,060 - ice14ws_128 - [INFO] - [Evaluating Epoch 99 valid]:
MRR: Tail : 0.42036, Head : 0.37184, Avg : 0.3961
MR: Tail : 556.7, Head : 528.15, Avg : 542.42
Hit-1: Tail : 0.32018, Head : 0.26848, Avg : 0.29433
Hit-3: Tail : 0.4702, Head : 0.42044, Avg : 0.44532
Hit-10: Tail : 0.61658, Head : 0.57531, Avg : 0.59595
2023-05-12 16:01:54,061 - ice14ws_128 - [INFO] - [Epoch 99]: Training Loss: 0.0016871, Valid MRR: 0.40176,
2023-05-12 16:01:55,257 - ice14ws_128 - [INFO] - [E:100| 0]: Train Loss:0.0016778, Val MRR:0.40176, ice14ws_128
2023-05-12 16:03:37,967 - ice14ws_128 - [INFO] - [E:100| 100]: Train Loss:0.0016763, Val MRR:0.40176, ice14ws_128
2023-05-12 16:05:20,381 - ice14ws_128 - [INFO] - [E:100| 200]: Train Loss:0.0016775, Val MRR:0.40176, ice14ws_128
2023-05-12 16:07:02,592 - ice14ws_128 - [INFO] - [E:100| 300]: Train Loss:0.0016782, Val MRR:0.40176, ice14ws_128
2023-05-12 16:08:35,759 - ice14ws_128 - [INFO] - [E:100| 400]: Train Loss:0.0016788, Val MRR:0.40176, ice14ws_128
2023-05-12 16:10:16,919 - ice14ws_128 - [INFO] - [E:100| 500]: Train Loss:0.00168, Val MRR:0.40176, ice14ws_128
2023-05-12 16:11:59,756 - ice14ws_128 - [INFO] - [E:100| 600]: Train Loss:0.0016806, Val MRR:0.40176, ice14ws_128
2023-05-12 16:13:41,776 - ice14ws_128 - [INFO] - [E:100| 700]: Train Loss:0.0016816, Val MRR:0.40176, ice14ws_128
2023-05-12 16:15:24,077 - ice14ws_128 - [INFO] - [E:100| 800]: Train Loss:0.0016828, Val MRR:0.40176, ice14ws_128
2023-05-12 16:16:55,880 - ice14ws_128 - [INFO] - [E:100| 900]: Train Loss:0.0016837, Val MRR:0.40176, ice14ws_128
2023-05-12 16:18:07,123 - ice14ws_128 - [INFO] - [Epoch:100]: Training Loss:0.001685
2023-05-12 16:18:07,586 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 16:18:31,222 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 16:18:54,591 - ice14ws_128 - [INFO] - [Evaluating Epoch 100 valid]:
MRR: Tail : 0.42061, Head : 0.36946, Avg : 0.39503
2023-05-12 16:18:54,591 - ice14ws_128 - [INFO] - [Epoch 100]: Training Loss: 0.0016848, Valid MRR: 0.40176,
2023-05-12 16:18:55,757 - ice14ws_128 - [INFO] - [E:101| 0]: Train Loss:0.0017165, Val MRR:0.40176, ice14ws_128
2023-05-12 16:20:38,965 - ice14ws_128 - [INFO] - [E:101| 100]: Train Loss:0.0016727, Val MRR:0.40176, ice14ws_128
2023-05-12 16:22:21,906 - ice14ws_128 - [INFO] - [E:101| 200]: Train Loss:0.0016746, Val MRR:0.40176, ice14ws_128
2023-05-12 16:24:04,822 - ice14ws_128 - [INFO] - [E:101| 300]: Train Loss:0.0016765, Val MRR:0.40176, ice14ws_128
2023-05-12 16:25:36,338 - ice14ws_128 - [INFO] - [E:101| 400]: Train Loss:0.0016767, Val MRR:0.40176, ice14ws_128
2023-05-12 16:27:18,661 - ice14ws_128 - [INFO] - [E:101| 500]: Train Loss:0.0016777, Val MRR:0.40176, ice14ws_128
2023-05-12 16:29:01,229 - ice14ws_128 - [INFO] - [E:101| 600]: Train Loss:0.0016784, Val MRR:0.40176, ice14ws_128
2023-05-12 16:30:43,036 - ice14ws_128 - [INFO] - [E:101| 700]: Train Loss:0.0016789, Val MRR:0.40176, ice14ws_128
2023-05-12 16:32:26,061 - ice14ws_128 - [INFO] - [E:101| 800]: Train Loss:0.0016803, Val MRR:0.40176, ice14ws_128
2023-05-12 16:33:57,381 - ice14ws_128 - [INFO] - [E:101| 900]: Train Loss:0.0016815, Val MRR:0.40176, ice14ws_128
2023-05-12 16:35:09,272 - ice14ws_128 - [INFO] - [Epoch:101]: Training Loss:0.001682
2023-05-12 16:35:09,543 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 16:35:32,907 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 16:35:56,014 - ice14ws_128 - [INFO] - [Evaluating Epoch 101 valid]:
MRR: Tail : 0.41721, Head : 0.37017, Avg : 0.39369
2023-05-12 16:35:56,015 - ice14ws_128 - [INFO] - [Epoch 101]: Training Loss: 0.0016822, Valid MRR: 0.40176,
2023-05-12 16:35:57,211 - ice14ws_128 - [INFO] - [E:102| 0]: Train Loss:0.0016832, Val MRR:0.40176, ice14ws_128
2023-05-12 16:37:39,801 - ice14ws_128 - [INFO] - [E:102| 100]: Train Loss:0.0016648, Val MRR:0.40176, ice14ws_128
2023-05-12 16:39:24,800 - ice14ws_128 - [INFO] - [E:102| 200]: Train Loss:0.0016682, Val MRR:0.40176, ice14ws_128
2023-05-12 16:41:06,689 - ice14ws_128 - [INFO] - [E:102| 300]: Train Loss:0.0016699, Val MRR:0.40176, ice14ws_128
2023-05-12 16:42:38,652 - ice14ws_128 - [INFO] - [E:102| 400]: Train Loss:0.0016712, Val MRR:0.40176, ice14ws_128
2023-05-12 16:44:21,211 - ice14ws_128 - [INFO] - [E:102| 500]: Train Loss:0.0016739, Val MRR:0.40176, ice14ws_128
2023-05-12 16:46:03,612 - ice14ws_128 - [INFO] - [E:102| 600]: Train Loss:0.0016749, Val MRR:0.40176, ice14ws_128
2023-05-12 16:47:46,262 - ice14ws_128 - [INFO] - [E:102| 700]: Train Loss:0.0016761, Val MRR:0.40176, ice14ws_128
2023-05-12 16:49:28,806 - ice14ws_128 - [INFO] - [E:102| 800]: Train Loss:0.0016771, Val MRR:0.40176, ice14ws_128
2023-05-12 16:51:00,559 - ice14ws_128 - [INFO] - [E:102| 900]: Train Loss:0.0016782, Val MRR:0.40176, ice14ws_128
2023-05-12 16:52:12,773 - ice14ws_128 - [INFO] - [Epoch:102]: Training Loss:0.001679
2023-05-12 16:52:13,034 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 16:52:36,681 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 16:52:59,806 - ice14ws_128 - [INFO] - [Evaluating Epoch 102 valid]:
MRR: Tail : 0.41866, Head : 0.36958, Avg : 0.39412
2023-05-12 16:52:59,806 - ice14ws_128 - [INFO] - [Epoch 102]: Training Loss: 0.0016792, Valid MRR: 0.40176,
2023-05-12 16:53:00,889 - ice14ws_128 - [INFO] - [E:103| 0]: Train Loss:0.0016778, Val MRR:0.40176, ice14ws_128
2023-05-12 16:54:42,900 - ice14ws_128 - [INFO] - [E:103| 100]: Train Loss:0.0016672, Val MRR:0.40176, ice14ws_128
2023-05-12 16:56:25,170 - ice14ws_128 - [INFO] - [E:103| 200]: Train Loss:0.0016678, Val MRR:0.40176, ice14ws_128
2023-05-12 16:58:07,829 - ice14ws_128 - [INFO] - [E:103| 300]: Train Loss:0.0016687, Val MRR:0.40176, ice14ws_128
2023-05-12 16:59:39,353 - ice14ws_128 - [INFO] - [E:103| 400]: Train Loss:0.0016701, Val MRR:0.40176, ice14ws_128
2023-05-12 17:01:21,827 - ice14ws_128 - [INFO] - [E:103| 500]: Train Loss:0.0016712, Val MRR:0.40176, ice14ws_128
2023-05-12 17:03:04,583 - ice14ws_128 - [INFO] - [E:103| 600]: Train Loss:0.0016724, Val MRR:0.40176, ice14ws_128
2023-05-12 17:04:46,331 - ice14ws_128 - [INFO] - [E:103| 700]: Train Loss:0.0016734, Val MRR:0.40176, ice14ws_128
2023-05-12 17:06:28,790 - ice14ws_128 - [INFO] - [E:103| 800]: Train Loss:0.0016747, Val MRR:0.40176, ice14ws_128
2023-05-12 17:08:00,571 - ice14ws_128 - [INFO] - [E:103| 900]: Train Loss:0.0016756, Val MRR:0.40176, ice14ws_128
2023-05-12 17:09:12,513 - ice14ws_128 - [INFO] - [Epoch:103]: Training Loss:0.001676
2023-05-12 17:09:12,860 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 17:09:36,642 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 17:10:00,015 - ice14ws_128 - [INFO] - [Evaluating Epoch 103 valid]:
MRR: Tail : 0.42042, Head : 0.37316, Avg : 0.39679
2023-05-12 17:10:00,016 - ice14ws_128 - [INFO] - [Epoch 103]: Training Loss: 0.0016762, Valid MRR: 0.40176,
2023-05-12 17:10:01,098 - ice14ws_128 - [INFO] - [E:104| 0]: Train Loss:0.0016679, Val MRR:0.40176, ice14ws_128
2023-05-12 17:11:43,686 - ice14ws_128 - [INFO] - [E:104| 100]: Train Loss:0.0016631, Val MRR:0.40176, ice14ws_128
2023-05-12 17:13:27,160 - ice14ws_128 - [INFO] - [E:104| 200]: Train Loss:0.0016636, Val MRR:0.40176, ice14ws_128
2023-05-12 17:15:03,941 - ice14ws_128 - [INFO] - [E:104| 300]: Train Loss:0.0016657, Val MRR:0.40176, ice14ws_128
2023-05-12 17:16:41,419 - ice14ws_128 - [INFO] - [E:104| 400]: Train Loss:0.001667, Val MRR:0.40176, ice14ws_128
2023-05-12 17:18:24,637 - ice14ws_128 - [INFO] - [E:104| 500]: Train Loss:0.0016679, Val MRR:0.40176, ice14ws_128
2023-05-12 17:20:07,598 - ice14ws_128 - [INFO] - [E:104| 600]: Train Loss:0.0016694, Val MRR:0.40176, ice14ws_128
2023-05-12 17:21:50,749 - ice14ws_128 - [INFO] - [E:104| 700]: Train Loss:0.0016709, Val MRR:0.40176, ice14ws_128
2023-05-12 17:23:25,570 - ice14ws_128 - [INFO] - [E:104| 800]: Train Loss:0.0016719, Val MRR:0.40176, ice14ws_128
2023-05-12 17:25:06,772 - ice14ws_128 - [INFO] - [E:104| 900]: Train Loss:0.0016729, Val MRR:0.40176, ice14ws_128
2023-05-12 17:26:18,618 - ice14ws_128 - [INFO] - [Epoch:104]: Training Loss:0.001673
2023-05-12 17:26:19,136 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 17:26:42,633 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 17:27:05,494 - ice14ws_128 - [INFO] - [Evaluating Epoch 104 valid]:
MRR: Tail : 0.42057, Head : 0.37044, Avg : 0.3955
2023-05-12 17:27:05,494 - ice14ws_128 - [INFO] - [Epoch 104]: Training Loss: 0.0016733, Valid MRR: 0.40176,
2023-05-12 17:27:06,543 - ice14ws_128 - [INFO] - [E:105| 0]: Train Loss:0.0016339, Val MRR:0.40176, ice14ws_128
2023-05-12 17:28:48,915 - ice14ws_128 - [INFO] - [E:105| 100]: Train Loss:0.0016636, Val MRR:0.40176, ice14ws_128
2023-05-12 17:30:30,380 - ice14ws_128 - [INFO] - [E:105| 200]: Train Loss:0.0016638, Val MRR:0.40176, ice14ws_128
2023-05-12 17:32:01,398 - ice14ws_128 - [INFO] - [E:105| 300]: Train Loss:0.0016646, Val MRR:0.40176, ice14ws_128
2023-05-12 17:33:45,073 - ice14ws_128 - [INFO] - [E:105| 400]: Train Loss:0.001665, Val MRR:0.40176, ice14ws_128
2023-05-12 17:35:27,806 - ice14ws_128 - [INFO] - [E:105| 500]: Train Loss:0.0016662, Val MRR:0.40176, ice14ws_128
2023-05-12 17:37:10,294 - ice14ws_128 - [INFO] - [E:105| 600]: Train Loss:0.0016668, Val MRR:0.40176, ice14ws_128
2023-05-12 17:38:52,856 - ice14ws_128 - [INFO] - [E:105| 700]: Train Loss:0.0016676, Val MRR:0.40176, ice14ws_128
2023-05-12 17:40:24,332 - ice14ws_128 - [INFO] - [E:105| 800]: Train Loss:0.0016683, Val MRR:0.40176, ice14ws_128
2023-05-12 17:42:07,059 - ice14ws_128 - [INFO] - [E:105| 900]: Train Loss:0.0016694, Val MRR:0.40176, ice14ws_128
2023-05-12 17:43:19,330 - ice14ws_128 - [INFO] - [Epoch:105]: Training Loss:0.00167
2023-05-12 17:43:19,681 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 17:43:43,235 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 17:44:06,381 - ice14ws_128 - [INFO] - [Evaluating Epoch 105 valid]:
MRR: Tail : 0.41926, Head : 0.36773, Avg : 0.39349
2023-05-12 17:44:06,381 - ice14ws_128 - [INFO] - [Epoch 105]: Training Loss: 0.0016701, Valid MRR: 0.40176,
2023-05-12 17:44:07,488 - ice14ws_128 - [INFO] - [E:106| 0]: Train Loss:0.0016612, Val MRR:0.40176, ice14ws_128
2023-05-12 17:45:50,423 - ice14ws_128 - [INFO] - [E:106| 100]: Train Loss:0.0016575, Val MRR:0.40176, ice14ws_128
2023-05-12 17:47:33,280 - ice14ws_128 - [INFO] - [E:106| 200]: Train Loss:0.0016597, Val MRR:0.40176, ice14ws_128
2023-05-12 17:49:05,300 - ice14ws_128 - [INFO] - [E:106| 300]: Train Loss:0.00166, Val MRR:0.40176, ice14ws_128
2023-05-12 17:50:47,829 - ice14ws_128 - [INFO] - [E:106| 400]: Train Loss:0.0016614, Val MRR:0.40176, ice14ws_128
2023-05-12 17:52:30,104 - ice14ws_128 - [INFO] - [E:106| 500]: Train Loss:0.0016625, Val MRR:0.40176, ice14ws_128
2023-05-12 17:54:12,559 - ice14ws_128 - [INFO] - [E:106| 600]: Train Loss:0.0016641, Val MRR:0.40176, ice14ws_128
2023-05-12 17:55:55,710 - ice14ws_128 - [INFO] - [E:106| 700]: Train Loss:0.0016643, Val MRR:0.40176, ice14ws_128
2023-05-12 17:57:27,376 - ice14ws_128 - [INFO] - [E:106| 800]: Train Loss:0.0016651, Val MRR:0.40176, ice14ws_128
2023-05-12 17:59:10,249 - ice14ws_128 - [INFO] - [E:106| 900]: Train Loss:0.0016661, Val MRR:0.40176, ice14ws_128
2023-05-12 18:00:22,698 - ice14ws_128 - [INFO] - [Epoch:106]: Training Loss:0.001667
2023-05-12 18:00:23,041 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 18:00:46,514 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 18:01:09,914 - ice14ws_128 - [INFO] - [Evaluating Epoch 106 valid]:
MRR: Tail : 0.42472, Head : 0.37256, Avg : 0.39864
2023-05-12 18:01:09,914 - ice14ws_128 - [INFO] - [Epoch 106]: Training Loss: 0.0016667, Valid MRR: 0.40176,
2023-05-12 18:01:11,097 - ice14ws_128 - [INFO] - [E:107| 0]: Train Loss:0.0016791, Val MRR:0.40176, ice14ws_128
2023-05-12 18:02:53,787 - ice14ws_128 - [INFO] - [E:107| 100]: Train Loss:0.0016531, Val MRR:0.40176, ice14ws_128
2023-05-12 18:04:36,845 - ice14ws_128 - [INFO] - [E:107| 200]: Train Loss:0.0016556, Val MRR:0.40176, ice14ws_128
2023-05-12 18:06:08,763 - ice14ws_128 - [INFO] - [E:107| 300]: Train Loss:0.0016562, Val MRR:0.40176, ice14ws_128
2023-05-12 18:07:51,154 - ice14ws_128 - [INFO] - [E:107| 400]: Train Loss:0.0016573, Val MRR:0.40176, ice14ws_128
2023-05-12 18:09:34,542 - ice14ws_128 - [INFO] - [E:107| 500]: Train Loss:0.0016587, Val MRR:0.40176, ice14ws_128
2023-05-12 18:11:19,657 - ice14ws_128 - [INFO] - [E:107| 600]: Train Loss:0.0016599, Val MRR:0.40176, ice14ws_128
2023-05-12 18:13:02,569 - ice14ws_128 - [INFO] - [E:107| 700]: Train Loss:0.0016606, Val MRR:0.40176, ice14ws_128
2023-05-12 18:14:33,727 - ice14ws_128 - [INFO] - [E:107| 800]: Train Loss:0.0016617, Val MRR:0.40176, ice14ws_128
2023-05-12 18:16:16,719 - ice14ws_128 - [INFO] - [E:107| 900]: Train Loss:0.0016627, Val MRR:0.40176, ice14ws_128
2023-05-12 18:17:29,255 - ice14ws_128 - [INFO] - [Epoch:107]: Training Loss:0.001664
2023-05-12 18:17:29,719 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 18:17:53,327 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 18:18:16,633 - ice14ws_128 - [INFO] - [Evaluating Epoch 107 valid]:
MRR: Tail : 0.42229, Head : 0.37423, Avg : 0.39826
2023-05-12 18:18:16,633 - ice14ws_128 - [INFO] - [Epoch 107]: Training Loss: 0.0016636, Valid MRR: 0.40176,
2023-05-12 18:18:17,830 - ice14ws_128 - [INFO] - [E:108| 0]: Train Loss:0.0016582, Val MRR:0.40176, ice14ws_128
2023-05-12 18:20:00,949 - ice14ws_128 - [INFO] - [E:108| 100]: Train Loss:0.0016512, Val MRR:0.40176, ice14ws_128
2023-05-12 18:21:41,594 - ice14ws_128 - [INFO] - [E:108| 200]: Train Loss:0.0016519, Val MRR:0.40176, ice14ws_128
2023-05-12 18:23:15,282 - ice14ws_128 - [INFO] - [E:108| 300]: Train Loss:0.0016533, Val MRR:0.40176, ice14ws_128
2023-05-12 18:24:57,445 - ice14ws_128 - [INFO] - [E:108| 400]: Train Loss:0.0016548, Val MRR:0.40176, ice14ws_128
2023-05-12 18:26:39,174 - ice14ws_128 - [INFO] - [E:108| 500]: Train Loss:0.0016559, Val MRR:0.40176, ice14ws_128
2023-05-12 18:28:21,153 - ice14ws_128 - [INFO] - [E:108| 600]: Train Loss:0.0016565, Val MRR:0.40176, ice14ws_128
2023-05-12 18:30:01,252 - ice14ws_128 - [INFO] - [E:108| 700]: Train Loss:0.0016578, Val MRR:0.40176, ice14ws_128
2023-05-12 18:31:35,565 - ice14ws_128 - [INFO] - [E:108| 800]: Train Loss:0.0016583, Val MRR:0.40176, ice14ws_128
2023-05-12 18:33:18,631 - ice14ws_128 - [INFO] - [E:108| 900]: Train Loss:0.0016591, Val MRR:0.40176, ice14ws_128
2023-05-12 18:34:30,791 - ice14ws_128 - [INFO] - [Epoch:108]: Training Loss:0.00166
2023-05-12 18:34:31,189 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 18:34:54,453 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 18:35:17,342 - ice14ws_128 - [INFO] - [Evaluating Epoch 108 valid]:
MRR: Tail : 0.41817, Head : 0.37131, Avg : 0.39474
2023-05-12 18:35:17,342 - ice14ws_128 - [INFO] - [Epoch 108]: Training Loss: 0.0016597, Valid MRR: 0.40176,
2023-05-12 18:35:18,470 - ice14ws_128 - [INFO] - [E:109| 0]: Train Loss:0.0016564, Val MRR:0.40176, ice14ws_128
2023-05-12 18:37:00,306 - ice14ws_128 - [INFO] - [E:109| 100]: Train Loss:0.001645, Val MRR:0.40176, ice14ws_128
2023-05-12 18:38:32,226 - ice14ws_128 - [INFO] - [E:109| 200]: Train Loss:0.0016465, Val MRR:0.40176, ice14ws_128
2023-05-12 18:40:12,989 - ice14ws_128 - [INFO] - [E:109| 300]: Train Loss:0.0016491, Val MRR:0.40176, ice14ws_128
2023-05-12 18:41:54,894 - ice14ws_128 - [INFO] - [E:109| 400]: Train Loss:0.0016501, Val MRR:0.40176, ice14ws_128
2023-05-12 18:43:37,240 - ice14ws_128 - [INFO] - [E:109| 500]: Train Loss:0.0016515, Val MRR:0.40176, ice14ws_128
2023-05-12 18:45:20,150 - ice14ws_128 - [INFO] - [E:109| 600]: Train Loss:0.0016523, Val MRR:0.40176, ice14ws_128
2023-05-12 18:46:51,393 - ice14ws_128 - [INFO] - [E:109| 700]: Train Loss:0.001653, Val MRR:0.40176, ice14ws_128
2023-05-12 18:48:33,886 - ice14ws_128 - [INFO] - [E:109| 800]: Train Loss:0.0016542, Val MRR:0.40176, ice14ws_128
2023-05-12 18:50:15,855 - ice14ws_128 - [INFO] - [E:109| 900]: Train Loss:0.001655, Val MRR:0.40176, ice14ws_128
2023-05-12 18:51:27,358 - ice14ws_128 - [INFO] - [Epoch:109]: Training Loss:0.001656
2023-05-12 18:51:27,816 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 18:51:51,399 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 18:52:14,685 - ice14ws_128 - [INFO] - [Evaluating Epoch 109 valid]:
MRR: Tail : 0.4225, Head : 0.37157, Avg : 0.39704
MR: Tail : 575.88, Head : 575.91, Avg : 575.89
Hit-1: Tail : 0.32213, Head : 0.26969, Avg : 0.29591
Hit-3: Tail : 0.47506, Head : 0.41789, Avg : 0.44647
Hit-10: Tail : 0.61221, Head : 0.57313, Avg : 0.59267
2023-05-12 18:52:14,685 - ice14ws_128 - [INFO] - [Epoch 109]: Training Loss: 0.0016557, Valid MRR: 0.40176,
2023-05-12 18:52:15,868 - ice14ws_128 - [INFO] - [E:110| 0]: Train Loss:0.0016372, Val MRR:0.40176, ice14ws_128
2023-05-12 18:53:58,833 - ice14ws_128 - [INFO] - [E:110| 100]: Train Loss:0.0016431, Val MRR:0.40176, ice14ws_128
2023-05-12 18:55:30,944 - ice14ws_128 - [INFO] - [E:110| 200]: Train Loss:0.0016433, Val MRR:0.40176, ice14ws_128
2023-05-12 18:57:15,829 - ice14ws_128 - [INFO] - [E:110| 300]: Train Loss:0.0016446, Val MRR:0.40176, ice14ws_128
2023-05-12 18:58:58,741 - ice14ws_128 - [INFO] - [E:110| 400]: Train Loss:0.0016467, Val MRR:0.40176, ice14ws_128
2023-05-12 19:00:41,442 - ice14ws_128 - [INFO] - [E:110| 500]: Train Loss:0.001648, Val MRR:0.40176, ice14ws_128
2023-05-12 19:02:24,280 - ice14ws_128 - [INFO] - [E:110| 600]: Train Loss:0.0016491, Val MRR:0.40176, ice14ws_128
2023-05-12 19:03:55,109 - ice14ws_128 - [INFO] - [E:110| 700]: Train Loss:0.0016497, Val MRR:0.40176, ice14ws_128
2023-05-12 19:05:36,904 - ice14ws_128 - [INFO] - [E:110| 800]: Train Loss:0.0016506, Val MRR:0.40176, ice14ws_128
2023-05-12 19:07:18,637 - ice14ws_128 - [INFO] - [E:110| 900]: Train Loss:0.0016515, Val MRR:0.40176, ice14ws_128
2023-05-12 19:08:30,071 - ice14ws_128 - [INFO] - [Epoch:110]: Training Loss:0.001652
2023-05-12 19:08:30,422 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 19:08:53,851 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 19:09:16,738 - ice14ws_128 - [INFO] - [Evaluating Epoch 110 valid]:
MRR: Tail : 0.42318, Head : 0.3751, Avg : 0.39914
2023-05-12 19:09:16,738 - ice14ws_128 - [INFO] - [Epoch 110]: Training Loss: 0.0016518, Valid MRR: 0.40176,
2023-05-12 19:09:17,809 - ice14ws_128 - [INFO] - [E:111| 0]: Train Loss:0.0016355, Val MRR:0.40176, ice14ws_128
2023-05-12 19:10:59,671 - ice14ws_128 - [INFO] - [E:111| 100]: Train Loss:0.0016407, Val MRR:0.40176, ice14ws_128
2023-05-12 19:12:31,503 - ice14ws_128 - [INFO] - [E:111| 200]: Train Loss:0.0016412, Val MRR:0.40176, ice14ws_128
2023-05-12 19:14:13,951 - ice14ws_128 - [INFO] - [E:111| 300]: Train Loss:0.0016427, Val MRR:0.40176, ice14ws_128
2023-05-12 19:15:56,272 - ice14ws_128 - [INFO] - [E:111| 400]: Train Loss:0.0016431, Val MRR:0.40176, ice14ws_128
2023-05-12 19:17:38,625 - ice14ws_128 - [INFO] - [E:111| 500]: Train Loss:0.0016439, Val MRR:0.40176, ice14ws_128
2023-05-12 19:19:20,269 - ice14ws_128 - [INFO] - [E:111| 600]: Train Loss:0.0016447, Val MRR:0.40176, ice14ws_128
2023-05-12 19:20:51,096 - ice14ws_128 - [INFO] - [E:111| 700]: Train Loss:0.0016453, Val MRR:0.40176, ice14ws_128
2023-05-12 19:22:33,462 - ice14ws_128 - [INFO] - [E:111| 800]: Train Loss:0.0016462, Val MRR:0.40176, ice14ws_128
2023-05-12 19:24:15,991 - ice14ws_128 - [INFO] - [E:111| 900]: Train Loss:0.0016469, Val MRR:0.40176, ice14ws_128
2023-05-12 19:25:27,417 - ice14ws_128 - [INFO] - [Epoch:111]: Training Loss:0.001647
2023-05-12 19:25:27,925 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 19:25:51,409 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 19:26:14,258 - ice14ws_128 - [INFO] - [Evaluating Epoch 111 valid]:
MRR: Tail : 0.42242, Head : 0.37053, Avg : 0.39647
2023-05-12 19:26:14,258 - ice14ws_128 - [INFO] - [Epoch 111]: Training Loss: 0.0016475, Valid MRR: 0.40176,
2023-05-12 19:26:15,463 - ice14ws_128 - [INFO] - [E:112| 0]: Train Loss:0.0016127, Val MRR:0.40176, ice14ws_128
2023-05-12 19:27:57,275 - ice14ws_128 - [INFO] - [E:112| 100]: Train Loss:0.0016351, Val MRR:0.40176, ice14ws_128
2023-05-12 19:29:29,298 - ice14ws_128 - [INFO] - [E:112| 200]: Train Loss:0.0016376, Val MRR:0.40176, ice14ws_128
2023-05-12 19:31:11,344 - ice14ws_128 - [INFO] - [E:112| 300]: Train Loss:0.0016395, Val MRR:0.40176, ice14ws_128
2023-05-12 19:32:53,606 - ice14ws_128 - [INFO] - [E:112| 400]: Train Loss:0.0016405, Val MRR:0.40176, ice14ws_128
2023-05-12 19:34:35,939 - ice14ws_128 - [INFO] - [E:112| 500]: Train Loss:0.0016409, Val MRR:0.40176, ice14ws_128
2023-05-12 19:36:18,129 - ice14ws_128 - [INFO] - [E:112| 600]: Train Loss:0.0016414, Val MRR:0.40176, ice14ws_128
2023-05-12 19:37:49,377 - ice14ws_128 - [INFO] - [E:112| 700]: Train Loss:0.0016419, Val MRR:0.40176, ice14ws_128
2023-05-12 19:39:31,704 - ice14ws_128 - [INFO] - [E:112| 800]: Train Loss:0.0016422, Val MRR:0.40176, ice14ws_128
2023-05-12 19:41:13,914 - ice14ws_128 - [INFO] - [E:112| 900]: Train Loss:0.0016431, Val MRR:0.40176, ice14ws_128
2023-05-12 19:42:28,304 - ice14ws_128 - [INFO] - [Epoch:112]: Training Loss:0.001644
2023-05-12 19:42:28,645 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 19:42:52,435 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 19:43:15,747 - ice14ws_128 - [INFO] - [Evaluating Epoch 112 valid]:
MRR: Tail : 0.42682, Head : 0.37469, Avg : 0.40076
2023-05-12 19:43:15,748 - ice14ws_128 - [INFO] - [Epoch 112]: Training Loss: 0.0016436, Valid MRR: 0.40176,
2023-05-12 19:43:16,843 - ice14ws_128 - [INFO] - [E:113| 0]: Train Loss:0.0016205, Val MRR:0.40176, ice14ws_128
2023-05-12 19:44:59,887 - ice14ws_128 - [INFO] - [E:113| 100]: Train Loss:0.0016325, Val MRR:0.40176, ice14ws_128
2023-05-12 19:46:30,727 - ice14ws_128 - [INFO] - [E:113| 200]: Train Loss:0.0016328, Val MRR:0.40176, ice14ws_128
2023-05-12 19:48:12,964 - ice14ws_128 - [INFO] - [E:113| 300]: Train Loss:0.0016331, Val MRR:0.40176, ice14ws_128
2023-05-12 19:49:54,953 - ice14ws_128 - [INFO] - [E:113| 400]: Train Loss:0.0016347, Val MRR:0.40176, ice14ws_128
2023-05-12 19:51:36,974 - ice14ws_128 - [INFO] - [E:113| 500]: Train Loss:0.0016352, Val MRR:0.40176, ice14ws_128
2023-05-12 19:53:19,239 - ice14ws_128 - [INFO] - [E:113| 600]: Train Loss:0.001636, Val MRR:0.40176, ice14ws_128
2023-05-12 19:54:51,622 - ice14ws_128 - [INFO] - [E:113| 700]: Train Loss:0.0016372, Val MRR:0.40176, ice14ws_128
2023-05-12 19:56:33,659 - ice14ws_128 - [INFO] - [E:113| 800]: Train Loss:0.0016382, Val MRR:0.40176, ice14ws_128
2023-05-12 19:58:15,616 - ice14ws_128 - [INFO] - [E:113| 900]: Train Loss:0.0016388, Val MRR:0.40176, ice14ws_128
2023-05-12 19:59:27,528 - ice14ws_128 - [INFO] - [Epoch:113]: Training Loss:0.001639
2023-05-12 19:59:27,790 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 19:59:51,227 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 20:00:14,380 - ice14ws_128 - [INFO] - [Evaluating Epoch 113 valid]:
MRR: Tail : 0.42431, Head : 0.37703, Avg : 0.40067
2023-05-12 20:00:14,380 - ice14ws_128 - [INFO] - [Epoch 113]: Training Loss: 0.0016392, Valid MRR: 0.40176,
2023-05-12 20:00:15,223 - ice14ws_128 - [INFO] - [E:114| 0]: Train Loss:0.0016478, Val MRR:0.40176, ice14ws_128
2023-05-12 20:01:50,333 - ice14ws_128 - [INFO] - [E:114| 100]: Train Loss:0.0016308, Val MRR:0.40176, ice14ws_128
2023-05-12 20:03:29,120 - ice14ws_128 - [INFO] - [E:114| 200]: Train Loss:0.0016298, Val MRR:0.40176, ice14ws_128
2023-05-12 20:05:11,299 - ice14ws_128 - [INFO] - [E:114| 300]: Train Loss:0.001631, Val MRR:0.40176, ice14ws_128
2023-05-12 20:06:54,577 - ice14ws_128 - [INFO] - [E:114| 400]: Train Loss:0.001631, Val MRR:0.40176, ice14ws_128
2023-05-12 20:08:36,661 - ice14ws_128 - [INFO] - [E:114| 500]: Train Loss:0.0016317, Val MRR:0.40176, ice14ws_128
2023-05-12 20:10:11,118 - ice14ws_128 - [INFO] - [E:114| 600]: Train Loss:0.0016323, Val MRR:0.40176, ice14ws_128
2023-05-12 20:11:49,981 - ice14ws_128 - [INFO] - [E:114| 700]: Train Loss:0.0016332, Val MRR:0.40176, ice14ws_128
2023-05-12 20:13:31,605 - ice14ws_128 - [INFO] - [E:114| 800]: Train Loss:0.001634, Val MRR:0.40176, ice14ws_128
2023-05-12 20:15:13,692 - ice14ws_128 - [INFO] - [E:114| 900]: Train Loss:0.0016343, Val MRR:0.40176, ice14ws_128
2023-05-12 20:16:25,522 - ice14ws_128 - [INFO] - [Epoch:114]: Training Loss:0.001635
2023-05-12 20:16:25,836 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 20:16:49,270 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 20:17:12,277 - ice14ws_128 - [INFO] - [Evaluating Epoch 114 valid]:
MRR: Tail : 0.41909, Head : 0.37285, Avg : 0.39597
2023-05-12 20:17:12,277 - ice14ws_128 - [INFO] - [Epoch 114]: Training Loss: 0.0016348, Valid MRR: 0.40176,
2023-05-12 20:17:13,470 - ice14ws_128 - [INFO] - [E:115| 0]: Train Loss:0.0016079, Val MRR:0.40176, ice14ws_128
2023-05-12 20:18:44,732 - ice14ws_128 - [INFO] - [E:115| 100]: Train Loss:0.0016232, Val MRR:0.40176, ice14ws_128
2023-05-12 20:20:27,412 - ice14ws_128 - [INFO] - [E:115| 200]: Train Loss:0.0016246, Val MRR:0.40176, ice14ws_128
2023-05-12 20:22:10,241 - ice14ws_128 - [INFO] - [E:115| 300]: Train Loss:0.0016252, Val MRR:0.40176, ice14ws_128
2023-05-12 20:23:52,873 - ice14ws_128 - [INFO] - [E:115| 400]: Train Loss:0.0016247, Val MRR:0.40176, ice14ws_128
2023-05-12 20:25:35,887 - ice14ws_128 - [INFO] - [E:115| 500]: Train Loss:0.0016261, Val MRR:0.40176, ice14ws_128
2023-05-12 20:27:07,101 - ice14ws_128 - [INFO] - [E:115| 600]: Train Loss:0.0016272, Val MRR:0.40176, ice14ws_128
2023-05-12 20:28:52,675 - ice14ws_128 - [INFO] - [E:115| 700]: Train Loss:0.0016282, Val MRR:0.40176, ice14ws_128
2023-05-12 20:30:34,972 - ice14ws_128 - [INFO] - [E:115| 800]: Train Loss:0.0016288, Val MRR:0.40176, ice14ws_128
2023-05-12 20:32:16,987 - ice14ws_128 - [INFO] - [E:115| 900]: Train Loss:0.0016299, Val MRR:0.40176, ice14ws_128
2023-05-12 20:33:28,609 - ice14ws_128 - [INFO] - [Epoch:115]: Training Loss:0.00163
2023-05-12 20:33:29,005 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 20:33:52,697 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 20:34:15,696 - ice14ws_128 - [INFO] - [Evaluating Epoch 115 valid]:
MRR: Tail : 0.42528, Head : 0.37655, Avg : 0.40092
2023-05-12 20:34:15,696 - ice14ws_128 - [INFO] - [Epoch 115]: Training Loss: 0.0016302, Valid MRR: 0.40176,
2023-05-12 20:34:16,902 - ice14ws_128 - [INFO] - [E:116| 0]: Train Loss:0.0016076, Val MRR:0.40176, ice14ws_128
2023-05-12 20:35:48,399 - ice14ws_128 - [INFO] - [E:116| 100]: Train Loss:0.0016175, Val MRR:0.40176, ice14ws_128
2023-05-12 20:37:30,438 - ice14ws_128 - [INFO] - [E:116| 200]: Train Loss:0.0016187, Val MRR:0.40176, ice14ws_128
2023-05-12 20:39:12,148 - ice14ws_128 - [INFO] - [E:116| 300]: Train Loss:0.0016194, Val MRR:0.40176, ice14ws_128
2023-05-12 20:40:54,548 - ice14ws_128 - [INFO] - [E:116| 400]: Train Loss:0.0016205, Val MRR:0.40176, ice14ws_128
2023-05-12 20:42:37,363 - ice14ws_128 - [INFO] - [E:116| 500]: Train Loss:0.0016224, Val MRR:0.40176, ice14ws_128
2023-05-12 20:44:09,602 - ice14ws_128 - [INFO] - [E:116| 600]: Train Loss:0.0016228, Val MRR:0.40176, ice14ws_128
2023-05-12 20:45:51,774 - ice14ws_128 - [INFO] - [E:116| 700]: Train Loss:0.0016237, Val MRR:0.40176, ice14ws_128
2023-05-12 20:47:34,033 - ice14ws_128 - [INFO] - [E:116| 800]: Train Loss:0.0016246, Val MRR:0.40176, ice14ws_128
2023-05-12 20:49:15,453 - ice14ws_128 - [INFO] - [E:116| 900]: Train Loss:0.0016257, Val MRR:0.40176, ice14ws_128
2023-05-12 20:50:26,905 - ice14ws_128 - [INFO] - [Epoch:116]: Training Loss:0.001626
2023-05-12 20:50:27,258 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 20:50:50,716 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 20:51:13,877 - ice14ws_128 - [INFO] - [Evaluating Epoch 116 valid]:
MRR: Tail : 0.42807, Head : 0.3771, Avg : 0.40259
2023-05-12 20:51:15,240 - ice14ws_128 - [INFO] - [Epoch 116]: Training Loss: 0.0016261, Valid MRR: 0.40259,
2023-05-12 20:51:16,308 - ice14ws_128 - [INFO] - [E:117| 0]: Train Loss:0.0015991, Val MRR:0.40259, ice14ws_128
2023-05-12 20:52:47,703 - ice14ws_128 - [INFO] - [E:117| 100]: Train Loss:0.0016181, Val MRR:0.40259, ice14ws_128
2023-05-12 20:54:30,038 - ice14ws_128 - [INFO] - [E:117| 200]: Train Loss:0.0016182, Val MRR:0.40259, ice14ws_128
2023-05-12 20:56:12,944 - ice14ws_128 - [INFO] - [E:117| 300]: Train Loss:0.0016186, Val MRR:0.40259, ice14ws_128
2023-05-12 20:57:55,719 - ice14ws_128 - [INFO] - [E:117| 400]: Train Loss:0.0016185, Val MRR:0.40259, ice14ws_128
2023-05-12 20:59:37,931 - ice14ws_128 - [INFO] - [E:117| 500]: Train Loss:0.001619, Val MRR:0.40259, ice14ws_128
2023-05-12 21:01:09,763 - ice14ws_128 - [INFO] - [E:117| 600]: Train Loss:0.00162, Val MRR:0.40259, ice14ws_128
2023-05-12 21:02:51,764 - ice14ws_128 - [INFO] - [E:117| 700]: Train Loss:0.0016204, Val MRR:0.40259, ice14ws_128
2023-05-12 21:04:33,382 - ice14ws_128 - [INFO] - [E:117| 800]: Train Loss:0.0016212, Val MRR:0.40259, ice14ws_128
2023-05-12 21:06:15,515 - ice14ws_128 - [INFO] - [E:117| 900]: Train Loss:0.0016218, Val MRR:0.40259, ice14ws_128
2023-05-12 21:07:27,744 - ice14ws_128 - [INFO] - [Epoch:117]: Training Loss:0.001622
2023-05-12 21:07:28,087 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 21:07:51,846 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 21:08:13,603 - ice14ws_128 - [INFO] - [Evaluating Epoch 117 valid]:
MRR: Tail : 0.42539, Head : 0.37653, Avg : 0.40096
2023-05-12 21:08:13,603 - ice14ws_128 - [INFO] - [Epoch 117]: Training Loss: 0.0016221, Valid MRR: 0.40259,
2023-05-12 21:08:14,256 - ice14ws_128 - [INFO] - [E:118| 0]: Train Loss:0.0016154, Val MRR:0.40259, ice14ws_128
2023-05-12 21:09:46,945 - ice14ws_128 - [INFO] - [E:118| 100]: Train Loss:0.0016118, Val MRR:0.40259, ice14ws_128
2023-05-12 21:11:29,515 - ice14ws_128 - [INFO] - [E:118| 200]: Train Loss:0.001613, Val MRR:0.40259, ice14ws_128
2023-05-12 21:13:11,099 - ice14ws_128 - [INFO] - [E:118| 300]: Train Loss:0.0016132, Val MRR:0.40259, ice14ws_128
2023-05-12 21:14:55,742 - ice14ws_128 - [INFO] - [E:118| 400]: Train Loss:0.001614, Val MRR:0.40259, ice14ws_128
2023-05-12 21:16:37,610 - ice14ws_128 - [INFO] - [E:118| 500]: Train Loss:0.0016146, Val MRR:0.40259, ice14ws_128
2023-05-12 21:18:08,712 - ice14ws_128 - [INFO] - [E:118| 600]: Train Loss:0.001615, Val MRR:0.40259, ice14ws_128
2023-05-12 21:19:50,644 - ice14ws_128 - [INFO] - [E:118| 700]: Train Loss:0.0016159, Val MRR:0.40259, ice14ws_128
2023-05-12 21:21:32,480 - ice14ws_128 - [INFO] - [E:118| 800]: Train Loss:0.0016167, Val MRR:0.40259, ice14ws_128
2023-05-12 21:23:14,523 - ice14ws_128 - [INFO] - [E:118| 900]: Train Loss:0.0016173, Val MRR:0.40259, ice14ws_128
2023-05-12 21:24:26,512 - ice14ws_128 - [INFO] - [Epoch:118]: Training Loss:0.001618
2023-05-12 21:24:26,983 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 21:24:50,337 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 21:25:06,196 - ice14ws_128 - [INFO] - [Evaluating Epoch 118 valid]:
MRR: Tail : 0.42874, Head : 0.3796, Avg : 0.40417
2023-05-12 21:25:07,451 - ice14ws_128 - [INFO] - [Epoch 118]: Training Loss: 0.0016177, Valid MRR: 0.40417,
2023-05-12 21:25:08,101 - ice14ws_128 - [INFO] - [E:119| 0]: Train Loss:0.0016027, Val MRR:0.40417, ice14ws_128
2023-05-12 21:26:46,448 - ice14ws_128 - [INFO] - [E:119| 100]: Train Loss:0.0016073, Val MRR:0.40417, ice14ws_128
2023-05-12 21:28:27,879 - ice14ws_128 - [INFO] - [E:119| 200]: Train Loss:0.0016081, Val MRR:0.40417, ice14ws_128
2023-05-12 21:30:10,614 - ice14ws_128 - [INFO] - [E:119| 300]: Train Loss:0.0016086, Val MRR:0.40417, ice14ws_128
2023-05-12 21:31:52,693 - ice14ws_128 - [INFO] - [E:119| 400]: Train Loss:0.0016098, Val MRR:0.40417, ice14ws_128
2023-05-12 21:33:26,590 - ice14ws_128 - [INFO] - [E:119| 500]: Train Loss:0.0016106, Val MRR:0.40417, ice14ws_128
2023-05-12 21:35:06,397 - ice14ws_128 - [INFO] - [E:119| 600]: Train Loss:0.0016112, Val MRR:0.40417, ice14ws_128
2023-05-12 21:36:47,959 - ice14ws_128 - [INFO] - [E:119| 700]: Train Loss:0.0016117, Val MRR:0.40417, ice14ws_128
2023-05-12 21:38:29,734 - ice14ws_128 - [INFO] - [E:119| 800]: Train Loss:0.0016125, Val MRR:0.40417, ice14ws_128
2023-05-12 21:40:11,604 - ice14ws_128 - [INFO] - [E:119| 900]: Train Loss:0.0016128, Val MRR:0.40417, ice14ws_128
2023-05-12 21:41:23,074 - ice14ws_128 - [INFO] - [Epoch:119]: Training Loss:0.001613
2023-05-12 21:41:23,590 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 21:41:40,899 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 21:41:56,794 - ice14ws_128 - [INFO] - [Evaluating Epoch 119 valid]:
MRR: Tail : 0.43076, Head : 0.37729, Avg : 0.40402
MR: Tail : 626.83, Head : 641.57, Avg : 634.2
Hit-1: Tail : 0.3339, Head : 0.2777, Avg : 0.3058
Hit-3: Tail : 0.48404, Head : 0.42396, Avg : 0.454
Hit-10: Tail : 0.61403, Head : 0.57094, Avg : 0.59249
2023-05-12 21:41:56,794 - ice14ws_128 - [INFO] - [Epoch 119]: Training Loss: 0.0016131, Valid MRR: 0.40417,
2023-05-12 21:41:57,999 - ice14ws_128 - [INFO] - [E:120| 0]: Train Loss:0.0016284, Val MRR:0.40417, ice14ws_128
2023-05-12 21:43:39,599 - ice14ws_128 - [INFO] - [E:120| 100]: Train Loss:0.0016036, Val MRR:0.40417, ice14ws_128
2023-05-12 21:45:21,032 - ice14ws_128 - [INFO] - [E:120| 200]: Train Loss:0.001604, Val MRR:0.40417, ice14ws_128
2023-05-12 21:47:02,500 - ice14ws_128 - [INFO] - [E:120| 300]: Train Loss:0.0016046, Val MRR:0.40417, ice14ws_128
2023-05-12 21:48:44,772 - ice14ws_128 - [INFO] - [E:120| 400]: Train Loss:0.0016063, Val MRR:0.40417, ice14ws_128
2023-05-12 21:50:16,378 - ice14ws_128 - [INFO] - [E:120| 500]: Train Loss:0.0016068, Val MRR:0.40417, ice14ws_128
2023-05-12 21:51:58,548 - ice14ws_128 - [INFO] - [E:120| 600]: Train Loss:0.0016072, Val MRR:0.40417, ice14ws_128
2023-05-12 21:53:40,062 - ice14ws_128 - [INFO] - [E:120| 700]: Train Loss:0.0016075, Val MRR:0.40417, ice14ws_128
2023-05-12 21:55:22,001 - ice14ws_128 - [INFO] - [E:120| 800]: Train Loss:0.0016079, Val MRR:0.40417, ice14ws_128
2023-05-12 21:57:03,712 - ice14ws_128 - [INFO] - [E:120| 900]: Train Loss:0.0016088, Val MRR:0.40417, ice14ws_128
2023-05-12 21:58:14,354 - ice14ws_128 - [INFO] - [Epoch:120]: Training Loss:0.001609
2023-05-12 21:58:14,572 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 21:58:28,485 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 21:58:50,314 - ice14ws_128 - [INFO] - [Evaluating Epoch 120 valid]:
MRR: Tail : 0.43011, Head : 0.37632, Avg : 0.40321
2023-05-12 21:58:50,314 - ice14ws_128 - [INFO] - [Epoch 120]: Training Loss: 0.0016092, Valid MRR: 0.40417,
2023-05-12 21:58:51,505 - ice14ws_128 - [INFO] - [E:121| 0]: Train Loss:0.0016024, Val MRR:0.40417, ice14ws_128
2023-05-12 22:00:34,403 - ice14ws_128 - [INFO] - [E:121| 100]: Train Loss:0.001603, Val MRR:0.40417, ice14ws_128
2023-05-12 22:02:16,504 - ice14ws_128 - [INFO] - [E:121| 200]: Train Loss:0.0016025, Val MRR:0.40417, ice14ws_128
2023-05-12 22:03:57,540 - ice14ws_128 - [INFO] - [E:121| 300]: Train Loss:0.0016025, Val MRR:0.40417, ice14ws_128
2023-05-12 22:05:38,721 - ice14ws_128 - [INFO] - [E:121| 400]: Train Loss:0.0016024, Val MRR:0.40417, ice14ws_128
2023-05-12 22:07:10,339 - ice14ws_128 - [INFO] - [E:121| 500]: Train Loss:0.0016031, Val MRR:0.40417, ice14ws_128
2023-05-12 22:08:52,055 - ice14ws_128 - [INFO] - [E:121| 600]: Train Loss:0.0016031, Val MRR:0.40417, ice14ws_128
2023-05-12 22:10:33,131 - ice14ws_128 - [INFO] - [E:121| 700]: Train Loss:0.0016033, Val MRR:0.40417, ice14ws_128
2023-05-12 22:12:14,300 - ice14ws_128 - [INFO] - [E:121| 800]: Train Loss:0.0016042, Val MRR:0.40417, ice14ws_128
2023-05-12 22:13:55,929 - ice14ws_128 - [INFO] - [E:121| 900]: Train Loss:0.0016045, Val MRR:0.40417, ice14ws_128
2023-05-12 22:15:05,204 - ice14ws_128 - [INFO] - [Epoch:121]: Training Loss:0.001605
2023-05-12 22:15:05,421 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 22:15:19,818 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 22:15:42,653 - ice14ws_128 - [INFO] - [Evaluating Epoch 121 valid]:
MRR: Tail : 0.43295, Head : 0.38327, Avg : 0.40811
2023-05-12 22:15:43,965 - ice14ws_128 - [INFO] - [Epoch 121]: Training Loss: 0.001605, Valid MRR: 0.40811,
2023-05-12 22:15:44,848 - ice14ws_128 - [INFO] - [E:122| 0]: Train Loss:0.0015988, Val MRR:0.40811, ice14ws_128
2023-05-12 22:17:26,418 - ice14ws_128 - [INFO] - [E:122| 100]: Train Loss:0.0015948, Val MRR:0.40811, ice14ws_128
2023-05-12 22:19:07,610 - ice14ws_128 - [INFO] - [E:122| 200]: Train Loss:0.0015965, Val MRR:0.40811, ice14ws_128
2023-05-12 22:20:49,308 - ice14ws_128 - [INFO] - [E:122| 300]: Train Loss:0.0015982, Val MRR:0.40811, ice14ws_128
2023-05-12 22:22:31,324 - ice14ws_128 - [INFO] - [E:122| 400]: Train Loss:0.0015979, Val MRR:0.40811, ice14ws_128
2023-05-12 22:24:02,999 - ice14ws_128 - [INFO] - [E:122| 500]: Train Loss:0.0015985, Val MRR:0.40811, ice14ws_128
2023-05-12 22:25:45,267 - ice14ws_128 - [INFO] - [E:122| 600]: Train Loss:0.0015991, Val MRR:0.40811, ice14ws_128
2023-05-12 22:27:27,019 - ice14ws_128 - [INFO] - [E:122| 700]: Train Loss:0.0015998, Val MRR:0.40811, ice14ws_128
2023-05-12 22:29:08,355 - ice14ws_128 - [INFO] - [E:122| 800]: Train Loss:0.0016005, Val MRR:0.40811, ice14ws_128
2023-05-12 22:30:49,478 - ice14ws_128 - [INFO] - [E:122| 900]: Train Loss:0.001601, Val MRR:0.40811, ice14ws_128
2023-05-12 22:31:53,055 - ice14ws_128 - [INFO] - [Epoch:122]: Training Loss:0.001602
2023-05-12 22:31:53,275 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 22:32:13,781 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 22:32:36,513 - ice14ws_128 - [INFO] - [Evaluating Epoch 122 valid]:
MRR: Tail : 0.43272, Head : 0.38483, Avg : 0.40877
2023-05-12 22:32:37,772 - ice14ws_128 - [INFO] - [Epoch 122]: Training Loss: 0.0016015, Valid MRR: 0.40877,
2023-05-12 22:32:38,772 - ice14ws_128 - [INFO] - [E:123| 0]: Train Loss:0.0015873, Val MRR:0.40877, ice14ws_128
2023-05-12 22:34:20,656 - ice14ws_128 - [INFO] - [E:123| 100]: Train Loss:0.0015927, Val MRR:0.40877, ice14ws_128
2023-05-12 22:36:02,162 - ice14ws_128 - [INFO] - [E:123| 200]: Train Loss:0.0015938, Val MRR:0.40877, ice14ws_128
2023-05-12 22:37:43,747 - ice14ws_128 - [INFO] - [E:123| 300]: Train Loss:0.001594, Val MRR:0.40877, ice14ws_128
2023-05-12 22:39:24,987 - ice14ws_128 - [INFO] - [E:123| 400]: Train Loss:0.0015954, Val MRR:0.40877, ice14ws_128
2023-05-12 22:40:56,499 - ice14ws_128 - [INFO] - [E:123| 500]: Train Loss:0.0015957, Val MRR:0.40877, ice14ws_128
2023-05-12 22:42:38,470 - ice14ws_128 - [INFO] - [E:123| 600]: Train Loss:0.001596, Val MRR:0.40877, ice14ws_128
2023-05-12 22:44:19,609 - ice14ws_128 - [INFO] - [E:123| 700]: Train Loss:0.0015966, Val MRR:0.40877, ice14ws_128
2023-05-12 22:46:01,028 - ice14ws_128 - [INFO] - [E:123| 800]: Train Loss:0.001597, Val MRR:0.40877, ice14ws_128
2023-05-12 22:47:44,831 - ice14ws_128 - [INFO] - [E:123| 900]: Train Loss:0.0015975, Val MRR:0.40877, ice14ws_128
2023-05-12 22:48:45,808 - ice14ws_128 - [INFO] - [Epoch:123]: Training Loss:0.001598
2023-05-12 22:48:46,069 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 22:49:09,387 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 22:49:31,955 - ice14ws_128 - [INFO] - [Evaluating Epoch 123 valid]:
MRR: Tail : 0.43701, Head : 0.38633, Avg : 0.41167
2023-05-12 22:49:33,381 - ice14ws_128 - [INFO] - [Epoch 123]: Training Loss: 0.0015978, Valid MRR: 0.41167,
2023-05-12 22:49:34,670 - ice14ws_128 - [INFO] - [E:124| 0]: Train Loss:0.0015821, Val MRR:0.41167, ice14ws_128
2023-05-12 22:51:16,379 - ice14ws_128 - [INFO] - [E:124| 100]: Train Loss:0.0015869, Val MRR:0.41167, ice14ws_128
2023-05-12 22:52:58,839 - ice14ws_128 - [INFO] - [E:124| 200]: Train Loss:0.0015896, Val MRR:0.41167, ice14ws_128
2023-05-12 22:54:41,191 - ice14ws_128 - [INFO] - [E:124| 300]: Train Loss:0.0015909, Val MRR:0.41167, ice14ws_128
2023-05-12 22:56:23,377 - ice14ws_128 - [INFO] - [E:124| 400]: Train Loss:0.0015919, Val MRR:0.41167, ice14ws_128
2023-05-12 22:57:55,243 - ice14ws_128 - [INFO] - [E:124| 500]: Train Loss:0.0015928, Val MRR:0.41167, ice14ws_128
2023-05-12 22:59:37,473 - ice14ws_128 - [INFO] - [E:124| 600]: Train Loss:0.0015931, Val MRR:0.41167, ice14ws_128
2023-05-12 23:01:18,805 - ice14ws_128 - [INFO] - [E:124| 700]: Train Loss:0.0015935, Val MRR:0.41167, ice14ws_128
2023-05-12 23:03:00,627 - ice14ws_128 - [INFO] - [E:124| 800]: Train Loss:0.0015938, Val MRR:0.41167, ice14ws_128
2023-05-12 23:04:42,491 - ice14ws_128 - [INFO] - [E:124| 900]: Train Loss:0.0015943, Val MRR:0.41167, ice14ws_128
2023-05-12 23:05:43,678 - ice14ws_128 - [INFO] - [Epoch:124]: Training Loss:0.001595
2023-05-12 23:05:44,075 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 23:06:07,141 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 23:06:30,140 - ice14ws_128 - [INFO] - [Evaluating Epoch 124 valid]:
MRR: Tail : 0.43709, Head : 0.38821, Avg : 0.41265
2023-05-12 23:06:31,388 - ice14ws_128 - [INFO] - [Epoch 124]: Training Loss: 0.0015946, Valid MRR: 0.41265,
2023-05-12 23:06:32,595 - ice14ws_128 - [INFO] - [E:125| 0]: Train Loss:0.0015731, Val MRR:0.41265, ice14ws_128
2023-05-12 23:08:13,970 - ice14ws_128 - [INFO] - [E:125| 100]: Train Loss:0.0015884, Val MRR:0.41265, ice14ws_128
2023-05-12 23:09:55,572 - ice14ws_128 - [INFO] - [E:125| 200]: Train Loss:0.0015887, Val MRR:0.41265, ice14ws_128
2023-05-12 23:11:38,095 - ice14ws_128 - [INFO] - [E:125| 300]: Train Loss:0.0015892, Val MRR:0.41265, ice14ws_128
2023-05-12 23:13:19,609 - ice14ws_128 - [INFO] - [E:125| 400]: Train Loss:0.0015897, Val MRR:0.41265, ice14ws_128
2023-05-12 23:14:52,114 - ice14ws_128 - [INFO] - [E:125| 500]: Train Loss:0.0015899, Val MRR:0.41265, ice14ws_128
2023-05-12 23:16:33,170 - ice14ws_128 - [INFO] - [E:125| 600]: Train Loss:0.0015897, Val MRR:0.41265, ice14ws_128
2023-05-12 23:18:14,067 - ice14ws_128 - [INFO] - [E:125| 700]: Train Loss:0.0015903, Val MRR:0.41265, ice14ws_128
2023-05-12 23:19:55,382 - ice14ws_128 - [INFO] - [E:125| 800]: Train Loss:0.0015906, Val MRR:0.41265, ice14ws_128
2023-05-12 23:21:36,690 - ice14ws_128 - [INFO] - [E:125| 900]: Train Loss:0.0015909, Val MRR:0.41265, ice14ws_128
2023-05-12 23:22:38,165 - ice14ws_128 - [INFO] - [Epoch:125]: Training Loss:0.001591
2023-05-12 23:22:38,516 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 23:23:01,830 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 23:23:24,998 - ice14ws_128 - [INFO] - [Evaluating Epoch 125 valid]:
MRR: Tail : 0.44199, Head : 0.38891, Avg : 0.41545
2023-05-12 23:23:26,250 - ice14ws_128 - [INFO] - [Epoch 125]: Training Loss: 0.0015911, Valid MRR: 0.41545,
2023-05-12 23:23:27,447 - ice14ws_128 - [INFO] - [E:126| 0]: Train Loss:0.0015765, Val MRR:0.41545, ice14ws_128
2023-05-12 23:25:08,600 - ice14ws_128 - [INFO] - [E:126| 100]: Train Loss:0.0015843, Val MRR:0.41545, ice14ws_128
2023-05-12 23:26:49,598 - ice14ws_128 - [INFO] - [E:126| 200]: Train Loss:0.0015826, Val MRR:0.41545, ice14ws_128
2023-05-12 23:28:30,829 - ice14ws_128 - [INFO] - [E:126| 300]: Train Loss:0.0015839, Val MRR:0.41545, ice14ws_128
2023-05-12 23:30:05,690 - ice14ws_128 - [INFO] - [E:126| 400]: Train Loss:0.0015841, Val MRR:0.41545, ice14ws_128
2023-05-12 23:31:43,494 - ice14ws_128 - [INFO] - [E:126| 500]: Train Loss:0.0015848, Val MRR:0.41545, ice14ws_128
2023-05-12 23:33:27,070 - ice14ws_128 - [INFO] - [E:126| 600]: Train Loss:0.0015852, Val MRR:0.41545, ice14ws_128
2023-05-12 23:35:08,994 - ice14ws_128 - [INFO] - [E:126| 700]: Train Loss:0.001586, Val MRR:0.41545, ice14ws_128
2023-05-12 23:36:50,586 - ice14ws_128 - [INFO] - [E:126| 800]: Train Loss:0.0015869, Val MRR:0.41545, ice14ws_128
2023-05-12 23:38:28,746 - ice14ws_128 - [INFO] - [E:126| 900]: Train Loss:0.0015873, Val MRR:0.41545, ice14ws_128
2023-05-12 23:39:34,041 - ice14ws_128 - [INFO] - [Epoch:126]: Training Loss:0.001588
2023-05-12 23:39:34,365 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 23:39:57,270 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 23:40:20,048 - ice14ws_128 - [INFO] - [Evaluating Epoch 126 valid]:
MRR: Tail : 0.44032, Head : 0.38941, Avg : 0.41487
2023-05-12 23:40:20,048 - ice14ws_128 - [INFO] - [Epoch 126]: Training Loss: 0.0015877, Valid MRR: 0.41545,
2023-05-12 23:40:21,226 - ice14ws_128 - [INFO] - [E:127| 0]: Train Loss:0.0015894, Val MRR:0.41545, ice14ws_128
2023-05-12 23:42:03,027 - ice14ws_128 - [INFO] - [E:127| 100]: Train Loss:0.0015804, Val MRR:0.41545, ice14ws_128
2023-05-12 23:43:44,537 - ice14ws_128 - [INFO] - [E:127| 200]: Train Loss:0.0015817, Val MRR:0.41545, ice14ws_128
2023-05-12 23:45:25,625 - ice14ws_128 - [INFO] - [E:127| 300]: Train Loss:0.0015815, Val MRR:0.41545, ice14ws_128
2023-05-12 23:46:56,811 - ice14ws_128 - [INFO] - [E:127| 400]: Train Loss:0.0015821, Val MRR:0.41545, ice14ws_128
2023-05-12 23:48:38,725 - ice14ws_128 - [INFO] - [E:127| 500]: Train Loss:0.0015828, Val MRR:0.41545, ice14ws_128
2023-05-12 23:50:19,952 - ice14ws_128 - [INFO] - [E:127| 600]: Train Loss:0.0015829, Val MRR:0.41545, ice14ws_128
2023-05-12 23:52:01,569 - ice14ws_128 - [INFO] - [E:127| 700]: Train Loss:0.0015832, Val MRR:0.41545, ice14ws_128
2023-05-12 23:53:44,227 - ice14ws_128 - [INFO] - [E:127| 800]: Train Loss:0.001584, Val MRR:0.41545, ice14ws_128
2023-05-12 23:55:16,378 - ice14ws_128 - [INFO] - [E:127| 900]: Train Loss:0.0015844, Val MRR:0.41545, ice14ws_128
2023-05-12 23:56:27,807 - ice14ws_128 - [INFO] - [Epoch:127]: Training Loss:0.001585
2023-05-12 23:56:28,262 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-12 23:56:51,322 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-12 23:57:14,090 - ice14ws_128 - [INFO] - [Evaluating Epoch 127 valid]:
MRR: Tail : 0.44379, Head : 0.38853, Avg : 0.41616
2023-05-12 23:57:15,573 - ice14ws_128 - [INFO] - [Epoch 127]: Training Loss: 0.0015846, Valid MRR: 0.41616,
2023-05-12 23:57:16,605 - ice14ws_128 - [INFO] - [E:128| 0]: Train Loss:0.0015882, Val MRR:0.41616, ice14ws_128
2023-05-12 23:58:57,978 - ice14ws_128 - [INFO] - [E:128| 100]: Train Loss:0.0015798, Val MRR:0.41616, ice14ws_128
2023-05-13 00:00:39,864 - ice14ws_128 - [INFO] - [E:128| 200]: Train Loss:0.0015803, Val MRR:0.41616, ice14ws_128
2023-05-13 00:02:20,944 - ice14ws_128 - [INFO] - [E:128| 300]: Train Loss:0.0015801, Val MRR:0.41616, ice14ws_128
2023-05-13 00:03:52,824 - ice14ws_128 - [INFO] - [E:128| 400]: Train Loss:0.0015798, Val MRR:0.41616, ice14ws_128
2023-05-13 00:05:34,947 - ice14ws_128 - [INFO] - [E:128| 500]: Train Loss:0.0015799, Val MRR:0.41616, ice14ws_128
2023-05-13 00:07:16,113 - ice14ws_128 - [INFO] - [E:128| 600]: Train Loss:0.0015801, Val MRR:0.41616, ice14ws_128
2023-05-13 00:08:57,414 - ice14ws_128 - [INFO] - [E:128| 700]: Train Loss:0.0015806, Val MRR:0.41616, ice14ws_128
2023-05-13 00:10:38,761 - ice14ws_128 - [INFO] - [E:128| 800]: Train Loss:0.0015809, Val MRR:0.41616, ice14ws_128
2023-05-13 00:12:10,268 - ice14ws_128 - [INFO] - [E:128| 900]: Train Loss:0.001581, Val MRR:0.41616, ice14ws_128
2023-05-13 00:13:21,847 - ice14ws_128 - [INFO] - [Epoch:128]: Training Loss:0.001581
2023-05-13 00:13:22,368 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 00:13:45,440 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 00:14:08,402 - ice14ws_128 - [INFO] - [Evaluating Epoch 128 valid]:
MRR: Tail : 0.44443, Head : 0.39138, Avg : 0.4179
2023-05-13 00:14:09,798 - ice14ws_128 - [INFO] - [Epoch 128]: Training Loss: 0.0015813, Valid MRR: 0.4179,
2023-05-13 00:14:11,030 - ice14ws_128 - [INFO] - [E:129| 0]: Train Loss:0.0015594, Val MRR:0.4179, ice14ws_128
2023-05-13 00:15:52,811 - ice14ws_128 - [INFO] - [E:129| 100]: Train Loss:0.0015757, Val MRR:0.4179, ice14ws_128
2023-05-13 00:17:34,327 - ice14ws_128 - [INFO] - [E:129| 200]: Train Loss:0.0015758, Val MRR:0.4179, ice14ws_128
2023-05-13 00:19:18,271 - ice14ws_128 - [INFO] - [E:129| 300]: Train Loss:0.0015763, Val MRR:0.4179, ice14ws_128
2023-05-13 00:20:49,637 - ice14ws_128 - [INFO] - [E:129| 400]: Train Loss:0.0015765, Val MRR:0.4179, ice14ws_128
2023-05-13 00:22:31,350 - ice14ws_128 - [INFO] - [E:129| 500]: Train Loss:0.0015767, Val MRR:0.4179, ice14ws_128
2023-05-13 00:24:13,149 - ice14ws_128 - [INFO] - [E:129| 600]: Train Loss:0.0015771, Val MRR:0.4179, ice14ws_128
2023-05-13 00:25:54,538 - ice14ws_128 - [INFO] - [E:129| 700]: Train Loss:0.0015775, Val MRR:0.4179, ice14ws_128
2023-05-13 00:27:35,350 - ice14ws_128 - [INFO] - [E:129| 800]: Train Loss:0.0015779, Val MRR:0.4179, ice14ws_128
2023-05-13 00:29:07,585 - ice14ws_128 - [INFO] - [E:129| 900]: Train Loss:0.0015784, Val MRR:0.4179, ice14ws_128
2023-05-13 00:30:18,841 - ice14ws_128 - [INFO] - [Epoch:129]: Training Loss:0.001579
2023-05-13 00:30:19,216 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 00:30:42,171 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 00:31:04,558 - ice14ws_128 - [INFO] - [Evaluating Epoch 129 valid]:
MRR: Tail : 0.44181, Head : 0.38904, Avg : 0.41542
MR: Tail : 644.73, Head : 692.62, Avg : 668.67
Hit-1: Tail : 0.35211, Head : 0.29433, Avg : 0.32322
Hit-3: Tail : 0.49011, Head : 0.43804, Avg : 0.46407
Hit-10: Tail : 0.61172, Head : 0.56815, Avg : 0.58994
2023-05-13 00:31:04,559 - ice14ws_128 - [INFO] - [Epoch 129]: Training Loss: 0.0015787, Valid MRR: 0.4179,
2023-05-13 00:31:05,761 - ice14ws_128 - [INFO] - [E:130| 0]: Train Loss:0.0015648, Val MRR:0.4179, ice14ws_128
2023-05-13 00:32:46,406 - ice14ws_128 - [INFO] - [E:130| 100]: Train Loss:0.0015732, Val MRR:0.4179, ice14ws_128
2023-05-13 00:34:27,337 - ice14ws_128 - [INFO] - [E:130| 200]: Train Loss:0.0015739, Val MRR:0.4179, ice14ws_128
2023-05-13 00:36:08,465 - ice14ws_128 - [INFO] - [E:130| 300]: Train Loss:0.0015733, Val MRR:0.4179, ice14ws_128
2023-05-13 00:37:40,429 - ice14ws_128 - [INFO] - [E:130| 400]: Train Loss:0.0015738, Val MRR:0.4179, ice14ws_128
2023-05-13 00:39:21,926 - ice14ws_128 - [INFO] - [E:130| 500]: Train Loss:0.0015743, Val MRR:0.4179, ice14ws_128
2023-05-13 00:41:03,546 - ice14ws_128 - [INFO] - [E:130| 600]: Train Loss:0.0015746, Val MRR:0.4179, ice14ws_128
2023-05-13 00:42:45,763 - ice14ws_128 - [INFO] - [E:130| 700]: Train Loss:0.0015749, Val MRR:0.4179, ice14ws_128
2023-05-13 00:44:27,197 - ice14ws_128 - [INFO] - [E:130| 800]: Train Loss:0.0015754, Val MRR:0.4179, ice14ws_128
2023-05-13 00:45:59,471 - ice14ws_128 - [INFO] - [E:130| 900]: Train Loss:0.0015757, Val MRR:0.4179, ice14ws_128
2023-05-13 00:47:11,087 - ice14ws_128 - [INFO] - [Epoch:130]: Training Loss:0.001576
2023-05-13 00:47:11,590 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 00:47:34,642 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 00:47:57,363 - ice14ws_128 - [INFO] - [Evaluating Epoch 130 valid]:
MRR: Tail : 0.4495, Head : 0.39389, Avg : 0.42169
2023-05-13 00:47:59,255 - ice14ws_128 - [INFO] - [Epoch 130]: Training Loss: 0.0015758, Valid MRR: 0.42169,
2023-05-13 00:48:00,605 - ice14ws_128 - [INFO] - [E:131| 0]: Train Loss:0.0015541, Val MRR:0.42169, ice14ws_128
2023-05-13 00:49:42,309 - ice14ws_128 - [INFO] - [E:131| 100]: Train Loss:0.0015711, Val MRR:0.42169, ice14ws_128
2023-05-13 00:51:23,558 - ice14ws_128 - [INFO] - [E:131| 200]: Train Loss:0.0015707, Val MRR:0.42169, ice14ws_128
2023-05-13 00:53:05,846 - ice14ws_128 - [INFO] - [E:131| 300]: Train Loss:0.0015719, Val MRR:0.42169, ice14ws_128
2023-05-13 00:54:37,810 - ice14ws_128 - [INFO] - [E:131| 400]: Train Loss:0.0015724, Val MRR:0.42169, ice14ws_128
2023-05-13 00:56:19,541 - ice14ws_128 - [INFO] - [E:131| 500]: Train Loss:0.0015729, Val MRR:0.42169, ice14ws_128
2023-05-13 00:58:01,205 - ice14ws_128 - [INFO] - [E:131| 600]: Train Loss:0.0015731, Val MRR:0.42169, ice14ws_128
2023-05-13 00:59:42,557 - ice14ws_128 - [INFO] - [E:131| 700]: Train Loss:0.0015732, Val MRR:0.42169, ice14ws_128
2023-05-13 01:01:23,921 - ice14ws_128 - [INFO] - [E:131| 800]: Train Loss:0.0015732, Val MRR:0.42169, ice14ws_128
2023-05-13 01:02:55,699 - ice14ws_128 - [INFO] - [E:131| 900]: Train Loss:0.0015735, Val MRR:0.42169, ice14ws_128
2023-05-13 01:04:07,508 - ice14ws_128 - [INFO] - [Epoch:131]: Training Loss:0.001574
2023-05-13 01:04:07,905 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 01:04:32,002 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 01:04:56,813 - ice14ws_128 - [INFO] - [Evaluating Epoch 131 valid]:
MRR: Tail : 0.44489, Head : 0.39547, Avg : 0.42018
2023-05-13 01:04:56,813 - ice14ws_128 - [INFO] - [Epoch 131]: Training Loss: 0.0015736, Valid MRR: 0.42169,
2023-05-13 01:04:57,911 - ice14ws_128 - [INFO] - [E:132| 0]: Train Loss:0.0015472, Val MRR:0.42169, ice14ws_128
2023-05-13 01:06:39,200 - ice14ws_128 - [INFO] - [E:132| 100]: Train Loss:0.0015686, Val MRR:0.42169, ice14ws_128
2023-05-13 01:08:20,120 - ice14ws_128 - [INFO] - [E:132| 200]: Train Loss:0.0015697, Val MRR:0.42169, ice14ws_128
2023-05-13 01:10:00,446 - ice14ws_128 - [INFO] - [E:132| 300]: Train Loss:0.0015692, Val MRR:0.42169, ice14ws_128
2023-05-13 01:11:33,281 - ice14ws_128 - [INFO] - [E:132| 400]: Train Loss:0.0015694, Val MRR:0.42169, ice14ws_128
2023-05-13 01:13:15,065 - ice14ws_128 - [INFO] - [E:132| 500]: Train Loss:0.0015695, Val MRR:0.42169, ice14ws_128
2023-05-13 01:14:56,112 - ice14ws_128 - [INFO] - [E:132| 600]: Train Loss:0.0015695, Val MRR:0.42169, ice14ws_128
2023-05-13 01:16:37,304 - ice14ws_128 - [INFO] - [E:132| 700]: Train Loss:0.00157, Val MRR:0.42169, ice14ws_128
2023-05-13 01:18:18,573 - ice14ws_128 - [INFO] - [E:132| 800]: Train Loss:0.0015704, Val MRR:0.42169, ice14ws_128
2023-05-13 01:19:50,633 - ice14ws_128 - [INFO] - [E:132| 900]: Train Loss:0.0015709, Val MRR:0.42169, ice14ws_128
2023-05-13 01:21:01,731 - ice14ws_128 - [INFO] - [Epoch:132]: Training Loss:0.001571
2023-05-13 01:21:02,074 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 01:21:25,075 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 01:21:47,786 - ice14ws_128 - [INFO] - [Evaluating Epoch 132 valid]:
MRR: Tail : 0.4475, Head : 0.39427, Avg : 0.42089
2023-05-13 01:21:47,786 - ice14ws_128 - [INFO] - [Epoch 132]: Training Loss: 0.0015711, Valid MRR: 0.42169,
2023-05-13 01:21:48,969 - ice14ws_128 - [INFO] - [E:133| 0]: Train Loss:0.00156, Val MRR:0.42169, ice14ws_128
2023-05-13 01:23:30,658 - ice14ws_128 - [INFO] - [E:133| 100]: Train Loss:0.0015657, Val MRR:0.42169, ice14ws_128
2023-05-13 01:25:12,085 - ice14ws_128 - [INFO] - [E:133| 200]: Train Loss:0.0015662, Val MRR:0.42169, ice14ws_128
2023-05-13 01:26:47,564 - ice14ws_128 - [INFO] - [E:133| 300]: Train Loss:0.0015672, Val MRR:0.42169, ice14ws_128
2023-05-13 01:28:25,543 - ice14ws_128 - [INFO] - [E:133| 400]: Train Loss:0.0015672, Val MRR:0.42169, ice14ws_128
2023-05-13 01:30:06,642 - ice14ws_128 - [INFO] - [E:133| 500]: Train Loss:0.0015677, Val MRR:0.42169, ice14ws_128
2023-05-13 01:31:47,747 - ice14ws_128 - [INFO] - [E:133| 600]: Train Loss:0.001568, Val MRR:0.42169, ice14ws_128
2023-05-13 01:33:29,531 - ice14ws_128 - [INFO] - [E:133| 700]: Train Loss:0.0015681, Val MRR:0.42169, ice14ws_128
2023-05-13 01:35:04,689 - ice14ws_128 - [INFO] - [E:133| 800]: Train Loss:0.0015685, Val MRR:0.42169, ice14ws_128
2023-05-13 01:36:43,448 - ice14ws_128 - [INFO] - [E:133| 900]: Train Loss:0.0015689, Val MRR:0.42169, ice14ws_128
2023-05-13 01:37:55,044 - ice14ws_128 - [INFO] - [Epoch:133]: Training Loss:0.001569
2023-05-13 01:37:55,380 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 01:38:18,658 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 01:38:41,563 - ice14ws_128 - [INFO] - [Evaluating Epoch 133 valid]:
MRR: Tail : 0.44926, Head : 0.39856, Avg : 0.42391
2023-05-13 01:38:43,688 - ice14ws_128 - [INFO] - [Epoch 133]: Training Loss: 0.001569, Valid MRR: 0.42391,
2023-05-13 01:38:44,624 - ice14ws_128 - [INFO] - [E:134| 0]: Train Loss:0.0015715, Val MRR:0.42391, ice14ws_128
2023-05-13 01:40:26,766 - ice14ws_128 - [INFO] - [E:134| 100]: Train Loss:0.0015649, Val MRR:0.42391, ice14ws_128
2023-05-13 01:42:08,672 - ice14ws_128 - [INFO] - [E:134| 200]: Train Loss:0.0015645, Val MRR:0.42391, ice14ws_128
2023-05-13 01:43:40,731 - ice14ws_128 - [INFO] - [E:134| 300]: Train Loss:0.0015644, Val MRR:0.42391, ice14ws_128
2023-05-13 01:45:21,821 - ice14ws_128 - [INFO] - [E:134| 400]: Train Loss:0.0015646, Val MRR:0.42391, ice14ws_128
2023-05-13 01:47:02,818 - ice14ws_128 - [INFO] - [E:134| 500]: Train Loss:0.0015645, Val MRR:0.42391, ice14ws_128
2023-05-13 01:48:43,933 - ice14ws_128 - [INFO] - [E:134| 600]: Train Loss:0.0015652, Val MRR:0.42391, ice14ws_128
2023-05-13 01:50:25,618 - ice14ws_128 - [INFO] - [E:134| 700]: Train Loss:0.0015658, Val MRR:0.42391, ice14ws_128
2023-05-13 01:51:59,281 - ice14ws_128 - [INFO] - [E:134| 800]: Train Loss:0.0015661, Val MRR:0.42391, ice14ws_128
2023-05-13 01:53:41,101 - ice14ws_128 - [INFO] - [E:134| 900]: Train Loss:0.0015662, Val MRR:0.42391, ice14ws_128
2023-05-13 01:54:52,677 - ice14ws_128 - [INFO] - [Epoch:134]: Training Loss:0.001566
2023-05-13 01:54:53,073 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 01:55:16,114 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 01:55:39,113 - ice14ws_128 - [INFO] - [Evaluating Epoch 134 valid]:
MRR: Tail : 0.4502, Head : 0.39864, Avg : 0.42442
2023-05-13 01:55:40,785 - ice14ws_128 - [INFO] - [Epoch 134]: Training Loss: 0.0015665, Valid MRR: 0.42442,
2023-05-13 01:55:41,895 - ice14ws_128 - [INFO] - [E:135| 0]: Train Loss:0.0015876, Val MRR:0.42442, ice14ws_128
2023-05-13 01:57:23,721 - ice14ws_128 - [INFO] - [E:135| 100]: Train Loss:0.0015619, Val MRR:0.42442, ice14ws_128
2023-05-13 01:59:04,796 - ice14ws_128 - [INFO] - [E:135| 200]: Train Loss:0.0015612, Val MRR:0.42442, ice14ws_128
2023-05-13 02:00:36,542 - ice14ws_128 - [INFO] - [E:135| 300]: Train Loss:0.0015616, Val MRR:0.42442, ice14ws_128
2023-05-13 02:02:18,146 - ice14ws_128 - [INFO] - [E:135| 400]: Train Loss:0.0015626, Val MRR:0.42442, ice14ws_128
2023-05-13 02:04:00,098 - ice14ws_128 - [INFO] - [E:135| 500]: Train Loss:0.0015629, Val MRR:0.42442, ice14ws_128
2023-05-13 02:05:42,168 - ice14ws_128 - [INFO] - [E:135| 600]: Train Loss:0.0015636, Val MRR:0.42442, ice14ws_128
2023-05-13 02:07:24,735 - ice14ws_128 - [INFO] - [E:135| 700]: Train Loss:0.0015641, Val MRR:0.42442, ice14ws_128
2023-05-13 02:08:56,915 - ice14ws_128 - [INFO] - [E:135| 800]: Train Loss:0.0015643, Val MRR:0.42442, ice14ws_128
2023-05-13 02:10:38,889 - ice14ws_128 - [INFO] - [E:135| 900]: Train Loss:0.0015644, Val MRR:0.42442, ice14ws_128
2023-05-13 02:11:50,064 - ice14ws_128 - [INFO] - [Epoch:135]: Training Loss:0.001565
2023-05-13 02:11:50,409 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 02:12:13,466 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 02:12:36,356 - ice14ws_128 - [INFO] - [Evaluating Epoch 135 valid]:
MRR: Tail : 0.45299, Head : 0.39609, Avg : 0.42454
2023-05-13 02:12:38,025 - ice14ws_128 - [INFO] - [Epoch 135]: Training Loss: 0.0015645, Valid MRR: 0.42454,
2023-05-13 02:12:39,151 - ice14ws_128 - [INFO] - [E:136| 0]: Train Loss:0.0015692, Val MRR:0.42454, ice14ws_128
2023-05-13 02:14:20,830 - ice14ws_128 - [INFO] - [E:136| 100]: Train Loss:0.0015608, Val MRR:0.42454, ice14ws_128
2023-05-13 02:16:03,502 - ice14ws_128 - [INFO] - [E:136| 200]: Train Loss:0.0015611, Val MRR:0.42454, ice14ws_128
2023-05-13 02:17:35,191 - ice14ws_128 - [INFO] - [E:136| 300]: Train Loss:0.0015608, Val MRR:0.42454, ice14ws_128
2023-05-13 02:19:16,483 - ice14ws_128 - [INFO] - [E:136| 400]: Train Loss:0.0015613, Val MRR:0.42454, ice14ws_128
2023-05-13 02:20:57,757 - ice14ws_128 - [INFO] - [E:136| 500]: Train Loss:0.0015614, Val MRR:0.42454, ice14ws_128
2023-05-13 02:22:38,835 - ice14ws_128 - [INFO] - [E:136| 600]: Train Loss:0.0015614, Val MRR:0.42454, ice14ws_128
2023-05-13 02:24:20,389 - ice14ws_128 - [INFO] - [E:136| 700]: Train Loss:0.0015618, Val MRR:0.42454, ice14ws_128
2023-05-13 02:25:51,978 - ice14ws_128 - [INFO] - [E:136| 800]: Train Loss:0.0015619, Val MRR:0.42454, ice14ws_128
2023-05-13 02:27:33,747 - ice14ws_128 - [INFO] - [E:136| 900]: Train Loss:0.0015622, Val MRR:0.42454, ice14ws_128
2023-05-13 02:28:45,299 - ice14ws_128 - [INFO] - [Epoch:136]: Training Loss:0.001562
2023-05-13 02:28:45,644 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 02:29:09,134 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 02:29:32,168 - ice14ws_128 - [INFO] - [Evaluating Epoch 136 valid]:
MRR: Tail : 0.45276, Head : 0.40153, Avg : 0.42715
2023-05-13 02:29:33,661 - ice14ws_128 - [INFO] - [Epoch 136]: Training Loss: 0.0015624, Valid MRR: 0.42715,
2023-05-13 02:29:34,857 - ice14ws_128 - [INFO] - [E:137| 0]: Train Loss:0.0015665, Val MRR:0.42715, ice14ws_128
2023-05-13 02:31:16,531 - ice14ws_128 - [INFO] - [E:137| 100]: Train Loss:0.0015582, Val MRR:0.42715, ice14ws_128
2023-05-13 02:32:57,583 - ice14ws_128 - [INFO] - [E:137| 200]: Train Loss:0.0015574, Val MRR:0.42715, ice14ws_128
2023-05-13 02:34:29,601 - ice14ws_128 - [INFO] - [E:137| 300]: Train Loss:0.0015583, Val MRR:0.42715, ice14ws_128
2023-05-13 02:36:10,992 - ice14ws_128 - [INFO] - [E:137| 400]: Train Loss:0.0015586, Val MRR:0.42715, ice14ws_128
2023-05-13 02:37:54,183 - ice14ws_128 - [INFO] - [E:137| 500]: Train Loss:0.0015591, Val MRR:0.42715, ice14ws_128
2023-05-13 02:39:34,766 - ice14ws_128 - [INFO] - [E:137| 600]: Train Loss:0.0015594, Val MRR:0.42715, ice14ws_128
2023-05-13 02:41:15,468 - ice14ws_128 - [INFO] - [E:137| 700]: Train Loss:0.0015599, Val MRR:0.42715, ice14ws_128
2023-05-13 02:42:46,943 - ice14ws_128 - [INFO] - [E:137| 800]: Train Loss:0.0015601, Val MRR:0.42715, ice14ws_128
2023-05-13 02:44:29,005 - ice14ws_128 - [INFO] - [E:137| 900]: Train Loss:0.0015603, Val MRR:0.42715, ice14ws_128
2023-05-13 02:45:40,542 - ice14ws_128 - [INFO] - [Epoch:137]: Training Loss:0.00156
2023-05-13 02:45:41,030 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 02:46:04,194 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 02:46:26,998 - ice14ws_128 - [INFO] - [Evaluating Epoch 137 valid]:
MRR: Tail : 0.45252, Head : 0.39859, Avg : 0.42555
2023-05-13 02:46:26,999 - ice14ws_128 - [INFO] - [Epoch 137]: Training Loss: 0.0015604, Valid MRR: 0.42715,
2023-05-13 02:46:28,203 - ice14ws_128 - [INFO] - [E:138| 0]: Train Loss:0.001557, Val MRR:0.42715, ice14ws_128
2023-05-13 02:48:10,182 - ice14ws_128 - [INFO] - [E:138| 100]: Train Loss:0.0015564, Val MRR:0.42715, ice14ws_128
2023-05-13 02:49:52,103 - ice14ws_128 - [INFO] - [E:138| 200]: Train Loss:0.0015575, Val MRR:0.42715, ice14ws_128
2023-05-13 02:51:24,026 - ice14ws_128 - [INFO] - [E:138| 300]: Train Loss:0.0015579, Val MRR:0.42715, ice14ws_128
2023-05-13 02:53:05,443 - ice14ws_128 - [INFO] - [E:138| 400]: Train Loss:0.0015579, Val MRR:0.42715, ice14ws_128
2023-05-13 02:54:47,219 - ice14ws_128 - [INFO] - [E:138| 500]: Train Loss:0.0015579, Val MRR:0.42715, ice14ws_128
2023-05-13 02:56:28,887 - ice14ws_128 - [INFO] - [E:138| 600]: Train Loss:0.0015578, Val MRR:0.42715, ice14ws_128
2023-05-13 02:58:09,946 - ice14ws_128 - [INFO] - [E:138| 700]: Train Loss:0.0015584, Val MRR:0.42715, ice14ws_128
2023-05-13 02:59:41,657 - ice14ws_128 - [INFO] - [E:138| 800]: Train Loss:0.0015587, Val MRR:0.42715, ice14ws_128
2023-05-13 03:01:23,294 - ice14ws_128 - [INFO] - [E:138| 900]: Train Loss:0.0015588, Val MRR:0.42715, ice14ws_128
2023-05-13 03:02:34,625 - ice14ws_128 - [INFO] - [Epoch:138]: Training Loss:0.001559
2023-05-13 03:02:34,900 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 03:02:57,834 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 03:03:20,416 - ice14ws_128 - [INFO] - [Evaluating Epoch 138 valid]:
MRR: Tail : 0.45173, Head : 0.39857, Avg : 0.42515
2023-05-13 03:03:20,416 - ice14ws_128 - [INFO] - [Epoch 138]: Training Loss: 0.0015589, Valid MRR: 0.42715,
2023-05-13 03:03:21,579 - ice14ws_128 - [INFO] - [E:139| 0]: Train Loss:0.0015684, Val MRR:0.42715, ice14ws_128
2023-05-13 03:05:02,769 - ice14ws_128 - [INFO] - [E:139| 100]: Train Loss:0.0015552, Val MRR:0.42715, ice14ws_128
2023-05-13 03:06:42,910 - ice14ws_128 - [INFO] - [E:139| 200]: Train Loss:0.0015548, Val MRR:0.42715, ice14ws_128
2023-05-13 03:08:15,950 - ice14ws_128 - [INFO] - [E:139| 300]: Train Loss:0.0015559, Val MRR:0.42715, ice14ws_128
2023-05-13 03:09:57,545 - ice14ws_128 - [INFO] - [E:139| 400]: Train Loss:0.0015564, Val MRR:0.42715, ice14ws_128
2023-05-13 03:11:38,748 - ice14ws_128 - [INFO] - [E:139| 500]: Train Loss:0.0015562, Val MRR:0.42715, ice14ws_128
2023-05-13 03:13:19,966 - ice14ws_128 - [INFO] - [E:139| 600]: Train Loss:0.0015563, Val MRR:0.42715, ice14ws_128
2023-05-13 03:15:00,893 - ice14ws_128 - [INFO] - [E:139| 700]: Train Loss:0.0015563, Val MRR:0.42715, ice14ws_128
2023-05-13 03:16:33,275 - ice14ws_128 - [INFO] - [E:139| 800]: Train Loss:0.0015564, Val MRR:0.42715, ice14ws_128
2023-05-13 03:18:14,693 - ice14ws_128 - [INFO] - [E:139| 900]: Train Loss:0.0015566, Val MRR:0.42715, ice14ws_128
2023-05-13 03:19:26,246 - ice14ws_128 - [INFO] - [Epoch:139]: Training Loss:0.001557
2023-05-13 03:19:26,506 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 03:19:49,838 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 03:20:12,685 - ice14ws_128 - [INFO] - [Evaluating Epoch 139 valid]:
MRR: Tail : 0.45546, Head : 0.39872, Avg : 0.42709
MR: Tail : 607.74, Head : 670.91, Avg : 639.32
Hit-1: Tail : 0.36351, Head : 0.30659, Avg : 0.33505
Hit-3: Tail : 0.5071, Head : 0.44253, Avg : 0.47481
Hit-10: Tail : 0.6275, Head : 0.57556, Avg : 0.60153
2023-05-13 03:20:12,685 - ice14ws_128 - [INFO] - [Epoch 139]: Training Loss: 0.0015569, Valid MRR: 0.42715,
2023-05-13 03:20:13,604 - ice14ws_128 - [INFO] - [E:140| 0]: Train Loss:0.0015462, Val MRR:0.42715, ice14ws_128
2023-05-13 03:21:55,784 - ice14ws_128 - [INFO] - [E:140| 100]: Train Loss:0.0015553, Val MRR:0.42715, ice14ws_128
2023-05-13 03:23:34,979 - ice14ws_128 - [INFO] - [E:140| 200]: Train Loss:0.0015545, Val MRR:0.42715, ice14ws_128
2023-05-13 03:25:11,965 - ice14ws_128 - [INFO] - [E:140| 300]: Train Loss:0.0015545, Val MRR:0.42715, ice14ws_128
2023-05-13 03:26:54,048 - ice14ws_128 - [INFO] - [E:140| 400]: Train Loss:0.0015544, Val MRR:0.42715, ice14ws_128
2023-05-13 03:28:35,846 - ice14ws_128 - [INFO] - [E:140| 500]: Train Loss:0.0015543, Val MRR:0.42715, ice14ws_128
2023-05-13 03:30:17,629 - ice14ws_128 - [INFO] - [E:140| 600]: Train Loss:0.0015545, Val MRR:0.42715, ice14ws_128
2023-05-13 03:31:53,936 - ice14ws_128 - [INFO] - [E:140| 700]: Train Loss:0.0015544, Val MRR:0.42715, ice14ws_128
2023-05-13 03:33:31,606 - ice14ws_128 - [INFO] - [E:140| 800]: Train Loss:0.0015547, Val MRR:0.42715, ice14ws_128
2023-05-13 03:35:13,330 - ice14ws_128 - [INFO] - [E:140| 900]: Train Loss:0.001555, Val MRR:0.42715, ice14ws_128
2023-05-13 03:36:25,113 - ice14ws_128 - [INFO] - [Epoch:140]: Training Loss:0.001555
2023-05-13 03:36:25,535 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 03:36:48,600 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 03:37:11,189 - ice14ws_128 - [INFO] - [Evaluating Epoch 140 valid]:
MRR: Tail : 0.4561, Head : 0.40163, Avg : 0.42887
2023-05-13 03:37:12,693 - ice14ws_128 - [INFO] - [Epoch 140]: Training Loss: 0.0015552, Valid MRR: 0.42887,
2023-05-13 03:37:14,018 - ice14ws_128 - [INFO] - [E:141| 0]: Train Loss:0.0015403, Val MRR:0.42887, ice14ws_128
2023-05-13 03:38:55,782 - ice14ws_128 - [INFO] - [E:141| 100]: Train Loss:0.0015516, Val MRR:0.42887, ice14ws_128
2023-05-13 03:40:27,339 - ice14ws_128 - [INFO] - [E:141| 200]: Train Loss:0.0015523, Val MRR:0.42887, ice14ws_128
2023-05-13 03:42:09,247 - ice14ws_128 - [INFO] - [E:141| 300]: Train Loss:0.0015523, Val MRR:0.42887, ice14ws_128
2023-05-13 03:43:50,420 - ice14ws_128 - [INFO] - [E:141| 400]: Train Loss:0.0015522, Val MRR:0.42887, ice14ws_128
2023-05-13 03:45:31,278 - ice14ws_128 - [INFO] - [E:141| 500]: Train Loss:0.0015523, Val MRR:0.42887, ice14ws_128
2023-05-13 03:47:12,304 - ice14ws_128 - [INFO] - [E:141| 600]: Train Loss:0.0015525, Val MRR:0.42887, ice14ws_128
2023-05-13 03:48:44,061 - ice14ws_128 - [INFO] - [E:141| 700]: Train Loss:0.0015526, Val MRR:0.42887, ice14ws_128
2023-05-13 03:50:25,929 - ice14ws_128 - [INFO] - [E:141| 800]: Train Loss:0.0015531, Val MRR:0.42887, ice14ws_128
2023-05-13 03:52:07,751 - ice14ws_128 - [INFO] - [E:141| 900]: Train Loss:0.0015535, Val MRR:0.42887, ice14ws_128
2023-05-13 03:52:27,250 - ice14ws_128 - [INFO] - {'dataset': 'ice14ws', 'name': 'ice14ws_128', 'gpu': '0', 'train_strategy': 'one_to_n', 'opt': 'adam', 'neg_num': 1000, 'batch_size': 128, 'l2': 0.0, 'lr': 0.0001, 'max_epochs': 500, 'num_workers': 0, 'seed': 42, 'restore': False, 'lbl_smooth': 0.1, 'embed_dim': 400, 'ent_vec_dim': 400, 'rel_vec_dim': 400, 'bias': False, 'form': 'plain', 'k_w': 10, 'k_h': 20, 'num_filt': 96, 'ker_sz': 9, 'perm': 1, 'hid_drop': 0.5, 'feat_drop': 0.2, 'inp_drop': 0.2, 'drop_path': 0.0, 'drop': 0.0, 'in_channels': 1, 'out_channels': 32, 'filt_h': 1, 'filt_w': 9, 'image_h': 128, 'image_w': 128, 'patch_size': 8, 'mixer_dim': 256, 'expansion_factor': 4, 'expansion_factor_token': 0.5, 'mixer_depth': 16, 'mixer_dropout': 0.2, 'log_dir': './log/', 'config_dir': './config/', 'test_only': True, 'filtered': False}
2023-05-13 03:53:02,602 - ice14ws_128 - [INFO] - {'dataset': 'icews14', 'name': 'ice14ws_128', 'gpu': '0', 'train_strategy': 'one_to_n', 'opt': 'adam', 'neg_num': 1000, 'batch_size': 128, 'l2': 0.0, 'lr': 0.0001, 'max_epochs': 500, 'num_workers': 0, 'seed': 42, 'restore': False, 'lbl_smooth': 0.1, 'embed_dim': 400, 'ent_vec_dim': 400, 'rel_vec_dim': 400, 'bias': False, 'form': 'plain', 'k_w': 10, 'k_h': 20, 'num_filt': 96, 'ker_sz': 9, 'perm': 1, 'hid_drop': 0.5, 'feat_drop': 0.2, 'inp_drop': 0.2, 'drop_path': 0.0, 'drop': 0.0, 'in_channels': 1, 'out_channels': 32, 'filt_h': 1, 'filt_w': 9, 'image_h': 128, 'image_w': 128, 'patch_size': 8, 'mixer_dim': 256, 'expansion_factor': 4, 'expansion_factor_token': 0.5, 'mixer_depth': 16, 'mixer_dropout': 0.2, 'log_dir': './log/', 'config_dir': './config/', 'test_only': True, 'filtered': False}
2023-05-13 03:53:14,156 - ice14ws_128 - [INFO] - [Test, Tail_Batch Step 0] ice14ws_128
2023-05-13 03:53:19,810 - ice14ws_128 - [INFO] - [Epoch:141]: Training Loss:0.001554
2023-05-13 03:53:20,156 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 03:53:47,194 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 03:53:51,635 - ice14ws_128 - [INFO] - [Test, Head_Batch Step 0] ice14ws_128
2023-05-13 03:54:13,878 - ice14ws_128 - [INFO] - [Evaluating Epoch 141 valid]:
MRR: Tail : 0.45735, Head : 0.40073, Avg : 0.42904
2023-05-13 03:54:15,933 - ice14ws_128 - [INFO] - [Epoch 141]: Training Loss: 0.0015537, Valid MRR: 0.42904,
2023-05-13 03:54:17,354 - ice14ws_128 - [INFO] - [E:142| 0]: Train Loss:0.0015442, Val MRR:0.42904, ice14ws_128
2023-05-13 03:54:28,636 - ice14ws_128 - [INFO] - [Evaluating Epoch 0 test]:
MRR: Tail : 0.44035, Head : 0.39036, Avg : 0.41535
MR: Tail : 671.04, Head : 725.98, Avg : 698.51
Hit-1: Tail : 0.35058, Head : 0.29788, Avg : 0.32423
Hit-3: Tail : 0.4871, Head : 0.43804, Avg : 0.46257
Hit-10: Tail : 0.6103, Head : 0.56669, Avg : 0.58849
2023-05-13 03:55:59,972 - ice14ws_128 - [INFO] - [E:142| 100]: Train Loss:0.0015535, Val MRR:0.42904, ice14ws_128
2023-05-13 03:57:32,837 - ice14ws_128 - [INFO] - [E:142| 200]: Train Loss:0.0015527, Val MRR:0.42904, ice14ws_128
2023-05-13 03:59:13,025 - ice14ws_128 - [INFO] - [E:142| 300]: Train Loss:0.0015519, Val MRR:0.42904, ice14ws_128
2023-05-13 04:00:54,314 - ice14ws_128 - [INFO] - [E:142| 400]: Train Loss:0.0015521, Val MRR:0.42904, ice14ws_128
2023-05-13 04:02:36,248 - ice14ws_128 - [INFO] - [E:142| 500]: Train Loss:0.0015519, Val MRR:0.42904, ice14ws_128
2023-05-13 04:04:17,789 - ice14ws_128 - [INFO] - [E:142| 600]: Train Loss:0.0015519, Val MRR:0.42904, ice14ws_128
2023-05-13 04:05:51,262 - ice14ws_128 - [INFO] - [E:142| 700]: Train Loss:0.0015519, Val MRR:0.42904, ice14ws_128
2023-05-13 04:07:30,713 - ice14ws_128 - [INFO] - [E:142| 800]: Train Loss:0.001552, Val MRR:0.42904, ice14ws_128
2023-05-13 04:09:12,785 - ice14ws_128 - [INFO] - [E:142| 900]: Train Loss:0.0015521, Val MRR:0.42904, ice14ws_128
2023-05-13 04:10:27,700 - ice14ws_128 - [INFO] - [Epoch:142]: Training Loss:0.001552
2023-05-13 04:10:27,961 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 04:10:51,110 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 04:11:13,756 - ice14ws_128 - [INFO] - [Evaluating Epoch 142 valid]:
MRR: Tail : 0.4541, Head : 0.40169, Avg : 0.42789
2023-05-13 04:11:13,756 - ice14ws_128 - [INFO] - [Epoch 142]: Training Loss: 0.0015522, Valid MRR: 0.42904,
2023-05-13 04:11:14,760 - ice14ws_128 - [INFO] - [E:143| 0]: Train Loss:0.0015386, Val MRR:0.42904, ice14ws_128
2023-05-13 04:12:56,176 - ice14ws_128 - [INFO] - [E:143| 100]: Train Loss:0.0015475, Val MRR:0.42904, ice14ws_128
2023-05-13 04:14:27,367 - ice14ws_128 - [INFO] - [E:143| 200]: Train Loss:0.001549, Val MRR:0.42904, ice14ws_128
2023-05-13 04:16:08,805 - ice14ws_128 - [INFO] - [E:143| 300]: Train Loss:0.0015485, Val MRR:0.42904, ice14ws_128
2023-05-13 04:17:49,499 - ice14ws_128 - [INFO] - [E:143| 400]: Train Loss:0.0015486, Val MRR:0.42904, ice14ws_128
2023-05-13 04:19:30,867 - ice14ws_128 - [INFO] - [E:143| 500]: Train Loss:0.001549, Val MRR:0.42904, ice14ws_128
2023-05-13 04:21:11,959 - ice14ws_128 - [INFO] - [E:143| 600]: Train Loss:0.0015492, Val MRR:0.42904, ice14ws_128
2023-05-13 04:22:43,897 - ice14ws_128 - [INFO] - [E:143| 700]: Train Loss:0.0015495, Val MRR:0.42904, ice14ws_128
2023-05-13 04:24:25,019 - ice14ws_128 - [INFO] - [E:143| 800]: Train Loss:0.0015501, Val MRR:0.42904, ice14ws_128
2023-05-13 04:26:06,328 - ice14ws_128 - [INFO] - [E:143| 900]: Train Loss:0.0015504, Val MRR:0.42904, ice14ws_128
2023-05-13 04:27:17,979 - ice14ws_128 - [INFO] - [Epoch:143]: Training Loss:0.001551
2023-05-13 04:27:18,318 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 04:27:41,659 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 04:28:04,761 - ice14ws_128 - [INFO] - [Evaluating Epoch 143 valid]:
MRR: Tail : 0.45155, Head : 0.39996, Avg : 0.42575
2023-05-13 04:28:04,761 - ice14ws_128 - [INFO] - [Epoch 143]: Training Loss: 0.0015506, Valid MRR: 0.42904,
2023-05-13 04:28:05,953 - ice14ws_128 - [INFO] - [E:144| 0]: Train Loss:0.001555, Val MRR:0.42904, ice14ws_128
2023-05-13 04:29:47,618 - ice14ws_128 - [INFO] - [E:144| 100]: Train Loss:0.001547, Val MRR:0.42904, ice14ws_128
2023-05-13 04:31:19,270 - ice14ws_128 - [INFO] - [E:144| 200]: Train Loss:0.0015475, Val MRR:0.42904, ice14ws_128
2023-05-13 04:33:00,684 - ice14ws_128 - [INFO] - [E:144| 300]: Train Loss:0.0015475, Val MRR:0.42904, ice14ws_128
2023-05-13 04:34:41,982 - ice14ws_128 - [INFO] - [E:144| 400]: Train Loss:0.0015477, Val MRR:0.42904, ice14ws_128
2023-05-13 04:36:22,788 - ice14ws_128 - [INFO] - [E:144| 500]: Train Loss:0.0015481, Val MRR:0.42904, ice14ws_128
2023-05-13 04:38:04,442 - ice14ws_128 - [INFO] - [E:144| 600]: Train Loss:0.0015486, Val MRR:0.42904, ice14ws_128
2023-05-13 04:39:36,607 - ice14ws_128 - [INFO] - [E:144| 700]: Train Loss:0.0015489, Val MRR:0.42904, ice14ws_128
2023-05-13 04:41:17,705 - ice14ws_128 - [INFO] - [E:144| 800]: Train Loss:0.0015488, Val MRR:0.42904, ice14ws_128
2023-05-13 04:42:59,297 - ice14ws_128 - [INFO] - [E:144| 900]: Train Loss:0.001549, Val MRR:0.42904, ice14ws_128
2023-05-13 04:44:10,860 - ice14ws_128 - [INFO] - [Epoch:144]: Training Loss:0.001549
2023-05-13 04:44:11,130 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 04:44:34,179 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 04:44:56,684 - ice14ws_128 - [INFO] - [Evaluating Epoch 144 valid]:
MRR: Tail : 0.45818, Head : 0.4022, Avg : 0.43019
2023-05-13 04:44:58,908 - ice14ws_128 - [INFO] - [Epoch 144]: Training Loss: 0.0015493, Valid MRR: 0.43019,
2023-05-13 04:45:00,110 - ice14ws_128 - [INFO] - [E:145| 0]: Train Loss:0.0015342, Val MRR:0.43019, ice14ws_128
2023-05-13 04:46:41,604 - ice14ws_128 - [INFO] - [E:145| 100]: Train Loss:0.0015473, Val MRR:0.43019, ice14ws_128
2023-05-13 04:48:13,238 - ice14ws_128 - [INFO] - [E:145| 200]: Train Loss:0.0015467, Val MRR:0.43019, ice14ws_128
2023-05-13 04:49:55,598 - ice14ws_128 - [INFO] - [E:145| 300]: Train Loss:0.0015465, Val MRR:0.43019, ice14ws_128
2023-05-13 04:51:37,299 - ice14ws_128 - [INFO] - [E:145| 400]: Train Loss:0.0015467, Val MRR:0.43019, ice14ws_128
2023-05-13 04:53:19,235 - ice14ws_128 - [INFO] - [E:145| 500]: Train Loss:0.0015469, Val MRR:0.43019, ice14ws_128
2023-05-13 04:55:00,402 - ice14ws_128 - [INFO] - [E:145| 600]: Train Loss:0.0015467, Val MRR:0.43019, ice14ws_128
2023-05-13 04:56:34,532 - ice14ws_128 - [INFO] - [E:145| 700]: Train Loss:0.001547, Val MRR:0.43019, ice14ws_128
2023-05-13 04:58:15,505 - ice14ws_128 - [INFO] - [E:145| 800]: Train Loss:0.0015473, Val MRR:0.43019, ice14ws_128
2023-05-13 04:59:57,024 - ice14ws_128 - [INFO] - [E:145| 900]: Train Loss:0.0015475, Val MRR:0.43019, ice14ws_128
2023-05-13 05:01:08,808 - ice14ws_128 - [INFO] - [Epoch:145]: Training Loss:0.001548
2023-05-13 05:01:09,189 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 05:01:32,233 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 05:01:54,819 - ice14ws_128 - [INFO] - [Evaluating Epoch 145 valid]:
MRR: Tail : 0.45932, Head : 0.40416, Avg : 0.43174
2023-05-13 05:01:57,395 - ice14ws_128 - [INFO] - [Epoch 145]: Training Loss: 0.0015478, Valid MRR: 0.43174,
2023-05-13 05:01:58,590 - ice14ws_128 - [INFO] - [E:146| 0]: Train Loss:0.0015597, Val MRR:0.43174, ice14ws_128
2023-05-13 05:03:40,086 - ice14ws_128 - [INFO] - [E:146| 100]: Train Loss:0.0015445, Val MRR:0.43174, ice14ws_128
2023-05-13 05:05:11,829 - ice14ws_128 - [INFO] - [E:146| 200]: Train Loss:0.0015442, Val MRR:0.43174, ice14ws_128
2023-05-13 05:06:52,774 - ice14ws_128 - [INFO] - [E:146| 300]: Train Loss:0.0015449, Val MRR:0.43174, ice14ws_128
2023-05-13 05:08:33,698 - ice14ws_128 - [INFO] - [E:146| 400]: Train Loss:0.0015449, Val MRR:0.43174, ice14ws_128
2023-05-13 05:10:14,818 - ice14ws_128 - [INFO] - [E:146| 500]: Train Loss:0.0015452, Val MRR:0.43174, ice14ws_128
2023-05-13 05:11:55,581 - ice14ws_128 - [INFO] - [E:146| 600]: Train Loss:0.0015454, Val MRR:0.43174, ice14ws_128
2023-05-13 05:13:27,188 - ice14ws_128 - [INFO] - [E:146| 700]: Train Loss:0.0015457, Val MRR:0.43174, ice14ws_128
2023-05-13 05:15:09,265 - ice14ws_128 - [INFO] - [E:146| 800]: Train Loss:0.0015459, Val MRR:0.43174, ice14ws_128
2023-05-13 05:16:50,120 - ice14ws_128 - [INFO] - [E:146| 900]: Train Loss:0.0015462, Val MRR:0.43174, ice14ws_128
2023-05-13 05:18:01,780 - ice14ws_128 - [INFO] - [Epoch:146]: Training Loss:0.001546
2023-05-13 05:18:02,177 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 05:18:25,241 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 05:18:48,000 - ice14ws_128 - [INFO] - [Evaluating Epoch 146 valid]:
MRR: Tail : 0.45724, Head : 0.40393, Avg : 0.43058
2023-05-13 05:18:48,000 - ice14ws_128 - [INFO] - [Epoch 146]: Training Loss: 0.0015464, Valid MRR: 0.43174,
2023-05-13 05:18:49,196 - ice14ws_128 - [INFO] - [E:147| 0]: Train Loss:0.0015407, Val MRR:0.43174, ice14ws_128
2023-05-13 05:20:27,053 - ice14ws_128 - [INFO] - {'dataset': 'icews14', 'name': 'ice14ws_128', 'gpu': '0', 'train_strategy': 'one_to_n', 'opt': 'adam', 'neg_num': 1000, 'batch_size': 128, 'l2': 0.0, 'lr': 0.0001, 'max_epochs': 500, 'num_workers': 0, 'seed': 42, 'restore': False, 'lbl_smooth': 0.1, 'embed_dim': 400, 'ent_vec_dim': 400, 'rel_vec_dim': 400, 'bias': False, 'form': 'plain', 'k_w': 10, 'k_h': 20, 'num_filt': 96, 'ker_sz': 9, 'perm': 1, 'hid_drop': 0.5, 'feat_drop': 0.2, 'inp_drop': 0.2, 'drop_path': 0.0, 'drop': 0.0, 'in_channels': 1, 'out_channels': 32, 'filt_h': 1, 'filt_w': 9, 'image_h': 128, 'image_w': 128, 'patch_size': 8, 'mixer_dim': 256, 'expansion_factor': 4, 'expansion_factor_token': 0.5, 'mixer_depth': 16, 'mixer_dropout': 0.2, 'log_dir': './log/', 'config_dir': './config/', 'test_only': True, 'filtered': False}
2023-05-13 05:20:30,489 - ice14ws_128 - [INFO] - [E:147| 100]: Train Loss:0.0015441, Val MRR:0.43174, ice14ws_128
2023-05-13 05:20:38,848 - ice14ws_128 - [INFO] - [Test, Tail_Batch Step 0] ice14ws_128
2023-05-13 05:21:15,670 - ice14ws_128 - [INFO] - [Test, Head_Batch Step 0] ice14ws_128
2023-05-13 05:21:50,319 - ice14ws_128 - [INFO] - [Evaluating Epoch 0 test]:
MRR: Tail : 0.44307, Head : 0.39706, Avg : 0.42006
MR: Tail : 678.09, Head : 744.17, Avg : 711.13
Hit-1: Tail : 0.35215, Head : 0.306, Avg : 0.32907
Hit-3: Tail : 0.49328, Head : 0.44288, Avg : 0.46808
Hit-10: Tail : 0.61405, Head : 0.56911, Avg : 0.59158
2023-05-13 05:22:09,276 - ice14ws_128 - [INFO] - [E:147| 200]: Train Loss:0.0015446, Val MRR:0.43174, ice14ws_128
2023-05-13 05:23:50,301 - ice14ws_128 - [INFO] - [E:147| 300]: Train Loss:0.0015443, Val MRR:0.43174, ice14ws_128
2023-05-13 05:25:31,942 - ice14ws_128 - [INFO] - [E:147| 400]: Train Loss:0.0015441, Val MRR:0.43174, ice14ws_128
2023-05-13 05:27:13,064 - ice14ws_128 - [INFO] - [E:147| 500]: Train Loss:0.0015442, Val MRR:0.43174, ice14ws_128
2023-05-13 05:28:54,211 - ice14ws_128 - [INFO] - [E:147| 600]: Train Loss:0.0015446, Val MRR:0.43174, ice14ws_128
2023-05-13 05:30:26,155 - ice14ws_128 - [INFO] - [E:147| 700]: Train Loss:0.0015448, Val MRR:0.43174, ice14ws_128
2023-05-13 05:32:08,041 - ice14ws_128 - [INFO] - [E:147| 800]: Train Loss:0.001545, Val MRR:0.43174, ice14ws_128
2023-05-13 05:33:50,102 - ice14ws_128 - [INFO] - [E:147| 900]: Train Loss:0.0015452, Val MRR:0.43174, ice14ws_128
2023-05-13 05:35:01,542 - ice14ws_128 - [INFO] - [Epoch:147]: Training Loss:0.001545
2023-05-13 05:35:02,064 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 05:35:24,949 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 05:35:47,599 - ice14ws_128 - [INFO] - [Evaluating Epoch 147 valid]:
MRR: Tail : 0.46066, Head : 0.40411, Avg : 0.43239
2023-05-13 05:35:50,324 - ice14ws_128 - [INFO] - [Epoch 147]: Training Loss: 0.0015455, Valid MRR: 0.43239,
2023-05-13 05:35:51,532 - ice14ws_128 - [INFO] - [E:148| 0]: Train Loss:0.0015341, Val MRR:0.43239, ice14ws_128
2023-05-13 05:37:33,381 - ice14ws_128 - [INFO] - [E:148| 100]: Train Loss:0.0015429, Val MRR:0.43239, ice14ws_128
2023-05-13 05:39:04,999 - ice14ws_128 - [INFO] - [E:148| 200]: Train Loss:0.0015442, Val MRR:0.43239, ice14ws_128
2023-05-13 05:40:45,899 - ice14ws_128 - [INFO] - [E:148| 300]: Train Loss:0.0015435, Val MRR:0.43239, ice14ws_128
2023-05-13 05:42:30,714 - ice14ws_128 - [INFO] - [E:148| 400]: Train Loss:0.0015437, Val MRR:0.43239, ice14ws_128
2023-05-13 05:44:12,745 - ice14ws_128 - [INFO] - [E:148| 500]: Train Loss:0.0015435, Val MRR:0.43239, ice14ws_128
2023-05-13 05:45:47,895 - ice14ws_128 - [INFO] - {'dataset': 'icews14', 'name': 'ice14ws_128', 'gpu': '0', 'train_strategy': 'one_to_n', 'opt': 'adam', 'neg_num': 1000, 'batch_size': 128, 'l2': 0.0, 'lr': 0.0001, 'max_epochs': 500, 'num_workers': 0, 'seed': 42, 'restore': False, 'lbl_smooth': 0.1, 'embed_dim': 400, 'ent_vec_dim': 400, 'rel_vec_dim': 400, 'bias': False, 'form': 'plain', 'k_w': 10, 'k_h': 20, 'num_filt': 96, 'ker_sz': 9, 'perm': 1, 'hid_drop': 0.5, 'feat_drop': 0.2, 'inp_drop': 0.2, 'drop_path': 0.0, 'drop': 0.0, 'in_channels': 1, 'out_channels': 32, 'filt_h': 1, 'filt_w': 9, 'image_h': 128, 'image_w': 128, 'patch_size': 8, 'mixer_dim': 256, 'expansion_factor': 4, 'expansion_factor_token': 0.5, 'mixer_depth': 16, 'mixer_dropout': 0.2, 'log_dir': './log/', 'config_dir': './config/', 'test_only': True, 'filtered': False}
2023-05-13 05:45:54,473 - ice14ws_128 - [INFO] - [E:148| 600]: Train Loss:0.0015437, Val MRR:0.43239, ice14ws_128
2023-05-13 05:45:59,507 - ice14ws_128 - [INFO] - [Test, Tail_Batch Step 0] ice14ws_128
2023-05-13 05:46:37,149 - ice14ws_128 - [INFO] - [Test, Head_Batch Step 0] ice14ws_128
2023-05-13 05:47:11,320 - ice14ws_128 - [INFO] - [Evaluating Epoch 0 test]:
MRR: Tail : 0.44464, Head : 0.39618, Avg : 0.42041
MR: Tail : 647.31, Head : 727.9, Avg : 687.6
Hit-1: Tail : 0.35457, Head : 0.30515, Avg : 0.32986
Hit-3: Tail : 0.49473, Head : 0.43973, Avg : 0.46723
Hit-10: Tail : 0.6109, Head : 0.57238, Avg : 0.59164
2023-05-13 05:47:34,114 - ice14ws_128 - [INFO] - [E:148| 700]: Train Loss:0.0015438, Val MRR:0.43239, ice14ws_128
2023-05-13 05:49:15,176 - ice14ws_128 - [INFO] - [E:148| 800]: Train Loss:0.0015437, Val MRR:0.43239, ice14ws_128
2023-05-13 05:50:56,402 - ice14ws_128 - [INFO] - [E:148| 900]: Train Loss:0.0015438, Val MRR:0.43239, ice14ws_128
2023-05-13 05:52:07,210 - ice14ws_128 - [INFO] - [Epoch:148]: Training Loss:0.001544
2023-05-13 05:52:07,602 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 05:52:30,606 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 05:52:53,440 - ice14ws_128 - [INFO] - [Evaluating Epoch 148 valid]:
MRR: Tail : 0.46075, Head : 0.40682, Avg : 0.43378
2023-05-13 05:52:56,082 - ice14ws_128 - [INFO] - [Epoch 148]: Training Loss: 0.001544, Valid MRR: 0.43378,
2023-05-13 05:52:57,450 - ice14ws_128 - [INFO] - [E:149| 0]: Train Loss:0.0015493, Val MRR:0.43378, ice14ws_128
2023-05-13 05:54:39,170 - ice14ws_128 - [INFO] - [E:149| 100]: Train Loss:0.0015417, Val MRR:0.43378, ice14ws_128
2023-05-13 05:56:10,958 - ice14ws_128 - [INFO] - [E:149| 200]: Train Loss:0.0015412, Val MRR:0.43378, ice14ws_128
2023-05-13 05:57:53,193 - ice14ws_128 - [INFO] - [E:149| 300]: Train Loss:0.0015413, Val MRR:0.43378, ice14ws_128
2023-05-13 05:59:35,093 - ice14ws_128 - [INFO] - [E:149| 400]: Train Loss:0.0015417, Val MRR:0.43378, ice14ws_128
2023-05-13 06:01:16,749 - ice14ws_128 - [INFO] - [E:149| 500]: Train Loss:0.0015418, Val MRR:0.43378, ice14ws_128
2023-05-13 06:02:57,809 - ice14ws_128 - [INFO] - [E:149| 600]: Train Loss:0.0015422, Val MRR:0.43378, ice14ws_128
2023-05-13 06:04:29,193 - ice14ws_128 - [INFO] - [E:149| 700]: Train Loss:0.0015424, Val MRR:0.43378, ice14ws_128
2023-05-13 06:06:11,068 - ice14ws_128 - [INFO] - [E:149| 800]: Train Loss:0.0015426, Val MRR:0.43378, ice14ws_128
2023-05-13 06:07:52,914 - ice14ws_128 - [INFO] - [E:149| 900]: Train Loss:0.0015429, Val MRR:0.43378, ice14ws_128
2023-05-13 06:09:04,247 - ice14ws_128 - [INFO] - [Epoch:149]: Training Loss:0.001543
2023-05-13 06:09:04,537 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 06:09:27,841 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 06:09:50,462 - ice14ws_128 - [INFO] - [Evaluating Epoch 149 valid]:
MRR: Tail : 0.4592, Head : 0.40679, Avg : 0.43299
MR: Tail : 595.26, Head : 670.36, Avg : 632.81
Hit-1: Tail : 0.36995, Head : 0.31861, Avg : 0.34428
Hit-3: Tail : 0.50771, Head : 0.44581, Avg : 0.47676
Hit-10: Tail : 0.62726, Head : 0.57992, Avg : 0.60359
2023-05-13 06:09:50,463 - ice14ws_128 - [INFO] - [Epoch 149]: Training Loss: 0.001543, Valid MRR: 0.43378,
2023-05-13 06:09:51,566 - ice14ws_128 - [INFO] - [E:150| 0]: Train Loss:0.0015292, Val MRR:0.43378, ice14ws_128
2023-05-13 06:11:33,139 - ice14ws_128 - [INFO] - [E:150| 100]: Train Loss:0.0015399, Val MRR:0.43378, ice14ws_128
2023-05-13 06:13:04,329 - ice14ws_128 - [INFO] - [E:150| 200]: Train Loss:0.0015399, Val MRR:0.43378, ice14ws_128
2023-05-13 06:14:45,835 - ice14ws_128 - [INFO] - [E:150| 300]: Train Loss:0.0015403, Val MRR:0.43378, ice14ws_128
2023-05-13 06:16:27,701 - ice14ws_128 - [INFO] - [E:150| 400]: Train Loss:0.0015408, Val MRR:0.43378, ice14ws_128
2023-05-13 06:18:09,890 - ice14ws_128 - [INFO] - [E:150| 500]: Train Loss:0.0015409, Val MRR:0.43378, ice14ws_128
2023-05-13 06:19:51,725 - ice14ws_128 - [INFO] - [E:150| 600]: Train Loss:0.0015413, Val MRR:0.43378, ice14ws_128
2023-05-13 06:21:23,692 - ice14ws_128 - [INFO] - [E:150| 700]: Train Loss:0.0015414, Val MRR:0.43378, ice14ws_128
2023-05-13 06:23:05,438 - ice14ws_128 - [INFO] - [E:150| 800]: Train Loss:0.0015416, Val MRR:0.43378, ice14ws_128
2023-05-13 06:24:47,304 - ice14ws_128 - [INFO] - [E:150| 900]: Train Loss:0.0015418, Val MRR:0.43378, ice14ws_128
2023-05-13 06:25:58,643 - ice14ws_128 - [INFO] - [Epoch:150]: Training Loss:0.001542
2023-05-13 06:25:59,152 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 06:26:22,399 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 06:26:45,152 - ice14ws_128 - [INFO] - [Evaluating Epoch 150 valid]:
MRR: Tail : 0.46427, Head : 0.40576, Avg : 0.43501
2023-05-13 06:26:47,957 - ice14ws_128 - [INFO] - [Epoch 150]: Training Loss: 0.0015418, Valid MRR: 0.43501,
2023-05-13 06:26:49,165 - ice14ws_128 - [INFO] - [E:151| 0]: Train Loss:0.0015353, Val MRR:0.43501, ice14ws_128
2023-05-13 06:28:30,711 - ice14ws_128 - [INFO] - [E:151| 100]: Train Loss:0.0015398, Val MRR:0.43501, ice14ws_128
2023-05-13 06:30:05,638 - ice14ws_128 - [INFO] - [E:151| 200]: Train Loss:0.0015398, Val MRR:0.43501, ice14ws_128
2023-05-13 06:31:47,047 - ice14ws_128 - [INFO] - [E:151| 300]: Train Loss:0.00154, Val MRR:0.43501, ice14ws_128
2023-05-13 06:33:28,271 - ice14ws_128 - [INFO] - [E:151| 400]: Train Loss:0.0015399, Val MRR:0.43501, ice14ws_128
2023-05-13 06:35:09,486 - ice14ws_128 - [INFO] - [E:151| 500]: Train Loss:0.00154, Val MRR:0.43501, ice14ws_128
2023-05-13 06:36:51,413 - ice14ws_128 - [INFO] - [E:151| 600]: Train Loss:0.0015402, Val MRR:0.43501, ice14ws_128
2023-05-13 06:38:20,205 - ice14ws_128 - [INFO] - {'dataset': 'icews14', 'name': 'ice14ws_128', 'gpu': '0', 'train_strategy': 'one_to_n', 'opt': 'adam', 'neg_num': 1000, 'batch_size': 128, 'l2': 0.0, 'lr': 0.0001, 'max_epochs': 500, 'num_workers': 0, 'seed': 42, 'restore': False, 'lbl_smooth': 0.1, 'embed_dim': 400, 'ent_vec_dim': 400, 'rel_vec_dim': 400, 'bias': False, 'form': 'plain', 'k_w': 10, 'k_h': 20, 'num_filt': 96, 'ker_sz': 9, 'perm': 1, 'hid_drop': 0.5, 'feat_drop': 0.2, 'inp_drop': 0.2, 'drop_path': 0.0, 'drop': 0.0, 'in_channels': 1, 'out_channels': 32, 'filt_h': 1, 'filt_w': 9, 'image_h': 128, 'image_w': 128, 'patch_size': 8, 'mixer_dim': 256, 'expansion_factor': 4, 'expansion_factor_token': 0.5, 'mixer_depth': 16, 'mixer_dropout': 0.2, 'log_dir': './log/', 'config_dir': './config/', 'test_only': True, 'filtered': False}
2023-05-13 06:38:22,973 - ice14ws_128 - [INFO] - [E:151| 700]: Train Loss:0.0015404, Val MRR:0.43501, ice14ws_128
2023-05-13 06:38:31,547 - ice14ws_128 - [INFO] - [Test, Tail_Batch Step 0] ice14ws_128
2023-05-13 06:39:09,045 - ice14ws_128 - [INFO] - [Test, Head_Batch Step 0] ice14ws_128
2023-05-13 06:39:45,997 - ice14ws_128 - [INFO] - [Evaluating Epoch 0 test]:
MRR: Tail : 0.4474, Head : 0.40048, Avg : 0.42394
MR: Tail : 655.74, Head : 729.93, Avg : 692.83
Hit-1: Tail : 0.35724, Head : 0.3089, Avg : 0.33307
Hit-3: Tail : 0.49715, Head : 0.4447, Avg : 0.47093
Hit-10: Tail : 0.61199, Head : 0.57468, Avg : 0.59334
2023-05-13 06:40:15,174 - ice14ws_128 - [INFO] - [E:151| 800]: Train Loss:0.0015405, Val MRR:0.43501, ice14ws_128
2023-05-13 06:41:56,809 - ice14ws_128 - [INFO] - [E:151| 900]: Train Loss:0.0015405, Val MRR:0.43501, ice14ws_128
2023-05-13 06:43:08,565 - ice14ws_128 - [INFO] - [Epoch:151]: Training Loss:0.001541
2023-05-13 06:43:09,086 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 06:43:32,035 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 06:43:54,616 - ice14ws_128 - [INFO] - [Evaluating Epoch 151 valid]:
MRR: Tail : 0.46385, Head : 0.40611, Avg : 0.43498
2023-05-13 06:43:54,616 - ice14ws_128 - [INFO] - [Epoch 151]: Training Loss: 0.0015409, Valid MRR: 0.43501,
2023-05-13 06:43:55,716 - ice14ws_128 - [INFO] - [E:152| 0]: Train Loss:0.0015394, Val MRR:0.43501, ice14ws_128
2023-05-13 06:45:37,966 - ice14ws_128 - [INFO] - [E:152| 100]: Train Loss:0.0015415, Val MRR:0.43501, ice14ws_128
2023-05-13 06:47:09,812 - ice14ws_128 - [INFO] - [E:152| 200]: Train Loss:0.001539, Val MRR:0.43501, ice14ws_128
2023-05-13 06:48:51,810 - ice14ws_128 - [INFO] - [E:152| 300]: Train Loss:0.0015393, Val MRR:0.43501, ice14ws_128
2023-05-13 06:50:32,799 - ice14ws_128 - [INFO] - [E:152| 400]: Train Loss:0.0015389, Val MRR:0.43501, ice14ws_128
2023-05-13 06:52:14,268 - ice14ws_128 - [INFO] - [E:152| 500]: Train Loss:0.001539, Val MRR:0.43501, ice14ws_128
2023-05-13 06:53:55,395 - ice14ws_128 - [INFO] - [E:152| 600]: Train Loss:0.0015391, Val MRR:0.43501, ice14ws_128
2023-05-13 06:55:27,137 - ice14ws_128 - [INFO] - [E:152| 700]: Train Loss:0.0015391, Val MRR:0.43501, ice14ws_128
2023-05-13 06:57:09,602 - ice14ws_128 - [INFO] - [E:152| 800]: Train Loss:0.0015394, Val MRR:0.43501, ice14ws_128
2023-05-13 06:58:51,074 - ice14ws_128 - [INFO] - [E:152| 900]: Train Loss:0.0015395, Val MRR:0.43501, ice14ws_128
2023-05-13 07:00:01,936 - ice14ws_128 - [INFO] - [Epoch:152]: Training Loss:0.00154
2023-05-13 07:00:02,458 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 07:00:25,439 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 07:00:48,033 - ice14ws_128 - [INFO] - [Evaluating Epoch 152 valid]:
MRR: Tail : 0.46178, Head : 0.40939, Avg : 0.43558
2023-05-13 07:00:50,365 - ice14ws_128 - [INFO] - [Epoch 152]: Training Loss: 0.0015396, Valid MRR: 0.43558,
2023-05-13 07:00:51,599 - ice14ws_128 - [INFO] - [E:153| 0]: Train Loss:0.0015393, Val MRR:0.43558, ice14ws_128
2023-05-13 07:02:33,414 - ice14ws_128 - [INFO] - [E:153| 100]: Train Loss:0.0015357, Val MRR:0.43558, ice14ws_128
2023-05-13 07:04:04,871 - ice14ws_128 - [INFO] - [E:153| 200]: Train Loss:0.0015363, Val MRR:0.43558, ice14ws_128
2023-05-13 07:05:45,539 - ice14ws_128 - [INFO] - [E:153| 300]: Train Loss:0.0015368, Val MRR:0.43558, ice14ws_128
2023-05-13 07:07:27,535 - ice14ws_128 - [INFO] - [E:153| 400]: Train Loss:0.0015371, Val MRR:0.43558, ice14ws_128
2023-05-13 07:09:09,147 - ice14ws_128 - [INFO] - [E:153| 500]: Train Loss:0.0015378, Val MRR:0.43558, ice14ws_128
2023-05-13 07:10:50,645 - ice14ws_128 - [INFO] - [E:153| 600]: Train Loss:0.0015379, Val MRR:0.43558, ice14ws_128
2023-05-13 07:12:22,480 - ice14ws_128 - [INFO] - [E:153| 700]: Train Loss:0.0015384, Val MRR:0.43558, ice14ws_128
2023-05-13 07:14:04,445 - ice14ws_128 - [INFO] - [E:153| 800]: Train Loss:0.0015385, Val MRR:0.43558, ice14ws_128
2023-05-13 07:15:49,811 - ice14ws_128 - [INFO] - [E:153| 900]: Train Loss:0.0015387, Val MRR:0.43558, ice14ws_128
2023-05-13 07:17:01,152 - ice14ws_128 - [INFO] - [Epoch:153]: Training Loss:0.001539
2023-05-13 07:17:01,530 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 07:17:24,850 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 07:17:47,613 - ice14ws_128 - [INFO] - [Evaluating Epoch 153 valid]:
MRR: Tail : 0.46239, Head : 0.408, Avg : 0.43519
2023-05-13 07:17:47,613 - ice14ws_128 - [INFO] - [Epoch 153]: Training Loss: 0.0015387, Valid MRR: 0.43558,
2023-05-13 07:17:48,820 - ice14ws_128 - [INFO] - [E:154| 0]: Train Loss:0.0015444, Val MRR:0.43558, ice14ws_128
2023-05-13 07:19:26,643 - ice14ws_128 - [INFO] - [E:154| 100]: Train Loss:0.0015371, Val MRR:0.43558, ice14ws_128
2023-05-13 07:21:02,194 - ice14ws_128 - [INFO] - [E:154| 200]: Train Loss:0.0015372, Val MRR:0.43558, ice14ws_128
2023-05-13 07:22:44,449 - ice14ws_128 - [INFO] - [E:154| 300]: Train Loss:0.0015366, Val MRR:0.43558, ice14ws_128
2023-05-13 07:24:25,994 - ice14ws_128 - [INFO] - [E:154| 400]: Train Loss:0.0015368, Val MRR:0.43558, ice14ws_128
2023-05-13 07:26:07,683 - ice14ws_128 - [INFO] - [E:154| 500]: Train Loss:0.001537, Val MRR:0.43558, ice14ws_128
2023-05-13 07:27:45,101 - ice14ws_128 - [INFO] - [E:154| 600]: Train Loss:0.0015372, Val MRR:0.43558, ice14ws_128
2023-05-13 07:29:20,117 - ice14ws_128 - [INFO] - [E:154| 700]: Train Loss:0.0015375, Val MRR:0.43558, ice14ws_128
2023-05-13 07:31:01,849 - ice14ws_128 - [INFO] - [E:154| 800]: Train Loss:0.0015376, Val MRR:0.43558, ice14ws_128
2023-05-13 07:32:44,076 - ice14ws_128 - [INFO] - [E:154| 900]: Train Loss:0.0015379, Val MRR:0.43558, ice14ws_128
2023-05-13 07:33:55,032 - ice14ws_128 - [INFO] - [Epoch:154]: Training Loss:0.001538
2023-05-13 07:33:55,541 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 07:34:18,663 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 07:34:41,639 - ice14ws_128 - [INFO] - [Evaluating Epoch 154 valid]:
MRR: Tail : 0.46552, Head : 0.40924, Avg : 0.43738
2023-05-13 07:34:44,370 - ice14ws_128 - [INFO] - [Epoch 154]: Training Loss: 0.0015379, Valid MRR: 0.43738,
2023-05-13 07:34:45,709 - ice14ws_128 - [INFO] - [E:155| 0]: Train Loss:0.0015241, Val MRR:0.43738, ice14ws_128
2023-05-13 07:36:16,998 - ice14ws_128 - [INFO] - [E:155| 100]: Train Loss:0.0015372, Val MRR:0.43738, ice14ws_128
2023-05-13 07:37:58,343 - ice14ws_128 - [INFO] - [E:155| 200]: Train Loss:0.0015364, Val MRR:0.43738, ice14ws_128
2023-05-13 07:39:39,467 - ice14ws_128 - [INFO] - [E:155| 300]: Train Loss:0.0015359, Val MRR:0.43738, ice14ws_128
2023-05-13 07:41:20,582 - ice14ws_128 - [INFO] - [E:155| 400]: Train Loss:0.0015362, Val MRR:0.43738, ice14ws_128
2023-05-13 07:43:02,321 - ice14ws_128 - [INFO] - [E:155| 500]: Train Loss:0.0015367, Val MRR:0.43738, ice14ws_128
2023-05-13 07:44:34,422 - ice14ws_128 - [INFO] - [E:155| 600]: Train Loss:0.0015368, Val MRR:0.43738, ice14ws_128
2023-05-13 07:46:15,953 - ice14ws_128 - [INFO] - [E:155| 700]: Train Loss:0.0015365, Val MRR:0.43738, ice14ws_128
2023-05-13 07:47:57,533 - ice14ws_128 - [INFO] - [E:155| 800]: Train Loss:0.0015365, Val MRR:0.43738, ice14ws_128
2023-05-13 07:49:38,316 - ice14ws_128 - [INFO] - [E:155| 900]: Train Loss:0.0015366, Val MRR:0.43738, ice14ws_128
2023-05-13 07:50:49,090 - ice14ws_128 - [INFO] - [Epoch:155]: Training Loss:0.001537
2023-05-13 07:50:49,612 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 07:51:12,528 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 07:51:35,126 - ice14ws_128 - [INFO] - [Evaluating Epoch 155 valid]:
MRR: Tail : 0.46469, Head : 0.40647, Avg : 0.43558
2023-05-13 07:51:35,127 - ice14ws_128 - [INFO] - [Epoch 155]: Training Loss: 0.0015368, Valid MRR: 0.43738,
2023-05-13 07:51:36,206 - ice14ws_128 - [INFO] - [E:156| 0]: Train Loss:0.0015495, Val MRR:0.43738, ice14ws_128
2023-05-13 07:53:07,768 - ice14ws_128 - [INFO] - [E:156| 100]: Train Loss:0.0015367, Val MRR:0.43738, ice14ws_128
2023-05-13 07:54:49,397 - ice14ws_128 - [INFO] - [E:156| 200]: Train Loss:0.0015363, Val MRR:0.43738, ice14ws_128
2023-05-13 07:56:30,926 - ice14ws_128 - [INFO] - [E:156| 300]: Train Loss:0.0015359, Val MRR:0.43738, ice14ws_128
2023-05-13 07:58:12,331 - ice14ws_128 - [INFO] - [E:156| 400]: Train Loss:0.0015358, Val MRR:0.43738, ice14ws_128
2023-05-13 07:59:53,621 - ice14ws_128 - [INFO] - [E:156| 500]: Train Loss:0.0015359, Val MRR:0.43738, ice14ws_128
2023-05-13 08:01:25,036 - ice14ws_128 - [INFO] - [E:156| 600]: Train Loss:0.0015358, Val MRR:0.43738, ice14ws_128
2023-05-13 08:03:09,592 - ice14ws_128 - [INFO] - [E:156| 700]: Train Loss:0.0015359, Val MRR:0.43738, ice14ws_128
2023-05-13 08:04:51,609 - ice14ws_128 - [INFO] - [E:156| 800]: Train Loss:0.0015357, Val MRR:0.43738, ice14ws_128
2023-05-13 08:06:33,368 - ice14ws_128 - [INFO] - [E:156| 900]: Train Loss:0.0015357, Val MRR:0.43738, ice14ws_128
2023-05-13 08:07:44,686 - ice14ws_128 - [INFO] - [Epoch:156]: Training Loss:0.001536
2023-05-13 08:07:45,080 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 08:08:08,171 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 08:08:31,029 - ice14ws_128 - [INFO] - [Evaluating Epoch 156 valid]:
MRR: Tail : 0.46376, Head : 0.40675, Avg : 0.43526
2023-05-13 08:08:31,029 - ice14ws_128 - [INFO] - [Epoch 156]: Training Loss: 0.0015358, Valid MRR: 0.43738,
2023-05-13 08:08:32,216 - ice14ws_128 - [INFO] - [E:157| 0]: Train Loss:0.0015375, Val MRR:0.43738, ice14ws_128
2023-05-13 08:10:03,540 - ice14ws_128 - [INFO] - [E:157| 100]: Train Loss:0.0015347, Val MRR:0.43738, ice14ws_128
2023-05-13 08:11:46,269 - ice14ws_128 - [INFO] - [E:157| 200]: Train Loss:0.0015343, Val MRR:0.43738, ice14ws_128
2023-05-13 08:13:28,720 - ice14ws_128 - [INFO] - [E:157| 300]: Train Loss:0.001534, Val MRR:0.43738, ice14ws_128
2023-05-13 08:15:09,998 - ice14ws_128 - [INFO] - [E:157| 400]: Train Loss:0.0015347, Val MRR:0.43738, ice14ws_128
2023-05-13 08:16:52,125 - ice14ws_128 - [INFO] - [E:157| 500]: Train Loss:0.0015346, Val MRR:0.43738, ice14ws_128
2023-05-13 08:18:24,093 - ice14ws_128 - [INFO] - [E:157| 600]: Train Loss:0.0015351, Val MRR:0.43738, ice14ws_128
2023-05-13 08:20:05,575 - ice14ws_128 - [INFO] - [E:157| 700]: Train Loss:0.0015352, Val MRR:0.43738, ice14ws_128
2023-05-13 08:21:47,130 - ice14ws_128 - [INFO] - [E:157| 800]: Train Loss:0.0015353, Val MRR:0.43738, ice14ws_128
2023-05-13 08:23:28,816 - ice14ws_128 - [INFO] - [E:157| 900]: Train Loss:0.0015351, Val MRR:0.43738, ice14ws_128
2023-05-13 08:24:40,481 - ice14ws_128 - [INFO] - [Epoch:157]: Training Loss:0.001535
2023-05-13 08:24:40,742 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 08:25:04,127 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 08:25:27,078 - ice14ws_128 - [INFO] - [Evaluating Epoch 157 valid]:
MRR: Tail : 0.46474, Head : 0.41198, Avg : 0.43836
2023-05-13 08:25:29,866 - ice14ws_128 - [INFO] - [Epoch 157]: Training Loss: 0.0015352, Valid MRR: 0.43836,
2023-05-13 08:25:31,191 - ice14ws_128 - [INFO] - [E:158| 0]: Train Loss:0.0015364, Val MRR:0.43836, ice14ws_128
2023-05-13 08:27:02,774 - ice14ws_128 - [INFO] - [E:158| 100]: Train Loss:0.0015324, Val MRR:0.43836, ice14ws_128
2023-05-13 08:27:42,977 - ice14ws_128 - [INFO] - {'dataset': 'icews14', 'name': 'ice14ws_128', 'gpu': '0', 'train_strategy': 'one_to_n', 'opt': 'adam', 'neg_num': 1000, 'batch_size': 128, 'l2': 0.0, 'lr': 0.0001, 'max_epochs': 500, 'num_workers': 0, 'seed': 42, 'restore': False, 'lbl_smooth': 0.1, 'embed_dim': 400, 'ent_vec_dim': 400, 'rel_vec_dim': 400, 'bias': False, 'form': 'plain', 'k_w': 10, 'k_h': 20, 'num_filt': 96, 'ker_sz': 9, 'perm': 1, 'hid_drop': 0.5, 'feat_drop': 0.2, 'inp_drop': 0.2, 'drop_path': 0.0, 'drop': 0.0, 'in_channels': 1, 'out_channels': 32, 'filt_h': 1, 'filt_w': 9, 'image_h': 128, 'image_w': 128, 'patch_size': 8, 'mixer_dim': 256, 'expansion_factor': 4, 'expansion_factor_token': 0.5, 'mixer_depth': 16, 'mixer_dropout': 0.2, 'log_dir': './log/', 'config_dir': './config/', 'test_only': True, 'filtered': False}
2023-05-13 08:27:54,319 - ice14ws_128 - [INFO] - [Test, Tail_Batch Step 0] ice14ws_128
2023-05-13 08:28:31,815 - ice14ws_128 - [INFO] - [Test, Head_Batch Step 0] ice14ws_128
2023-05-13 08:28:52,202 - ice14ws_128 - [INFO] - [E:158| 200]: Train Loss:0.0015339, Val MRR:0.43836, ice14ws_128
2023-05-13 08:29:08,793 - ice14ws_128 - [INFO] - [Evaluating Epoch 0 test]:
MRR: Tail : 0.44908, Head : 0.39883, Avg : 0.42396
MR: Tail : 701.92, Head : 755.54, Avg : 728.73
Hit-1: Tail : 0.3616, Head : 0.30902, Avg : 0.33531
Hit-3: Tail : 0.49655, Head : 0.44397, Avg : 0.47026
Hit-10: Tail : 0.61139, Head : 0.56875, Avg : 0.59007
2023-05-13 08:30:36,325 - ice14ws_128 - [INFO] - [E:158| 300]: Train Loss:0.001534, Val MRR:0.43836, ice14ws_128
2023-05-13 08:32:18,165 - ice14ws_128 - [INFO] - [E:158| 400]: Train Loss:0.0015339, Val MRR:0.43836, ice14ws_128
2023-05-13 08:33:58,861 - ice14ws_128 - [INFO] - [E:158| 500]: Train Loss:0.0015338, Val MRR:0.43836, ice14ws_128
2023-05-13 08:35:30,028 - ice14ws_128 - [INFO] - [E:158| 600]: Train Loss:0.0015338, Val MRR:0.43836, ice14ws_128
2023-05-13 08:37:11,725 - ice14ws_128 - [INFO] - [E:158| 700]: Train Loss:0.0015338, Val MRR:0.43836, ice14ws_128
2023-05-13 08:38:53,735 - ice14ws_128 - [INFO] - [E:158| 800]: Train Loss:0.001534, Val MRR:0.43836, ice14ws_128
2023-05-13 08:40:35,222 - ice14ws_128 - [INFO] - [E:158| 900]: Train Loss:0.0015341, Val MRR:0.43836, ice14ws_128
2023-05-13 08:41:46,815 - ice14ws_128 - [INFO] - [Epoch:158]: Training Loss:0.001534
2023-05-13 08:41:47,245 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 08:42:10,303 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 08:42:32,867 - ice14ws_128 - [INFO] - [Evaluating Epoch 158 valid]:
MRR: Tail : 0.46135, Head : 0.40732, Avg : 0.43434
2023-05-13 08:42:32,867 - ice14ws_128 - [INFO] - [Epoch 158]: Training Loss: 0.0015341, Valid MRR: 0.43836,
2023-05-13 08:42:34,081 - ice14ws_128 - [INFO] - [E:159| 0]: Train Loss:0.0015316, Val MRR:0.43836, ice14ws_128
2023-05-13 08:44:05,679 - ice14ws_128 - [INFO] - [E:159| 100]: Train Loss:0.0015321, Val MRR:0.43836, ice14ws_128
2023-05-13 08:45:47,396 - ice14ws_128 - [INFO] - [E:159| 200]: Train Loss:0.0015317, Val MRR:0.43836, ice14ws_128
2023-05-13 08:47:28,995 - ice14ws_128 - [INFO] - [E:159| 300]: Train Loss:0.0015319, Val MRR:0.43836, ice14ws_128
2023-05-13 08:49:14,131 - ice14ws_128 - [INFO] - [E:159| 400]: Train Loss:0.0015326, Val MRR:0.43836, ice14ws_128
2023-05-13 08:50:55,825 - ice14ws_128 - [INFO] - [E:159| 500]: Train Loss:0.0015326, Val MRR:0.43836, ice14ws_128
2023-05-13 08:52:27,983 - ice14ws_128 - [INFO] - [E:159| 600]: Train Loss:0.0015326, Val MRR:0.43836, ice14ws_128
2023-05-13 08:54:09,682 - ice14ws_128 - [INFO] - [E:159| 700]: Train Loss:0.0015332, Val MRR:0.43836, ice14ws_128
2023-05-13 08:55:51,553 - ice14ws_128 - [INFO] - [E:159| 800]: Train Loss:0.0015331, Val MRR:0.43836, ice14ws_128
2023-05-13 08:57:33,316 - ice14ws_128 - [INFO] - [E:159| 900]: Train Loss:0.0015333, Val MRR:0.43836, ice14ws_128
2023-05-13 08:58:44,855 - ice14ws_128 - [INFO] - [Epoch:159]: Training Loss:0.001534
2023-05-13 08:58:45,281 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 08:59:07,981 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 08:59:30,591 - ice14ws_128 - [INFO] - [Evaluating Epoch 159 valid]:
MRR: Tail : 0.46862, Head : 0.4086, Avg : 0.43861
MR: Tail : 631.06, Head : 706.41, Avg : 668.73
Hit-1: Tail : 0.38281, Head : 0.31982, Avg : 0.35132
Hit-3: Tail : 0.5162, Head : 0.4509, Avg : 0.48355
Hit-10: Tail : 0.63297, Head : 0.57944, Avg : 0.6062
2023-05-13 08:59:33,514 - ice14ws_128 - [INFO] - [Epoch 159]: Training Loss: 0.0015335, Valid MRR: 0.43861,
2023-05-13 08:59:34,727 - ice14ws_128 - [INFO] - [E:160| 0]: Train Loss:0.0015236, Val MRR:0.43861, ice14ws_128
2023-05-13 09:01:06,403 - ice14ws_128 - [INFO] - [E:160| 100]: Train Loss:0.0015291, Val MRR:0.43861, ice14ws_128
2023-05-13 09:02:48,667 - ice14ws_128 - [INFO] - [E:160| 200]: Train Loss:0.0015307, Val MRR:0.43861, ice14ws_128
2023-05-13 09:04:30,401 - ice14ws_128 - [INFO] - [E:160| 300]: Train Loss:0.0015314, Val MRR:0.43861, ice14ws_128
2023-05-13 09:06:12,097 - ice14ws_128 - [INFO] - [E:160| 400]: Train Loss:0.0015316, Val MRR:0.43861, ice14ws_128
2023-05-13 09:07:53,790 - ice14ws_128 - [INFO] - [E:160| 500]: Train Loss:0.001532, Val MRR:0.43861, ice14ws_128
2023-05-13 09:09:25,626 - ice14ws_128 - [INFO] - [E:160| 600]: Train Loss:0.0015321, Val MRR:0.43861, ice14ws_128
2023-05-13 09:11:06,678 - ice14ws_128 - [INFO] - [E:160| 700]: Train Loss:0.0015325, Val MRR:0.43861, ice14ws_128
2023-05-13 09:12:48,383 - ice14ws_128 - [INFO] - [E:160| 800]: Train Loss:0.0015325, Val MRR:0.43861, ice14ws_128
2023-05-13 09:14:30,682 - ice14ws_128 - [INFO] - [E:160| 900]: Train Loss:0.0015326, Val MRR:0.43861, ice14ws_128
2023-05-13 09:15:42,240 - ice14ws_128 - [INFO] - [Epoch:160]: Training Loss:0.001533
2023-05-13 09:15:42,704 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 09:16:05,701 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 09:16:28,336 - ice14ws_128 - [INFO] - [Evaluating Epoch 160 valid]:
MRR: Tail : 0.46551, Head : 0.41081, Avg : 0.43816
2023-05-13 09:16:28,337 - ice14ws_128 - [INFO] - [Epoch 160]: Training Loss: 0.0015327, Valid MRR: 0.43861,
2023-05-13 09:16:29,434 - ice14ws_128 - [INFO] - [E:161| 0]: Train Loss:0.0015379, Val MRR:0.43861, ice14ws_128
2023-05-13 09:18:01,100 - ice14ws_128 - [INFO] - [E:161| 100]: Train Loss:0.0015306, Val MRR:0.43861, ice14ws_128
2023-05-13 09:19:43,042 - ice14ws_128 - [INFO] - [E:161| 200]: Train Loss:0.0015306, Val MRR:0.43861, ice14ws_128
2023-05-13 09:21:24,470 - ice14ws_128 - [INFO] - [E:161| 300]: Train Loss:0.0015312, Val MRR:0.43861, ice14ws_128
2023-05-13 09:22:22,720 - ice14ws_128 - [INFO] - {'dataset': 'icews14', 'name': 'ice14ws_128', 'gpu': '0', 'train_strategy': 'one_to_n', 'opt': 'adam', 'neg_num': 1000, 'batch_size': 128, 'l2': 0.0, 'lr': 0.0001, 'max_epochs': 500, 'num_workers': 0, 'seed': 42, 'restore': False, 'lbl_smooth': 0.1, 'embed_dim': 400, 'ent_vec_dim': 400, 'rel_vec_dim': 400, 'bias': False, 'form': 'plain', 'k_w': 10, 'k_h': 20, 'num_filt': 96, 'ker_sz': 9, 'perm': 1, 'hid_drop': 0.5, 'feat_drop': 0.2, 'inp_drop': 0.2, 'drop_path': 0.0, 'drop': 0.0, 'in_channels': 1, 'out_channels': 32, 'filt_h': 1, 'filt_w': 9, 'image_h': 128, 'image_w': 128, 'patch_size': 8, 'mixer_dim': 256, 'expansion_factor': 4, 'expansion_factor_token': 0.5, 'mixer_depth': 16, 'mixer_dropout': 0.2, 'log_dir': './log/', 'config_dir': './config/', 'test_only': True, 'filtered': False}
2023-05-13 09:22:34,411 - ice14ws_128 - [INFO] - [Test, Tail_Batch Step 0] ice14ws_128
2023-05-13 09:23:11,835 - ice14ws_128 - [INFO] - [E:161| 400]: Train Loss:0.0015315, Val MRR:0.43861, ice14ws_128
2023-05-13 09:23:11,897 - ice14ws_128 - [INFO] - [Test, Head_Batch Step 0] ice14ws_128
2023-05-13 09:23:48,920 - ice14ws_128 - [INFO] - [Evaluating Epoch 0 test]:
MRR: Tail : 0.45352, Head : 0.39808, Avg : 0.4258
MR: Tail : 683.44, Head : 756.31, Avg : 719.88
Hit-1: Tail : 0.36814, Head : 0.30915, Avg : 0.33864
Hit-3: Tail : 0.49776, Head : 0.44349, Avg : 0.47062
Hit-10: Tail : 0.61417, Head : 0.56548, Avg : 0.58982
2023-05-13 09:24:58,965 - ice14ws_128 - [INFO] - [E:161| 500]: Train Loss:0.0015316, Val MRR:0.43861, ice14ws_128
2023-05-13 09:26:31,187 - ice14ws_128 - [INFO] - [E:161| 600]: Train Loss:0.0015318, Val MRR:0.43861, ice14ws_128
2023-05-13 09:28:13,206 - ice14ws_128 - [INFO] - [E:161| 700]: Train Loss:0.0015316, Val MRR:0.43861, ice14ws_128
2023-05-13 09:29:54,973 - ice14ws_128 - [INFO] - [E:161| 800]: Train Loss:0.0015317, Val MRR:0.43861, ice14ws_128
2023-05-13 09:31:36,394 - ice14ws_128 - [INFO] - [E:161| 900]: Train Loss:0.0015318, Val MRR:0.43861, ice14ws_128
2023-05-13 09:32:47,562 - ice14ws_128 - [INFO] - [Epoch:161]: Training Loss:0.001532
2023-05-13 09:32:47,833 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 09:33:10,788 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 09:33:33,621 - ice14ws_128 - [INFO] - [Evaluating Epoch 161 valid]:
MRR: Tail : 0.46358, Head : 0.41075, Avg : 0.43717
2023-05-13 09:33:33,621 - ice14ws_128 - [INFO] - [Epoch 161]: Training Loss: 0.0015317, Valid MRR: 0.43861,
2023-05-13 09:33:34,724 - ice14ws_128 - [INFO] - [E:162| 0]: Train Loss:0.0015439, Val MRR:0.43861, ice14ws_128
2023-05-13 09:35:06,764 - ice14ws_128 - [INFO] - [E:162| 100]: Train Loss:0.0015302, Val MRR:0.43861, ice14ws_128
2023-05-13 09:36:51,588 - ice14ws_128 - [INFO] - [E:162| 200]: Train Loss:0.0015308, Val MRR:0.43861, ice14ws_128
2023-05-13 09:38:32,937 - ice14ws_128 - [INFO] - [E:162| 300]: Train Loss:0.0015306, Val MRR:0.43861, ice14ws_128
2023-05-13 09:40:14,460 - ice14ws_128 - [INFO] - [E:162| 400]: Train Loss:0.0015306, Val MRR:0.43861, ice14ws_128
2023-05-13 09:41:55,285 - ice14ws_128 - [INFO] - [E:162| 500]: Train Loss:0.0015307, Val MRR:0.43861, ice14ws_128
2023-05-13 09:43:26,776 - ice14ws_128 - [INFO] - [E:162| 600]: Train Loss:0.001531, Val MRR:0.43861, ice14ws_128
2023-05-13 09:45:08,290 - ice14ws_128 - [INFO] - [E:162| 700]: Train Loss:0.001531, Val MRR:0.43861, ice14ws_128
2023-05-13 09:46:49,394 - ice14ws_128 - [INFO] - [E:162| 800]: Train Loss:0.001531, Val MRR:0.43861, ice14ws_128
2023-05-13 09:48:30,045 - ice14ws_128 - [INFO] - [E:162| 900]: Train Loss:0.0015311, Val MRR:0.43861, ice14ws_128
2023-05-13 09:49:41,613 - ice14ws_128 - [INFO] - [Epoch:162]: Training Loss:0.001531
2023-05-13 09:49:42,046 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 09:50:04,902 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 09:50:27,584 - ice14ws_128 - [INFO] - [Evaluating Epoch 162 valid]:
MRR: Tail : 0.46484, Head : 0.4074, Avg : 0.43612
2023-05-13 09:50:27,584 - ice14ws_128 - [INFO] - [Epoch 162]: Training Loss: 0.0015311, Valid MRR: 0.43861,
2023-05-13 09:50:28,786 - ice14ws_128 - [INFO] - [E:163| 0]: Train Loss:0.0015219, Val MRR:0.43861, ice14ws_128
2023-05-13 09:51:59,792 - ice14ws_128 - [INFO] - [E:163| 100]: Train Loss:0.0015298, Val MRR:0.43861, ice14ws_128
2023-05-13 09:53:40,923 - ice14ws_128 - [INFO] - [E:163| 200]: Train Loss:0.0015306, Val MRR:0.43861, ice14ws_128
2023-05-13 09:55:22,164 - ice14ws_128 - [INFO] - [E:163| 300]: Train Loss:0.0015304, Val MRR:0.43861, ice14ws_128
2023-05-13 09:57:03,715 - ice14ws_128 - [INFO] - [E:163| 400]: Train Loss:0.0015298, Val MRR:0.43861, ice14ws_128
2023-05-13 09:58:44,987 - ice14ws_128 - [INFO] - [E:163| 500]: Train Loss:0.0015299, Val MRR:0.43861, ice14ws_128
2023-05-13 10:00:16,172 - ice14ws_128 - [INFO] - [E:163| 600]: Train Loss:0.00153, Val MRR:0.43861, ice14ws_128
2023-05-13 10:01:57,692 - ice14ws_128 - [INFO] - [E:163| 700]: Train Loss:0.0015297, Val MRR:0.43861, ice14ws_128
2023-05-13 10:03:39,839 - ice14ws_128 - [INFO] - [E:163| 800]: Train Loss:0.0015299, Val MRR:0.43861, ice14ws_128
2023-05-13 10:05:21,690 - ice14ws_128 - [INFO] - [E:163| 900]: Train Loss:0.0015301, Val MRR:0.43861, ice14ws_128
2023-05-13 10:06:32,701 - ice14ws_128 - [INFO] - [Epoch:163]: Training Loss:0.00153
2023-05-13 10:06:33,220 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 10:06:56,043 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 10:07:18,702 - ice14ws_128 - [INFO] - [Evaluating Epoch 163 valid]:
MRR: Tail : 0.46699, Head : 0.40914, Avg : 0.43807
2023-05-13 10:07:18,702 - ice14ws_128 - [INFO] - [Epoch 163]: Training Loss: 0.0015303, Valid MRR: 0.43861,
2023-05-13 10:07:19,755 - ice14ws_128 - [INFO] - [E:164| 0]: Train Loss:0.0015071, Val MRR:0.43861, ice14ws_128
2023-05-13 10:08:52,110 - ice14ws_128 - [INFO] - [E:164| 100]: Train Loss:0.00153, Val MRR:0.43861, ice14ws_128
2023-05-13 10:10:33,505 - ice14ws_128 - [INFO] - [E:164| 200]: Train Loss:0.0015291, Val MRR:0.43861, ice14ws_128
2023-05-13 10:12:15,172 - ice14ws_128 - [INFO] - [E:164| 300]: Train Loss:0.0015288, Val MRR:0.43861, ice14ws_128
2023-05-13 10:13:55,734 - ice14ws_128 - [INFO] - [E:164| 400]: Train Loss:0.0015292, Val MRR:0.43861, ice14ws_128
2023-05-13 10:15:37,572 - ice14ws_128 - [INFO] - [E:164| 500]: Train Loss:0.0015294, Val MRR:0.43861, ice14ws_128
2023-05-13 10:17:09,173 - ice14ws_128 - [INFO] - [E:164| 600]: Train Loss:0.0015295, Val MRR:0.43861, ice14ws_128
2023-05-13 10:18:50,520 - ice14ws_128 - [INFO] - [E:164| 700]: Train Loss:0.0015297, Val MRR:0.43861, ice14ws_128
2023-05-13 10:20:31,869 - ice14ws_128 - [INFO] - [E:164| 800]: Train Loss:0.0015296, Val MRR:0.43861, ice14ws_128
2023-05-13 10:22:16,334 - ice14ws_128 - [INFO] - [E:164| 900]: Train Loss:0.0015297, Val MRR:0.43861, ice14ws_128
2023-05-13 10:23:27,702 - ice14ws_128 - [INFO] - [Epoch:164]: Training Loss:0.00153
2023-05-13 10:23:28,168 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 10:23:51,445 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 10:24:14,313 - ice14ws_128 - [INFO] - [Evaluating Epoch 164 valid]:
MRR: Tail : 0.46818, Head : 0.41281, Avg : 0.44049
2023-05-13 10:24:17,397 - ice14ws_128 - [INFO] - [Epoch 164]: Training Loss: 0.0015296, Valid MRR: 0.44049,
2023-05-13 10:24:18,410 - ice14ws_128 - [INFO] - [E:165| 0]: Train Loss:0.0015163, Val MRR:0.44049, ice14ws_128
2023-05-13 10:25:50,136 - ice14ws_128 - [INFO] - [E:165| 100]: Train Loss:0.0015267, Val MRR:0.44049, ice14ws_128
2023-05-13 10:27:31,318 - ice14ws_128 - [INFO] - [E:165| 200]: Train Loss:0.0015278, Val MRR:0.44049, ice14ws_128
2023-05-13 10:29:12,653 - ice14ws_128 - [INFO] - [E:165| 300]: Train Loss:0.001528, Val MRR:0.44049, ice14ws_128
2023-05-13 10:30:53,991 - ice14ws_128 - [INFO] - [E:165| 400]: Train Loss:0.0015284, Val MRR:0.44049, ice14ws_128
2023-05-13 10:32:35,775 - ice14ws_128 - [INFO] - [E:165| 500]: Train Loss:0.0015285, Val MRR:0.44049, ice14ws_128
2023-05-13 10:34:07,183 - ice14ws_128 - [INFO] - [E:165| 600]: Train Loss:0.0015286, Val MRR:0.44049, ice14ws_128
2023-05-13 10:35:48,657 - ice14ws_128 - [INFO] - [E:165| 700]: Train Loss:0.0015289, Val MRR:0.44049, ice14ws_128
2023-05-13 10:37:30,071 - ice14ws_128 - [INFO] - [E:165| 800]: Train Loss:0.001529, Val MRR:0.44049, ice14ws_128
2023-05-13 10:39:11,437 - ice14ws_128 - [INFO] - [E:165| 900]: Train Loss:0.0015291, Val MRR:0.44049, ice14ws_128
2023-05-13 10:40:23,011 - ice14ws_128 - [INFO] - [Epoch:165]: Training Loss:0.001529
2023-05-13 10:40:23,358 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 10:40:46,884 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 10:41:04,871 - ice14ws_128 - [INFO] - [Evaluating Epoch 165 valid]:
MRR: Tail : 0.46856, Head : 0.41313, Avg : 0.44085
2023-05-13 10:41:07,992 - ice14ws_128 - [INFO] - [Epoch 165]: Training Loss: 0.0015293, Valid MRR: 0.44085,
2023-05-13 10:41:08,650 - ice14ws_128 - [INFO] - [E:166| 0]: Train Loss:0.0015397, Val MRR:0.44085, ice14ws_128
2023-05-13 10:42:47,097 - ice14ws_128 - [INFO] - [E:166| 100]: Train Loss:0.0015276, Val MRR:0.44085, ice14ws_128
2023-05-13 10:44:28,304 - ice14ws_128 - [INFO] - [E:166| 200]: Train Loss:0.001528, Val MRR:0.44085, ice14ws_128
2023-05-13 10:46:10,085 - ice14ws_128 - [INFO] - [E:166| 300]: Train Loss:0.0015277, Val MRR:0.44085, ice14ws_128
2023-05-13 10:47:51,429 - ice14ws_128 - [INFO] - [E:166| 400]: Train Loss:0.0015279, Val MRR:0.44085, ice14ws_128
2023-05-13 10:49:28,559 - ice14ws_128 - [INFO] - [E:166| 500]: Train Loss:0.0015276, Val MRR:0.44085, ice14ws_128
2023-05-13 10:51:04,332 - ice14ws_128 - [INFO] - [E:166| 600]: Train Loss:0.0015278, Val MRR:0.44085, ice14ws_128
2023-05-13 10:52:45,935 - ice14ws_128 - [INFO] - [E:166| 700]: Train Loss:0.0015277, Val MRR:0.44085, ice14ws_128
2023-05-13 10:54:27,325 - ice14ws_128 - [INFO] - [E:166| 800]: Train Loss:0.0015279, Val MRR:0.44085, ice14ws_128
2023-05-13 10:56:08,196 - ice14ws_128 - [INFO] - [E:166| 900]: Train Loss:0.001528, Val MRR:0.44085, ice14ws_128
2023-05-13 10:57:19,050 - ice14ws_128 - [INFO] - [Epoch:166]: Training Loss:0.001528
2023-05-13 10:57:19,310 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 10:57:41,704 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 10:57:55,341 - ice14ws_128 - [INFO] - [Evaluating Epoch 166 valid]:
MRR: Tail : 0.46582, Head : 0.4107, Avg : 0.43826
2023-05-13 10:57:55,342 - ice14ws_128 - [INFO] - [Epoch 166]: Training Loss: 0.0015282, Valid MRR: 0.44085,
2023-05-13 10:57:56,003 - ice14ws_128 - [INFO] - [E:167| 0]: Train Loss:0.0015165, Val MRR:0.44085, ice14ws_128
2023-05-13 10:59:37,321 - ice14ws_128 - [INFO] - [E:167| 100]: Train Loss:0.0015273, Val MRR:0.44085, ice14ws_128
2023-05-13 11:01:18,924 - ice14ws_128 - [INFO] - [E:167| 200]: Train Loss:0.0015272, Val MRR:0.44085, ice14ws_128
2023-05-13 11:02:59,873 - ice14ws_128 - [INFO] - [E:167| 300]: Train Loss:0.0015272, Val MRR:0.44085, ice14ws_128
2023-05-13 11:04:41,304 - ice14ws_128 - [INFO] - [E:167| 400]: Train Loss:0.0015272, Val MRR:0.44085, ice14ws_128
2023-05-13 11:06:13,802 - ice14ws_128 - [INFO] - [E:167| 500]: Train Loss:0.0015276, Val MRR:0.44085, ice14ws_128
2023-05-13 11:07:58,123 - ice14ws_128 - [INFO] - [E:167| 600]: Train Loss:0.0015276, Val MRR:0.44085, ice14ws_128
2023-05-13 11:09:39,653 - ice14ws_128 - [INFO] - [E:167| 700]: Train Loss:0.0015275, Val MRR:0.44085, ice14ws_128
2023-05-13 11:11:21,188 - ice14ws_128 - [INFO] - [E:167| 800]: Train Loss:0.0015274, Val MRR:0.44085, ice14ws_128
2023-05-13 11:13:02,612 - ice14ws_128 - [INFO] - [E:167| 900]: Train Loss:0.0015274, Val MRR:0.44085, ice14ws_128
2023-05-13 11:14:14,011 - ice14ws_128 - [INFO] - [Epoch:167]: Training Loss:0.001528
2023-05-13 11:14:14,532 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 11:14:34,978 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 11:14:48,635 - ice14ws_128 - [INFO] - [Evaluating Epoch 167 valid]:
MRR: Tail : 0.46686, Head : 0.41231, Avg : 0.43958
2023-05-13 11:14:48,635 - ice14ws_128 - [INFO] - [Epoch 167]: Training Loss: 0.0015275, Valid MRR: 0.44085,
2023-05-13 11:14:49,433 - ice14ws_128 - [INFO] - [E:168| 0]: Train Loss:0.0015293, Val MRR:0.44085, ice14ws_128
2023-05-13 11:16:30,540 - ice14ws_128 - [INFO] - [E:168| 100]: Train Loss:0.0015256, Val MRR:0.44085, ice14ws_128
2023-05-13 11:18:11,463 - ice14ws_128 - [INFO] - [E:168| 200]: Train Loss:0.0015255, Val MRR:0.44085, ice14ws_128
2023-05-13 11:19:52,666 - ice14ws_128 - [INFO] - [E:168| 300]: Train Loss:0.0015259, Val MRR:0.44085, ice14ws_128
2023-05-13 11:21:34,018 - ice14ws_128 - [INFO] - [E:168| 400]: Train Loss:0.001526, Val MRR:0.44085, ice14ws_128
2023-05-13 11:23:07,255 - ice14ws_128 - [INFO] - [E:168| 500]: Train Loss:0.0015259, Val MRR:0.44085, ice14ws_128
2023-05-13 11:24:47,086 - ice14ws_128 - [INFO] - [E:168| 600]: Train Loss:0.0015265, Val MRR:0.44085, ice14ws_128
2023-05-13 11:26:28,670 - ice14ws_128 - [INFO] - [E:168| 700]: Train Loss:0.0015266, Val MRR:0.44085, ice14ws_128
2023-05-13 11:28:10,474 - ice14ws_128 - [INFO] - [E:168| 800]: Train Loss:0.0015268, Val MRR:0.44085, ice14ws_128
2023-05-13 11:29:52,123 - ice14ws_128 - [INFO] - [E:168| 900]: Train Loss:0.0015267, Val MRR:0.44085, ice14ws_128
2023-05-13 11:31:03,717 - ice14ws_128 - [INFO] - [Epoch:168]: Training Loss:0.001527
2023-05-13 11:31:04,234 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 11:31:21,392 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 11:31:38,739 - ice14ws_128 - [INFO] - [Evaluating Epoch 168 valid]:
MRR: Tail : 0.46156, Head : 0.41241, Avg : 0.43699
2023-05-13 11:31:38,739 - ice14ws_128 - [INFO] - [Epoch 168]: Training Loss: 0.0015269, Valid MRR: 0.44085,
2023-05-13 11:31:39,940 - ice14ws_128 - [INFO] - [E:169| 0]: Train Loss:0.0015233, Val MRR:0.44085, ice14ws_128
2023-05-13 11:33:20,849 - ice14ws_128 - [INFO] - [E:169| 100]: Train Loss:0.0015256, Val MRR:0.44085, ice14ws_128
2023-05-13 11:35:01,929 - ice14ws_128 - [INFO] - [E:169| 200]: Train Loss:0.0015264, Val MRR:0.44085, ice14ws_128
2023-05-13 11:36:43,598 - ice14ws_128 - [INFO] - [E:169| 300]: Train Loss:0.0015262, Val MRR:0.44085, ice14ws_128
2023-05-13 11:38:25,144 - ice14ws_128 - [INFO] - [E:169| 400]: Train Loss:0.0015258, Val MRR:0.44085, ice14ws_128
2023-05-13 11:39:56,660 - ice14ws_128 - [INFO] - [E:169| 500]: Train Loss:0.0015261, Val MRR:0.44085, ice14ws_128
2023-05-13 11:41:38,363 - ice14ws_128 - [INFO] - [E:169| 600]: Train Loss:0.0015261, Val MRR:0.44085, ice14ws_128
2023-05-13 11:43:20,278 - ice14ws_128 - [INFO] - [E:169| 700]: Train Loss:0.0015262, Val MRR:0.44085, ice14ws_128
2023-05-13 11:45:02,070 - ice14ws_128 - [INFO] - [E:169| 800]: Train Loss:0.0015265, Val MRR:0.44085, ice14ws_128
2023-05-13 11:46:43,335 - ice14ws_128 - [INFO] - [E:169| 900]: Train Loss:0.0015263, Val MRR:0.44085, ice14ws_128
2023-05-13 11:47:53,297 - ice14ws_128 - [INFO] - [Epoch:169]: Training Loss:0.001526
2023-05-13 11:47:53,514 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 11:48:07,629 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 11:48:30,473 - ice14ws_128 - [INFO] - [Evaluating Epoch 169 valid]:
MRR: Tail : 0.47014, Head : 0.41794, Avg : 0.44404
MR: Tail : 593.69, Head : 681.39, Avg : 637.54
Hit-1: Tail : 0.38245, Head : 0.33002, Avg : 0.35623
Hit-3: Tail : 0.51851, Head : 0.46013, Avg : 0.48932
Hit-10: Tail : 0.63163, Head : 0.58733, Avg : 0.60948
2023-05-13 11:48:33,506 - ice14ws_128 - [INFO] - [Epoch 169]: Training Loss: 0.0015263, Valid MRR: 0.44404,
2023-05-13 11:48:34,720 - ice14ws_128 - [INFO] - [E:170| 0]: Train Loss:0.0015202, Val MRR:0.44404, ice14ws_128
2023-05-13 11:50:16,142 - ice14ws_128 - [INFO] - [E:170| 100]: Train Loss:0.0015254, Val MRR:0.44404, ice14ws_128
2023-05-13 11:51:57,961 - ice14ws_128 - [INFO] - [E:170| 200]: Train Loss:0.0015246, Val MRR:0.44404, ice14ws_128
2023-05-13 11:53:40,803 - ice14ws_128 - [INFO] - [E:170| 300]: Train Loss:0.0015254, Val MRR:0.44404, ice14ws_128
2023-05-13 11:55:24,523 - ice14ws_128 - [INFO] - [E:170| 400]: Train Loss:0.0015253, Val MRR:0.44404, ice14ws_128
2023-05-13 11:56:56,046 - ice14ws_128 - [INFO] - [E:170| 500]: Train Loss:0.0015252, Val MRR:0.44404, ice14ws_128
2023-05-13 11:58:37,185 - ice14ws_128 - [INFO] - [E:170| 600]: Train Loss:0.0015252, Val MRR:0.44404, ice14ws_128
2023-05-13 12:00:18,081 - ice14ws_128 - [INFO] - [E:170| 700]: Train Loss:0.0015251, Val MRR:0.44404, ice14ws_128
2023-05-13 12:01:59,163 - ice14ws_128 - [INFO] - [E:170| 800]: Train Loss:0.0015252, Val MRR:0.44404, ice14ws_128
2023-05-13 12:03:40,890 - ice14ws_128 - [INFO] - [E:170| 900]: Train Loss:0.0015254, Val MRR:0.44404, ice14ws_128
2023-05-13 12:04:48,675 - ice14ws_128 - [INFO] - [Epoch:170]: Training Loss:0.001525
2023-05-13 12:04:48,893 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 12:05:04,762 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 12:05:27,229 - ice14ws_128 - [INFO] - [Evaluating Epoch 170 valid]:
MRR: Tail : 0.46471, Head : 0.41543, Avg : 0.44007
2023-05-13 12:05:27,229 - ice14ws_128 - [INFO] - [Epoch 170]: Training Loss: 0.0015255, Valid MRR: 0.44404,
2023-05-13 12:05:28,431 - ice14ws_128 - [INFO] - [E:171| 0]: Train Loss:0.001525, Val MRR:0.44404, ice14ws_128
2023-05-13 12:07:10,218 - ice14ws_128 - [INFO] - [E:171| 100]: Train Loss:0.0015248, Val MRR:0.44404, ice14ws_128
2023-05-13 12:08:51,270 - ice14ws_128 - [INFO] - [E:171| 200]: Train Loss:0.0015254, Val MRR:0.44404, ice14ws_128
2023-05-13 12:10:32,027 - ice14ws_128 - [INFO] - [E:171| 300]: Train Loss:0.001525, Val MRR:0.44404, ice14ws_128
2023-05-13 12:12:12,944 - ice14ws_128 - [INFO] - [E:171| 400]: Train Loss:0.001525, Val MRR:0.44404, ice14ws_128
2023-05-13 12:13:45,105 - ice14ws_128 - [INFO] - [E:171| 500]: Train Loss:0.0015253, Val MRR:0.44404, ice14ws_128
2023-05-13 12:15:26,341 - ice14ws_128 - [INFO] - [E:171| 600]: Train Loss:0.0015251, Val MRR:0.44404, ice14ws_128
2023-05-13 12:17:07,886 - ice14ws_128 - [INFO] - [E:171| 700]: Train Loss:0.0015251, Val MRR:0.44404, ice14ws_128
2023-05-13 12:18:49,361 - ice14ws_128 - [INFO] - [E:171| 800]: Train Loss:0.0015251, Val MRR:0.44404, ice14ws_128
2023-05-13 12:20:30,635 - ice14ws_128 - [INFO] - [E:171| 900]: Train Loss:0.0015251, Val MRR:0.44404, ice14ws_128
2023-05-13 12:21:34,874 - ice14ws_128 - [INFO] - [Epoch:171]: Training Loss:0.001525
2023-05-13 12:21:35,095 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 12:21:55,504 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 12:22:18,366 - ice14ws_128 - [INFO] - [Evaluating Epoch 171 valid]:
MRR: Tail : 0.46661, Head : 0.41449, Avg : 0.44055
2023-05-13 12:22:18,366 - ice14ws_128 - [INFO] - [Epoch 171]: Training Loss: 0.0015251, Valid MRR: 0.44404,
2023-05-13 12:22:19,175 - ice14ws_128 - [INFO] - [E:172| 0]: Train Loss:0.0015365, Val MRR:0.44404, ice14ws_128
2023-05-13 12:24:00,500 - ice14ws_128 - [INFO] - [E:172| 100]: Train Loss:0.0015239, Val MRR:0.44404, ice14ws_128
2023-05-13 12:25:42,106 - ice14ws_128 - [INFO] - [E:172| 200]: Train Loss:0.0015237, Val MRR:0.44404, ice14ws_128
2023-05-13 12:27:23,703 - ice14ws_128 - [INFO] - [E:172| 300]: Train Loss:0.0015235, Val MRR:0.44404, ice14ws_128
2023-05-13 12:29:05,285 - ice14ws_128 - [INFO] - [E:172| 400]: Train Loss:0.0015239, Val MRR:0.44404, ice14ws_128
2023-05-13 12:30:37,311 - ice14ws_128 - [INFO] - [E:172| 500]: Train Loss:0.0015243, Val MRR:0.44404, ice14ws_128
2023-05-13 12:32:18,768 - ice14ws_128 - [INFO] - [E:172| 600]: Train Loss:0.0015245, Val MRR:0.44404, ice14ws_128
2023-05-13 12:34:00,498 - ice14ws_128 - [INFO] - [E:172| 700]: Train Loss:0.0015246, Val MRR:0.44404, ice14ws_128
2023-05-13 12:35:41,860 - ice14ws_128 - [INFO] - [E:172| 800]: Train Loss:0.0015247, Val MRR:0.44404, ice14ws_128
2023-05-13 12:37:23,386 - ice14ws_128 - [INFO] - [E:172| 900]: Train Loss:0.0015248, Val MRR:0.44404, ice14ws_128
2023-05-13 12:38:24,651 - ice14ws_128 - [INFO] - [Epoch:172]: Training Loss:0.001525
2023-05-13 12:38:24,993 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 12:38:48,132 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 12:39:11,295 - ice14ws_128 - [INFO] - [Evaluating Epoch 172 valid]:
MRR: Tail : 0.46977, Head : 0.41301, Avg : 0.44139
2023-05-13 12:39:11,295 - ice14ws_128 - [INFO] - [Epoch 172]: Training Loss: 0.0015249, Valid MRR: 0.44404,
2023-05-13 12:39:12,480 - ice14ws_128 - [INFO] - [E:173| 0]: Train Loss:0.0015305, Val MRR:0.44404, ice14ws_128
2023-05-13 12:40:57,912 - ice14ws_128 - [INFO] - [E:173| 100]: Train Loss:0.0015248, Val MRR:0.44404, ice14ws_128
2023-05-13 12:42:39,515 - ice14ws_128 - [INFO] - [E:173| 200]: Train Loss:0.0015248, Val MRR:0.44404, ice14ws_128
2023-05-13 12:44:20,543 - ice14ws_128 - [INFO] - [E:173| 300]: Train Loss:0.0015239, Val MRR:0.44404, ice14ws_128
2023-05-13 12:46:01,354 - ice14ws_128 - [INFO] - [E:173| 400]: Train Loss:0.0015241, Val MRR:0.44404, ice14ws_128
2023-05-13 12:47:33,055 - ice14ws_128 - [INFO] - [E:173| 500]: Train Loss:0.0015239, Val MRR:0.44404, ice14ws_128
2023-05-13 12:49:14,511 - ice14ws_128 - [INFO] - [E:173| 600]: Train Loss:0.0015238, Val MRR:0.44404, ice14ws_128
2023-05-13 12:50:55,922 - ice14ws_128 - [INFO] - [E:173| 700]: Train Loss:0.001524, Val MRR:0.44404, ice14ws_128
2023-05-13 12:52:37,372 - ice14ws_128 - [INFO] - [E:173| 800]: Train Loss:0.001524, Val MRR:0.44404, ice14ws_128
2023-05-13 12:54:18,767 - ice14ws_128 - [INFO] - [E:173| 900]: Train Loss:0.0015241, Val MRR:0.44404, ice14ws_128
2023-05-13 12:55:20,522 - ice14ws_128 - [INFO] - [Epoch:173]: Training Loss:0.001524
2023-05-13 12:55:20,783 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 12:55:44,013 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 12:56:06,622 - ice14ws_128 - [INFO] - [Evaluating Epoch 173 valid]:
MRR: Tail : 0.46714, Head : 0.41782, Avg : 0.44248
2023-05-13 12:56:06,622 - ice14ws_128 - [INFO] - [Epoch 173]: Training Loss: 0.0015241, Valid MRR: 0.44404,
2023-05-13 12:56:07,655 - ice14ws_128 - [INFO] - [E:174| 0]: Train Loss:0.0015185, Val MRR:0.44404, ice14ws_128
2023-05-13 12:57:48,148 - ice14ws_128 - [INFO] - [E:174| 100]: Train Loss:0.0015235, Val MRR:0.44404, ice14ws_128
2023-05-13 12:59:29,065 - ice14ws_128 - [INFO] - [E:174| 200]: Train Loss:0.0015227, Val MRR:0.44404, ice14ws_128
2023-05-13 13:01:10,501 - ice14ws_128 - [INFO] - [E:174| 300]: Train Loss:0.0015228, Val MRR:0.44404, ice14ws_128
2023-05-13 13:02:51,559 - ice14ws_128 - [INFO] - [E:174| 400]: Train Loss:0.0015232, Val MRR:0.44404, ice14ws_128
2023-05-13 13:04:23,144 - ice14ws_128 - [INFO] - [E:174| 500]: Train Loss:0.0015228, Val MRR:0.44404, ice14ws_128
2023-05-13 13:06:03,869 - ice14ws_128 - [INFO] - [E:174| 600]: Train Loss:0.001523, Val MRR:0.44404, ice14ws_128
2023-05-13 13:07:45,569 - ice14ws_128 - [INFO] - [E:174| 700]: Train Loss:0.0015232, Val MRR:0.44404, ice14ws_128
2023-05-13 13:09:14,195 - ice14ws_128 - [INFO] - {'dataset': 'icews14', 'name': 'ice14ws_128', 'gpu': '0', 'train_strategy': 'one_to_n', 'opt': 'adam', 'neg_num': 1000, 'batch_size': 128, 'l2': 0.0, 'lr': 0.0001, 'max_epochs': 500, 'num_workers': 0, 'seed': 42, 'restore': False, 'lbl_smooth': 0.1, 'embed_dim': 400, 'ent_vec_dim': 400, 'rel_vec_dim': 400, 'bias': False, 'form': 'plain', 'k_w': 10, 'k_h': 20, 'num_filt': 96, 'ker_sz': 9, 'perm': 1, 'hid_drop': 0.5, 'feat_drop': 0.2, 'inp_drop': 0.2, 'drop_path': 0.0, 'drop': 0.0, 'in_channels': 1, 'out_channels': 32, 'filt_h': 1, 'filt_w': 9, 'image_h': 128, 'image_w': 128, 'patch_size': 8, 'mixer_dim': 256, 'expansion_factor': 4, 'expansion_factor_token': 0.5, 'mixer_depth': 16, 'mixer_dropout': 0.2, 'log_dir': './log/', 'config_dir': './config/', 'test_only': True, 'filtered': False}
2023-05-13 13:09:26,055 - ice14ws_128 - [INFO] - [Test, Tail_Batch Step 0] ice14ws_128
2023-05-13 13:09:27,798 - ice14ws_128 - [INFO] - [E:174| 800]: Train Loss:0.0015231, Val MRR:0.44404, ice14ws_128
2023-05-13 13:10:03,573 - ice14ws_128 - [INFO] - [Test, Head_Batch Step 0] ice14ws_128
2023-05-13 13:10:40,521 - ice14ws_128 - [INFO] - [Evaluating Epoch 0 test]:
MRR: Tail : 0.45553, Head : 0.40195, Avg : 0.42874
MR: Tail : 647.61, Head : 734.04, Avg : 690.82
Hit-1: Tail : 0.3702, Head : 0.31375, Avg : 0.34197
Hit-3: Tail : 0.50055, Head : 0.44567, Avg : 0.47311
Hit-10: Tail : 0.61442, Head : 0.5679, Avg : 0.59116
2023-05-13 13:11:19,935 - ice14ws_128 - [INFO] - [E:174| 900]: Train Loss:0.0015233, Val MRR:0.44404, ice14ws_128
2023-05-13 13:12:24,694 - ice14ws_128 - [INFO] - [Epoch:174]: Training Loss:0.001523
2023-05-13 13:12:24,911 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 13:12:44,059 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 13:13:07,079 - ice14ws_128 - [INFO] - [Evaluating Epoch 174 valid]:
MRR: Tail : 0.46843, Head : 0.41446, Avg : 0.44144
2023-05-13 13:13:07,079 - ice14ws_128 - [INFO] - [Epoch 174]: Training Loss: 0.0015235, Valid MRR: 0.44404,
2023-05-13 13:13:08,093 - ice14ws_128 - [INFO] - [E:175| 0]: Train Loss:0.0015171, Val MRR:0.44404, ice14ws_128
2023-05-13 13:14:49,419 - ice14ws_128 - [INFO] - [E:175| 100]: Train Loss:0.0015235, Val MRR:0.44404, ice14ws_128
2023-05-13 13:16:30,749 - ice14ws_128 - [INFO] - [E:175| 200]: Train Loss:0.0015226, Val MRR:0.44404, ice14ws_128
2023-05-13 13:18:12,657 - ice14ws_128 - [INFO] - [E:175| 300]: Train Loss:0.0015225, Val MRR:0.44404, ice14ws_128
2023-05-13 13:19:53,484 - ice14ws_128 - [INFO] - [E:175| 400]: Train Loss:0.0015226, Val MRR:0.44404, ice14ws_128
2023-05-13 13:21:24,463 - ice14ws_128 - [INFO] - [E:175| 500]: Train Loss:0.0015224, Val MRR:0.44404, ice14ws_128
2023-05-13 13:23:04,891 - ice14ws_128 - [INFO] - [E:175| 600]: Train Loss:0.0015224, Val MRR:0.44404, ice14ws_128
2023-05-13 13:24:45,772 - ice14ws_128 - [INFO] - [E:175| 700]: Train Loss:0.0015225, Val MRR:0.44404, ice14ws_128
2023-05-13 13:26:26,131 - ice14ws_128 - [INFO] - [E:175| 800]: Train Loss:0.0015224, Val MRR:0.44404, ice14ws_128
2023-05-13 13:28:10,593 - ice14ws_128 - [INFO] - [E:175| 900]: Train Loss:0.0015226, Val MRR:0.44404, ice14ws_128
2023-05-13 13:29:15,276 - ice14ws_128 - [INFO] - [Epoch:175]: Training Loss:0.001523
2023-05-13 13:29:15,493 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 13:29:34,692 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 13:29:57,683 - ice14ws_128 - [INFO] - [Evaluating Epoch 175 valid]:
MRR: Tail : 0.47345, Head : 0.41653, Avg : 0.44499
2023-05-13 13:30:00,778 - ice14ws_128 - [INFO] - [Epoch 175]: Training Loss: 0.0015228, Valid MRR: 0.44499,
2023-05-13 13:30:02,011 - ice14ws_128 - [INFO] - [E:176| 0]: Train Loss:0.0015306, Val MRR:0.44499, ice14ws_128
2023-05-13 13:31:44,009 - ice14ws_128 - [INFO] - [E:176| 100]: Train Loss:0.0015216, Val MRR:0.44499, ice14ws_128
2023-05-13 13:33:25,349 - ice14ws_128 - [INFO] - [E:176| 200]: Train Loss:0.0015217, Val MRR:0.44499, ice14ws_128
2023-05-13 13:35:06,810 - ice14ws_128 - [INFO] - [E:176| 300]: Train Loss:0.0015217, Val MRR:0.44499, ice14ws_128
2023-05-13 13:36:48,238 - ice14ws_128 - [INFO] - [E:176| 400]: Train Loss:0.0015217, Val MRR:0.44499, ice14ws_128
2023-05-13 13:38:19,679 - ice14ws_128 - [INFO] - [E:176| 500]: Train Loss:0.0015217, Val MRR:0.44499, ice14ws_128
2023-05-13 13:40:01,715 - ice14ws_128 - [INFO] - [E:176| 600]: Train Loss:0.001522, Val MRR:0.44499, ice14ws_128
2023-05-13 13:41:43,717 - ice14ws_128 - [INFO] - [E:176| 700]: Train Loss:0.001522, Val MRR:0.44499, ice14ws_128
2023-05-13 13:43:24,914 - ice14ws_128 - [INFO] - [E:176| 800]: Train Loss:0.0015222, Val MRR:0.44499, ice14ws_128
2023-05-13 13:45:05,890 - ice14ws_128 - [INFO] - [E:176| 900]: Train Loss:0.0015223, Val MRR:0.44499, ice14ws_128
2023-05-13 13:46:07,393 - ice14ws_128 - [INFO] - [Epoch:176]: Training Loss:0.001522
2023-05-13 13:46:07,791 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 13:46:30,730 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 13:46:53,641 - ice14ws_128 - [INFO] - [Evaluating Epoch 176 valid]:
MRR: Tail : 0.47122, Head : 0.41569, Avg : 0.44345
2023-05-13 13:46:53,642 - ice14ws_128 - [INFO] - [Epoch 176]: Training Loss: 0.0015223, Valid MRR: 0.44499,
2023-05-13 13:46:54,615 - ice14ws_128 - [INFO] - [E:177| 0]: Train Loss:0.0015174, Val MRR:0.44499, ice14ws_128
2023-05-13 13:48:35,769 - ice14ws_128 - [INFO] - [E:177| 100]: Train Loss:0.0015235, Val MRR:0.44499, ice14ws_128
2023-05-13 13:50:16,869 - ice14ws_128 - [INFO] - [E:177| 200]: Train Loss:0.0015228, Val MRR:0.44499, ice14ws_128
2023-05-13 13:51:58,311 - ice14ws_128 - [INFO] - [E:177| 300]: Train Loss:0.0015224, Val MRR:0.44499, ice14ws_128
2023-05-13 13:53:39,696 - ice14ws_128 - [INFO] - [E:177| 400]: Train Loss:0.0015223, Val MRR:0.44499, ice14ws_128
2023-05-13 13:55:10,922 - ice14ws_128 - [INFO] - [E:177| 500]: Train Loss:0.0015223, Val MRR:0.44499, ice14ws_128
2023-05-13 13:56:52,382 - ice14ws_128 - [INFO] - [E:177| 600]: Train Loss:0.0015221, Val MRR:0.44499, ice14ws_128
2023-05-13 13:58:33,190 - ice14ws_128 - [INFO] - [E:177| 700]: Train Loss:0.0015221, Val MRR:0.44499, ice14ws_128
2023-05-13 14:00:14,024 - ice14ws_128 - [INFO] - [E:177| 800]: Train Loss:0.0015219, Val MRR:0.44499, ice14ws_128
2023-05-13 14:01:55,198 - ice14ws_128 - [INFO] - [E:177| 900]: Train Loss:0.0015218, Val MRR:0.44499, ice14ws_128
2023-05-13 14:02:57,223 - ice14ws_128 - [INFO] - [Epoch:177]: Training Loss:0.001522
2023-05-13 14:02:57,565 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 14:03:20,874 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 14:03:43,794 - ice14ws_128 - [INFO] - [Evaluating Epoch 177 valid]:
MRR: Tail : 0.47222, Head : 0.41834, Avg : 0.44528
2023-05-13 14:03:46,954 - ice14ws_128 - [INFO] - [Epoch 177]: Training Loss: 0.0015219, Valid MRR: 0.44528,
2023-05-13 14:03:48,268 - ice14ws_128 - [INFO] - [E:178| 0]: Train Loss:0.0015333, Val MRR:0.44528, ice14ws_128
2023-05-13 14:05:30,105 - ice14ws_128 - [INFO] - [E:178| 100]: Train Loss:0.0015219, Val MRR:0.44528, ice14ws_128
2023-05-13 14:07:11,496 - ice14ws_128 - [INFO] - [E:178| 200]: Train Loss:0.0015212, Val MRR:0.44528, ice14ws_128
2023-05-13 14:08:52,581 - ice14ws_128 - [INFO] - [E:178| 300]: Train Loss:0.0015209, Val MRR:0.44528, ice14ws_128
2023-05-13 14:10:34,152 - ice14ws_128 - [INFO] - [E:178| 400]: Train Loss:0.0015207, Val MRR:0.44528, ice14ws_128
2023-05-13 14:12:05,660 - ice14ws_128 - [INFO] - [E:178| 500]: Train Loss:0.001521, Val MRR:0.44528, ice14ws_128
2023-05-13 14:13:50,619 - ice14ws_128 - [INFO] - [E:178| 600]: Train Loss:0.001521, Val MRR:0.44528, ice14ws_128
2023-05-13 14:15:31,965 - ice14ws_128 - [INFO] - [E:178| 700]: Train Loss:0.001521, Val MRR:0.44528, ice14ws_128
2023-05-13 14:17:13,409 - ice14ws_128 - [INFO] - [E:178| 800]: Train Loss:0.0015209, Val MRR:0.44528, ice14ws_128
2023-05-13 14:18:55,552 - ice14ws_128 - [INFO] - [E:178| 900]: Train Loss:0.0015209, Val MRR:0.44528, ice14ws_128
2023-05-13 14:19:57,006 - ice14ws_128 - [INFO] - [Epoch:178]: Training Loss:0.001521
2023-05-13 14:19:57,525 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 14:20:20,454 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 14:20:43,028 - ice14ws_128 - [INFO] - [Evaluating Epoch 178 valid]:
MRR: Tail : 0.4718, Head : 0.41484, Avg : 0.44332
2023-05-13 14:20:43,028 - ice14ws_128 - [INFO] - [Epoch 178]: Training Loss: 0.0015211, Valid MRR: 0.44528,
2023-05-13 14:20:44,102 - ice14ws_128 - [INFO] - [E:179| 0]: Train Loss:0.0015282, Val MRR:0.44528, ice14ws_128
2023-05-13 14:22:25,481 - ice14ws_128 - [INFO] - [E:179| 100]: Train Loss:0.0015209, Val MRR:0.44528, ice14ws_128
2023-05-13 14:24:06,938 - ice14ws_128 - [INFO] - [E:179| 200]: Train Loss:0.0015209, Val MRR:0.44528, ice14ws_128
2023-05-13 14:25:47,904 - ice14ws_128 - [INFO] - [E:179| 300]: Train Loss:0.0015208, Val MRR:0.44528, ice14ws_128
2023-05-13 14:27:29,417 - ice14ws_128 - [INFO] - [E:179| 400]: Train Loss:0.0015204, Val MRR:0.44528, ice14ws_128
2023-05-13 14:29:00,137 - ice14ws_128 - [INFO] - [E:179| 500]: Train Loss:0.0015204, Val MRR:0.44528, ice14ws_128
2023-05-13 14:30:41,253 - ice14ws_128 - [INFO] - [E:179| 600]: Train Loss:0.0015204, Val MRR:0.44528, ice14ws_128
2023-05-13 14:32:22,049 - ice14ws_128 - [INFO] - [E:179| 700]: Train Loss:0.0015205, Val MRR:0.44528, ice14ws_128
2023-05-13 14:34:02,833 - ice14ws_128 - [INFO] - [E:179| 800]: Train Loss:0.0015206, Val MRR:0.44528, ice14ws_128
2023-05-13 14:35:43,475 - ice14ws_128 - [INFO] - [E:179| 900]: Train Loss:0.0015208, Val MRR:0.44528, ice14ws_128
2023-05-13 14:36:44,663 - ice14ws_128 - [INFO] - [Epoch:179]: Training Loss:0.001521
2023-05-13 14:36:44,924 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 14:37:08,232 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 14:37:31,137 - ice14ws_128 - [INFO] - [Evaluating Epoch 179 valid]:
MRR: Tail : 0.47177, Head : 0.41533, Avg : 0.44355
MR: Tail : 587.43, Head : 678.65, Avg : 633.04
Hit-1: Tail : 0.38585, Head : 0.32832, Avg : 0.35708
Hit-3: Tail : 0.52057, Head : 0.45709, Avg : 0.48883
Hit-10: Tail : 0.63284, Head : 0.58199, Avg : 0.60742
2023-05-13 14:37:31,137 - ice14ws_128 - [INFO] - [Epoch 179]: Training Loss: 0.0015209, Valid MRR: 0.44528,
2023-05-13 14:37:31,986 - ice14ws_128 - [INFO] - [E:180| 0]: Train Loss:0.0015161, Val MRR:0.44528, ice14ws_128
2023-05-13 14:39:13,372 - ice14ws_128 - [INFO] - [E:180| 100]: Train Loss:0.0015199, Val MRR:0.44528, ice14ws_128
2023-05-13 14:40:55,021 - ice14ws_128 - [INFO] - [E:180| 200]: Train Loss:0.00152, Val MRR:0.44528, ice14ws_128
2023-05-13 14:42:35,797 - ice14ws_128 - [INFO] - [E:180| 300]: Train Loss:0.0015199, Val MRR:0.44528, ice14ws_128
2023-05-13 14:44:16,103 - ice14ws_128 - [INFO] - [E:180| 400]: Train Loss:0.0015201, Val MRR:0.44528, ice14ws_128
2023-05-13 14:45:48,133 - ice14ws_128 - [INFO] - [E:180| 500]: Train Loss:0.00152, Val MRR:0.44528, ice14ws_128
2023-05-13 14:47:29,662 - ice14ws_128 - [INFO] - [E:180| 600]: Train Loss:0.0015202, Val MRR:0.44528, ice14ws_128
2023-05-13 14:49:11,305 - ice14ws_128 - [INFO] - [E:180| 700]: Train Loss:0.0015202, Val MRR:0.44528, ice14ws_128
2023-05-13 14:50:52,711 - ice14ws_128 - [INFO] - [E:180| 800]: Train Loss:0.0015202, Val MRR:0.44528, ice14ws_128
2023-05-13 14:52:34,077 - ice14ws_128 - [INFO] - [E:180| 900]: Train Loss:0.0015203, Val MRR:0.44528, ice14ws_128
2023-05-13 14:53:35,469 - ice14ws_128 - [INFO] - [Epoch:180]: Training Loss:0.00152
2023-05-13 14:53:35,983 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 14:53:58,899 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 14:54:21,593 - ice14ws_128 - [INFO] - [Evaluating Epoch 180 valid]:
MRR: Tail : 0.47361, Head : 0.41977, Avg : 0.44669
2023-05-13 14:54:24,617 - ice14ws_128 - [INFO] - [Epoch 180]: Training Loss: 0.0015205, Valid MRR: 0.44669,
2023-05-13 14:54:25,820 - ice14ws_128 - [INFO] - [E:181| 0]: Train Loss:0.0015251, Val MRR:0.44669, ice14ws_128
2023-05-13 14:56:06,519 - ice14ws_128 - [INFO] - [E:181| 100]: Train Loss:0.0015205, Val MRR:0.44669, ice14ws_128
2023-05-13 14:57:48,163 - ice14ws_128 - [INFO] - [E:181| 200]: Train Loss:0.0015193, Val MRR:0.44669, ice14ws_128
2023-05-13 14:59:32,699 - ice14ws_128 - [INFO] - [E:181| 300]: Train Loss:0.0015186, Val MRR:0.44669, ice14ws_128
2023-05-13 15:01:11,507 - ice14ws_128 - [INFO] - [E:181| 400]: Train Loss:0.001519, Val MRR:0.44669, ice14ws_128
2023-05-13 15:02:45,846 - ice14ws_128 - [INFO] - [E:181| 500]: Train Loss:0.0015192, Val MRR:0.44669, ice14ws_128
2023-05-13 15:04:27,259 - ice14ws_128 - [INFO] - [E:181| 600]: Train Loss:0.0015195, Val MRR:0.44669, ice14ws_128
2023-05-13 15:06:08,234 - ice14ws_128 - [INFO] - [E:181| 700]: Train Loss:0.0015195, Val MRR:0.44669, ice14ws_128
2023-05-13 15:07:49,258 - ice14ws_128 - [INFO] - [E:181| 800]: Train Loss:0.0015198, Val MRR:0.44669, ice14ws_128
2023-05-13 15:09:28,746 - ice14ws_128 - [INFO] - [E:181| 900]: Train Loss:0.00152, Val MRR:0.44669, ice14ws_128
2023-05-13 15:10:32,117 - ice14ws_128 - [INFO] - [Epoch:181]: Training Loss:0.00152
2023-05-13 15:10:32,378 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 15:10:55,511 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 15:11:17,771 - ice14ws_128 - [INFO] - [Evaluating Epoch 181 valid]:
MRR: Tail : 0.47131, Head : 0.42041, Avg : 0.44586
2023-05-13 15:11:17,771 - ice14ws_128 - [INFO] - [Epoch 181]: Training Loss: 0.0015201, Valid MRR: 0.44669,
2023-05-13 15:11:18,989 - ice14ws_128 - [INFO] - [E:182| 0]: Train Loss:0.0015381, Val MRR:0.44669, ice14ws_128
2023-05-13 15:12:59,980 - ice14ws_128 - [INFO] - [E:182| 100]: Train Loss:0.0015178, Val MRR:0.44669, ice14ws_128
2023-05-13 15:14:40,962 - ice14ws_128 - [INFO] - [E:182| 200]: Train Loss:0.0015189, Val MRR:0.44669, ice14ws_128
2023-05-13 15:16:22,214 - ice14ws_128 - [INFO] - [E:182| 300]: Train Loss:0.0015186, Val MRR:0.44669, ice14ws_128
2023-05-13 15:17:57,318 - ice14ws_128 - [INFO] - [E:182| 400]: Train Loss:0.0015193, Val MRR:0.44669, ice14ws_128
2023-05-13 15:19:34,959 - ice14ws_128 - [INFO] - [E:182| 500]: Train Loss:0.0015191, Val MRR:0.44669, ice14ws_128
2023-05-13 15:21:16,597 - ice14ws_128 - [INFO] - [E:182| 600]: Train Loss:0.0015193, Val MRR:0.44669, ice14ws_128
2023-05-13 15:22:58,013 - ice14ws_128 - [INFO] - [E:182| 700]: Train Loss:0.0015192, Val MRR:0.44669, ice14ws_128
2023-05-13 15:24:40,229 - ice14ws_128 - [INFO] - [E:182| 800]: Train Loss:0.0015193, Val MRR:0.44669, ice14ws_128
2023-05-13 15:26:18,232 - ice14ws_128 - [INFO] - [E:182| 900]: Train Loss:0.0015193, Val MRR:0.44669, ice14ws_128
2023-05-13 15:27:22,815 - ice14ws_128 - [INFO] - [Epoch:182]: Training Loss:0.001519
2023-05-13 15:27:23,076 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 15:27:46,354 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 15:28:08,783 - ice14ws_128 - [INFO] - [Evaluating Epoch 182 valid]:
MRR: Tail : 0.47115, Head : 0.41892, Avg : 0.44504
2023-05-13 15:28:08,784 - ice14ws_128 - [INFO] - [Epoch 182]: Training Loss: 0.0015193, Valid MRR: 0.44669,
2023-05-13 15:28:09,980 - ice14ws_128 - [INFO] - [E:183| 0]: Train Loss:0.0015309, Val MRR:0.44669, ice14ws_128
2023-05-13 15:29:51,688 - ice14ws_128 - [INFO] - [E:183| 100]: Train Loss:0.0015191, Val MRR:0.44669, ice14ws_128
2023-05-13 15:31:33,465 - ice14ws_128 - [INFO] - [E:183| 200]: Train Loss:0.0015189, Val MRR:0.44669, ice14ws_128
2023-05-13 15:33:15,233 - ice14ws_128 - [INFO] - [E:183| 300]: Train Loss:0.001518, Val MRR:0.44669, ice14ws_128
2023-05-13 15:34:46,500 - ice14ws_128 - [INFO] - [E:183| 400]: Train Loss:0.0015181, Val MRR:0.44669, ice14ws_128
2023-05-13 15:36:29,409 - ice14ws_128 - [INFO] - [E:183| 500]: Train Loss:0.0015184, Val MRR:0.44669, ice14ws_128
2023-05-13 15:38:10,163 - ice14ws_128 - [INFO] - [E:183| 600]: Train Loss:0.0015185, Val MRR:0.44669, ice14ws_128
2023-05-13 15:39:51,401 - ice14ws_128 - [INFO] - [E:183| 700]: Train Loss:0.0015187, Val MRR:0.44669, ice14ws_128
2023-05-13 15:41:32,269 - ice14ws_128 - [INFO] - [E:183| 800]: Train Loss:0.0015187, Val MRR:0.44669, ice14ws_128
2023-05-13 15:43:04,927 - ice14ws_128 - [INFO] - [E:183| 900]: Train Loss:0.0015187, Val MRR:0.44669, ice14ws_128
2023-05-13 15:44:14,264 - ice14ws_128 - [INFO] - [Epoch:183]: Training Loss:0.001519
2023-05-13 15:44:14,708 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 15:44:37,753 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 15:45:00,344 - ice14ws_128 - [INFO] - [Evaluating Epoch 183 valid]:
MRR: Tail : 0.47406, Head : 0.41895, Avg : 0.4465
2023-05-13 15:45:00,344 - ice14ws_128 - [INFO] - [Epoch 183]: Training Loss: 0.0015188, Valid MRR: 0.44669,
2023-05-13 15:45:01,555 - ice14ws_128 - [INFO] - [E:184| 0]: Train Loss:0.0015211, Val MRR:0.44669, ice14ws_128
2023-05-13 15:46:45,694 - ice14ws_128 - [INFO] - [E:184| 100]: Train Loss:0.0015191, Val MRR:0.44669, ice14ws_128
2023-05-13 15:48:27,393 - ice14ws_128 - [INFO] - [E:184| 200]: Train Loss:0.0015179, Val MRR:0.44669, ice14ws_128
2023-05-13 15:50:08,413 - ice14ws_128 - [INFO] - [E:184| 300]: Train Loss:0.0015184, Val MRR:0.44669, ice14ws_128
2023-05-13 15:51:39,411 - ice14ws_128 - [INFO] - [E:184| 400]: Train Loss:0.0015184, Val MRR:0.44669, ice14ws_128
2023-05-13 15:53:20,808 - ice14ws_128 - [INFO] - [E:184| 500]: Train Loss:0.0015185, Val MRR:0.44669, ice14ws_128
2023-05-13 15:55:02,328 - ice14ws_128 - [INFO] - [E:184| 600]: Train Loss:0.0015183, Val MRR:0.44669, ice14ws_128
2023-05-13 15:56:43,426 - ice14ws_128 - [INFO] - [E:184| 700]: Train Loss:0.0015183, Val MRR:0.44669, ice14ws_128
2023-05-13 15:58:24,647 - ice14ws_128 - [INFO] - [E:184| 800]: Train Loss:0.0015184, Val MRR:0.44669, ice14ws_128
2023-05-13 15:59:57,722 - ice14ws_128 - [INFO] - [E:184| 900]: Train Loss:0.0015186, Val MRR:0.44669, ice14ws_128
2023-05-13 16:01:07,551 - ice14ws_128 - [INFO] - [Epoch:184]: Training Loss:0.001519
2023-05-13 16:01:07,946 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 16:01:31,419 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 16:01:54,059 - ice14ws_128 - [INFO] - [Evaluating Epoch 184 valid]:
MRR: Tail : 0.47603, Head : 0.41803, Avg : 0.44703
2023-05-13 16:01:55,292 - ice14ws_128 - [INFO] - [Epoch 184]: Training Loss: 0.0015186, Valid MRR: 0.44703,
2023-05-13 16:01:56,358 - ice14ws_128 - [INFO] - [E:185| 0]: Train Loss:0.0015092, Val MRR:0.44703, ice14ws_128
2023-05-13 16:03:37,998 - ice14ws_128 - [INFO] - [E:185| 100]: Train Loss:0.001518, Val MRR:0.44703, ice14ws_128
2023-05-13 16:05:19,502 - ice14ws_128 - [INFO] - [E:185| 200]: Train Loss:0.0015175, Val MRR:0.44703, ice14ws_128
2023-05-13 16:07:00,597 - ice14ws_128 - [INFO] - [E:185| 300]: Train Loss:0.0015178, Val MRR:0.44703, ice14ws_128
2023-05-13 16:08:31,782 - ice14ws_128 - [INFO] - [E:185| 400]: Train Loss:0.0015181, Val MRR:0.44703, ice14ws_128
2023-05-13 16:10:13,723 - ice14ws_128 - [INFO] - [E:185| 500]: Train Loss:0.001518, Val MRR:0.44703, ice14ws_128
2023-05-13 16:11:55,207 - ice14ws_128 - [INFO] - [E:185| 600]: Train Loss:0.001518, Val MRR:0.44703, ice14ws_128
2023-05-13 16:13:36,417 - ice14ws_128 - [INFO] - [E:185| 700]: Train Loss:0.0015181, Val MRR:0.44703, ice14ws_128
2023-05-13 16:15:17,797 - ice14ws_128 - [INFO] - [E:185| 800]: Train Loss:0.001518, Val MRR:0.44703, ice14ws_128
2023-05-13 16:16:49,382 - ice14ws_128 - [INFO] - [E:185| 900]: Train Loss:0.0015179, Val MRR:0.44703, ice14ws_128
2023-05-13 16:18:00,849 - ice14ws_128 - [INFO] - [Epoch:185]: Training Loss:0.001518
2023-05-13 16:18:01,246 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 16:18:24,721 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 16:18:47,456 - ice14ws_128 - [INFO] - [Evaluating Epoch 185 valid]:
MRR: Tail : 0.47167, Head : 0.41733, Avg : 0.4445
2023-05-13 16:18:47,456 - ice14ws_128 - [INFO] - [Epoch 185]: Training Loss: 0.001518, Valid MRR: 0.44703,
2023-05-13 16:18:48,559 - ice14ws_128 - [INFO] - [E:186| 0]: Train Loss:0.0015212, Val MRR:0.44703, ice14ws_128
2023-05-13 16:20:30,223 - ice14ws_128 - [INFO] - [E:186| 100]: Train Loss:0.0015183, Val MRR:0.44703, ice14ws_128
2023-05-13 16:22:11,978 - ice14ws_128 - [INFO] - [E:186| 200]: Train Loss:0.0015182, Val MRR:0.44703, ice14ws_128
2023-05-13 16:23:53,150 - ice14ws_128 - [INFO] - [E:186| 300]: Train Loss:0.0015183, Val MRR:0.44703, ice14ws_128
2023-05-13 16:25:24,629 - ice14ws_128 - [INFO] - [E:186| 400]: Train Loss:0.001518, Val MRR:0.44703, ice14ws_128
2023-05-13 16:27:05,853 - ice14ws_128 - [INFO] - [E:186| 500]: Train Loss:0.001518, Val MRR:0.44703, ice14ws_128
2023-05-13 16:28:46,874 - ice14ws_128 - [INFO] - [E:186| 600]: Train Loss:0.001518, Val MRR:0.44703, ice14ws_128
2023-05-13 16:30:28,066 - ice14ws_128 - [INFO] - [E:186| 700]: Train Loss:0.0015178, Val MRR:0.44703, ice14ws_128
2023-05-13 16:32:12,183 - ice14ws_128 - [INFO] - [E:186| 800]: Train Loss:0.0015177, Val MRR:0.44703, ice14ws_128
2023-05-13 16:33:43,811 - ice14ws_128 - [INFO] - [E:186| 900]: Train Loss:0.0015177, Val MRR:0.44703, ice14ws_128
2023-05-13 16:34:43,050 - ice14ws_128 - [INFO] - {'dataset': 'icews14', 'name': 'ice14ws_128', 'gpu': '0', 'train_strategy': 'one_to_n', 'opt': 'adam', 'neg_num': 1000, 'batch_size': 128, 'l2': 0.0, 'lr': 0.0001, 'max_epochs': 500, 'num_workers': 0, 'seed': 42, 'restore': False, 'lbl_smooth': 0.1, 'embed_dim': 400, 'ent_vec_dim': 400, 'rel_vec_dim': 400, 'bias': False, 'form': 'plain', 'k_w': 10, 'k_h': 20, 'num_filt': 96, 'ker_sz': 9, 'perm': 1, 'hid_drop': 0.5, 'feat_drop': 0.2, 'inp_drop': 0.2, 'drop_path': 0.0, 'drop': 0.0, 'in_channels': 1, 'out_channels': 32, 'filt_h': 1, 'filt_w': 9, 'image_h': 128, 'image_w': 128, 'patch_size': 8, 'mixer_dim': 256, 'expansion_factor': 4, 'expansion_factor_token': 0.5, 'mixer_depth': 16, 'mixer_dropout': 0.2, 'log_dir': './log/', 'config_dir': './config/', 'test_only': True, 'filtered': False}
2023-05-13 16:34:54,197 - ice14ws_128 - [INFO] - [Test, Tail_Batch Step 0] ice14ws_128
2023-05-13 16:34:55,589 - ice14ws_128 - [INFO] - [Epoch:186]: Training Loss:0.001518
2023-05-13 16:34:56,096 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 16:35:23,143 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 16:35:31,571 - ice14ws_128 - [INFO] - [Test, Head_Batch Step 0] ice14ws_128
2023-05-13 16:35:49,595 - ice14ws_128 - [INFO] - [Evaluating Epoch 186 valid]:
MRR: Tail : 0.47786, Head : 0.4185, Avg : 0.44818
2023-05-13 16:35:50,808 - ice14ws_128 - [INFO] - [Epoch 186]: Training Loss: 0.0015177, Valid MRR: 0.44818,
2023-05-13 16:35:51,633 - ice14ws_128 - [INFO] - [E:187| 0]: Train Loss:0.0015156, Val MRR:0.44818, ice14ws_128
2023-05-13 16:35:59,285 - ice14ws_128 - [INFO] - {'dataset': 'icews14', 'name': 'ice14ws_128', 'gpu': '0', 'train_strategy': 'one_to_n', 'opt': 'adam', 'neg_num': 1000, 'batch_size': 128, 'l2': 0.0, 'lr': 0.0001, 'max_epochs': 500, 'num_workers': 0, 'seed': 42, 'restore': False, 'lbl_smooth': 0.1, 'embed_dim': 400, 'ent_vec_dim': 400, 'rel_vec_dim': 400, 'bias': False, 'form': 'plain', 'k_w': 10, 'k_h': 20, 'num_filt': 96, 'ker_sz': 9, 'perm': 1, 'hid_drop': 0.5, 'feat_drop': 0.2, 'inp_drop': 0.2, 'drop_path': 0.0, 'drop': 0.0, 'in_channels': 1, 'out_channels': 32, 'filt_h': 1, 'filt_w': 9, 'image_h': 128, 'image_w': 128, 'patch_size': 8, 'mixer_dim': 256, 'expansion_factor': 4, 'expansion_factor_token': 0.5, 'mixer_depth': 16, 'mixer_dropout': 0.2, 'log_dir': './log/', 'config_dir': './config/', 'test_only': True, 'filtered': False}
2023-05-13 16:36:10,174 - ice14ws_128 - [INFO] - [Test, Tail_Batch Step 0] ice14ws_128
2023-05-13 16:36:47,597 - ice14ws_128 - [INFO] - [Test, Head_Batch Step 0] ice14ws_128
2023-05-13 16:37:24,578 - ice14ws_128 - [INFO] - [Evaluating Epoch 0 test]:
MRR: Tail : 0.45897, Head : 0.41108, Avg : 0.43503
MR: Tail : 653.2, Head : 704.96, Avg : 679.08
Hit-1: Tail : 0.37238, Head : 0.32489, Avg : 0.34864
Hit-3: Tail : 0.50866, Head : 0.45148, Avg : 0.48007
Hit-10: Tail : 0.61623, Head : 0.57529, Avg : 0.59576
2023-05-13 16:37:43,323 - ice14ws_128 - [INFO] - [E:187| 100]: Train Loss:0.0015168, Val MRR:0.44818, ice14ws_128
2023-05-13 16:39:24,718 - ice14ws_128 - [INFO] - [E:187| 200]: Train Loss:0.0015176, Val MRR:0.44818, ice14ws_128
2023-05-13 16:41:05,718 - ice14ws_128 - [INFO] - [E:187| 300]: Train Loss:0.0015175, Val MRR:0.44818, ice14ws_128
2023-05-13 16:42:41,555 - ice14ws_128 - [INFO] - [E:187| 400]: Train Loss:0.0015173, Val MRR:0.44818, ice14ws_128
2023-05-13 16:44:18,174 - ice14ws_128 - [INFO] - [E:187| 500]: Train Loss:0.0015174, Val MRR:0.44818, ice14ws_128
2023-05-13 16:45:59,435 - ice14ws_128 - [INFO] - [E:187| 600]: Train Loss:0.0015172, Val MRR:0.44818, ice14ws_128
2023-05-13 16:47:40,324 - ice14ws_128 - [INFO] - [E:187| 700]: Train Loss:0.001517, Val MRR:0.44818, ice14ws_128
2023-05-13 16:49:21,098 - ice14ws_128 - [INFO] - [E:187| 800]: Train Loss:0.0015172, Val MRR:0.44818, ice14ws_128
2023-05-13 16:50:59,624 - ice14ws_128 - [INFO] - [E:187| 900]: Train Loss:0.0015173, Val MRR:0.44818, ice14ws_128
2023-05-13 16:52:03,653 - ice14ws_128 - [INFO] - [Epoch:187]: Training Loss:0.001517
2023-05-13 16:52:03,997 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 16:52:27,243 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 16:52:50,036 - ice14ws_128 - [INFO] - [Evaluating Epoch 187 valid]:
MRR: Tail : 0.47388, Head : 0.41702, Avg : 0.44545
2023-05-13 16:52:50,036 - ice14ws_128 - [INFO] - [Epoch 187]: Training Loss: 0.0015174, Valid MRR: 0.44818,
2023-05-13 16:52:51,058 - ice14ws_128 - [INFO] - [E:188| 0]: Train Loss:0.0015059, Val MRR:0.44818, ice14ws_128
2023-05-13 16:54:32,068 - ice14ws_128 - [INFO] - [E:188| 100]: Train Loss:0.0015163, Val MRR:0.44818, ice14ws_128
2023-05-13 16:56:12,572 - ice14ws_128 - [INFO] - [E:188| 200]: Train Loss:0.0015169, Val MRR:0.44818, ice14ws_128
2023-05-13 16:57:53,583 - ice14ws_128 - [INFO] - [E:188| 300]: Train Loss:0.0015165, Val MRR:0.44818, ice14ws_128
2023-05-13 16:59:26,932 - ice14ws_128 - [INFO] - [E:188| 400]: Train Loss:0.0015167, Val MRR:0.44818, ice14ws_128
2023-05-13 17:01:06,627 - ice14ws_128 - [INFO] - [E:188| 500]: Train Loss:0.0015171, Val MRR:0.44818, ice14ws_128
2023-05-13 17:02:47,894 - ice14ws_128 - [INFO] - [E:188| 600]: Train Loss:0.0015168, Val MRR:0.44818, ice14ws_128
2023-05-13 17:04:28,798 - ice14ws_128 - [INFO] - [E:188| 700]: Train Loss:0.0015168, Val MRR:0.44818, ice14ws_128
2023-05-13 17:06:09,883 - ice14ws_128 - [INFO] - [E:188| 800]: Train Loss:0.0015168, Val MRR:0.44818, ice14ws_128
2023-05-13 17:07:43,972 - ice14ws_128 - [INFO] - [E:188| 900]: Train Loss:0.0015167, Val MRR:0.44818, ice14ws_128
2023-05-13 17:08:51,507 - ice14ws_128 - [INFO] - [Epoch:188]: Training Loss:0.001517
2023-05-13 17:08:51,850 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 17:09:15,221 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 17:09:38,194 - ice14ws_128 - [INFO] - [Evaluating Epoch 188 valid]:
MRR: Tail : 0.47342, Head : 0.41586, Avg : 0.44464
2023-05-13 17:09:38,194 - ice14ws_128 - [INFO] - [Epoch 188]: Training Loss: 0.0015169, Valid MRR: 0.44818,
2023-05-13 17:09:39,052 - ice14ws_128 - [INFO] - [E:189| 0]: Train Loss:0.0015149, Val MRR:0.44818, ice14ws_128
2023-05-13 17:11:20,226 - ice14ws_128 - [INFO] - [E:189| 100]: Train Loss:0.0015156, Val MRR:0.44818, ice14ws_128
2023-05-13 17:13:01,712 - ice14ws_128 - [INFO] - [E:189| 200]: Train Loss:0.0015158, Val MRR:0.44818, ice14ws_128
2023-05-13 17:14:42,911 - ice14ws_128 - [INFO] - [E:189| 300]: Train Loss:0.0015165, Val MRR:0.44818, ice14ws_128
2023-05-13 17:16:14,324 - ice14ws_128 - [INFO] - [E:189| 400]: Train Loss:0.0015168, Val MRR:0.44818, ice14ws_128
2023-05-13 17:17:55,431 - ice14ws_128 - [INFO] - [E:189| 500]: Train Loss:0.0015166, Val MRR:0.44818, ice14ws_128
2023-05-13 17:19:39,455 - ice14ws_128 - [INFO] - [E:189| 600]: Train Loss:0.0015166, Val MRR:0.44818, ice14ws_128
2023-05-13 17:21:20,681 - ice14ws_128 - [INFO] - [E:189| 700]: Train Loss:0.0015164, Val MRR:0.44818, ice14ws_128
2023-05-13 17:23:01,877 - ice14ws_128 - [INFO] - [E:189| 800]: Train Loss:0.0015163, Val MRR:0.44818, ice14ws_128
2023-05-13 17:24:34,638 - ice14ws_128 - [INFO] - [E:189| 900]: Train Loss:0.0015164, Val MRR:0.44818, ice14ws_128
2023-05-13 17:25:44,696 - ice14ws_128 - [INFO] - [Epoch:189]: Training Loss:0.001516
2023-05-13 17:25:45,208 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 17:26:08,352 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 17:26:30,987 - ice14ws_128 - [INFO] - [Evaluating Epoch 189 valid]:
MRR: Tail : 0.47134, Head : 0.41762, Avg : 0.44448
MR: Tail : 585.34, Head : 692.89, Avg : 639.12
Hit-1: Tail : 0.38524, Head : 0.33281, Avg : 0.35902
Hit-3: Tail : 0.51924, Head : 0.46025, Avg : 0.48974
Hit-10: Tail : 0.62787, Head : 0.57895, Avg : 0.60341
2023-05-13 17:26:30,987 - ice14ws_128 - [INFO] - [Epoch 189]: Training Loss: 0.0015165, Valid MRR: 0.44818,
2023-05-13 17:26:32,171 - ice14ws_128 - [INFO] - [E:190| 0]: Train Loss:0.0015225, Val MRR:0.44818, ice14ws_128
2023-05-13 17:28:13,586 - ice14ws_128 - [INFO] - [E:190| 100]: Train Loss:0.0015154, Val MRR:0.44818, ice14ws_128
2023-05-13 17:29:55,758 - ice14ws_128 - [INFO] - [E:190| 200]: Train Loss:0.001516, Val MRR:0.44818, ice14ws_128
2023-05-13 17:31:37,776 - ice14ws_128 - [INFO] - [E:190| 300]: Train Loss:0.0015161, Val MRR:0.44818, ice14ws_128
2023-05-13 17:33:09,261 - ice14ws_128 - [INFO] - [E:190| 400]: Train Loss:0.0015162, Val MRR:0.44818, ice14ws_128
2023-05-13 17:34:50,727 - ice14ws_128 - [INFO] - [E:190| 500]: Train Loss:0.0015162, Val MRR:0.44818, ice14ws_128
2023-05-13 17:36:32,137 - ice14ws_128 - [INFO] - [E:190| 600]: Train Loss:0.0015163, Val MRR:0.44818, ice14ws_128
2023-05-13 17:38:14,027 - ice14ws_128 - [INFO] - [E:190| 700]: Train Loss:0.0015164, Val MRR:0.44818, ice14ws_128
2023-05-13 17:39:55,359 - ice14ws_128 - [INFO] - [E:190| 800]: Train Loss:0.0015163, Val MRR:0.44818, ice14ws_128
2023-05-13 17:41:26,312 - ice14ws_128 - [INFO] - [E:190| 900]: Train Loss:0.0015163, Val MRR:0.44818, ice14ws_128
2023-05-13 17:42:37,644 - ice14ws_128 - [INFO] - [Epoch:190]: Training Loss:0.001516
2023-05-13 17:42:37,994 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 17:43:01,065 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 17:43:23,380 - ice14ws_128 - [INFO] - [Evaluating Epoch 190 valid]:
MRR: Tail : 0.47361, Head : 0.41588, Avg : 0.44475
2023-05-13 17:43:23,380 - ice14ws_128 - [INFO] - [Epoch 190]: Training Loss: 0.0015164, Valid MRR: 0.44818,
2023-05-13 17:43:24,565 - ice14ws_128 - [INFO] - [E:191| 0]: Train Loss:0.0015085, Val MRR:0.44818, ice14ws_128
2023-05-13 17:45:05,600 - ice14ws_128 - [INFO] - [E:191| 100]: Train Loss:0.0015169, Val MRR:0.44818, ice14ws_128
2023-05-13 17:46:46,621 - ice14ws_128 - [INFO] - [E:191| 200]: Train Loss:0.0015163, Val MRR:0.44818, ice14ws_128
2023-05-13 17:48:27,496 - ice14ws_128 - [INFO] - [E:191| 300]: Train Loss:0.001516, Val MRR:0.44818, ice14ws_128
2023-05-13 17:49:58,678 - ice14ws_128 - [INFO] - [E:191| 400]: Train Loss:0.0015158, Val MRR:0.44818, ice14ws_128
2023-05-13 17:51:39,452 - ice14ws_128 - [INFO] - [E:191| 500]: Train Loss:0.0015157, Val MRR:0.44818, ice14ws_128
2023-05-13 17:53:19,836 - ice14ws_128 - [INFO] - [E:191| 600]: Train Loss:0.0015155, Val MRR:0.44818, ice14ws_128
2023-05-13 17:55:00,226 - ice14ws_128 - [INFO] - [E:191| 700]: Train Loss:0.0015157, Val MRR:0.44818, ice14ws_128
2023-05-13 17:56:40,954 - ice14ws_128 - [INFO] - [E:191| 800]: Train Loss:0.0015158, Val MRR:0.44818, ice14ws_128
2023-05-13 17:58:12,015 - ice14ws_128 - [INFO] - [E:191| 900]: Train Loss:0.0015159, Val MRR:0.44818, ice14ws_128
2023-05-13 17:59:22,285 - ice14ws_128 - [INFO] - [Epoch:191]: Training Loss:0.001516
2023-05-13 17:59:22,682 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 17:59:45,511 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 18:00:07,900 - ice14ws_128 - [INFO] - [Evaluating Epoch 191 valid]:
MRR: Tail : 0.47139, Head : 0.41926, Avg : 0.44532
2023-05-13 18:00:07,900 - ice14ws_128 - [INFO] - [Epoch 191]: Training Loss: 0.0015159, Valid MRR: 0.44818,
2023-05-13 18:00:09,095 - ice14ws_128 - [INFO] - [E:192| 0]: Train Loss:0.0015149, Val MRR:0.44818, ice14ws_128
2023-05-13 18:01:49,302 - ice14ws_128 - [INFO] - [E:192| 100]: Train Loss:0.0015151, Val MRR:0.44818, ice14ws_128
2023-05-13 18:03:29,997 - ice14ws_128 - [INFO] - [E:192| 200]: Train Loss:0.0015157, Val MRR:0.44818, ice14ws_128
2023-05-13 18:05:12,556 - ice14ws_128 - [INFO] - [E:192| 300]: Train Loss:0.0015158, Val MRR:0.44818, ice14ws_128
2023-05-13 18:06:43,691 - ice14ws_128 - [INFO] - [E:192| 400]: Train Loss:0.0015156, Val MRR:0.44818, ice14ws_128
2023-05-13 18:08:24,184 - ice14ws_128 - [INFO] - [E:192| 500]: Train Loss:0.0015153, Val MRR:0.44818, ice14ws_128
2023-05-13 18:10:05,099 - ice14ws_128 - [INFO] - [E:192| 600]: Train Loss:0.0015154, Val MRR:0.44818, ice14ws_128
2023-05-13 18:11:46,691 - ice14ws_128 - [INFO] - [E:192| 700]: Train Loss:0.0015155, Val MRR:0.44818, ice14ws_128
2023-05-13 18:13:28,518 - ice14ws_128 - [INFO] - [E:192| 800]: Train Loss:0.0015155, Val MRR:0.44818, ice14ws_128
2023-05-13 18:14:59,546 - ice14ws_128 - [INFO] - [E:192| 900]: Train Loss:0.0015156, Val MRR:0.44818, ice14ws_128
2023-05-13 18:16:10,682 - ice14ws_128 - [INFO] - [Epoch:192]: Training Loss:0.001516
2023-05-13 18:16:11,079 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 18:16:33,966 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 18:16:56,474 - ice14ws_128 - [INFO] - [Evaluating Epoch 192 valid]:
MRR: Tail : 0.47479, Head : 0.42054, Avg : 0.44766
2023-05-13 18:16:56,474 - ice14ws_128 - [INFO] - [Epoch 192]: Training Loss: 0.0015156, Valid MRR: 0.44818,
2023-05-13 18:16:57,508 - ice14ws_128 - [INFO] - [E:193| 0]: Train Loss:0.0015085, Val MRR:0.44818, ice14ws_128
2023-05-13 18:18:39,414 - ice14ws_128 - [INFO] - [E:193| 100]: Train Loss:0.0015135, Val MRR:0.44818, ice14ws_128
2023-05-13 18:20:20,029 - ice14ws_128 - [INFO] - [E:193| 200]: Train Loss:0.0015142, Val MRR:0.44818, ice14ws_128
2023-05-13 18:22:01,440 - ice14ws_128 - [INFO] - [E:193| 300]: Train Loss:0.0015145, Val MRR:0.44818, ice14ws_128
2023-05-13 18:23:32,577 - ice14ws_128 - [INFO] - [E:193| 400]: Train Loss:0.0015149, Val MRR:0.44818, ice14ws_128
2023-05-13 18:25:13,831 - ice14ws_128 - [INFO] - [E:193| 500]: Train Loss:0.0015153, Val MRR:0.44818, ice14ws_128
2023-05-13 18:26:54,702 - ice14ws_128 - [INFO] - [E:193| 600]: Train Loss:0.0015151, Val MRR:0.44818, ice14ws_128
2023-05-13 18:28:35,749 - ice14ws_128 - [INFO] - [E:193| 700]: Train Loss:0.0015151, Val MRR:0.44818, ice14ws_128
2023-05-13 18:30:16,185 - ice14ws_128 - [INFO] - [E:193| 800]: Train Loss:0.0015152, Val MRR:0.44818, ice14ws_128
2023-05-13 18:31:47,124 - ice14ws_128 - [INFO] - [E:193| 900]: Train Loss:0.0015152, Val MRR:0.44818, ice14ws_128
2023-05-13 18:32:58,576 - ice14ws_128 - [INFO] - [Epoch:193]: Training Loss:0.001515
2023-05-13 18:32:58,891 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 18:33:21,968 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 18:33:44,452 - ice14ws_128 - [INFO] - [Evaluating Epoch 193 valid]:
MRR: Tail : 0.47619, Head : 0.42068, Avg : 0.44844
2023-05-13 18:33:45,682 - ice14ws_128 - [INFO] - [Epoch 193]: Training Loss: 0.0015152, Valid MRR: 0.44844,
2023-05-13 18:33:46,883 - ice14ws_128 - [INFO] - [E:194| 0]: Train Loss:0.0015268, Val MRR:0.44844, ice14ws_128
2023-05-13 18:35:27,853 - ice14ws_128 - [INFO] - [E:194| 100]: Train Loss:0.0015133, Val MRR:0.44844, ice14ws_128
2023-05-13 18:37:09,058 - ice14ws_128 - [INFO] - [E:194| 200]: Train Loss:0.0015137, Val MRR:0.44844, ice14ws_128
2023-05-13 18:38:44,094 - ice14ws_128 - [INFO] - [E:194| 300]: Train Loss:0.0015145, Val MRR:0.44844, ice14ws_128
2023-05-13 18:40:20,799 - ice14ws_128 - [INFO] - [E:194| 400]: Train Loss:0.0015145, Val MRR:0.44844, ice14ws_128
2023-05-13 18:42:01,327 - ice14ws_128 - [INFO] - [E:194| 500]: Train Loss:0.0015146, Val MRR:0.44844, ice14ws_128
2023-05-13 18:43:41,635 - ice14ws_128 - [INFO] - [E:194| 600]: Train Loss:0.0015148, Val MRR:0.44844, ice14ws_128
2023-05-13 18:45:22,688 - ice14ws_128 - [INFO] - [E:194| 700]: Train Loss:0.0015147, Val MRR:0.44844, ice14ws_128
2023-05-13 18:46:59,421 - ice14ws_128 - [INFO] - [E:194| 800]: Train Loss:0.0015148, Val MRR:0.44844, ice14ws_128
2023-05-13 18:48:34,465 - ice14ws_128 - [INFO] - [E:194| 900]: Train Loss:0.0015148, Val MRR:0.44844, ice14ws_128
2023-05-13 18:49:45,205 - ice14ws_128 - [INFO] - [Epoch:194]: Training Loss:0.001515
2023-05-13 18:49:45,668 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 18:50:08,602 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 18:50:33,270 - ice14ws_128 - [INFO] - [Evaluating Epoch 194 valid]:
MRR: Tail : 0.47373, Head : 0.41747, Avg : 0.4456
2023-05-13 18:50:33,270 - ice14ws_128 - [INFO] - [Epoch 194]: Training Loss: 0.0015149, Valid MRR: 0.44844,
2023-05-13 18:50:34,465 - ice14ws_128 - [INFO] - [E:195| 0]: Train Loss:0.0015025, Val MRR:0.44844, ice14ws_128
2023-05-13 18:52:14,989 - ice14ws_128 - [INFO] - [E:195| 100]: Train Loss:0.0015143, Val MRR:0.44844, ice14ws_128
2023-05-13 18:53:55,343 - ice14ws_128 - [INFO] - [E:195| 200]: Train Loss:0.0015147, Val MRR:0.44844, ice14ws_128
2023-05-13 18:55:27,700 - ice14ws_128 - [INFO] - [E:195| 300]: Train Loss:0.0015142, Val MRR:0.44844, ice14ws_128
2023-05-13 18:57:07,179 - ice14ws_128 - [INFO] - [E:195| 400]: Train Loss:0.0015142, Val MRR:0.44844, ice14ws_128
2023-05-13 18:58:48,227 - ice14ws_128 - [INFO] - [E:195| 500]: Train Loss:0.001514, Val MRR:0.44844, ice14ws_128
2023-05-13 19:00:29,284 - ice14ws_128 - [INFO] - [E:195| 600]: Train Loss:0.0015143, Val MRR:0.44844, ice14ws_128
2023-05-13 19:02:09,996 - ice14ws_128 - [INFO] - [E:195| 700]: Train Loss:0.0015144, Val MRR:0.44844, ice14ws_128
2023-05-13 19:03:40,330 - ice14ws_128 - [INFO] - [E:195| 800]: Train Loss:0.0015145, Val MRR:0.44844, ice14ws_128
2023-05-13 19:05:20,973 - ice14ws_128 - [INFO] - [E:195| 900]: Train Loss:0.0015146, Val MRR:0.44844, ice14ws_128
2023-05-13 19:06:31,805 - ice14ws_128 - [INFO] - [Epoch:195]: Training Loss:0.001515
2023-05-13 19:06:32,085 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 19:06:55,102 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 19:07:17,515 - ice14ws_128 - [INFO] - [Evaluating Epoch 195 valid]:
MRR: Tail : 0.47748, Head : 0.42451, Avg : 0.451
2023-05-13 19:07:18,804 - ice14ws_128 - [INFO] - [Epoch 195]: Training Loss: 0.0015146, Valid MRR: 0.451,
2023-05-13 19:07:20,007 - ice14ws_128 - [INFO] - [E:196| 0]: Train Loss:0.0015298, Val MRR:0.451, ice14ws_128
2023-05-13 19:08:59,944 - ice14ws_128 - [INFO] - [E:196| 100]: Train Loss:0.0015148, Val MRR:0.451, ice14ws_128
2023-05-13 19:10:40,606 - ice14ws_128 - [INFO] - [E:196| 200]: Train Loss:0.0015149, Val MRR:0.451, ice14ws_128
2023-05-13 19:12:11,221 - ice14ws_128 - [INFO] - [E:196| 300]: Train Loss:0.0015143, Val MRR:0.451, ice14ws_128
2023-05-13 19:13:51,658 - ice14ws_128 - [INFO] - [E:196| 400]: Train Loss:0.0015138, Val MRR:0.451, ice14ws_128
2023-05-13 19:15:32,048 - ice14ws_128 - [INFO] - [E:196| 500]: Train Loss:0.001514, Val MRR:0.451, ice14ws_128
2023-05-13 19:17:12,847 - ice14ws_128 - [INFO] - [E:196| 600]: Train Loss:0.001514, Val MRR:0.451, ice14ws_128
2023-05-13 19:18:52,866 - ice14ws_128 - [INFO] - [E:196| 700]: Train Loss:0.0015141, Val MRR:0.451, ice14ws_128
2023-05-13 19:20:23,743 - ice14ws_128 - [INFO] - [E:196| 800]: Train Loss:0.0015141, Val MRR:0.451, ice14ws_128
2023-05-13 19:22:04,380 - ice14ws_128 - [INFO] - [E:196| 900]: Train Loss:0.0015141, Val MRR:0.451, ice14ws_128
2023-05-13 19:23:14,953 - ice14ws_128 - [INFO] - [Epoch:196]: Training Loss:0.001514
2023-05-13 19:23:15,433 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 19:23:38,174 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 19:24:00,520 - ice14ws_128 - [INFO] - [Evaluating Epoch 196 valid]:
MRR: Tail : 0.47576, Head : 0.41862, Avg : 0.44719
2023-05-13 19:24:00,520 - ice14ws_128 - [INFO] - [Epoch 196]: Training Loss: 0.0015141, Valid MRR: 0.451,
2023-05-13 19:24:01,567 - ice14ws_128 - [INFO] - [E:197| 0]: Train Loss:0.0015162, Val MRR:0.451, ice14ws_128
2023-05-13 19:25:42,202 - ice14ws_128 - [INFO] - [E:197| 100]: Train Loss:0.0015129, Val MRR:0.451, ice14ws_128
2023-05-13 19:27:22,651 - ice14ws_128 - [INFO] - [E:197| 200]: Train Loss:0.001513, Val MRR:0.451, ice14ws_128
2023-05-13 19:28:53,699 - ice14ws_128 - [INFO] - [E:197| 300]: Train Loss:0.0015127, Val MRR:0.451, ice14ws_128
2023-05-13 19:30:34,618 - ice14ws_128 - [INFO] - [E:197| 400]: Train Loss:0.0015129, Val MRR:0.451, ice14ws_128
2023-05-13 19:32:15,565 - ice14ws_128 - [INFO] - [E:197| 500]: Train Loss:0.0015131, Val MRR:0.451, ice14ws_128
2023-05-13 19:33:56,368 - ice14ws_128 - [INFO] - [E:197| 600]: Train Loss:0.0015133, Val MRR:0.451, ice14ws_128
2023-05-13 19:35:37,189 - ice14ws_128 - [INFO] - [E:197| 700]: Train Loss:0.0015132, Val MRR:0.451, ice14ws_128
2023-05-13 19:37:10,881 - ice14ws_128 - [INFO] - [E:197| 800]: Train Loss:0.0015134, Val MRR:0.451, ice14ws_128
2023-05-13 19:38:51,750 - ice14ws_128 - [INFO] - [E:197| 900]: Train Loss:0.0015135, Val MRR:0.451, ice14ws_128
2023-05-13 19:40:02,250 - ice14ws_128 - [INFO] - [Epoch:197]: Training Loss:0.001514
2023-05-13 19:40:02,768 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 19:40:25,571 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 19:40:47,945 - ice14ws_128 - [INFO] - [Evaluating Epoch 197 valid]:
MRR: Tail : 0.47734, Head : 0.41774, Avg : 0.44754
2023-05-13 19:40:47,945 - ice14ws_128 - [INFO] - [Epoch 197]: Training Loss: 0.0015136, Valid MRR: 0.451,
2023-05-13 19:40:49,035 - ice14ws_128 - [INFO] - [E:198| 0]: Train Loss:0.0015347, Val MRR:0.451, ice14ws_128
2023-05-13 19:42:30,236 - ice14ws_128 - [INFO] - [E:198| 100]: Train Loss:0.0015152, Val MRR:0.451, ice14ws_128
2023-05-13 19:44:11,409 - ice14ws_128 - [INFO] - [E:198| 200]: Train Loss:0.0015138, Val MRR:0.451, ice14ws_128
2023-05-13 19:45:42,257 - ice14ws_128 - [INFO] - [E:198| 300]: Train Loss:0.0015139, Val MRR:0.451, ice14ws_128
2023-05-13 19:47:22,403 - ice14ws_128 - [INFO] - [E:198| 400]: Train Loss:0.0015137, Val MRR:0.451, ice14ws_128
2023-05-13 19:49:03,281 - ice14ws_128 - [INFO] - [E:198| 500]: Train Loss:0.0015134, Val MRR:0.451, ice14ws_128
2023-05-13 19:50:43,885 - ice14ws_128 - [INFO] - [E:198| 600]: Train Loss:0.0015134, Val MRR:0.451, ice14ws_128
2023-05-13 19:52:25,378 - ice14ws_128 - [INFO] - [E:198| 700]: Train Loss:0.0015133, Val MRR:0.451, ice14ws_128
2023-05-13 19:53:56,607 - ice14ws_128 - [INFO] - [E:198| 800]: Train Loss:0.0015134, Val MRR:0.451, ice14ws_128
2023-05-13 19:55:37,823 - ice14ws_128 - [INFO] - [E:198| 900]: Train Loss:0.0015134, Val MRR:0.451, ice14ws_128
2023-05-13 19:56:49,235 - ice14ws_128 - [INFO] - [Epoch:198]: Training Loss:0.001514
2023-05-13 19:56:49,733 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 19:57:12,451 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 19:57:34,784 - ice14ws_128 - [INFO] - [Evaluating Epoch 198 valid]:
MRR: Tail : 0.47599, Head : 0.41927, Avg : 0.44763
2023-05-13 19:57:34,784 - ice14ws_128 - [INFO] - [Epoch 198]: Training Loss: 0.0015135, Valid MRR: 0.451,
2023-05-13 19:57:35,900 - ice14ws_128 - [INFO] - [E:199| 0]: Train Loss:0.0015025, Val MRR:0.451, ice14ws_128
2023-05-13 19:59:17,337 - ice14ws_128 - [INFO] - [E:199| 100]: Train Loss:0.0015143, Val MRR:0.451, ice14ws_128
2023-05-13 20:00:58,694 - ice14ws_128 - [INFO] - [E:199| 200]: Train Loss:0.0015133, Val MRR:0.451, ice14ws_128
2023-05-13 20:02:29,707 - ice14ws_128 - [INFO] - [E:199| 300]: Train Loss:0.0015136, Val MRR:0.451, ice14ws_128
2023-05-13 20:04:10,733 - ice14ws_128 - [INFO] - [E:199| 400]: Train Loss:0.0015134, Val MRR:0.451, ice14ws_128
2023-05-13 20:05:52,098 - ice14ws_128 - [INFO] - [E:199| 500]: Train Loss:0.0015133, Val MRR:0.451, ice14ws_128
2023-05-13 20:07:32,373 - ice14ws_128 - [INFO] - [E:199| 600]: Train Loss:0.001513, Val MRR:0.451, ice14ws_128
2023-05-13 20:09:12,710 - ice14ws_128 - [INFO] - [E:199| 700]: Train Loss:0.001513, Val MRR:0.451, ice14ws_128
2023-05-13 20:10:43,272 - ice14ws_128 - [INFO] - [E:199| 800]: Train Loss:0.001513, Val MRR:0.451, ice14ws_128
2023-05-13 20:12:24,142 - ice14ws_128 - [INFO] - [E:199| 900]: Train Loss:0.001513, Val MRR:0.451, ice14ws_128
2023-05-13 20:13:34,958 - ice14ws_128 - [INFO] - [Epoch:199]: Training Loss:0.001513
2023-05-13 20:13:35,475 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 20:13:58,202 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 20:14:20,526 - ice14ws_128 - [INFO] - [Evaluating Epoch 199 valid]:
MRR: Tail : 0.47156, Head : 0.4176, Avg : 0.44458
MR: Tail : 583.56, Head : 686.7, Avg : 635.13
Hit-1: Tail : 0.38755, Head : 0.33341, Avg : 0.36048
Hit-3: Tail : 0.51742, Head : 0.45685, Avg : 0.48713
Hit-10: Tail : 0.62726, Head : 0.57835, Avg : 0.6028
2023-05-13 20:14:20,526 - ice14ws_128 - [INFO] - [Epoch 199]: Training Loss: 0.001513, Valid MRR: 0.451,
2023-05-13 20:14:21,613 - ice14ws_128 - [INFO] - [E:200| 0]: Train Loss:0.0015049, Val MRR:0.451, ice14ws_128
2023-05-13 20:16:02,516 - ice14ws_128 - [INFO] - [E:200| 100]: Train Loss:0.0015131, Val MRR:0.451, ice14ws_128
2023-05-13 20:17:41,261 - ice14ws_128 - [INFO] - [E:200| 200]: Train Loss:0.0015126, Val MRR:0.451, ice14ws_128
2023-05-13 20:19:14,165 - ice14ws_128 - [INFO] - [E:200| 300]: Train Loss:0.0015125, Val MRR:0.451, ice14ws_128
2023-05-13 20:20:55,059 - ice14ws_128 - [INFO] - [E:200| 400]: Train Loss:0.0015124, Val MRR:0.451, ice14ws_128
2023-05-13 20:22:38,496 - ice14ws_128 - [INFO] - [E:200| 500]: Train Loss:0.0015124, Val MRR:0.451, ice14ws_128
2023-05-13 20:24:20,361 - ice14ws_128 - [INFO] - [E:200| 600]: Train Loss:0.0015123, Val MRR:0.451, ice14ws_128
2023-05-13 20:26:01,081 - ice14ws_128 - [INFO] - [E:200| 700]: Train Loss:0.0015124, Val MRR:0.451, ice14ws_128
2023-05-13 20:27:33,641 - ice14ws_128 - [INFO] - [E:200| 800]: Train Loss:0.0015126, Val MRR:0.451, ice14ws_128
2023-05-13 20:29:14,108 - ice14ws_128 - [INFO] - [E:200| 900]: Train Loss:0.0015127, Val MRR:0.451, ice14ws_128
2023-05-13 20:30:25,012 - ice14ws_128 - [INFO] - [Epoch:200]: Training Loss:0.001513
2023-05-13 20:30:25,455 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 20:30:48,200 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 20:31:10,649 - ice14ws_128 - [INFO] - [Evaluating Epoch 200 valid]:
MRR: Tail : 0.47716, Head : 0.42114, Avg : 0.44915
2023-05-13 20:31:10,649 - ice14ws_128 - [INFO] - [Epoch 200]: Training Loss: 0.0015129, Valid MRR: 0.451,
2023-05-13 20:31:11,723 - ice14ws_128 - [INFO] - [E:201| 0]: Train Loss:0.0015135, Val MRR:0.451, ice14ws_128
2023-05-13 20:32:52,566 - ice14ws_128 - [INFO] - [E:201| 100]: Train Loss:0.0015117, Val MRR:0.451, ice14ws_128
2023-05-13 20:34:27,485 - ice14ws_128 - [INFO] - [E:201| 200]: Train Loss:0.0015122, Val MRR:0.451, ice14ws_128
2023-05-13 20:36:03,375 - ice14ws_128 - [INFO] - [E:201| 300]: Train Loss:0.0015124, Val MRR:0.451, ice14ws_128
2023-05-13 20:37:43,236 - ice14ws_128 - [INFO] - [E:201| 400]: Train Loss:0.0015123, Val MRR:0.451, ice14ws_128
2023-05-13 20:39:23,722 - ice14ws_128 - [INFO] - [E:201| 500]: Train Loss:0.0015124, Val MRR:0.451, ice14ws_128
2023-05-13 20:41:04,684 - ice14ws_128 - [INFO] - [E:201| 600]: Train Loss:0.0015123, Val MRR:0.451, ice14ws_128
2023-05-13 20:42:39,620 - ice14ws_128 - [INFO] - [E:201| 700]: Train Loss:0.0015126, Val MRR:0.451, ice14ws_128
2023-05-13 20:44:16,269 - ice14ws_128 - [INFO] - [E:201| 800]: Train Loss:0.0015125, Val MRR:0.451, ice14ws_128
2023-05-13 20:45:56,929 - ice14ws_128 - [INFO] - [E:201| 900]: Train Loss:0.0015125, Val MRR:0.451, ice14ws_128
2023-05-13 20:47:07,685 - ice14ws_128 - [INFO] - [Epoch:201]: Training Loss:0.001513
2023-05-13 20:47:08,133 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 20:47:30,755 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 20:47:53,344 - ice14ws_128 - [INFO] - [Evaluating Epoch 201 valid]:
MRR: Tail : 0.47415, Head : 0.42149, Avg : 0.44782
2023-05-13 20:47:53,344 - ice14ws_128 - [INFO] - [Epoch 201]: Training Loss: 0.0015126, Valid MRR: 0.451,
2023-05-13 20:47:54,140 - ice14ws_128 - [INFO] - [E:202| 0]: Train Loss:0.0015021, Val MRR:0.451, ice14ws_128
2023-05-13 20:49:34,989 - ice14ws_128 - [INFO] - [E:202| 100]: Train Loss:0.0015115, Val MRR:0.451, ice14ws_128
2023-05-13 20:51:05,901 - ice14ws_128 - [INFO] - [E:202| 200]: Train Loss:0.0015118, Val MRR:0.451, ice14ws_128
2023-05-13 20:52:46,747 - ice14ws_128 - [INFO] - [E:202| 300]: Train Loss:0.0015115, Val MRR:0.451, ice14ws_128
2023-05-13 20:54:27,164 - ice14ws_128 - [INFO] - [E:202| 400]: Train Loss:0.0015119, Val MRR:0.451, ice14ws_128
2023-05-13 20:56:07,196 - ice14ws_128 - [INFO] - [E:202| 500]: Train Loss:0.0015122, Val MRR:0.451, ice14ws_128
2023-05-13 20:57:47,478 - ice14ws_128 - [INFO] - [E:202| 600]: Train Loss:0.0015121, Val MRR:0.451, ice14ws_128
2023-05-13 20:59:19,585 - ice14ws_128 - [INFO] - [E:202| 700]: Train Loss:0.0015123, Val MRR:0.451, ice14ws_128
2023-05-13 21:00:58,667 - ice14ws_128 - [INFO] - [E:202| 800]: Train Loss:0.0015123, Val MRR:0.451, ice14ws_128
2023-05-13 21:02:39,875 - ice14ws_128 - [INFO] - [E:202| 900]: Train Loss:0.0015124, Val MRR:0.451, ice14ws_128
2023-05-13 21:03:50,674 - ice14ws_128 - [INFO] - [Epoch:202]: Training Loss:0.001512
2023-05-13 21:03:51,018 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 21:04:14,123 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 21:04:36,436 - ice14ws_128 - [INFO] - [Evaluating Epoch 202 valid]:
MRR: Tail : 0.47263, Head : 0.4203, Avg : 0.44647
2023-05-13 21:04:36,436 - ice14ws_128 - [INFO] - [Epoch 202]: Training Loss: 0.0015123, Valid MRR: 0.451,
2023-05-13 21:04:37,607 - ice14ws_128 - [INFO] - [E:203| 0]: Train Loss:0.0015207, Val MRR:0.451, ice14ws_128
2023-05-13 21:06:18,207 - ice14ws_128 - [INFO] - [E:203| 100]: Train Loss:0.00151, Val MRR:0.451, ice14ws_128
2023-05-13 21:07:51,708 - ice14ws_128 - [INFO] - [E:203| 200]: Train Loss:0.0015106, Val MRR:0.451, ice14ws_128
2023-05-13 21:09:32,440 - ice14ws_128 - [INFO] - [E:203| 300]: Train Loss:0.0015113, Val MRR:0.451, ice14ws_128
2023-05-13 21:11:13,605 - ice14ws_128 - [INFO] - [E:203| 400]: Train Loss:0.0015115, Val MRR:0.451, ice14ws_128
2023-05-13 21:12:55,071 - ice14ws_128 - [INFO] - [E:203| 500]: Train Loss:0.0015115, Val MRR:0.451, ice14ws_128
2023-05-13 21:14:36,009 - ice14ws_128 - [INFO] - [E:203| 600]: Train Loss:0.0015117, Val MRR:0.451, ice14ws_128
2023-05-13 21:16:06,872 - ice14ws_128 - [INFO] - [E:203| 700]: Train Loss:0.0015117, Val MRR:0.451, ice14ws_128
2023-05-13 21:17:47,152 - ice14ws_128 - [INFO] - [E:203| 800]: Train Loss:0.0015118, Val MRR:0.451, ice14ws_128
2023-05-13 21:19:28,296 - ice14ws_128 - [INFO] - [E:203| 900]: Train Loss:0.0015118, Val MRR:0.451, ice14ws_128
2023-05-13 21:20:39,784 - ice14ws_128 - [INFO] - [Epoch:203]: Training Loss:0.001512
2023-05-13 21:20:40,149 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 21:21:02,842 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 21:21:25,372 - ice14ws_128 - [INFO] - [Evaluating Epoch 203 valid]:
MRR: Tail : 0.47738, Head : 0.4201, Avg : 0.44874
2023-05-13 21:21:25,372 - ice14ws_128 - [INFO] - [Epoch 203]: Training Loss: 0.001512, Valid MRR: 0.451,
2023-05-13 21:21:26,470 - ice14ws_128 - [INFO] - [E:204| 0]: Train Loss:0.001505, Val MRR:0.451, ice14ws_128
2023-05-13 21:23:07,761 - ice14ws_128 - [INFO] - [E:204| 100]: Train Loss:0.0015096, Val MRR:0.451, ice14ws_128
2023-05-13 21:24:38,984 - ice14ws_128 - [INFO] - [E:204| 200]: Train Loss:0.0015097, Val MRR:0.451, ice14ws_128
2023-05-13 21:26:20,740 - ice14ws_128 - [INFO] - [E:204| 300]: Train Loss:0.0015103, Val MRR:0.451, ice14ws_128
2023-05-13 21:28:02,051 - ice14ws_128 - [INFO] - [E:204| 400]: Train Loss:0.0015106, Val MRR:0.451, ice14ws_128
2023-05-13 21:29:43,161 - ice14ws_128 - [INFO] - [E:204| 500]: Train Loss:0.0015106, Val MRR:0.451, ice14ws_128
2023-05-13 21:31:24,227 - ice14ws_128 - [INFO] - [E:204| 600]: Train Loss:0.0015109, Val MRR:0.451, ice14ws_128
2023-05-13 21:32:55,201 - ice14ws_128 - [INFO] - [E:204| 700]: Train Loss:0.0015112, Val MRR:0.451, ice14ws_128
2023-05-13 21:34:36,305 - ice14ws_128 - [INFO] - [E:204| 800]: Train Loss:0.0015113, Val MRR:0.451, ice14ws_128
2023-05-13 21:36:17,110 - ice14ws_128 - [INFO] - [E:204| 900]: Train Loss:0.0015114, Val MRR:0.451, ice14ws_128
2023-05-13 21:37:27,930 - ice14ws_128 - [INFO] - [Epoch:204]: Training Loss:0.001511
2023-05-13 21:37:28,192 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 21:37:50,999 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 21:38:13,351 - ice14ws_128 - [INFO] - [Evaluating Epoch 204 valid]:
MRR: Tail : 0.47621, Head : 0.42294, Avg : 0.44958
2023-05-13 21:38:13,351 - ice14ws_128 - [INFO] - [Epoch 204]: Training Loss: 0.0015114, Valid MRR: 0.451,
2023-05-13 21:38:14,424 - ice14ws_128 - [INFO] - [E:205| 0]: Train Loss:0.0015128, Val MRR:0.451, ice14ws_128
2023-05-13 21:39:55,357 - ice14ws_128 - [INFO] - [E:205| 100]: Train Loss:0.00151, Val MRR:0.451, ice14ws_128
2023-05-13 21:41:26,313 - ice14ws_128 - [INFO] - [E:205| 200]: Train Loss:0.0015114, Val MRR:0.451, ice14ws_128
2023-05-13 21:43:07,350 - ice14ws_128 - [INFO] - [E:205| 300]: Train Loss:0.0015118, Val MRR:0.451, ice14ws_128
2023-05-13 21:44:48,378 - ice14ws_128 - [INFO] - [E:205| 400]: Train Loss:0.0015117, Val MRR:0.451, ice14ws_128
2023-05-13 21:46:28,764 - ice14ws_128 - [INFO] - [E:205| 500]: Train Loss:0.0015113, Val MRR:0.451, ice14ws_128
2023-05-13 21:48:09,783 - ice14ws_128 - [INFO] - [E:205| 600]: Train Loss:0.0015111, Val MRR:0.451, ice14ws_128
2023-05-13 21:49:40,345 - ice14ws_128 - [INFO] - [E:205| 700]: Train Loss:0.0015112, Val MRR:0.451, ice14ws_128
2023-05-13 21:51:21,165 - ice14ws_128 - [INFO] - [E:205| 800]: Train Loss:0.0015115, Val MRR:0.451, ice14ws_128
2023-05-13 21:53:04,624 - ice14ws_128 - [INFO] - [E:205| 900]: Train Loss:0.0015115, Val MRR:0.451, ice14ws_128
2023-05-13 21:54:15,470 - ice14ws_128 - [INFO] - [Epoch:205]: Training Loss:0.001512
2023-05-13 21:54:15,823 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 21:54:38,884 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 21:55:01,401 - ice14ws_128 - [INFO] - [Evaluating Epoch 205 valid]:
MRR: Tail : 0.47516, Head : 0.42144, Avg : 0.4483
2023-05-13 21:55:01,401 - ice14ws_128 - [INFO] - [Epoch 205]: Training Loss: 0.0015116, Valid MRR: 0.451,
2023-05-13 21:55:02,470 - ice14ws_128 - [INFO] - [E:206| 0]: Train Loss:0.001511, Val MRR:0.451, ice14ws_128
2023-05-13 21:56:43,362 - ice14ws_128 - [INFO] - [E:206| 100]: Train Loss:0.0015112, Val MRR:0.451, ice14ws_128
2023-05-13 21:58:14,961 - ice14ws_128 - [INFO] - [E:206| 200]: Train Loss:0.0015113, Val MRR:0.451, ice14ws_128
2023-05-13 21:59:56,621 - ice14ws_128 - [INFO] - [E:206| 300]: Train Loss:0.0015109, Val MRR:0.451, ice14ws_128
2023-05-13 22:01:38,223 - ice14ws_128 - [INFO] - [E:206| 400]: Train Loss:0.0015111, Val MRR:0.451, ice14ws_128
2023-05-13 22:03:20,071 - ice14ws_128 - [INFO] - [E:206| 500]: Train Loss:0.0015107, Val MRR:0.451, ice14ws_128
2023-05-13 22:05:01,218 - ice14ws_128 - [INFO] - [E:206| 600]: Train Loss:0.0015106, Val MRR:0.451, ice14ws_128
2023-05-13 22:06:32,379 - ice14ws_128 - [INFO] - [E:206| 700]: Train Loss:0.0015108, Val MRR:0.451, ice14ws_128
2023-05-13 22:08:12,465 - ice14ws_128 - [INFO] - [E:206| 800]: Train Loss:0.0015111, Val MRR:0.451, ice14ws_128
2023-05-13 22:09:52,956 - ice14ws_128 - [INFO] - [E:206| 900]: Train Loss:0.001511, Val MRR:0.451, ice14ws_128
2023-05-13 22:11:03,252 - ice14ws_128 - [INFO] - [Epoch:206]: Training Loss:0.001511
2023-05-13 22:11:03,648 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 22:11:26,532 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 22:11:49,158 - ice14ws_128 - [INFO] - [Evaluating Epoch 206 valid]:
MRR: Tail : 0.47054, Head : 0.41623, Avg : 0.44339
2023-05-13 22:11:49,158 - ice14ws_128 - [INFO] - [Epoch 206]: Training Loss: 0.0015111, Valid MRR: 0.451,
2023-05-13 22:11:50,339 - ice14ws_128 - [INFO] - [E:207| 0]: Train Loss:0.0015175, Val MRR:0.451, ice14ws_128
2023-05-13 22:13:28,124 - ice14ws_128 - [INFO] - [E:207| 100]: Train Loss:0.0015094, Val MRR:0.451, ice14ws_128
2023-05-13 22:15:01,285 - ice14ws_128 - [INFO] - [E:207| 200]: Train Loss:0.0015097, Val MRR:0.451, ice14ws_128
2023-05-13 22:16:41,976 - ice14ws_128 - [INFO] - [E:207| 300]: Train Loss:0.0015096, Val MRR:0.451, ice14ws_128
2023-05-13 22:18:22,083 - ice14ws_128 - [INFO] - [E:207| 400]: Train Loss:0.0015096, Val MRR:0.451, ice14ws_128
2023-05-13 22:20:02,053 - ice14ws_128 - [INFO] - [E:207| 500]: Train Loss:0.0015098, Val MRR:0.451, ice14ws_128
2023-05-13 22:21:40,446 - ice14ws_128 - [INFO] - [E:207| 600]: Train Loss:0.00151, Val MRR:0.451, ice14ws_128
2023-05-13 22:23:13,371 - ice14ws_128 - [INFO] - [E:207| 700]: Train Loss:0.0015102, Val MRR:0.451, ice14ws_128
2023-05-13 22:24:53,943 - ice14ws_128 - [INFO] - [E:207| 800]: Train Loss:0.0015104, Val MRR:0.451, ice14ws_128
2023-05-13 22:26:34,827 - ice14ws_128 - [INFO] - [E:207| 900]: Train Loss:0.0015106, Val MRR:0.451, ice14ws_128
2023-05-13 22:27:45,139 - ice14ws_128 - [INFO] - [Epoch:207]: Training Loss:0.001511
2023-05-13 22:27:45,639 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 22:28:08,621 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 22:28:31,012 - ice14ws_128 - [INFO] - [Evaluating Epoch 207 valid]:
MRR: Tail : 0.47678, Head : 0.42133, Avg : 0.44905
2023-05-13 22:28:31,013 - ice14ws_128 - [INFO] - [Epoch 207]: Training Loss: 0.0015106, Valid MRR: 0.451,
2023-05-13 22:28:31,793 - ice14ws_128 - [INFO] - [E:208| 0]: Train Loss:0.00151, Val MRR:0.451, ice14ws_128
2023-05-13 22:30:04,468 - ice14ws_128 - [INFO] - [E:208| 100]: Train Loss:0.0015091, Val MRR:0.451, ice14ws_128
2023-05-13 22:31:42,930 - ice14ws_128 - [INFO] - [E:208| 200]: Train Loss:0.001509, Val MRR:0.451, ice14ws_128
2023-05-13 22:33:24,328 - ice14ws_128 - [INFO] - [E:208| 300]: Train Loss:0.0015096, Val MRR:0.451, ice14ws_128
2023-05-13 22:35:06,294 - ice14ws_128 - [INFO] - [E:208| 400]: Train Loss:0.0015097, Val MRR:0.451, ice14ws_128
2023-05-13 22:36:47,641 - ice14ws_128 - [INFO] - [E:208| 500]: Train Loss:0.0015101, Val MRR:0.451, ice14ws_128
2023-05-13 22:38:20,566 - ice14ws_128 - [INFO] - [E:208| 600]: Train Loss:0.0015102, Val MRR:0.451, ice14ws_128
2023-05-13 22:40:02,724 - ice14ws_128 - [INFO] - [E:208| 700]: Train Loss:0.0015103, Val MRR:0.451, ice14ws_128
2023-05-13 22:41:43,849 - ice14ws_128 - [INFO] - [E:208| 800]: Train Loss:0.0015103, Val MRR:0.451, ice14ws_128
2023-05-13 22:43:24,583 - ice14ws_128 - [INFO] - [E:208| 900]: Train Loss:0.0015103, Val MRR:0.451, ice14ws_128
2023-05-13 22:44:35,690 - ice14ws_128 - [INFO] - [Epoch:208]: Training Loss:0.00151
2023-05-13 22:44:36,078 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 22:44:58,815 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 22:45:21,395 - ice14ws_128 - [INFO] - [Evaluating Epoch 208 valid]:
MRR: Tail : 0.47472, Head : 0.4183, Avg : 0.44651
2023-05-13 22:45:21,395 - ice14ws_128 - [INFO] - [Epoch 208]: Training Loss: 0.0015105, Valid MRR: 0.451,
2023-05-13 22:45:22,499 - ice14ws_128 - [INFO] - [E:209| 0]: Train Loss:0.0015122, Val MRR:0.451, ice14ws_128
2023-05-13 22:46:53,834 - ice14ws_128 - [INFO] - [E:209| 100]: Train Loss:0.0015108, Val MRR:0.451, ice14ws_128
2023-05-13 22:48:34,524 - ice14ws_128 - [INFO] - [E:209| 200]: Train Loss:0.0015106, Val MRR:0.451, ice14ws_128
2023-05-13 22:50:15,496 - ice14ws_128 - [INFO] - [E:209| 300]: Train Loss:0.0015104, Val MRR:0.451, ice14ws_128
2023-05-13 22:51:56,219 - ice14ws_128 - [INFO] - [E:209| 400]: Train Loss:0.0015105, Val MRR:0.451, ice14ws_128
2023-05-13 22:53:37,364 - ice14ws_128 - [INFO] - [E:209| 500]: Train Loss:0.0015108, Val MRR:0.451, ice14ws_128
2023-05-13 22:55:08,808 - ice14ws_128 - [INFO] - [E:209| 600]: Train Loss:0.0015107, Val MRR:0.451, ice14ws_128
2023-05-13 22:56:49,193 - ice14ws_128 - [INFO] - [E:209| 700]: Train Loss:0.0015105, Val MRR:0.451, ice14ws_128
2023-05-13 22:58:30,197 - ice14ws_128 - [INFO] - [E:209| 800]: Train Loss:0.0015104, Val MRR:0.451, ice14ws_128
2023-05-13 23:00:10,856 - ice14ws_128 - [INFO] - [E:209| 900]: Train Loss:0.0015105, Val MRR:0.451, ice14ws_128
2023-05-13 23:01:21,539 - ice14ws_128 - [INFO] - [Epoch:209]: Training Loss:0.001511
2023-05-13 23:01:21,933 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 23:01:44,755 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 23:02:07,185 - ice14ws_128 - [INFO] - [Evaluating Epoch 209 valid]:
MRR: Tail : 0.474, Head : 0.42225, Avg : 0.44813
MR: Tail : 589.42, Head : 696.52, Avg : 642.97
Hit-1: Tail : 0.38937, Head : 0.339, Avg : 0.36418
Hit-3: Tail : 0.52179, Head : 0.46049, Avg : 0.49114
Hit-10: Tail : 0.62957, Head : 0.58393, Avg : 0.60675
2023-05-13 23:02:07,186 - ice14ws_128 - [INFO] - [Epoch 209]: Training Loss: 0.0015106, Valid MRR: 0.451,
2023-05-13 23:02:08,232 - ice14ws_128 - [INFO] - [E:210| 0]: Train Loss:0.001505, Val MRR:0.451, ice14ws_128
2023-05-13 23:03:39,090 - ice14ws_128 - [INFO] - [E:210| 100]: Train Loss:0.0015102, Val MRR:0.451, ice14ws_128
2023-05-13 23:05:19,805 - ice14ws_128 - [INFO] - [E:210| 200]: Train Loss:0.0015093, Val MRR:0.451, ice14ws_128
2023-05-13 23:07:00,995 - ice14ws_128 - [INFO] - [E:210| 300]: Train Loss:0.0015097, Val MRR:0.451, ice14ws_128
2023-05-13 23:08:42,311 - ice14ws_128 - [INFO] - [E:210| 400]: Train Loss:0.00151, Val MRR:0.451, ice14ws_128
2023-05-13 23:10:23,500 - ice14ws_128 - [INFO] - [E:210| 500]: Train Loss:0.00151, Val MRR:0.451, ice14ws_128
2023-05-13 23:11:54,973 - ice14ws_128 - [INFO] - [E:210| 600]: Train Loss:0.0015102, Val MRR:0.451, ice14ws_128
2023-05-13 23:13:35,981 - ice14ws_128 - [INFO] - [E:210| 700]: Train Loss:0.0015102, Val MRR:0.451, ice14ws_128
2023-05-13 23:15:17,372 - ice14ws_128 - [INFO] - [E:210| 800]: Train Loss:0.0015103, Val MRR:0.451, ice14ws_128
2023-05-13 23:16:57,683 - ice14ws_128 - [INFO] - [E:210| 900]: Train Loss:0.0015102, Val MRR:0.451, ice14ws_128
2023-05-13 23:18:09,003 - ice14ws_128 - [INFO] - [Epoch:210]: Training Loss:0.00151
2023-05-13 23:18:09,399 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 23:18:32,607 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 23:18:55,042 - ice14ws_128 - [INFO] - [Evaluating Epoch 210 valid]:
MRR: Tail : 0.47832, Head : 0.42359, Avg : 0.45096
2023-05-13 23:18:55,042 - ice14ws_128 - [INFO] - [Epoch 210]: Training Loss: 0.0015101, Valid MRR: 0.451,
2023-05-13 23:18:56,228 - ice14ws_128 - [INFO] - [E:211| 0]: Train Loss:0.0015203, Val MRR:0.451, ice14ws_128
2023-05-13 23:20:27,560 - ice14ws_128 - [INFO] - [E:211| 100]: Train Loss:0.0015103, Val MRR:0.451, ice14ws_128
2023-05-13 23:22:08,745 - ice14ws_128 - [INFO] - [E:211| 200]: Train Loss:0.0015099, Val MRR:0.451, ice14ws_128
2023-05-13 23:23:50,420 - ice14ws_128 - [INFO] - [E:211| 300]: Train Loss:0.0015099, Val MRR:0.451, ice14ws_128
2023-05-13 23:25:34,450 - ice14ws_128 - [INFO] - [E:211| 400]: Train Loss:0.0015099, Val MRR:0.451, ice14ws_128
2023-05-13 23:27:15,544 - ice14ws_128 - [INFO] - [E:211| 500]: Train Loss:0.0015099, Val MRR:0.451, ice14ws_128
2023-05-13 23:28:46,273 - ice14ws_128 - [INFO] - [E:211| 600]: Train Loss:0.0015099, Val MRR:0.451, ice14ws_128
2023-05-13 23:30:26,932 - ice14ws_128 - [INFO] - [E:211| 700]: Train Loss:0.0015099, Val MRR:0.451, ice14ws_128
2023-05-13 23:32:07,609 - ice14ws_128 - [INFO] - [E:211| 800]: Train Loss:0.0015099, Val MRR:0.451, ice14ws_128
2023-05-13 23:33:48,984 - ice14ws_128 - [INFO] - [E:211| 900]: Train Loss:0.00151, Val MRR:0.451, ice14ws_128
2023-05-13 23:35:00,066 - ice14ws_128 - [INFO] - [Epoch:211]: Training Loss:0.00151
2023-05-13 23:35:00,324 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 23:35:23,089 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 23:35:45,546 - ice14ws_128 - [INFO] - [Evaluating Epoch 211 valid]:
MRR: Tail : 0.47354, Head : 0.42267, Avg : 0.4481
2023-05-13 23:35:45,546 - ice14ws_128 - [INFO] - [Epoch 211]: Training Loss: 0.0015098, Valid MRR: 0.451,
2023-05-13 23:35:46,611 - ice14ws_128 - [INFO] - [E:212| 0]: Train Loss:0.0015063, Val MRR:0.451, ice14ws_128
2023-05-13 23:37:17,538 - ice14ws_128 - [INFO] - [E:212| 100]: Train Loss:0.0015101, Val MRR:0.451, ice14ws_128
2023-05-13 23:38:57,902 - ice14ws_128 - [INFO] - [E:212| 200]: Train Loss:0.0015088, Val MRR:0.451, ice14ws_128
2023-05-13 23:40:38,009 - ice14ws_128 - [INFO] - [E:212| 300]: Train Loss:0.0015086, Val MRR:0.451, ice14ws_128
2023-05-13 23:42:18,032 - ice14ws_128 - [INFO] - [E:212| 400]: Train Loss:0.001509, Val MRR:0.451, ice14ws_128
2023-05-13 23:43:58,347 - ice14ws_128 - [INFO] - [E:212| 500]: Train Loss:0.0015088, Val MRR:0.451, ice14ws_128
2023-05-13 23:45:28,935 - ice14ws_128 - [INFO] - [E:212| 600]: Train Loss:0.0015088, Val MRR:0.451, ice14ws_128
2023-05-13 23:47:10,246 - ice14ws_128 - [INFO] - [E:212| 700]: Train Loss:0.0015089, Val MRR:0.451, ice14ws_128
2023-05-13 23:48:51,692 - ice14ws_128 - [INFO] - [E:212| 800]: Train Loss:0.001509, Val MRR:0.451, ice14ws_128
2023-05-13 23:50:32,441 - ice14ws_128 - [INFO] - [E:212| 900]: Train Loss:0.0015091, Val MRR:0.451, ice14ws_128
2023-05-13 23:51:43,472 - ice14ws_128 - [INFO] - [Epoch:212]: Training Loss:0.001509
2023-05-13 23:51:43,940 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-13 23:52:06,889 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-13 23:52:27,440 - ice14ws_128 - [INFO] - [Evaluating Epoch 212 valid]:
MRR: Tail : 0.47674, Head : 0.42118, Avg : 0.44896
2023-05-13 23:52:27,440 - ice14ws_128 - [INFO] - [Epoch 212]: Training Loss: 0.0015092, Valid MRR: 0.451,
2023-05-13 23:52:28,103 - ice14ws_128 - [INFO] - [E:213| 0]: Train Loss:0.0015014, Val MRR:0.451, ice14ws_128
2023-05-13 23:54:01,154 - ice14ws_128 - [INFO] - [E:213| 100]: Train Loss:0.0015079, Val MRR:0.451, ice14ws_128
2023-05-13 23:55:41,860 - ice14ws_128 - [INFO] - [E:213| 200]: Train Loss:0.0015086, Val MRR:0.451, ice14ws_128
2023-05-13 23:57:22,624 - ice14ws_128 - [INFO] - [E:213| 300]: Train Loss:0.0015088, Val MRR:0.451, ice14ws_128
2023-05-13 23:59:03,321 - ice14ws_128 - [INFO] - [E:213| 400]: Train Loss:0.0015088, Val MRR:0.451, ice14ws_128
2023-05-14 00:00:43,542 - ice14ws_128 - [INFO] - [E:213| 500]: Train Loss:0.0015091, Val MRR:0.451, ice14ws_128
2023-05-14 00:02:15,171 - ice14ws_128 - [INFO] - [E:213| 600]: Train Loss:0.0015093, Val MRR:0.451, ice14ws_128
2023-05-14 00:03:56,165 - ice14ws_128 - [INFO] - [E:213| 700]: Train Loss:0.0015094, Val MRR:0.451, ice14ws_128
2023-05-14 00:05:37,370 - ice14ws_128 - [INFO] - [E:213| 800]: Train Loss:0.0015092, Val MRR:0.451, ice14ws_128
2023-05-14 00:07:18,742 - ice14ws_128 - [INFO] - [E:213| 900]: Train Loss:0.0015093, Val MRR:0.451, ice14ws_128
2023-05-14 00:08:29,647 - ice14ws_128 - [INFO] - [Epoch:213]: Training Loss:0.001509
2023-05-14 00:08:30,043 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 00:08:52,536 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 00:09:06,124 - ice14ws_128 - [INFO] - [Evaluating Epoch 213 valid]:
MRR: Tail : 0.47474, Head : 0.42293, Avg : 0.44884
2023-05-14 00:09:06,124 - ice14ws_128 - [INFO] - [Epoch 213]: Training Loss: 0.0015092, Valid MRR: 0.451,
2023-05-14 00:09:06,769 - ice14ws_128 - [INFO] - [E:214| 0]: Train Loss:0.0015163, Val MRR:0.451, ice14ws_128
2023-05-14 00:10:48,834 - ice14ws_128 - [INFO] - [E:214| 100]: Train Loss:0.0015081, Val MRR:0.451, ice14ws_128
2023-05-14 00:12:29,497 - ice14ws_128 - [INFO] - [E:214| 200]: Train Loss:0.0015082, Val MRR:0.451, ice14ws_128
2023-05-14 00:14:10,043 - ice14ws_128 - [INFO] - [E:214| 300]: Train Loss:0.0015086, Val MRR:0.451, ice14ws_128
2023-05-14 00:15:50,506 - ice14ws_128 - [INFO] - [E:214| 400]: Train Loss:0.0015086, Val MRR:0.451, ice14ws_128
2023-05-14 00:17:26,230 - ice14ws_128 - [INFO] - [E:214| 500]: Train Loss:0.0015087, Val MRR:0.451, ice14ws_128
2023-05-14 00:19:01,977 - ice14ws_128 - [INFO] - [E:214| 600]: Train Loss:0.0015089, Val MRR:0.451, ice14ws_128
2023-05-14 00:20:42,589 - ice14ws_128 - [INFO] - [E:214| 700]: Train Loss:0.0015088, Val MRR:0.451, ice14ws_128
2023-05-14 00:22:23,229 - ice14ws_128 - [INFO] - [E:214| 800]: Train Loss:0.0015088, Val MRR:0.451, ice14ws_128
2023-05-14 00:24:04,102 - ice14ws_128 - [INFO] - [E:214| 900]: Train Loss:0.001509, Val MRR:0.451, ice14ws_128
2023-05-14 00:25:14,800 - ice14ws_128 - [INFO] - [Epoch:214]: Training Loss:0.001509
2023-05-14 00:25:15,172 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 00:25:36,012 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 00:25:49,598 - ice14ws_128 - [INFO] - [Evaluating Epoch 214 valid]:
MRR: Tail : 0.47539, Head : 0.41883, Avg : 0.44711
2023-05-14 00:25:49,598 - ice14ws_128 - [INFO] - [Epoch 214]: Training Loss: 0.0015091, Valid MRR: 0.451,
2023-05-14 00:25:50,255 - ice14ws_128 - [INFO] - [E:215| 0]: Train Loss:0.0015047, Val MRR:0.451, ice14ws_128
2023-05-14 00:27:31,297 - ice14ws_128 - [INFO] - [E:215| 100]: Train Loss:0.0015091, Val MRR:0.451, ice14ws_128
2023-05-14 00:29:12,419 - ice14ws_128 - [INFO] - [E:215| 200]: Train Loss:0.0015084, Val MRR:0.451, ice14ws_128
2023-05-14 00:30:53,151 - ice14ws_128 - [INFO] - [E:215| 300]: Train Loss:0.0015089, Val MRR:0.451, ice14ws_128
2023-05-14 00:32:34,350 - ice14ws_128 - [INFO] - [E:215| 400]: Train Loss:0.0015089, Val MRR:0.451, ice14ws_128
2023-05-14 00:34:06,079 - ice14ws_128 - [INFO] - [E:215| 500]: Train Loss:0.0015085, Val MRR:0.451, ice14ws_128
2023-05-14 00:35:46,486 - ice14ws_128 - [INFO] - [E:215| 600]: Train Loss:0.0015085, Val MRR:0.451, ice14ws_128
2023-05-14 00:37:28,070 - ice14ws_128 - [INFO] - [E:215| 700]: Train Loss:0.0015087, Val MRR:0.451, ice14ws_128
2023-05-14 00:39:09,390 - ice14ws_128 - [INFO] - [E:215| 800]: Train Loss:0.0015086, Val MRR:0.451, ice14ws_128
2023-05-14 00:40:50,607 - ice14ws_128 - [INFO] - [E:215| 900]: Train Loss:0.0015088, Val MRR:0.451, ice14ws_128
2023-05-14 00:42:00,860 - ice14ws_128 - [INFO] - [Epoch:215]: Training Loss:0.001509
2023-05-14 00:42:01,076 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 00:42:14,883 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 00:42:36,502 - ice14ws_128 - [INFO] - [Evaluating Epoch 215 valid]:
MRR: Tail : 0.47649, Head : 0.418, Avg : 0.44724
2023-05-14 00:42:36,502 - ice14ws_128 - [INFO] - [Epoch 215]: Training Loss: 0.0015089, Valid MRR: 0.451,
2023-05-14 00:42:37,703 - ice14ws_128 - [INFO] - [E:216| 0]: Train Loss:0.0015041, Val MRR:0.451, ice14ws_128
2023-05-14 00:44:18,715 - ice14ws_128 - [INFO] - [E:216| 100]: Train Loss:0.0015084, Val MRR:0.451, ice14ws_128
2023-05-14 00:45:59,359 - ice14ws_128 - [INFO] - [E:216| 200]: Train Loss:0.0015088, Val MRR:0.451, ice14ws_128
2023-05-14 00:47:39,746 - ice14ws_128 - [INFO] - [E:216| 300]: Train Loss:0.0015089, Val MRR:0.451, ice14ws_128
2023-05-14 00:49:20,860 - ice14ws_128 - [INFO] - [E:216| 400]: Train Loss:0.0015088, Val MRR:0.451, ice14ws_128
2023-05-14 00:50:51,755 - ice14ws_128 - [INFO] - [E:216| 500]: Train Loss:0.0015086, Val MRR:0.451, ice14ws_128
2023-05-14 00:52:32,211 - ice14ws_128 - [INFO] - [E:216| 600]: Train Loss:0.0015085, Val MRR:0.451, ice14ws_128
2023-05-14 00:54:13,249 - ice14ws_128 - [INFO] - [E:216| 700]: Train Loss:0.0015084, Val MRR:0.451, ice14ws_128
2023-05-14 00:55:56,282 - ice14ws_128 - [INFO] - [E:216| 800]: Train Loss:0.0015085, Val MRR:0.451, ice14ws_128
2023-05-14 00:57:36,786 - ice14ws_128 - [INFO] - [E:216| 900]: Train Loss:0.0015086, Val MRR:0.451, ice14ws_128
2023-05-14 00:58:46,286 - ice14ws_128 - [INFO] - [Epoch:216]: Training Loss:0.001509
2023-05-14 00:58:46,503 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 00:59:00,298 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 00:59:21,842 - ice14ws_128 - [INFO] - [Evaluating Epoch 216 valid]:
MRR: Tail : 0.47776, Head : 0.42417, Avg : 0.45096
2023-05-14 00:59:21,842 - ice14ws_128 - [INFO] - [Epoch 216]: Training Loss: 0.0015087, Valid MRR: 0.451,
2023-05-14 00:59:22,922 - ice14ws_128 - [INFO] - [E:217| 0]: Train Loss:0.001518, Val MRR:0.451, ice14ws_128
2023-05-14 01:01:03,218 - ice14ws_128 - [INFO] - [E:217| 100]: Train Loss:0.0015081, Val MRR:0.451, ice14ws_128
2023-05-14 01:02:43,452 - ice14ws_128 - [INFO] - [E:217| 200]: Train Loss:0.0015081, Val MRR:0.451, ice14ws_128
2023-05-14 01:04:23,934 - ice14ws_128 - [INFO] - [E:217| 300]: Train Loss:0.0015084, Val MRR:0.451, ice14ws_128
2023-05-14 01:06:04,677 - ice14ws_128 - [INFO] - [E:217| 400]: Train Loss:0.0015085, Val MRR:0.451, ice14ws_128
2023-05-14 01:07:35,447 - ice14ws_128 - [INFO] - [E:217| 500]: Train Loss:0.0015084, Val MRR:0.451, ice14ws_128
2023-05-14 01:09:16,369 - ice14ws_128 - [INFO] - [E:217| 600]: Train Loss:0.0015083, Val MRR:0.451, ice14ws_128
2023-05-14 01:10:57,166 - ice14ws_128 - [INFO] - [E:217| 700]: Train Loss:0.0015084, Val MRR:0.451, ice14ws_128
2023-05-14 01:12:37,584 - ice14ws_128 - [INFO] - [E:217| 800]: Train Loss:0.0015085, Val MRR:0.451, ice14ws_128
2023-05-14 01:14:18,276 - ice14ws_128 - [INFO] - [E:217| 900]: Train Loss:0.0015086, Val MRR:0.451, ice14ws_128
2023-05-14 01:15:23,891 - ice14ws_128 - [INFO] - [Epoch:217]: Training Loss:0.001508
2023-05-14 01:15:24,108 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 01:15:41,994 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 01:16:04,498 - ice14ws_128 - [INFO] - [Evaluating Epoch 217 valid]:
MRR: Tail : 0.47694, Head : 0.42308, Avg : 0.45001
2023-05-14 01:16:04,499 - ice14ws_128 - [INFO] - [Epoch 217]: Training Loss: 0.0015085, Valid MRR: 0.451,
2023-05-14 01:16:05,458 - ice14ws_128 - [INFO] - [E:218| 0]: Train Loss:0.0015123, Val MRR:0.451, ice14ws_128
2023-05-14 01:17:46,116 - ice14ws_128 - [INFO] - [E:218| 100]: Train Loss:0.0015085, Val MRR:0.451, ice14ws_128
2023-05-14 01:19:26,389 - ice14ws_128 - [INFO] - [E:218| 200]: Train Loss:0.0015084, Val MRR:0.451, ice14ws_128
2023-05-14 01:21:06,558 - ice14ws_128 - [INFO] - [E:218| 300]: Train Loss:0.0015083, Val MRR:0.451, ice14ws_128
2023-05-14 01:22:46,886 - ice14ws_128 - [INFO] - [E:218| 400]: Train Loss:0.0015082, Val MRR:0.451, ice14ws_128
2023-05-14 01:24:17,716 - ice14ws_128 - [INFO] - [E:218| 500]: Train Loss:0.001508, Val MRR:0.451, ice14ws_128
2023-05-14 01:25:58,106 - ice14ws_128 - [INFO] - [E:218| 600]: Train Loss:0.0015079, Val MRR:0.451, ice14ws_128
2023-05-14 01:27:38,611 - ice14ws_128 - [INFO] - [E:218| 700]: Train Loss:0.001508, Val MRR:0.451, ice14ws_128
2023-05-14 01:29:19,309 - ice14ws_128 - [INFO] - [E:218| 800]: Train Loss:0.001508, Val MRR:0.451, ice14ws_128
2023-05-14 01:30:59,411 - ice14ws_128 - [INFO] - [E:218| 900]: Train Loss:0.0015079, Val MRR:0.451, ice14ws_128
2023-05-14 01:32:03,278 - ice14ws_128 - [INFO] - [Epoch:218]: Training Loss:0.001508
2023-05-14 01:32:03,494 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 01:32:23,080 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 01:32:45,535 - ice14ws_128 - [INFO] - [Evaluating Epoch 218 valid]:
MRR: Tail : 0.4805, Head : 0.42569, Avg : 0.4531
2023-05-14 01:32:46,883 - ice14ws_128 - [INFO] - [Epoch 218]: Training Loss: 0.001508, Valid MRR: 0.4531,
2023-05-14 01:32:48,093 - ice14ws_128 - [INFO] - [E:219| 0]: Train Loss:0.0014975, Val MRR:0.4531, ice14ws_128
2023-05-14 01:34:29,491 - ice14ws_128 - [INFO] - [E:219| 100]: Train Loss:0.0015067, Val MRR:0.4531, ice14ws_128
2023-05-14 01:36:10,683 - ice14ws_128 - [INFO] - [E:219| 200]: Train Loss:0.0015078, Val MRR:0.4531, ice14ws_128
2023-05-14 01:37:51,626 - ice14ws_128 - [INFO] - [E:219| 300]: Train Loss:0.0015076, Val MRR:0.4531, ice14ws_128
2023-05-14 01:39:32,579 - ice14ws_128 - [INFO] - [E:219| 400]: Train Loss:0.0015078, Val MRR:0.4531, ice14ws_128
2023-05-14 01:41:02,500 - ice14ws_128 - [INFO] - [E:219| 500]: Train Loss:0.0015079, Val MRR:0.4531, ice14ws_128
2023-05-14 01:42:45,472 - ice14ws_128 - [INFO] - [E:219| 600]: Train Loss:0.0015081, Val MRR:0.4531, ice14ws_128
2023-05-14 01:44:26,307 - ice14ws_128 - [INFO] - [E:219| 700]: Train Loss:0.0015078, Val MRR:0.4531, ice14ws_128
2023-05-14 01:46:07,443 - ice14ws_128 - [INFO] - [E:219| 800]: Train Loss:0.0015078, Val MRR:0.4531, ice14ws_128
2023-05-14 01:47:48,440 - ice14ws_128 - [INFO] - [E:219| 900]: Train Loss:0.0015079, Val MRR:0.4531, ice14ws_128
2023-05-14 01:48:48,861 - ice14ws_128 - [INFO] - [Epoch:219]: Training Loss:0.001508
2023-05-14 01:48:49,255 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 01:49:12,041 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 01:49:34,047 - ice14ws_128 - [INFO] - [Evaluating Epoch 219 valid]:
MRR: Tail : 0.47992, Head : 0.42227, Avg : 0.45109
MR: Tail : 591.59, Head : 700.96, Avg : 646.27
Hit-1: Tail : 0.39459, Head : 0.33863, Avg : 0.36661
Hit-3: Tail : 0.52713, Head : 0.46231, Avg : 0.49472
Hit-10: Tail : 0.63758, Head : 0.58551, Avg : 0.61154
2023-05-14 01:49:34,047 - ice14ws_128 - [INFO] - [Epoch 219]: Training Loss: 0.0015079, Valid MRR: 0.4531,
2023-05-14 01:49:35,115 - ice14ws_128 - [INFO] - [E:220| 0]: Train Loss:0.0015141, Val MRR:0.4531, ice14ws_128
2023-05-14 01:51:15,988 - ice14ws_128 - [INFO] - [E:220| 100]: Train Loss:0.0015066, Val MRR:0.4531, ice14ws_128
2023-05-14 01:52:56,995 - ice14ws_128 - [INFO] - [E:220| 200]: Train Loss:0.0015068, Val MRR:0.4531, ice14ws_128
2023-05-14 01:54:38,103 - ice14ws_128 - [INFO] - [E:220| 300]: Train Loss:0.0015071, Val MRR:0.4531, ice14ws_128
2023-05-14 01:56:08,700 - ice14ws_128 - [INFO] - [E:220| 400]: Train Loss:0.0015072, Val MRR:0.4531, ice14ws_128
2023-05-14 01:57:49,685 - ice14ws_128 - [INFO] - [E:220| 500]: Train Loss:0.0015074, Val MRR:0.4531, ice14ws_128
2023-05-14 01:59:30,540 - ice14ws_128 - [INFO] - [E:220| 600]: Train Loss:0.0015075, Val MRR:0.4531, ice14ws_128
2023-05-14 02:01:11,414 - ice14ws_128 - [INFO] - [E:220| 700]: Train Loss:0.0015074, Val MRR:0.4531, ice14ws_128
2023-05-14 02:02:52,456 - ice14ws_128 - [INFO] - [E:220| 800]: Train Loss:0.0015074, Val MRR:0.4531, ice14ws_128
2023-05-14 02:04:23,124 - ice14ws_128 - [INFO] - [E:220| 900]: Train Loss:0.0015076, Val MRR:0.4531, ice14ws_128
2023-05-14 02:05:33,997 - ice14ws_128 - [INFO] - [Epoch:220]: Training Loss:0.001508
2023-05-14 02:05:34,399 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 02:05:56,701 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 02:06:18,727 - ice14ws_128 - [INFO] - [Evaluating Epoch 220 valid]:
MRR: Tail : 0.47926, Head : 0.42506, Avg : 0.45216
2023-05-14 02:06:18,727 - ice14ws_128 - [INFO] - [Epoch 220]: Training Loss: 0.0015076, Valid MRR: 0.4531,
2023-05-14 02:06:19,786 - ice14ws_128 - [INFO] - [E:221| 0]: Train Loss:0.0015091, Val MRR:0.4531, ice14ws_128
2023-05-14 02:08:00,472 - ice14ws_128 - [INFO] - [E:221| 100]: Train Loss:0.0015079, Val MRR:0.4531, ice14ws_128
2023-05-14 02:09:40,991 - ice14ws_128 - [INFO] - [E:221| 200]: Train Loss:0.0015072, Val MRR:0.4531, ice14ws_128
2023-05-14 02:11:22,077 - ice14ws_128 - [INFO] - [E:221| 300]: Train Loss:0.0015069, Val MRR:0.4531, ice14ws_128
2023-05-14 02:12:52,809 - ice14ws_128 - [INFO] - [E:221| 400]: Train Loss:0.001507, Val MRR:0.4531, ice14ws_128
2023-05-14 02:14:33,478 - ice14ws_128 - [INFO] - [E:221| 500]: Train Loss:0.0015068, Val MRR:0.4531, ice14ws_128
2023-05-14 02:16:14,482 - ice14ws_128 - [INFO] - [E:221| 600]: Train Loss:0.0015067, Val MRR:0.4531, ice14ws_128
2023-05-14 02:17:55,529 - ice14ws_128 - [INFO] - [E:221| 700]: Train Loss:0.0015068, Val MRR:0.4531, ice14ws_128
2023-05-14 02:19:35,412 - ice14ws_128 - [INFO] - [E:221| 800]: Train Loss:0.001507, Val MRR:0.4531, ice14ws_128
2023-05-14 02:21:07,188 - ice14ws_128 - [INFO] - [E:221| 900]: Train Loss:0.0015072, Val MRR:0.4531, ice14ws_128
2023-05-14 02:22:18,334 - ice14ws_128 - [INFO] - [Epoch:221]: Training Loss:0.001507
2023-05-14 02:22:18,730 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 02:22:41,433 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 02:23:03,599 - ice14ws_128 - [INFO] - [Evaluating Epoch 221 valid]:
MRR: Tail : 0.47479, Head : 0.423, Avg : 0.4489
2023-05-14 02:23:03,599 - ice14ws_128 - [INFO] - [Epoch 221]: Training Loss: 0.0015073, Valid MRR: 0.4531,
2023-05-14 02:23:04,376 - ice14ws_128 - [INFO] - [E:222| 0]: Train Loss:0.001497, Val MRR:0.4531, ice14ws_128
2023-05-14 02:24:45,556 - ice14ws_128 - [INFO] - [E:222| 100]: Train Loss:0.0015073, Val MRR:0.4531, ice14ws_128
2023-05-14 02:26:29,170 - ice14ws_128 - [INFO] - [E:222| 200]: Train Loss:0.001507, Val MRR:0.4531, ice14ws_128
2023-05-14 02:27:59,705 - ice14ws_128 - [INFO] - [E:222| 300]: Train Loss:0.0015072, Val MRR:0.4531, ice14ws_128
2023-05-14 02:29:40,847 - ice14ws_128 - [INFO] - [E:222| 400]: Train Loss:0.0015072, Val MRR:0.4531, ice14ws_128
2023-05-14 02:31:22,040 - ice14ws_128 - [INFO] - [E:222| 500]: Train Loss:0.001507, Val MRR:0.4531, ice14ws_128
2023-05-14 02:33:03,048 - ice14ws_128 - [INFO] - [E:222| 600]: Train Loss:0.0015071, Val MRR:0.4531, ice14ws_128
2023-05-14 02:34:43,967 - ice14ws_128 - [INFO] - [E:222| 700]: Train Loss:0.0015072, Val MRR:0.4531, ice14ws_128
2023-05-14 02:36:14,589 - ice14ws_128 - [INFO] - [E:222| 800]: Train Loss:0.0015073, Val MRR:0.4531, ice14ws_128
2023-05-14 02:37:55,821 - ice14ws_128 - [INFO] - [E:222| 900]: Train Loss:0.0015074, Val MRR:0.4531, ice14ws_128
2023-05-14 02:39:07,003 - ice14ws_128 - [INFO] - [Epoch:222]: Training Loss:0.001507
2023-05-14 02:39:07,372 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 02:39:29,995 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 02:39:52,404 - ice14ws_128 - [INFO] - [Evaluating Epoch 222 valid]:
MRR: Tail : 0.47518, Head : 0.4244, Avg : 0.44979
2023-05-14 02:39:52,405 - ice14ws_128 - [INFO] - [Epoch 222]: Training Loss: 0.0015073, Valid MRR: 0.4531,
2023-05-14 02:39:53,473 - ice14ws_128 - [INFO] - [E:223| 0]: Train Loss:0.0015029, Val MRR:0.4531, ice14ws_128
2023-05-14 02:41:34,596 - ice14ws_128 - [INFO] - [E:223| 100]: Train Loss:0.0015077, Val MRR:0.4531, ice14ws_128
2023-05-14 02:43:15,552 - ice14ws_128 - [INFO] - [E:223| 200]: Train Loss:0.0015068, Val MRR:0.4531, ice14ws_128
2023-05-14 02:44:46,154 - ice14ws_128 - [INFO] - [E:223| 300]: Train Loss:0.0015071, Val MRR:0.4531, ice14ws_128
2023-05-14 02:46:27,351 - ice14ws_128 - [INFO] - [E:223| 400]: Train Loss:0.001507, Val MRR:0.4531, ice14ws_128
2023-05-14 02:48:08,358 - ice14ws_128 - [INFO] - [E:223| 500]: Train Loss:0.0015069, Val MRR:0.4531, ice14ws_128
2023-05-14 02:49:49,489 - ice14ws_128 - [INFO] - [E:223| 600]: Train Loss:0.0015067, Val MRR:0.4531, ice14ws_128
2023-05-14 02:51:27,104 - ice14ws_128 - [INFO] - [E:223| 700]: Train Loss:0.0015068, Val MRR:0.4531, ice14ws_128
2023-05-14 02:53:01,096 - ice14ws_128 - [INFO] - [E:223| 800]: Train Loss:0.0015069, Val MRR:0.4531, ice14ws_128
2023-05-14 02:54:42,028 - ice14ws_128 - [INFO] - [E:223| 900]: Train Loss:0.0015069, Val MRR:0.4531, ice14ws_128
2023-05-14 02:55:53,176 - ice14ws_128 - [INFO] - [Epoch:223]: Training Loss:0.001507
2023-05-14 02:55:53,556 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 02:56:15,835 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 02:56:37,909 - ice14ws_128 - [INFO] - [Evaluating Epoch 223 valid]:
MRR: Tail : 0.47714, Head : 0.42343, Avg : 0.45029
2023-05-14 02:56:37,909 - ice14ws_128 - [INFO] - [Epoch 223]: Training Loss: 0.001507, Valid MRR: 0.4531,
2023-05-14 02:56:39,113 - ice14ws_128 - [INFO] - [E:224| 0]: Train Loss:0.0015068, Val MRR:0.4531, ice14ws_128
2023-05-14 02:58:20,104 - ice14ws_128 - [INFO] - [E:224| 100]: Train Loss:0.0015077, Val MRR:0.4531, ice14ws_128
2023-05-14 02:59:50,339 - ice14ws_128 - [INFO] - [E:224| 200]: Train Loss:0.0015071, Val MRR:0.4531, ice14ws_128
2023-05-14 03:01:31,235 - ice14ws_128 - [INFO] - [E:224| 300]: Train Loss:0.0015067, Val MRR:0.4531, ice14ws_128
2023-05-14 03:03:12,270 - ice14ws_128 - [INFO] - [E:224| 400]: Train Loss:0.0015066, Val MRR:0.4531, ice14ws_128
2023-05-14 03:04:53,272 - ice14ws_128 - [INFO] - [E:224| 500]: Train Loss:0.0015067, Val MRR:0.4531, ice14ws_128
2023-05-14 03:06:34,144 - ice14ws_128 - [INFO] - [E:224| 600]: Train Loss:0.001507, Val MRR:0.4531, ice14ws_128
2023-05-14 03:08:04,546 - ice14ws_128 - [INFO] - [E:224| 700]: Train Loss:0.0015069, Val MRR:0.4531, ice14ws_128
2023-05-14 03:09:47,596 - ice14ws_128 - [INFO] - [E:224| 800]: Train Loss:0.0015069, Val MRR:0.4531, ice14ws_128
2023-05-14 03:11:28,802 - ice14ws_128 - [INFO] - [E:224| 900]: Train Loss:0.0015069, Val MRR:0.4531, ice14ws_128
2023-05-14 03:12:39,981 - ice14ws_128 - [INFO] - [Epoch:224]: Training Loss:0.001507
2023-05-14 03:12:40,504 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 03:13:02,949 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 03:13:25,168 - ice14ws_128 - [INFO] - [Evaluating Epoch 224 valid]:
MRR: Tail : 0.47703, Head : 0.4236, Avg : 0.45031
2023-05-14 03:13:25,168 - ice14ws_128 - [INFO] - [Epoch 224]: Training Loss: 0.0015069, Valid MRR: 0.4531,
2023-05-14 03:13:26,370 - ice14ws_128 - [INFO] - [E:225| 0]: Train Loss:0.0015055, Val MRR:0.4531, ice14ws_128
2023-05-14 03:15:07,523 - ice14ws_128 - [INFO] - [E:225| 100]: Train Loss:0.0015072, Val MRR:0.4531, ice14ws_128
2023-05-14 03:16:37,978 - ice14ws_128 - [INFO] - [E:225| 200]: Train Loss:0.0015064, Val MRR:0.4531, ice14ws_128
2023-05-14 03:18:19,089 - ice14ws_128 - [INFO] - [E:225| 300]: Train Loss:0.0015062, Val MRR:0.4531, ice14ws_128
2023-05-14 03:20:00,199 - ice14ws_128 - [INFO] - [E:225| 400]: Train Loss:0.0015062, Val MRR:0.4531, ice14ws_128
2023-05-14 03:21:41,537 - ice14ws_128 - [INFO] - [E:225| 500]: Train Loss:0.0015061, Val MRR:0.4531, ice14ws_128
2023-05-14 03:23:17,006 - ice14ws_128 - [INFO] - [E:225| 600]: Train Loss:0.001506, Val MRR:0.4531, ice14ws_128
2023-05-14 03:24:53,211 - ice14ws_128 - [INFO] - [E:225| 700]: Train Loss:0.0015061, Val MRR:0.4531, ice14ws_128
2023-05-14 03:26:34,416 - ice14ws_128 - [INFO] - [E:225| 800]: Train Loss:0.0015064, Val MRR:0.4531, ice14ws_128
2023-05-14 03:28:15,553 - ice14ws_128 - [INFO] - [E:225| 900]: Train Loss:0.0015064, Val MRR:0.4531, ice14ws_128
2023-05-14 03:29:26,793 - ice14ws_128 - [INFO] - [Epoch:225]: Training Loss:0.001506
2023-05-14 03:29:27,059 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 03:29:49,735 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 03:30:12,196 - ice14ws_128 - [INFO] - [Evaluating Epoch 225 valid]:
MRR: Tail : 0.47872, Head : 0.42432, Avg : 0.45152
2023-05-14 03:30:12,196 - ice14ws_128 - [INFO] - [Epoch 225]: Training Loss: 0.0015065, Valid MRR: 0.4531,
2023-05-14 03:30:13,284 - ice14ws_128 - [INFO] - [E:226| 0]: Train Loss:0.0015067, Val MRR:0.4531, ice14ws_128
2023-05-14 03:31:44,029 - ice14ws_128 - [INFO] - [E:226| 100]: Train Loss:0.0015073, Val MRR:0.4531, ice14ws_128
2023-05-14 03:33:25,199 - ice14ws_128 - [INFO] - [E:226| 200]: Train Loss:0.0015067, Val MRR:0.4531, ice14ws_128
2023-05-14 03:35:06,513 - ice14ws_128 - [INFO] - [E:226| 300]: Train Loss:0.0015066, Val MRR:0.4531, ice14ws_128
2023-05-14 03:36:47,699 - ice14ws_128 - [INFO] - [E:226| 400]: Train Loss:0.0015069, Val MRR:0.4531, ice14ws_128
2023-05-14 03:38:28,782 - ice14ws_128 - [INFO] - [E:226| 500]: Train Loss:0.0015069, Val MRR:0.4531, ice14ws_128
2023-05-14 03:39:59,748 - ice14ws_128 - [INFO] - [E:226| 600]: Train Loss:0.0015067, Val MRR:0.4531, ice14ws_128
2023-05-14 03:41:40,878 - ice14ws_128 - [INFO] - [E:226| 700]: Train Loss:0.0015067, Val MRR:0.4531, ice14ws_128
2023-05-14 03:43:22,114 - ice14ws_128 - [INFO] - [E:226| 800]: Train Loss:0.0015066, Val MRR:0.4531, ice14ws_128
2023-05-14 03:45:03,242 - ice14ws_128 - [INFO] - [E:226| 900]: Train Loss:0.0015065, Val MRR:0.4531, ice14ws_128
2023-05-14 03:46:14,289 - ice14ws_128 - [INFO] - [Epoch:226]: Training Loss:0.001507
2023-05-14 03:46:14,685 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 03:46:37,103 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 03:46:55,957 - ice14ws_128 - [INFO] - [Evaluating Epoch 226 valid]:
MRR: Tail : 0.47925, Head : 0.4241, Avg : 0.45167
2023-05-14 03:46:55,958 - ice14ws_128 - [INFO] - [Epoch 226]: Training Loss: 0.0015066, Valid MRR: 0.4531,
2023-05-14 03:46:56,629 - ice14ws_128 - [INFO] - [E:227| 0]: Train Loss:0.0015194, Val MRR:0.4531, ice14ws_128
2023-05-14 03:48:30,529 - ice14ws_128 - [INFO] - [E:227| 100]: Train Loss:0.001505, Val MRR:0.4531, ice14ws_128
2023-05-14 03:50:11,845 - ice14ws_128 - [INFO] - [E:227| 200]: Train Loss:0.0015058, Val MRR:0.4531, ice14ws_128
2023-05-14 03:51:52,953 - ice14ws_128 - [INFO] - [E:227| 300]: Train Loss:0.0015062, Val MRR:0.4531, ice14ws_128
2023-05-14 03:53:36,212 - ice14ws_128 - [INFO] - [E:227| 400]: Train Loss:0.0015061, Val MRR:0.4531, ice14ws_128
2023-05-14 03:55:08,932 - ice14ws_128 - [INFO] - [E:227| 500]: Train Loss:0.0015062, Val MRR:0.4531, ice14ws_128
2023-05-14 03:56:48,091 - ice14ws_128 - [INFO] - [E:227| 600]: Train Loss:0.001506, Val MRR:0.4531, ice14ws_128
2023-05-14 03:58:29,316 - ice14ws_128 - [INFO] - [E:227| 700]: Train Loss:0.001506, Val MRR:0.4531, ice14ws_128
2023-05-14 04:00:10,336 - ice14ws_128 - [INFO] - [E:227| 800]: Train Loss:0.0015059, Val MRR:0.4531, ice14ws_128
2023-05-14 04:01:51,568 - ice14ws_128 - [INFO] - [E:227| 900]: Train Loss:0.0015061, Val MRR:0.4531, ice14ws_128
2023-05-14 04:02:58,128 - ice14ws_128 - [INFO] - [Epoch:227]: Training Loss:0.001506
2023-05-14 04:02:58,349 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 04:03:14,384 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 04:03:36,445 - ice14ws_128 - [INFO] - [Evaluating Epoch 227 valid]:
MRR: Tail : 0.47363, Head : 0.4203, Avg : 0.44697
2023-05-14 04:03:36,445 - ice14ws_128 - [INFO] - [Epoch 227]: Training Loss: 0.0015062, Valid MRR: 0.4531,
2023-05-14 04:03:37,441 - ice14ws_128 - [INFO] - [E:228| 0]: Train Loss:0.001498, Val MRR:0.4531, ice14ws_128
2023-05-14 04:05:18,379 - ice14ws_128 - [INFO] - [E:228| 100]: Train Loss:0.0015079, Val MRR:0.4531, ice14ws_128
2023-05-14 04:06:59,190 - ice14ws_128 - [INFO] - [E:228| 200]: Train Loss:0.0015072, Val MRR:0.4531, ice14ws_128
2023-05-14 04:08:40,081 - ice14ws_128 - [INFO] - [E:228| 300]: Train Loss:0.0015067, Val MRR:0.4531, ice14ws_128
2023-05-14 04:10:20,977 - ice14ws_128 - [INFO] - [E:228| 400]: Train Loss:0.0015063, Val MRR:0.4531, ice14ws_128
2023-05-14 04:11:51,319 - ice14ws_128 - [INFO] - [E:228| 500]: Train Loss:0.0015063, Val MRR:0.4531, ice14ws_128
2023-05-14 04:13:32,249 - ice14ws_128 - [INFO] - [E:228| 600]: Train Loss:0.0015064, Val MRR:0.4531, ice14ws_128
2023-05-14 04:15:13,255 - ice14ws_128 - [INFO] - [E:228| 700]: Train Loss:0.0015061, Val MRR:0.4531, ice14ws_128
2023-05-14 04:16:54,428 - ice14ws_128 - [INFO] - [E:228| 800]: Train Loss:0.0015062, Val MRR:0.4531, ice14ws_128
2023-05-14 04:18:35,398 - ice14ws_128 - [INFO] - [E:228| 900]: Train Loss:0.0015062, Val MRR:0.4531, ice14ws_128
2023-05-14 04:19:36,246 - ice14ws_128 - [INFO] - [Epoch:228]: Training Loss:0.001506
2023-05-14 04:19:36,649 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 04:19:59,397 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 04:20:21,485 - ice14ws_128 - [INFO] - [Evaluating Epoch 228 valid]:
MRR: Tail : 0.47782, Head : 0.42271, Avg : 0.45027
2023-05-14 04:20:21,485 - ice14ws_128 - [INFO] - [Epoch 228]: Training Loss: 0.0015062, Valid MRR: 0.4531,
2023-05-14 04:20:22,549 - ice14ws_128 - [INFO] - [E:229| 0]: Train Loss:0.0015032, Val MRR:0.4531, ice14ws_128
2023-05-14 04:22:03,594 - ice14ws_128 - [INFO] - [E:229| 100]: Train Loss:0.0015053, Val MRR:0.4531, ice14ws_128
2023-05-14 04:23:44,696 - ice14ws_128 - [INFO] - [E:229| 200]: Train Loss:0.0015057, Val MRR:0.4531, ice14ws_128
2023-05-14 04:25:25,902 - ice14ws_128 - [INFO] - [E:229| 300]: Train Loss:0.0015061, Val MRR:0.4531, ice14ws_128
2023-05-14 04:26:56,629 - ice14ws_128 - [INFO] - [E:229| 400]: Train Loss:0.0015058, Val MRR:0.4531, ice14ws_128
2023-05-14 04:28:37,482 - ice14ws_128 - [INFO] - [E:229| 500]: Train Loss:0.0015061, Val MRR:0.4531, ice14ws_128
2023-05-14 04:30:18,502 - ice14ws_128 - [INFO] - [E:229| 600]: Train Loss:0.0015059, Val MRR:0.4531, ice14ws_128
2023-05-14 04:31:59,562 - ice14ws_128 - [INFO] - [E:229| 700]: Train Loss:0.0015059, Val MRR:0.4531, ice14ws_128
2023-05-14 04:33:40,531 - ice14ws_128 - [INFO] - [E:229| 800]: Train Loss:0.0015058, Val MRR:0.4531, ice14ws_128
2023-05-14 04:35:11,371 - ice14ws_128 - [INFO] - [E:229| 900]: Train Loss:0.0015058, Val MRR:0.4531, ice14ws_128
2023-05-14 04:36:22,457 - ice14ws_128 - [INFO] - [Epoch:229]: Training Loss:0.001506
2023-05-14 04:36:22,721 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 04:36:47,789 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 04:37:09,738 - ice14ws_128 - [INFO] - [Evaluating Epoch 229 valid]:
MRR: Tail : 0.47105, Head : 0.41935, Avg : 0.4452
MR: Tail : 579.43, Head : 684.49, Avg : 631.96
Hit-1: Tail : 0.38755, Head : 0.33487, Avg : 0.36121
Hit-3: Tail : 0.51815, Head : 0.45989, Avg : 0.48902
Hit-10: Tail : 0.62641, Head : 0.5832, Avg : 0.60481
2023-05-14 04:37:09,738 - ice14ws_128 - [INFO] - [Epoch 229]: Training Loss: 0.0015058, Valid MRR: 0.4531,
2023-05-14 04:37:10,806 - ice14ws_128 - [INFO] - [E:230| 0]: Train Loss:0.0015025, Val MRR:0.4531, ice14ws_128
2023-05-14 04:38:51,717 - ice14ws_128 - [INFO] - [E:230| 100]: Train Loss:0.0015066, Val MRR:0.4531, ice14ws_128
2023-05-14 04:40:32,693 - ice14ws_128 - [INFO] - [E:230| 200]: Train Loss:0.0015066, Val MRR:0.4531, ice14ws_128
2023-05-14 04:42:13,607 - ice14ws_128 - [INFO] - [E:230| 300]: Train Loss:0.0015064, Val MRR:0.4531, ice14ws_128
2023-05-14 04:43:44,337 - ice14ws_128 - [INFO] - [E:230| 400]: Train Loss:0.0015061, Val MRR:0.4531, ice14ws_128
2023-05-14 04:45:25,366 - ice14ws_128 - [INFO] - [E:230| 500]: Train Loss:0.001506, Val MRR:0.4531, ice14ws_128
2023-05-14 04:47:06,319 - ice14ws_128 - [INFO] - [E:230| 600]: Train Loss:0.0015058, Val MRR:0.4531, ice14ws_128
2023-05-14 04:48:46,809 - ice14ws_128 - [INFO] - [E:230| 700]: Train Loss:0.0015058, Val MRR:0.4531, ice14ws_128
2023-05-14 04:50:27,690 - ice14ws_128 - [INFO] - [E:230| 800]: Train Loss:0.0015058, Val MRR:0.4531, ice14ws_128
2023-05-14 04:51:58,459 - ice14ws_128 - [INFO] - [E:230| 900]: Train Loss:0.0015059, Val MRR:0.4531, ice14ws_128
2023-05-14 04:53:09,435 - ice14ws_128 - [INFO] - [Epoch:230]: Training Loss:0.001506
2023-05-14 04:53:09,699 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 04:53:32,154 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 04:53:54,399 - ice14ws_128 - [INFO] - [Evaluating Epoch 230 valid]:
MRR: Tail : 0.47538, Head : 0.42102, Avg : 0.4482
2023-05-14 04:53:54,399 - ice14ws_128 - [INFO] - [Epoch 230]: Training Loss: 0.0015058, Valid MRR: 0.4531,
2023-05-14 04:53:55,507 - ice14ws_128 - [INFO] - [E:231| 0]: Train Loss:0.0015059, Val MRR:0.4531, ice14ws_128
2023-05-14 04:55:36,535 - ice14ws_128 - [INFO] - [E:231| 100]: Train Loss:0.0015041, Val MRR:0.4531, ice14ws_128
2023-05-14 04:57:17,431 - ice14ws_128 - [INFO] - [E:231| 200]: Train Loss:0.0015055, Val MRR:0.4531, ice14ws_128
2023-05-14 04:58:48,147 - ice14ws_128 - [INFO] - [E:231| 300]: Train Loss:0.0015052, Val MRR:0.4531, ice14ws_128
2023-05-14 05:00:29,246 - ice14ws_128 - [INFO] - [E:231| 400]: Train Loss:0.0015056, Val MRR:0.4531, ice14ws_128
2023-05-14 05:02:10,067 - ice14ws_128 - [INFO] - [E:231| 500]: Train Loss:0.0015054, Val MRR:0.4531, ice14ws_128
2023-05-14 05:03:50,783 - ice14ws_128 - [INFO] - [E:231| 600]: Train Loss:0.0015054, Val MRR:0.4531, ice14ws_128
2023-05-14 05:05:31,776 - ice14ws_128 - [INFO] - [E:231| 700]: Train Loss:0.0015052, Val MRR:0.4531, ice14ws_128
2023-05-14 05:07:02,466 - ice14ws_128 - [INFO] - [E:231| 800]: Train Loss:0.0015053, Val MRR:0.4531, ice14ws_128
2023-05-14 05:08:43,536 - ice14ws_128 - [INFO] - [E:231| 900]: Train Loss:0.0015055, Val MRR:0.4531, ice14ws_128
2023-05-14 05:09:54,677 - ice14ws_128 - [INFO] - [Epoch:231]: Training Loss:0.001506
2023-05-14 05:09:54,942 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 05:10:17,590 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 05:10:39,742 - ice14ws_128 - [INFO] - [Evaluating Epoch 231 valid]:
MRR: Tail : 0.47533, Head : 0.4211, Avg : 0.44822
2023-05-14 05:10:39,742 - ice14ws_128 - [INFO] - [Epoch 231]: Training Loss: 0.0015055, Valid MRR: 0.4531,
2023-05-14 05:10:40,739 - ice14ws_128 - [INFO] - [E:232| 0]: Train Loss:0.0015115, Val MRR:0.4531, ice14ws_128
2023-05-14 05:12:21,952 - ice14ws_128 - [INFO] - [E:232| 100]: Train Loss:0.0015055, Val MRR:0.4531, ice14ws_128
2023-05-14 05:14:03,195 - ice14ws_128 - [INFO] - [E:232| 200]: Train Loss:0.001505, Val MRR:0.4531, ice14ws_128
2023-05-14 05:15:34,142 - ice14ws_128 - [INFO] - [E:232| 300]: Train Loss:0.0015048, Val MRR:0.4531, ice14ws_128
2023-05-14 05:17:15,308 - ice14ws_128 - [INFO] - [E:232| 400]: Train Loss:0.0015048, Val MRR:0.4531, ice14ws_128
2023-05-14 05:18:56,537 - ice14ws_128 - [INFO] - [E:232| 500]: Train Loss:0.0015047, Val MRR:0.4531, ice14ws_128
2023-05-14 05:20:40,022 - ice14ws_128 - [INFO] - [E:232| 600]: Train Loss:0.0015048, Val MRR:0.4531, ice14ws_128
2023-05-14 05:22:19,528 - ice14ws_128 - [INFO] - [E:232| 700]: Train Loss:0.0015048, Val MRR:0.4531, ice14ws_128
2023-05-14 05:23:51,725 - ice14ws_128 - [INFO] - [E:232| 800]: Train Loss:0.0015049, Val MRR:0.4531, ice14ws_128
2023-05-14 05:25:32,488 - ice14ws_128 - [INFO] - [E:232| 900]: Train Loss:0.001505, Val MRR:0.4531, ice14ws_128
2023-05-14 05:26:43,573 - ice14ws_128 - [INFO] - [Epoch:232]: Training Loss:0.001505
2023-05-14 05:26:43,952 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 05:27:06,164 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 05:27:28,274 - ice14ws_128 - [INFO] - [Evaluating Epoch 232 valid]:
MRR: Tail : 0.47374, Head : 0.42378, Avg : 0.44876
2023-05-14 05:27:28,274 - ice14ws_128 - [INFO] - [Epoch 232]: Training Loss: 0.0015051, Valid MRR: 0.4531,
2023-05-14 05:27:29,474 - ice14ws_128 - [INFO] - [E:233| 0]: Train Loss:0.0014995, Val MRR:0.4531, ice14ws_128
2023-05-14 05:29:10,457 - ice14ws_128 - [INFO] - [E:233| 100]: Train Loss:0.0015048, Val MRR:0.4531, ice14ws_128
2023-05-14 05:30:41,292 - ice14ws_128 - [INFO] - [E:233| 200]: Train Loss:0.0015046, Val MRR:0.4531, ice14ws_128
2023-05-14 05:32:22,287 - ice14ws_128 - [INFO] - [E:233| 300]: Train Loss:0.0015046, Val MRR:0.4531, ice14ws_128
2023-05-14 05:34:02,922 - ice14ws_128 - [INFO] - [E:233| 400]: Train Loss:0.0015047, Val MRR:0.4531, ice14ws_128
2023-05-14 05:35:43,758 - ice14ws_128 - [INFO] - [E:233| 500]: Train Loss:0.0015049, Val MRR:0.4531, ice14ws_128
2023-05-14 05:37:24,737 - ice14ws_128 - [INFO] - [E:233| 600]: Train Loss:0.0015051, Val MRR:0.4531, ice14ws_128
2023-05-14 05:38:55,491 - ice14ws_128 - [INFO] - [E:233| 700]: Train Loss:0.0015051, Val MRR:0.4531, ice14ws_128
2023-05-14 05:40:36,614 - ice14ws_128 - [INFO] - [E:233| 800]: Train Loss:0.0015052, Val MRR:0.4531, ice14ws_128
2023-05-14 05:42:17,669 - ice14ws_128 - [INFO] - [E:233| 900]: Train Loss:0.0015052, Val MRR:0.4531, ice14ws_128
2023-05-14 05:43:28,656 - ice14ws_128 - [INFO] - [Epoch:233]: Training Loss:0.001505
2023-05-14 05:43:29,003 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 05:43:51,815 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 05:44:13,936 - ice14ws_128 - [INFO] - [Evaluating Epoch 233 valid]:
MRR: Tail : 0.47702, Head : 0.42504, Avg : 0.45103
2023-05-14 05:44:13,936 - ice14ws_128 - [INFO] - [Epoch 233]: Training Loss: 0.0015052, Valid MRR: 0.4531,
2023-05-14 05:44:14,744 - ice14ws_128 - [INFO] - [E:234| 0]: Train Loss:0.0015012, Val MRR:0.4531, ice14ws_128
2023-05-14 05:45:55,778 - ice14ws_128 - [INFO] - [E:234| 100]: Train Loss:0.0015059, Val MRR:0.4531, ice14ws_128
2023-05-14 05:47:26,073 - ice14ws_128 - [INFO] - [E:234| 200]: Train Loss:0.0015048, Val MRR:0.4531, ice14ws_128
2023-05-14 05:49:07,149 - ice14ws_128 - [INFO] - [E:234| 300]: Train Loss:0.0015044, Val MRR:0.4531, ice14ws_128
2023-05-14 05:50:48,266 - ice14ws_128 - [INFO] - [E:234| 400]: Train Loss:0.0015043, Val MRR:0.4531, ice14ws_128
2023-05-14 05:52:29,350 - ice14ws_128 - [INFO] - [E:234| 500]: Train Loss:0.0015044, Val MRR:0.4531, ice14ws_128
2023-05-14 05:54:04,764 - ice14ws_128 - [INFO] - [E:234| 600]: Train Loss:0.0015046, Val MRR:0.4531, ice14ws_128
2023-05-14 05:55:41,226 - ice14ws_128 - [INFO] - [E:234| 700]: Train Loss:0.0015047, Val MRR:0.4531, ice14ws_128
2023-05-14 05:57:22,171 - ice14ws_128 - [INFO] - [E:234| 800]: Train Loss:0.0015048, Val MRR:0.4531, ice14ws_128
2023-05-14 05:59:03,093 - ice14ws_128 - [INFO] - [E:234| 900]: Train Loss:0.0015049, Val MRR:0.4531, ice14ws_128
2023-05-14 06:00:14,008 - ice14ws_128 - [INFO] - [Epoch:234]: Training Loss:0.001505
2023-05-14 06:00:14,354 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 06:00:37,154 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 06:00:59,223 - ice14ws_128 - [INFO] - [Evaluating Epoch 234 valid]:
MRR: Tail : 0.47912, Head : 0.42544, Avg : 0.45228
2023-05-14 06:00:59,223 - ice14ws_128 - [INFO] - [Epoch 234]: Training Loss: 0.0015049, Valid MRR: 0.4531,
2023-05-14 06:01:00,023 - ice14ws_128 - [INFO] - [E:235| 0]: Train Loss:0.0015127, Val MRR:0.4531, ice14ws_128
2023-05-14 06:02:30,647 - ice14ws_128 - [INFO] - [E:235| 100]: Train Loss:0.0015058, Val MRR:0.4531, ice14ws_128
2023-05-14 06:04:11,844 - ice14ws_128 - [INFO] - [E:235| 200]: Train Loss:0.0015048, Val MRR:0.4531, ice14ws_128
2023-05-14 06:05:55,079 - ice14ws_128 - [INFO] - [E:235| 300]: Train Loss:0.0015044, Val MRR:0.4531, ice14ws_128
2023-05-14 06:07:36,072 - ice14ws_128 - [INFO] - [E:235| 400]: Train Loss:0.0015043, Val MRR:0.4531, ice14ws_128
2023-05-14 06:09:17,206 - ice14ws_128 - [INFO] - [E:235| 500]: Train Loss:0.0015046, Val MRR:0.4531, ice14ws_128
2023-05-14 06:10:48,163 - ice14ws_128 - [INFO] - [E:235| 600]: Train Loss:0.0015045, Val MRR:0.4531, ice14ws_128
2023-05-14 06:12:29,167 - ice14ws_128 - [INFO] - [E:235| 700]: Train Loss:0.0015047, Val MRR:0.4531, ice14ws_128
2023-05-14 06:14:10,151 - ice14ws_128 - [INFO] - [E:235| 800]: Train Loss:0.0015047, Val MRR:0.4531, ice14ws_128
2023-05-14 06:15:50,795 - ice14ws_128 - [INFO] - [E:235| 900]: Train Loss:0.0015049, Val MRR:0.4531, ice14ws_128
2023-05-14 06:17:01,940 - ice14ws_128 - [INFO] - [Epoch:235]: Training Loss:0.001505
2023-05-14 06:17:02,311 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 06:17:24,531 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 06:17:46,535 - ice14ws_128 - [INFO] - [Evaluating Epoch 235 valid]:
MRR: Tail : 0.47588, Head : 0.4253, Avg : 0.45059
2023-05-14 06:17:46,536 - ice14ws_128 - [INFO] - [Epoch 235]: Training Loss: 0.0015048, Valid MRR: 0.4531,
2023-05-14 06:17:47,186 - ice14ws_128 - [INFO] - [E:236| 0]: Train Loss:0.0015118, Val MRR:0.4531, ice14ws_128
2023-05-14 06:19:18,500 - ice14ws_128 - [INFO] - [E:236| 100]: Train Loss:0.0015045, Val MRR:0.4531, ice14ws_128
2023-05-14 06:20:59,475 - ice14ws_128 - [INFO] - [E:236| 200]: Train Loss:0.0015041, Val MRR:0.4531, ice14ws_128
2023-05-14 06:22:40,516 - ice14ws_128 - [INFO] - [E:236| 300]: Train Loss:0.001504, Val MRR:0.4531, ice14ws_128
2023-05-14 06:24:21,618 - ice14ws_128 - [INFO] - [E:236| 400]: Train Loss:0.0015037, Val MRR:0.4531, ice14ws_128
2023-05-14 06:25:55,384 - ice14ws_128 - [INFO] - [E:236| 500]: Train Loss:0.0015038, Val MRR:0.4531, ice14ws_128
2023-05-14 06:27:33,688 - ice14ws_128 - [INFO] - [E:236| 600]: Train Loss:0.0015039, Val MRR:0.4531, ice14ws_128
2023-05-14 06:29:14,501 - ice14ws_128 - [INFO] - [E:236| 700]: Train Loss:0.0015041, Val MRR:0.4531, ice14ws_128
2023-05-14 06:30:55,625 - ice14ws_128 - [INFO] - [E:236| 800]: Train Loss:0.0015042, Val MRR:0.4531, ice14ws_128
2023-05-14 06:32:36,760 - ice14ws_128 - [INFO] - [E:236| 900]: Train Loss:0.0015043, Val MRR:0.4531, ice14ws_128
2023-05-14 06:33:44,558 - ice14ws_128 - [INFO] - [Epoch:236]: Training Loss:0.001504
2023-05-14 06:33:44,775 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 06:33:59,680 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 06:34:21,923 - ice14ws_128 - [INFO] - [Evaluating Epoch 236 valid]:
MRR: Tail : 0.47643, Head : 0.42512, Avg : 0.45078
2023-05-14 06:34:21,923 - ice14ws_128 - [INFO] - [Epoch 236]: Training Loss: 0.0015044, Valid MRR: 0.4531,
2023-05-14 06:34:23,050 - ice14ws_128 - [INFO] - [E:237| 0]: Train Loss:0.0015222, Val MRR:0.4531, ice14ws_128
2023-05-14 06:36:04,099 - ice14ws_128 - [INFO] - [E:237| 100]: Train Loss:0.0015038, Val MRR:0.4531, ice14ws_128
2023-05-14 06:37:45,262 - ice14ws_128 - [INFO] - [E:237| 200]: Train Loss:0.0015043, Val MRR:0.4531, ice14ws_128
2023-05-14 06:39:26,271 - ice14ws_128 - [INFO] - [E:237| 300]: Train Loss:0.0015045, Val MRR:0.4531, ice14ws_128
2023-05-14 06:41:07,451 - ice14ws_128 - [INFO] - [E:237| 400]: Train Loss:0.0015047, Val MRR:0.4531, ice14ws_128
2023-05-14 06:42:38,501 - ice14ws_128 - [INFO] - [E:237| 500]: Train Loss:0.0015046, Val MRR:0.4531, ice14ws_128
2023-05-14 06:44:19,667 - ice14ws_128 - [INFO] - [E:237| 600]: Train Loss:0.0015045, Val MRR:0.4531, ice14ws_128
2023-05-14 06:46:01,077 - ice14ws_128 - [INFO] - [E:237| 700]: Train Loss:0.0015044, Val MRR:0.4531, ice14ws_128
2023-05-14 06:47:42,347 - ice14ws_128 - [INFO] - [E:237| 800]: Train Loss:0.0015046, Val MRR:0.4531, ice14ws_128
2023-05-14 06:49:25,574 - ice14ws_128 - [INFO] - [E:237| 900]: Train Loss:0.0015045, Val MRR:0.4531, ice14ws_128
2023-05-14 06:50:26,074 - ice14ws_128 - [INFO] - [Epoch:237]: Training Loss:0.001504
2023-05-14 06:50:26,596 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 06:50:48,986 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 06:51:10,992 - ice14ws_128 - [INFO] - [Evaluating Epoch 237 valid]:
MRR: Tail : 0.47976, Head : 0.42777, Avg : 0.45377
2023-05-14 06:51:13,816 - ice14ws_128 - [INFO] - [Epoch 237]: Training Loss: 0.0015045, Valid MRR: 0.45377,
2023-05-14 06:51:14,688 - ice14ws_128 - [INFO] - [E:238| 0]: Train Loss:0.0014959, Val MRR:0.45377, ice14ws_128
2023-05-14 06:52:55,750 - ice14ws_128 - [INFO] - [E:238| 100]: Train Loss:0.001504, Val MRR:0.45377, ice14ws_128
2023-05-14 06:54:36,322 - ice14ws_128 - [INFO] - [E:238| 200]: Train Loss:0.0015047, Val MRR:0.45377, ice14ws_128
2023-05-14 06:56:17,088 - ice14ws_128 - [INFO] - [E:238| 300]: Train Loss:0.0015049, Val MRR:0.45377, ice14ws_128
2023-05-14 06:57:47,648 - ice14ws_128 - [INFO] - [E:238| 400]: Train Loss:0.0015047, Val MRR:0.45377, ice14ws_128
2023-05-14 06:59:28,779 - ice14ws_128 - [INFO] - [E:238| 500]: Train Loss:0.0015044, Val MRR:0.45377, ice14ws_128
2023-05-14 07:01:09,859 - ice14ws_128 - [INFO] - [E:238| 600]: Train Loss:0.0015044, Val MRR:0.45377, ice14ws_128
2023-05-14 07:02:50,648 - ice14ws_128 - [INFO] - [E:238| 700]: Train Loss:0.0015043, Val MRR:0.45377, ice14ws_128
2023-05-14 07:04:31,715 - ice14ws_128 - [INFO] - [E:238| 800]: Train Loss:0.0015044, Val MRR:0.45377, ice14ws_128
2023-05-14 07:06:02,529 - ice14ws_128 - [INFO] - [E:238| 900]: Train Loss:0.0015042, Val MRR:0.45377, ice14ws_128
2023-05-14 07:07:13,671 - ice14ws_128 - [INFO] - [Epoch:238]: Training Loss:0.001504
2023-05-14 07:07:14,066 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 07:07:36,767 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 07:07:58,863 - ice14ws_128 - [INFO] - [Evaluating Epoch 238 valid]:
MRR: Tail : 0.47515, Head : 0.42307, Avg : 0.44911
2023-05-14 07:07:58,863 - ice14ws_128 - [INFO] - [Epoch 238]: Training Loss: 0.0015042, Valid MRR: 0.45377,
2023-05-14 07:07:59,653 - ice14ws_128 - [INFO] - [E:239| 0]: Train Loss:0.0014982, Val MRR:0.45377, ice14ws_128
2023-05-14 07:09:40,543 - ice14ws_128 - [INFO] - [E:239| 100]: Train Loss:0.0015038, Val MRR:0.45377, ice14ws_128
2023-05-14 07:11:21,561 - ice14ws_128 - [INFO] - [E:239| 200]: Train Loss:0.0015038, Val MRR:0.45377, ice14ws_128
2023-05-14 07:13:02,547 - ice14ws_128 - [INFO] - [E:239| 300]: Train Loss:0.0015038, Val MRR:0.45377, ice14ws_128
2023-05-14 07:14:33,517 - ice14ws_128 - [INFO] - [E:239| 400]: Train Loss:0.0015039, Val MRR:0.45377, ice14ws_128
2023-05-14 07:16:14,729 - ice14ws_128 - [INFO] - [E:239| 500]: Train Loss:0.0015039, Val MRR:0.45377, ice14ws_128
2023-05-14 07:17:55,850 - ice14ws_128 - [INFO] - [E:239| 600]: Train Loss:0.0015037, Val MRR:0.45377, ice14ws_128
2023-05-14 07:19:37,066 - ice14ws_128 - [INFO] - [E:239| 700]: Train Loss:0.0015038, Val MRR:0.45377, ice14ws_128
2023-05-14 07:21:16,427 - ice14ws_128 - [INFO] - [E:239| 800]: Train Loss:0.0015038, Val MRR:0.45377, ice14ws_128
2023-05-14 07:22:49,025 - ice14ws_128 - [INFO] - [E:239| 900]: Train Loss:0.0015039, Val MRR:0.45377, ice14ws_128
2023-05-14 07:24:00,079 - ice14ws_128 - [INFO] - [Epoch:239]: Training Loss:0.001504
2023-05-14 07:24:00,343 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 07:24:22,697 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 07:24:44,965 - ice14ws_128 - [INFO] - [Evaluating Epoch 239 valid]:
MRR: Tail : 0.47824, Head : 0.42207, Avg : 0.45015
MR: Tail : 586.46, Head : 711.47, Avg : 648.96
Hit-1: Tail : 0.39495, Head : 0.33778, Avg : 0.36637
Hit-3: Tail : 0.52409, Head : 0.46268, Avg : 0.49339
Hit-10: Tail : 0.63309, Head : 0.58296, Avg : 0.60802
2023-05-14 07:24:44,966 - ice14ws_128 - [INFO] - [Epoch 239]: Training Loss: 0.0015039, Valid MRR: 0.45377,
2023-05-14 07:24:46,078 - ice14ws_128 - [INFO] - [E:240| 0]: Train Loss:0.0014964, Val MRR:0.45377, ice14ws_128
2023-05-14 07:26:27,015 - ice14ws_128 - [INFO] - [E:240| 100]: Train Loss:0.0015035, Val MRR:0.45377, ice14ws_128
2023-05-14 07:28:08,103 - ice14ws_128 - [INFO] - [E:240| 200]: Train Loss:0.0015037, Val MRR:0.45377, ice14ws_128
2023-05-14 07:29:38,824 - ice14ws_128 - [INFO] - [E:240| 300]: Train Loss:0.0015034, Val MRR:0.45377, ice14ws_128
2023-05-14 07:31:19,979 - ice14ws_128 - [INFO] - [E:240| 400]: Train Loss:0.0015036, Val MRR:0.45377, ice14ws_128
2023-05-14 07:33:02,829 - ice14ws_128 - [INFO] - [E:240| 500]: Train Loss:0.0015036, Val MRR:0.45377, ice14ws_128
2023-05-14 07:34:43,792 - ice14ws_128 - [INFO] - [E:240| 600]: Train Loss:0.0015035, Val MRR:0.45377, ice14ws_128
2023-05-14 07:36:24,754 - ice14ws_128 - [INFO] - [E:240| 700]: Train Loss:0.0015036, Val MRR:0.45377, ice14ws_128
2023-05-14 07:37:55,395 - ice14ws_128 - [INFO] - [E:240| 800]: Train Loss:0.0015038, Val MRR:0.45377, ice14ws_128
2023-05-14 07:39:36,629 - ice14ws_128 - [INFO] - [E:240| 900]: Train Loss:0.0015038, Val MRR:0.45377, ice14ws_128
2023-05-14 07:40:47,811 - ice14ws_128 - [INFO] - [Epoch:240]: Training Loss:0.001504
2023-05-14 07:40:48,332 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 07:41:10,795 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 07:41:32,961 - ice14ws_128 - [INFO] - [Evaluating Epoch 240 valid]:
MRR: Tail : 0.47941, Head : 0.42357, Avg : 0.45149
2023-05-14 07:41:32,961 - ice14ws_128 - [INFO] - [Epoch 240]: Training Loss: 0.0015039, Valid MRR: 0.45377,
2023-05-14 07:41:34,163 - ice14ws_128 - [INFO] - [E:241| 0]: Train Loss:0.0014931, Val MRR:0.45377, ice14ws_128
2023-05-14 07:43:15,249 - ice14ws_128 - [INFO] - [E:241| 100]: Train Loss:0.0015035, Val MRR:0.45377, ice14ws_128
2023-05-14 07:44:56,406 - ice14ws_128 - [INFO] - [E:241| 200]: Train Loss:0.0015032, Val MRR:0.45377, ice14ws_128
2023-05-14 07:46:26,861 - ice14ws_128 - [INFO] - [E:241| 300]: Train Loss:0.0015036, Val MRR:0.45377, ice14ws_128
2023-05-14 07:48:07,981 - ice14ws_128 - [INFO] - [E:241| 400]: Train Loss:0.0015037, Val MRR:0.45377, ice14ws_128
2023-05-14 07:49:49,214 - ice14ws_128 - [INFO] - [E:241| 500]: Train Loss:0.0015036, Val MRR:0.45377, ice14ws_128
2023-05-14 07:51:30,472 - ice14ws_128 - [INFO] - [E:241| 600]: Train Loss:0.0015038, Val MRR:0.45377, ice14ws_128
2023-05-14 07:53:06,613 - ice14ws_128 - [INFO] - [E:241| 700]: Train Loss:0.0015038, Val MRR:0.45377, ice14ws_128
2023-05-14 07:54:42,011 - ice14ws_128 - [INFO] - [E:241| 800]: Train Loss:0.0015039, Val MRR:0.45377, ice14ws_128
2023-05-14 07:56:23,204 - ice14ws_128 - [INFO] - [E:241| 900]: Train Loss:0.0015038, Val MRR:0.45377, ice14ws_128
2023-05-14 07:57:34,296 - ice14ws_128 - [INFO] - [Epoch:241]: Training Loss:0.001504
2023-05-14 07:57:34,640 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 07:57:57,442 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 07:58:19,572 - ice14ws_128 - [INFO] - [Evaluating Epoch 241 valid]:
MRR: Tail : 0.47932, Head : 0.4241, Avg : 0.45171
2023-05-14 07:58:19,572 - ice14ws_128 - [INFO] - [Epoch 241]: Training Loss: 0.0015038, Valid MRR: 0.45377,
2023-05-14 07:58:20,424 - ice14ws_128 - [INFO] - [E:242| 0]: Train Loss:0.001509, Val MRR:0.45377, ice14ws_128
2023-05-14 08:00:01,564 - ice14ws_128 - [INFO] - [E:242| 100]: Train Loss:0.0015025, Val MRR:0.45377, ice14ws_128
2023-05-14 08:01:32,392 - ice14ws_128 - [INFO] - [E:242| 200]: Train Loss:0.0015032, Val MRR:0.45377, ice14ws_128
2023-05-14 08:03:13,696 - ice14ws_128 - [INFO] - [E:242| 300]: Train Loss:0.0015038, Val MRR:0.45377, ice14ws_128
2023-05-14 08:04:54,904 - ice14ws_128 - [INFO] - [E:242| 400]: Train Loss:0.0015038, Val MRR:0.45377, ice14ws_128
2023-05-14 08:06:36,154 - ice14ws_128 - [INFO] - [E:242| 500]: Train Loss:0.0015039, Val MRR:0.45377, ice14ws_128
2023-05-14 08:08:17,402 - ice14ws_128 - [INFO] - [E:242| 600]: Train Loss:0.0015039, Val MRR:0.45377, ice14ws_128
2023-05-14 08:09:48,237 - ice14ws_128 - [INFO] - [E:242| 700]: Train Loss:0.0015038, Val MRR:0.45377, ice14ws_128
2023-05-14 08:11:29,385 - ice14ws_128 - [INFO] - [E:242| 800]: Train Loss:0.0015037, Val MRR:0.45377, ice14ws_128
2023-05-14 08:13:10,534 - ice14ws_128 - [INFO] - [E:242| 900]: Train Loss:0.0015038, Val MRR:0.45377, ice14ws_128
2023-05-14 08:14:21,559 - ice14ws_128 - [INFO] - [Epoch:242]: Training Loss:0.001504
2023-05-14 08:14:21,904 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 08:14:44,858 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 08:15:07,029 - ice14ws_128 - [INFO] - [Evaluating Epoch 242 valid]:
MRR: Tail : 0.47641, Head : 0.42463, Avg : 0.45052
2023-05-14 08:15:07,029 - ice14ws_128 - [INFO] - [Epoch 242]: Training Loss: 0.0015038, Valid MRR: 0.45377,
2023-05-14 08:15:08,239 - ice14ws_128 - [INFO] - [E:243| 0]: Train Loss:0.0014991, Val MRR:0.45377, ice14ws_128
2023-05-14 08:16:49,760 - ice14ws_128 - [INFO] - [E:243| 100]: Train Loss:0.0015027, Val MRR:0.45377, ice14ws_128
2023-05-14 08:18:21,526 - ice14ws_128 - [INFO] - [E:243| 200]: Train Loss:0.0015036, Val MRR:0.45377, ice14ws_128
2023-05-14 08:20:02,504 - ice14ws_128 - [INFO] - [E:243| 300]: Train Loss:0.0015036, Val MRR:0.45377, ice14ws_128
2023-05-14 08:21:42,959 - ice14ws_128 - [INFO] - [E:243| 400]: Train Loss:0.0015037, Val MRR:0.45377, ice14ws_128
2023-05-14 08:23:23,955 - ice14ws_128 - [INFO] - [E:243| 500]: Train Loss:0.0015032, Val MRR:0.45377, ice14ws_128
2023-05-14 08:24:57,648 - ice14ws_128 - [INFO] - [E:243| 600]: Train Loss:0.0015032, Val MRR:0.45377, ice14ws_128
2023-05-14 08:26:35,856 - ice14ws_128 - [INFO] - [E:243| 700]: Train Loss:0.0015035, Val MRR:0.45377, ice14ws_128
2023-05-14 08:28:16,956 - ice14ws_128 - [INFO] - [E:243| 800]: Train Loss:0.0015034, Val MRR:0.45377, ice14ws_128
2023-05-14 08:29:58,197 - ice14ws_128 - [INFO] - [E:243| 900]: Train Loss:0.0015035, Val MRR:0.45377, ice14ws_128
2023-05-14 08:31:09,228 - ice14ws_128 - [INFO] - [Epoch:243]: Training Loss:0.001503
2023-05-14 08:31:09,568 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 08:31:32,336 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 08:31:54,420 - ice14ws_128 - [INFO] - [Evaluating Epoch 243 valid]:
MRR: Tail : 0.47733, Head : 0.42321, Avg : 0.45027
2023-05-14 08:31:54,420 - ice14ws_128 - [INFO] - [Epoch 243]: Training Loss: 0.0015035, Valid MRR: 0.45377,
2023-05-14 08:31:55,487 - ice14ws_128 - [INFO] - [E:244| 0]: Train Loss:0.0015027, Val MRR:0.45377, ice14ws_128
2023-05-14 08:33:26,207 - ice14ws_128 - [INFO] - [E:244| 100]: Train Loss:0.001504, Val MRR:0.45377, ice14ws_128
2023-05-14 08:35:07,217 - ice14ws_128 - [INFO] - [E:244| 200]: Train Loss:0.0015035, Val MRR:0.45377, ice14ws_128
2023-05-14 08:36:48,205 - ice14ws_128 - [INFO] - [E:244| 300]: Train Loss:0.0015032, Val MRR:0.45377, ice14ws_128
2023-05-14 08:38:29,321 - ice14ws_128 - [INFO] - [E:244| 400]: Train Loss:0.0015033, Val MRR:0.45377, ice14ws_128
2023-05-14 08:40:10,253 - ice14ws_128 - [INFO] - [E:244| 500]: Train Loss:0.0015031, Val MRR:0.45377, ice14ws_128
2023-05-14 08:41:41,038 - ice14ws_128 - [INFO] - [E:244| 600]: Train Loss:0.0015033, Val MRR:0.45377, ice14ws_128
2023-05-14 08:43:22,091 - ice14ws_128 - [INFO] - [E:244| 700]: Train Loss:0.0015031, Val MRR:0.45377, ice14ws_128
2023-05-14 08:45:03,035 - ice14ws_128 - [INFO] - [E:244| 800]: Train Loss:0.0015032, Val MRR:0.45377, ice14ws_128
2023-05-14 08:46:43,914 - ice14ws_128 - [INFO] - [E:244| 900]: Train Loss:0.0015032, Val MRR:0.45377, ice14ws_128
2023-05-14 08:47:54,911 - ice14ws_128 - [INFO] - [Epoch:244]: Training Loss:0.001503
2023-05-14 08:47:55,306 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 08:48:17,889 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 08:48:34,644 - ice14ws_128 - [INFO] - [Evaluating Epoch 244 valid]:
MRR: Tail : 0.47619, Head : 0.4231, Avg : 0.44964
2023-05-14 08:48:34,644 - ice14ws_128 - [INFO] - [Epoch 244]: Training Loss: 0.0015033, Valid MRR: 0.45377,
2023-05-14 08:48:35,306 - ice14ws_128 - [INFO] - [E:245| 0]: Train Loss:0.0015054, Val MRR:0.45377, ice14ws_128
2023-05-14 08:50:11,373 - ice14ws_128 - [INFO] - [E:245| 100]: Train Loss:0.0015032, Val MRR:0.45377, ice14ws_128
2023-05-14 08:51:52,550 - ice14ws_128 - [INFO] - [E:245| 200]: Train Loss:0.0015031, Val MRR:0.45377, ice14ws_128
2023-05-14 08:53:33,355 - ice14ws_128 - [INFO] - [E:245| 300]: Train Loss:0.0015027, Val MRR:0.45377, ice14ws_128
2023-05-14 08:55:14,498 - ice14ws_128 - [INFO] - [E:245| 400]: Train Loss:0.0015027, Val MRR:0.45377, ice14ws_128
2023-05-14 08:56:45,611 - ice14ws_128 - [INFO] - [E:245| 500]: Train Loss:0.0015028, Val MRR:0.45377, ice14ws_128
2023-05-14 08:58:26,750 - ice14ws_128 - [INFO] - [E:245| 600]: Train Loss:0.0015028, Val MRR:0.45377, ice14ws_128
2023-05-14 09:00:10,083 - ice14ws_128 - [INFO] - [E:245| 700]: Train Loss:0.0015029, Val MRR:0.45377, ice14ws_128
2023-05-14 09:01:51,223 - ice14ws_128 - [INFO] - [E:245| 800]: Train Loss:0.001503, Val MRR:0.45377, ice14ws_128
2023-05-14 09:03:32,355 - ice14ws_128 - [INFO] - [E:245| 900]: Train Loss:0.0015029, Val MRR:0.45377, ice14ws_128
2023-05-14 09:04:37,735 - ice14ws_128 - [INFO] - [Epoch:245]: Training Loss:0.001503
2023-05-14 09:04:37,952 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 09:04:55,911 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 09:05:17,973 - ice14ws_128 - [INFO] - [Evaluating Epoch 245 valid]:
MRR: Tail : 0.47654, Head : 0.42343, Avg : 0.44998
2023-05-14 09:05:17,973 - ice14ws_128 - [INFO] - [Epoch 245]: Training Loss: 0.0015029, Valid MRR: 0.45377,
2023-05-14 09:05:18,984 - ice14ws_128 - [INFO] - [E:246| 0]: Train Loss:0.0014933, Val MRR:0.45377, ice14ws_128
2023-05-14 09:07:00,056 - ice14ws_128 - [INFO] - [E:246| 100]: Train Loss:0.0015016, Val MRR:0.45377, ice14ws_128
2023-05-14 09:08:40,971 - ice14ws_128 - [INFO] - [E:246| 200]: Train Loss:0.0015018, Val MRR:0.45377, ice14ws_128
2023-05-14 09:10:21,810 - ice14ws_128 - [INFO] - [E:246| 300]: Train Loss:0.0015025, Val MRR:0.45377, ice14ws_128
2023-05-14 09:12:02,860 - ice14ws_128 - [INFO] - [E:246| 400]: Train Loss:0.0015028, Val MRR:0.45377, ice14ws_128
2023-05-14 09:13:33,561 - ice14ws_128 - [INFO] - [E:246| 500]: Train Loss:0.0015028, Val MRR:0.45377, ice14ws_128
2023-05-14 09:15:14,545 - ice14ws_128 - [INFO] - [E:246| 600]: Train Loss:0.0015029, Val MRR:0.45377, ice14ws_128
2023-05-14 09:16:55,538 - ice14ws_128 - [INFO] - [E:246| 700]: Train Loss:0.0015029, Val MRR:0.45377, ice14ws_128
2023-05-14 09:18:36,795 - ice14ws_128 - [INFO] - [E:246| 800]: Train Loss:0.001503, Val MRR:0.45377, ice14ws_128
2023-05-14 09:20:17,675 - ice14ws_128 - [INFO] - [E:246| 900]: Train Loss:0.0015029, Val MRR:0.45377, ice14ws_128
2023-05-14 09:21:18,522 - ice14ws_128 - [INFO] - [Epoch:246]: Training Loss:0.001503
2023-05-14 09:21:18,916 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 09:21:41,706 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 09:22:03,736 - ice14ws_128 - [INFO] - [Evaluating Epoch 246 valid]:
MRR: Tail : 0.47642, Head : 0.42198, Avg : 0.4492
2023-05-14 09:22:03,736 - ice14ws_128 - [INFO] - [Epoch 246]: Training Loss: 0.0015029, Valid MRR: 0.45377,
2023-05-14 09:22:04,810 - ice14ws_128 - [INFO] - [E:247| 0]: Train Loss:0.0015033, Val MRR:0.45377, ice14ws_128
2023-05-14 09:23:45,989 - ice14ws_128 - [INFO] - [E:247| 100]: Train Loss:0.0015026, Val MRR:0.45377, ice14ws_128
2023-05-14 09:25:26,961 - ice14ws_128 - [INFO] - [E:247| 200]: Train Loss:0.0015023, Val MRR:0.45377, ice14ws_128
2023-05-14 09:27:08,088 - ice14ws_128 - [INFO] - [E:247| 300]: Train Loss:0.0015019, Val MRR:0.45377, ice14ws_128
2023-05-14 09:28:38,891 - ice14ws_128 - [INFO] - [E:247| 400]: Train Loss:0.0015018, Val MRR:0.45377, ice14ws_128
2023-05-14 09:30:19,867 - ice14ws_128 - [INFO] - [E:247| 500]: Train Loss:0.001502, Val MRR:0.45377, ice14ws_128
2023-05-14 09:32:00,988 - ice14ws_128 - [INFO] - [E:247| 600]: Train Loss:0.0015022, Val MRR:0.45377, ice14ws_128
2023-05-14 09:33:42,006 - ice14ws_128 - [INFO] - [E:247| 700]: Train Loss:0.0015022, Val MRR:0.45377, ice14ws_128
2023-05-14 09:35:23,094 - ice14ws_128 - [INFO] - [E:247| 800]: Train Loss:0.0015022, Val MRR:0.45377, ice14ws_128
2023-05-14 09:36:53,988 - ice14ws_128 - [INFO] - [E:247| 900]: Train Loss:0.0015024, Val MRR:0.45377, ice14ws_128
2023-05-14 09:38:04,912 - ice14ws_128 - [INFO] - [Epoch:247]: Training Loss:0.001503
2023-05-14 09:38:05,256 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 09:38:28,016 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 09:38:50,072 - ice14ws_128 - [INFO] - [Evaluating Epoch 247 valid]:
MRR: Tail : 0.47637, Head : 0.42569, Avg : 0.45103
2023-05-14 09:38:50,072 - ice14ws_128 - [INFO] - [Epoch 247]: Training Loss: 0.0015026, Valid MRR: 0.45377,
2023-05-14 09:38:50,873 - ice14ws_128 - [INFO] - [E:248| 0]: Train Loss:0.0014958, Val MRR:0.45377, ice14ws_128
2023-05-14 09:40:32,029 - ice14ws_128 - [INFO] - [E:248| 100]: Train Loss:0.0015028, Val MRR:0.45377, ice14ws_128
2023-05-14 09:42:13,171 - ice14ws_128 - [INFO] - [E:248| 200]: Train Loss:0.0015024, Val MRR:0.45377, ice14ws_128
2023-05-14 09:43:56,341 - ice14ws_128 - [INFO] - [E:248| 300]: Train Loss:0.0015028, Val MRR:0.45377, ice14ws_128
2023-05-14 09:45:26,918 - ice14ws_128 - [INFO] - [E:248| 400]: Train Loss:0.0015025, Val MRR:0.45377, ice14ws_128
2023-05-14 09:47:07,562 - ice14ws_128 - [INFO] - [E:248| 500]: Train Loss:0.0015026, Val MRR:0.45377, ice14ws_128
2023-05-14 09:48:48,653 - ice14ws_128 - [INFO] - [E:248| 600]: Train Loss:0.0015027, Val MRR:0.45377, ice14ws_128
2023-05-14 09:50:29,757 - ice14ws_128 - [INFO] - [E:248| 700]: Train Loss:0.0015026, Val MRR:0.45377, ice14ws_128
2023-05-14 09:52:09,143 - ice14ws_128 - [INFO] - [E:248| 800]: Train Loss:0.0015026, Val MRR:0.45377, ice14ws_128
2023-05-14 09:53:41,863 - ice14ws_128 - [INFO] - [E:248| 900]: Train Loss:0.0015026, Val MRR:0.45377, ice14ws_128
2023-05-14 09:54:52,932 - ice14ws_128 - [INFO] - [Epoch:248]: Training Loss:0.001503
2023-05-14 09:54:53,196 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 09:55:15,785 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 09:55:37,903 - ice14ws_128 - [INFO] - [Evaluating Epoch 248 valid]:
MRR: Tail : 0.47868, Head : 0.42835, Avg : 0.45352
2023-05-14 09:55:37,904 - ice14ws_128 - [INFO] - [Epoch 248]: Training Loss: 0.0015027, Valid MRR: 0.45377,
2023-05-14 09:55:38,902 - ice14ws_128 - [INFO] - [E:249| 0]: Train Loss:0.0015021, Val MRR:0.45377, ice14ws_128
2023-05-14 09:57:20,041 - ice14ws_128 - [INFO] - [E:249| 100]: Train Loss:0.0015014, Val MRR:0.45377, ice14ws_128
2023-05-14 09:59:01,227 - ice14ws_128 - [INFO] - [E:249| 200]: Train Loss:0.0015021, Val MRR:0.45377, ice14ws_128
2023-05-14 10:00:31,645 - ice14ws_128 - [INFO] - [E:249| 300]: Train Loss:0.001502, Val MRR:0.45377, ice14ws_128
2023-05-14 10:02:12,621 - ice14ws_128 - [INFO] - [E:249| 400]: Train Loss:0.0015021, Val MRR:0.45377, ice14ws_128
2023-05-14 10:03:53,688 - ice14ws_128 - [INFO] - [E:249| 500]: Train Loss:0.0015023, Val MRR:0.45377, ice14ws_128
2023-05-14 10:05:34,663 - ice14ws_128 - [INFO] - [E:249| 600]: Train Loss:0.0015023, Val MRR:0.45377, ice14ws_128
2023-05-14 10:07:15,624 - ice14ws_128 - [INFO] - [E:249| 700]: Train Loss:0.0015024, Val MRR:0.45377, ice14ws_128
2023-05-14 10:08:46,580 - ice14ws_128 - [INFO] - [E:249| 800]: Train Loss:0.0015024, Val MRR:0.45377, ice14ws_128
2023-05-14 10:10:27,548 - ice14ws_128 - [INFO] - [E:249| 900]: Train Loss:0.0015024, Val MRR:0.45377, ice14ws_128
2023-05-14 10:11:38,573 - ice14ws_128 - [INFO] - [Epoch:249]: Training Loss:0.001502
2023-05-14 10:11:39,090 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 10:12:01,540 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 10:12:23,530 - ice14ws_128 - [INFO] - [Evaluating Epoch 249 valid]:
MRR: Tail : 0.47981, Head : 0.42393, Avg : 0.45187
MR: Tail : 567.49, Head : 681.78, Avg : 624.64
Hit-1: Tail : 0.3975, Head : 0.34045, Avg : 0.36898
Hit-3: Tail : 0.52264, Head : 0.46389, Avg : 0.49326
Hit-10: Tail : 0.63199, Head : 0.58187, Avg : 0.60693
2023-05-14 10:12:23,530 - ice14ws_128 - [INFO] - [Epoch 249]: Training Loss: 0.0015024, Valid MRR: 0.45377,
2023-05-14 10:12:24,589 - ice14ws_128 - [INFO] - [E:250| 0]: Train Loss:0.0015076, Val MRR:0.45377, ice14ws_128
2023-05-14 10:14:05,708 - ice14ws_128 - [INFO] - [E:250| 100]: Train Loss:0.0015018, Val MRR:0.45377, ice14ws_128
2023-05-14 10:15:46,684 - ice14ws_128 - [INFO] - [E:250| 200]: Train Loss:0.0015014, Val MRR:0.45377, ice14ws_128
2023-05-14 10:17:17,361 - ice14ws_128 - [INFO] - [E:250| 300]: Train Loss:0.0015017, Val MRR:0.45377, ice14ws_128
2023-05-14 10:18:58,409 - ice14ws_128 - [INFO] - [E:250| 400]: Train Loss:0.0015019, Val MRR:0.45377, ice14ws_128
2023-05-14 10:20:39,542 - ice14ws_128 - [INFO] - [E:250| 500]: Train Loss:0.0015019, Val MRR:0.45377, ice14ws_128
2023-05-14 10:22:20,694 - ice14ws_128 - [INFO] - [E:250| 600]: Train Loss:0.0015019, Val MRR:0.45377, ice14ws_128
2023-05-14 10:23:55,678 - ice14ws_128 - [INFO] - [E:250| 700]: Train Loss:0.001502, Val MRR:0.45377, ice14ws_128
2023-05-14 10:25:32,232 - ice14ws_128 - [INFO] - [E:250| 800]: Train Loss:0.0015022, Val MRR:0.45377, ice14ws_128
2023-05-14 10:27:13,178 - ice14ws_128 - [INFO] - [E:250| 900]: Train Loss:0.0015022, Val MRR:0.45377, ice14ws_128
2023-05-14 10:28:26,385 - ice14ws_128 - [INFO] - [Epoch:250]: Training Loss:0.001502
2023-05-14 10:28:26,729 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 10:28:49,484 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 10:29:11,554 - ice14ws_128 - [INFO] - [Evaluating Epoch 250 valid]:
MRR: Tail : 0.4803, Head : 0.4258, Avg : 0.45305
2023-05-14 10:29:11,554 - ice14ws_128 - [INFO] - [Epoch 250]: Training Loss: 0.0015023, Valid MRR: 0.45377,
2023-05-14 10:29:12,332 - ice14ws_128 - [INFO] - [E:251| 0]: Train Loss:0.0015023, Val MRR:0.45377, ice14ws_128
2023-05-14 10:30:53,307 - ice14ws_128 - [INFO] - [E:251| 100]: Train Loss:0.0015013, Val MRR:0.45377, ice14ws_128
2023-05-14 10:32:23,503 - ice14ws_128 - [INFO] - [E:251| 200]: Train Loss:0.0015017, Val MRR:0.45377, ice14ws_128
2023-05-14 10:34:04,677 - ice14ws_128 - [INFO] - [E:251| 300]: Train Loss:0.0015019, Val MRR:0.45377, ice14ws_128
2023-05-14 10:35:45,773 - ice14ws_128 - [INFO] - [E:251| 400]: Train Loss:0.0015019, Val MRR:0.45377, ice14ws_128
2023-05-14 10:37:26,905 - ice14ws_128 - [INFO] - [E:251| 500]: Train Loss:0.0015022, Val MRR:0.45377, ice14ws_128
2023-05-14 10:39:08,044 - ice14ws_128 - [INFO] - [E:251| 600]: Train Loss:0.0015021, Val MRR:0.45377, ice14ws_128
2023-05-14 10:40:38,927 - ice14ws_128 - [INFO] - [E:251| 700]: Train Loss:0.001502, Val MRR:0.45377, ice14ws_128
2023-05-14 10:42:20,100 - ice14ws_128 - [INFO] - [E:251| 800]: Train Loss:0.0015021, Val MRR:0.45377, ice14ws_128
2023-05-14 10:44:01,109 - ice14ws_128 - [INFO] - [E:251| 900]: Train Loss:0.0015021, Val MRR:0.45377, ice14ws_128
2023-05-14 10:45:12,205 - ice14ws_128 - [INFO] - [Epoch:251]: Training Loss:0.001502
2023-05-14 10:45:12,602 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 10:45:35,687 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 10:45:58,102 - ice14ws_128 - [INFO] - [Evaluating Epoch 251 valid]:
MRR: Tail : 0.47809, Head : 0.42549, Avg : 0.45179
2023-05-14 10:45:58,102 - ice14ws_128 - [INFO] - [Epoch 251]: Training Loss: 0.0015022, Valid MRR: 0.45377,
2023-05-14 10:45:58,904 - ice14ws_128 - [INFO] - [E:252| 0]: Train Loss:0.0015006, Val MRR:0.45377, ice14ws_128
2023-05-14 10:47:38,244 - ice14ws_128 - [INFO] - [E:252| 100]: Train Loss:0.0015013, Val MRR:0.45377, ice14ws_128
2023-05-14 10:49:10,831 - ice14ws_128 - [INFO] - [E:252| 200]: Train Loss:0.0015021, Val MRR:0.45377, ice14ws_128
2023-05-14 10:50:51,527 - ice14ws_128 - [INFO] - [E:252| 300]: Train Loss:0.0015018, Val MRR:0.45377, ice14ws_128
2023-05-14 10:52:32,272 - ice14ws_128 - [INFO] - [E:252| 400]: Train Loss:0.0015016, Val MRR:0.45377, ice14ws_128
2023-05-14 10:54:13,170 - ice14ws_128 - [INFO] - [E:252| 500]: Train Loss:0.0015017, Val MRR:0.45377, ice14ws_128
2023-05-14 10:55:45,870 - ice14ws_128 - [INFO] - [E:252| 600]: Train Loss:0.0015017, Val MRR:0.45377, ice14ws_128
2023-05-14 10:57:24,347 - ice14ws_128 - [INFO] - [E:252| 700]: Train Loss:0.0015018, Val MRR:0.45377, ice14ws_128
2023-05-14 10:59:05,619 - ice14ws_128 - [INFO] - [E:252| 800]: Train Loss:0.0015018, Val MRR:0.45377, ice14ws_128
2023-05-14 11:00:46,412 - ice14ws_128 - [INFO] - [E:252| 900]: Train Loss:0.0015018, Val MRR:0.45377, ice14ws_128
2023-05-14 11:01:57,254 - ice14ws_128 - [INFO] - [Epoch:252]: Training Loss:0.001502
2023-05-14 11:01:57,521 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 11:02:20,060 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 11:02:42,419 - ice14ws_128 - [INFO] - [Evaluating Epoch 252 valid]:
MRR: Tail : 0.47866, Head : 0.42463, Avg : 0.45165
2023-05-14 11:02:42,419 - ice14ws_128 - [INFO] - [Epoch 252]: Training Loss: 0.001502, Valid MRR: 0.45377,
2023-05-14 11:02:43,195 - ice14ws_128 - [INFO] - [E:253| 0]: Train Loss:0.001499, Val MRR:0.45377, ice14ws_128
2023-05-14 11:04:13,963 - ice14ws_128 - [INFO] - [E:253| 100]: Train Loss:0.0015013, Val MRR:0.45377, ice14ws_128
2023-05-14 11:05:55,043 - ice14ws_128 - [INFO] - [E:253| 200]: Train Loss:0.0015019, Val MRR:0.45377, ice14ws_128
2023-05-14 11:07:35,900 - ice14ws_128 - [INFO] - [E:253| 300]: Train Loss:0.0015017, Val MRR:0.45377, ice14ws_128
2023-05-14 11:09:16,563 - ice14ws_128 - [INFO] - [E:253| 400]: Train Loss:0.0015019, Val MRR:0.45377, ice14ws_128
2023-05-14 11:10:57,523 - ice14ws_128 - [INFO] - [E:253| 500]: Train Loss:0.0015019, Val MRR:0.45377, ice14ws_128
2023-05-14 11:12:30,321 - ice14ws_128 - [INFO] - [E:253| 600]: Train Loss:0.0015018, Val MRR:0.45377, ice14ws_128
2023-05-14 11:14:11,440 - ice14ws_128 - [INFO] - [E:253| 700]: Train Loss:0.0015019, Val MRR:0.45377, ice14ws_128
2023-05-14 11:15:52,575 - ice14ws_128 - [INFO] - [E:253| 800]: Train Loss:0.001502, Val MRR:0.45377, ice14ws_128
2023-05-14 11:17:33,687 - ice14ws_128 - [INFO] - [E:253| 900]: Train Loss:0.001502, Val MRR:0.45377, ice14ws_128
2023-05-14 11:18:44,771 - ice14ws_128 - [INFO] - [Epoch:253]: Training Loss:0.001502
2023-05-14 11:18:45,169 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 11:19:07,764 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 11:19:27,249 - ice14ws_128 - [INFO] - [Evaluating Epoch 253 valid]:
MRR: Tail : 0.4808, Head : 0.42504, Avg : 0.45292
2023-05-14 11:19:27,249 - ice14ws_128 - [INFO] - [Epoch 253]: Training Loss: 0.001502, Valid MRR: 0.45377,
2023-05-14 11:19:27,897 - ice14ws_128 - [INFO] - [E:254| 0]: Train Loss:0.0014912, Val MRR:0.45377, ice14ws_128
2023-05-14 11:21:00,838 - ice14ws_128 - [INFO] - [E:254| 100]: Train Loss:0.0015014, Val MRR:0.45377, ice14ws_128
2023-05-14 11:22:41,812 - ice14ws_128 - [INFO] - [E:254| 200]: Train Loss:0.0015023, Val MRR:0.45377, ice14ws_128
2023-05-14 11:24:23,085 - ice14ws_128 - [INFO] - [E:254| 300]: Train Loss:0.0015022, Val MRR:0.45377, ice14ws_128
2023-05-14 11:26:03,871 - ice14ws_128 - [INFO] - [E:254| 400]: Train Loss:0.0015019, Val MRR:0.45377, ice14ws_128
2023-05-14 11:27:36,318 - ice14ws_128 - [INFO] - [E:254| 500]: Train Loss:0.0015019, Val MRR:0.45377, ice14ws_128
2023-05-14 11:29:15,564 - ice14ws_128 - [INFO] - [E:254| 600]: Train Loss:0.001502, Val MRR:0.45377, ice14ws_128
2023-05-14 11:30:56,480 - ice14ws_128 - [INFO] - [E:254| 700]: Train Loss:0.0015018, Val MRR:0.45377, ice14ws_128
2023-05-14 11:32:37,424 - ice14ws_128 - [INFO] - [E:254| 800]: Train Loss:0.0015018, Val MRR:0.45377, ice14ws_128
2023-05-14 11:34:18,487 - ice14ws_128 - [INFO] - [E:254| 900]: Train Loss:0.0015018, Val MRR:0.45377, ice14ws_128
2023-05-14 11:35:24,966 - ice14ws_128 - [INFO] - [Epoch:254]: Training Loss:0.001502
2023-05-14 11:35:25,183 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 11:35:41,822 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 11:36:03,812 - ice14ws_128 - [INFO] - [Evaluating Epoch 254 valid]:
MRR: Tail : 0.47915, Head : 0.42432, Avg : 0.45173
2023-05-14 11:36:03,812 - ice14ws_128 - [INFO] - [Epoch 254]: Training Loss: 0.0015019, Valid MRR: 0.45377,
2023-05-14 11:36:04,888 - ice14ws_128 - [INFO] - [E:255| 0]: Train Loss:0.0015042, Val MRR:0.45377, ice14ws_128
2023-05-14 11:37:46,001 - ice14ws_128 - [INFO] - [E:255| 100]: Train Loss:0.0015015, Val MRR:0.45377, ice14ws_128
2023-05-14 11:39:27,191 - ice14ws_128 - [INFO] - [E:255| 200]: Train Loss:0.0015011, Val MRR:0.45377, ice14ws_128
2023-05-14 11:41:08,357 - ice14ws_128 - [INFO] - [E:255| 300]: Train Loss:0.0015014, Val MRR:0.45377, ice14ws_128
2023-05-14 11:42:49,538 - ice14ws_128 - [INFO] - [E:255| 400]: Train Loss:0.0015014, Val MRR:0.45377, ice14ws_128
2023-05-14 11:44:20,115 - ice14ws_128 - [INFO] - [E:255| 500]: Train Loss:0.0015013, Val MRR:0.45377, ice14ws_128
2023-05-14 11:46:01,273 - ice14ws_128 - [INFO] - [E:255| 600]: Train Loss:0.0015016, Val MRR:0.45377, ice14ws_128
2023-05-14 11:47:42,342 - ice14ws_128 - [INFO] - [E:255| 700]: Train Loss:0.0015014, Val MRR:0.45377, ice14ws_128
2023-05-14 11:49:23,298 - ice14ws_128 - [INFO] - [E:255| 800]: Train Loss:0.0015016, Val MRR:0.45377, ice14ws_128
2023-05-14 11:51:04,289 - ice14ws_128 - [INFO] - [E:255| 900]: Train Loss:0.0015016, Val MRR:0.45377, ice14ws_128
2023-05-14 11:52:04,970 - ice14ws_128 - [INFO] - [Epoch:255]: Training Loss:0.001502
2023-05-14 11:52:05,235 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 11:52:27,818 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 11:52:50,182 - ice14ws_128 - [INFO] - [Evaluating Epoch 255 valid]:
MRR: Tail : 0.47949, Head : 0.42265, Avg : 0.45107
2023-05-14 11:52:50,182 - ice14ws_128 - [INFO] - [Epoch 255]: Training Loss: 0.0015018, Valid MRR: 0.45377,
2023-05-14 11:52:50,962 - ice14ws_128 - [INFO] - [E:256| 0]: Train Loss:0.0015052, Val MRR:0.45377, ice14ws_128
2023-05-14 11:54:32,166 - ice14ws_128 - [INFO] - [E:256| 100]: Train Loss:0.0015016, Val MRR:0.45377, ice14ws_128
2023-05-14 11:56:15,802 - ice14ws_128 - [INFO] - [E:256| 200]: Train Loss:0.0015014, Val MRR:0.45377, ice14ws_128
2023-05-14 11:57:57,174 - ice14ws_128 - [INFO] - [E:256| 300]: Train Loss:0.0015015, Val MRR:0.45377, ice14ws_128
2023-05-14 11:59:28,043 - ice14ws_128 - [INFO] - [E:256| 400]: Train Loss:0.0015014, Val MRR:0.45377, ice14ws_128
2023-05-14 12:01:08,626 - ice14ws_128 - [INFO] - [E:256| 500]: Train Loss:0.0015014, Val MRR:0.45377, ice14ws_128
2023-05-14 12:02:49,508 - ice14ws_128 - [INFO] - [E:256| 600]: Train Loss:0.0015014, Val MRR:0.45377, ice14ws_128
2023-05-14 12:04:30,645 - ice14ws_128 - [INFO] - [E:256| 700]: Train Loss:0.0015015, Val MRR:0.45377, ice14ws_128
2023-05-14 12:06:11,619 - ice14ws_128 - [INFO] - [E:256| 800]: Train Loss:0.0015015, Val MRR:0.45377, ice14ws_128
2023-05-14 12:07:42,475 - ice14ws_128 - [INFO] - [E:256| 900]: Train Loss:0.0015014, Val MRR:0.45377, ice14ws_128
2023-05-14 12:08:53,372 - ice14ws_128 - [INFO] - [Epoch:256]: Training Loss:0.001501
2023-05-14 12:08:53,767 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 12:09:16,400 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 12:09:38,473 - ice14ws_128 - [INFO] - [Evaluating Epoch 256 valid]:
MRR: Tail : 0.48273, Head : 0.42805, Avg : 0.45539
2023-05-14 12:09:39,737 - ice14ws_128 - [INFO] - [Epoch 256]: Training Loss: 0.0015015, Valid MRR: 0.45539,
2023-05-14 12:09:40,682 - ice14ws_128 - [INFO] - [E:257| 0]: Train Loss:0.0015079, Val MRR:0.45539, ice14ws_128
2023-05-14 12:11:21,826 - ice14ws_128 - [INFO] - [E:257| 100]: Train Loss:0.0014998, Val MRR:0.45539, ice14ws_128
2023-05-14 12:13:02,771 - ice14ws_128 - [INFO] - [E:257| 200]: Train Loss:0.0015007, Val MRR:0.45539, ice14ws_128
2023-05-14 12:14:43,807 - ice14ws_128 - [INFO] - [E:257| 300]: Train Loss:0.001501, Val MRR:0.45539, ice14ws_128
2023-05-14 12:16:14,689 - ice14ws_128 - [INFO] - [E:257| 400]: Train Loss:0.0015011, Val MRR:0.45539, ice14ws_128
2023-05-14 12:17:55,936 - ice14ws_128 - [INFO] - [E:257| 500]: Train Loss:0.0015012, Val MRR:0.45539, ice14ws_128
2023-05-14 12:19:37,130 - ice14ws_128 - [INFO] - [E:257| 600]: Train Loss:0.0015014, Val MRR:0.45539, ice14ws_128
2023-05-14 12:21:18,268 - ice14ws_128 - [INFO] - [E:257| 700]: Train Loss:0.0015015, Val MRR:0.45539, ice14ws_128
2023-05-14 12:22:55,922 - ice14ws_128 - [INFO] - [E:257| 800]: Train Loss:0.0015016, Val MRR:0.45539, ice14ws_128
2023-05-14 12:24:29,733 - ice14ws_128 - [INFO] - [E:257| 900]: Train Loss:0.0015016, Val MRR:0.45539, ice14ws_128
2023-05-14 12:25:40,820 - ice14ws_128 - [INFO] - [Epoch:257]: Training Loss:0.001502
2023-05-14 12:25:41,337 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 12:26:03,750 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 12:26:25,840 - ice14ws_128 - [INFO] - [Evaluating Epoch 257 valid]:
MRR: Tail : 0.4811, Head : 0.42725, Avg : 0.45418
2023-05-14 12:26:25,841 - ice14ws_128 - [INFO] - [Epoch 257]: Training Loss: 0.0015016, Valid MRR: 0.45539,
2023-05-14 12:26:26,905 - ice14ws_128 - [INFO] - [E:258| 0]: Train Loss:0.0014918, Val MRR:0.45539, ice14ws_128
2023-05-14 12:28:07,612 - ice14ws_128 - [INFO] - [E:258| 100]: Train Loss:0.0014999, Val MRR:0.45539, ice14ws_128
2023-05-14 12:29:48,077 - ice14ws_128 - [INFO] - [E:258| 200]: Train Loss:0.0015007, Val MRR:0.45539, ice14ws_128
2023-05-14 12:31:18,443 - ice14ws_128 - [INFO] - [E:258| 300]: Train Loss:0.0015011, Val MRR:0.45539, ice14ws_128
2023-05-14 12:32:59,585 - ice14ws_128 - [INFO] - [E:258| 400]: Train Loss:0.0015009, Val MRR:0.45539, ice14ws_128
2023-05-14 12:34:40,813 - ice14ws_128 - [INFO] - [E:258| 500]: Train Loss:0.0015011, Val MRR:0.45539, ice14ws_128
2023-05-14 12:36:22,023 - ice14ws_128 - [INFO] - [E:258| 600]: Train Loss:0.0015012, Val MRR:0.45539, ice14ws_128
2023-05-14 12:38:02,592 - ice14ws_128 - [INFO] - [E:258| 700]: Train Loss:0.0015011, Val MRR:0.45539, ice14ws_128
2023-05-14 12:39:35,593 - ice14ws_128 - [INFO] - [E:258| 800]: Train Loss:0.001501, Val MRR:0.45539, ice14ws_128
2023-05-14 12:41:16,504 - ice14ws_128 - [INFO] - [E:258| 900]: Train Loss:0.0015011, Val MRR:0.45539, ice14ws_128
2023-05-14 12:42:27,620 - ice14ws_128 - [INFO] - [Epoch:258]: Training Loss:0.001501
2023-05-14 12:42:28,139 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 12:42:50,498 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 12:43:12,823 - ice14ws_128 - [INFO] - [Evaluating Epoch 258 valid]:
MRR: Tail : 0.47498, Head : 0.42036, Avg : 0.44767
2023-05-14 12:43:12,823 - ice14ws_128 - [INFO] - [Epoch 258]: Training Loss: 0.0015012, Valid MRR: 0.45539,
2023-05-14 12:43:13,927 - ice14ws_128 - [INFO] - [E:259| 0]: Train Loss:0.0014948, Val MRR:0.45539, ice14ws_128
2023-05-14 12:44:54,809 - ice14ws_128 - [INFO] - [E:259| 100]: Train Loss:0.0015015, Val MRR:0.45539, ice14ws_128
2023-05-14 12:46:35,921 - ice14ws_128 - [INFO] - [E:259| 200]: Train Loss:0.0015008, Val MRR:0.45539, ice14ws_128
2023-05-14 12:48:06,513 - ice14ws_128 - [INFO] - [E:259| 300]: Train Loss:0.0015012, Val MRR:0.45539, ice14ws_128
2023-05-14 12:49:47,542 - ice14ws_128 - [INFO] - [E:259| 400]: Train Loss:0.0015013, Val MRR:0.45539, ice14ws_128
2023-05-14 12:51:28,533 - ice14ws_128 - [INFO] - [E:259| 500]: Train Loss:0.0015011, Val MRR:0.45539, ice14ws_128
2023-05-14 12:53:09,643 - ice14ws_128 - [INFO] - [E:259| 600]: Train Loss:0.001501, Val MRR:0.45539, ice14ws_128
2023-05-14 12:54:46,596 - ice14ws_128 - [INFO] - [E:259| 700]: Train Loss:0.0015011, Val MRR:0.45539, ice14ws_128
2023-05-14 12:56:21,257 - ice14ws_128 - [INFO] - [E:259| 800]: Train Loss:0.0015011, Val MRR:0.45539, ice14ws_128
2023-05-14 12:58:02,100 - ice14ws_128 - [INFO] - [E:259| 900]: Train Loss:0.0015011, Val MRR:0.45539, ice14ws_128
2023-05-14 12:59:13,262 - ice14ws_128 - [INFO] - [Epoch:259]: Training Loss:0.001501
2023-05-14 12:59:13,780 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 12:59:36,195 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 12:59:58,203 - ice14ws_128 - [INFO] - [Evaluating Epoch 259 valid]:
MRR: Tail : 0.47871, Head : 0.42389, Avg : 0.4513
MR: Tail : 617.24, Head : 705.74, Avg : 661.49
Hit-1: Tail : 0.39616, Head : 0.34215, Avg : 0.36916
Hit-3: Tail : 0.52482, Head : 0.46231, Avg : 0.49357
Hit-10: Tail : 0.63454, Head : 0.58017, Avg : 0.60736
2023-05-14 12:59:58,203 - ice14ws_128 - [INFO] - [Epoch 259]: Training Loss: 0.0015012, Valid MRR: 0.45539,
2023-05-14 12:59:59,267 - ice14ws_128 - [INFO] - [E:260| 0]: Train Loss:0.0015014, Val MRR:0.45539, ice14ws_128
2023-05-14 13:01:40,292 - ice14ws_128 - [INFO] - [E:260| 100]: Train Loss:0.0015016, Val MRR:0.45539, ice14ws_128
2023-05-14 13:03:11,129 - ice14ws_128 - [INFO] - [E:260| 200]: Train Loss:0.001501, Val MRR:0.45539, ice14ws_128
2023-05-14 13:04:52,407 - ice14ws_128 - [INFO] - [E:260| 300]: Train Loss:0.001501, Val MRR:0.45539, ice14ws_128
2023-05-14 13:06:33,569 - ice14ws_128 - [INFO] - [E:260| 400]: Train Loss:0.0015007, Val MRR:0.45539, ice14ws_128
2023-05-14 13:08:14,831 - ice14ws_128 - [INFO] - [E:260| 500]: Train Loss:0.0015004, Val MRR:0.45539, ice14ws_128
2023-05-14 13:09:56,096 - ice14ws_128 - [INFO] - [E:260| 600]: Train Loss:0.0015005, Val MRR:0.45539, ice14ws_128
2023-05-14 13:11:26,857 - ice14ws_128 - [INFO] - [E:260| 700]: Train Loss:0.0015007, Val MRR:0.45539, ice14ws_128
2023-05-14 13:13:07,885 - ice14ws_128 - [INFO] - [E:260| 800]: Train Loss:0.0015007, Val MRR:0.45539, ice14ws_128
2023-05-14 13:14:49,036 - ice14ws_128 - [INFO] - [E:260| 900]: Train Loss:0.0015008, Val MRR:0.45539, ice14ws_128
2023-05-14 13:16:00,177 - ice14ws_128 - [INFO] - [Epoch:260]: Training Loss:0.001501
2023-05-14 13:16:00,702 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 13:16:23,079 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 13:16:45,109 - ice14ws_128 - [INFO] - [Evaluating Epoch 260 valid]:
MRR: Tail : 0.47896, Head : 0.42143, Avg : 0.4502
2023-05-14 13:16:45,109 - ice14ws_128 - [INFO] - [Epoch 260]: Training Loss: 0.0015008, Valid MRR: 0.45539,
2023-05-14 13:16:46,171 - ice14ws_128 - [INFO] - [E:261| 0]: Train Loss:0.0015061, Val MRR:0.45539, ice14ws_128
2023-05-14 13:18:24,849 - ice14ws_128 - [INFO] - [E:261| 100]: Train Loss:0.0015001, Val MRR:0.45539, ice14ws_128
2023-05-14 13:19:57,914 - ice14ws_128 - [INFO] - [E:261| 200]: Train Loss:0.0015002, Val MRR:0.45539, ice14ws_128
2023-05-14 13:21:39,034 - ice14ws_128 - [INFO] - [E:261| 300]: Train Loss:0.0015002, Val MRR:0.45539, ice14ws_128
2023-05-14 13:23:22,467 - ice14ws_128 - [INFO] - [E:261| 400]: Train Loss:0.0015006, Val MRR:0.45539, ice14ws_128
2023-05-14 13:25:03,589 - ice14ws_128 - [INFO] - [E:261| 500]: Train Loss:0.0015007, Val MRR:0.45539, ice14ws_128
2023-05-14 13:26:37,519 - ice14ws_128 - [INFO] - [E:261| 600]: Train Loss:0.0015007, Val MRR:0.45539, ice14ws_128
2023-05-14 13:28:15,174 - ice14ws_128 - [INFO] - [E:261| 700]: Train Loss:0.0015008, Val MRR:0.45539, ice14ws_128
2023-05-14 13:29:56,347 - ice14ws_128 - [INFO] - [E:261| 800]: Train Loss:0.0015009, Val MRR:0.45539, ice14ws_128
2023-05-14 13:31:37,524 - ice14ws_128 - [INFO] - [E:261| 900]: Train Loss:0.0015011, Val MRR:0.45539, ice14ws_128
2023-05-14 13:32:48,744 - ice14ws_128 - [INFO] - [Epoch:261]: Training Loss:0.001501
2023-05-14 13:32:49,267 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 13:33:11,656 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 13:33:33,697 - ice14ws_128 - [INFO] - [Evaluating Epoch 261 valid]:
MRR: Tail : 0.48085, Head : 0.42422, Avg : 0.45253
2023-05-14 13:33:33,697 - ice14ws_128 - [INFO] - [Epoch 261]: Training Loss: 0.001501, Valid MRR: 0.45539,
2023-05-14 13:33:34,760 - ice14ws_128 - [INFO] - [E:262| 0]: Train Loss:0.0015086, Val MRR:0.45539, ice14ws_128
2023-05-14 13:35:05,430 - ice14ws_128 - [INFO] - [E:262| 100]: Train Loss:0.0015002, Val MRR:0.45539, ice14ws_128
2023-05-14 13:36:46,624 - ice14ws_128 - [INFO] - [E:262| 200]: Train Loss:0.0015005, Val MRR:0.45539, ice14ws_128
2023-05-14 13:38:27,963 - ice14ws_128 - [INFO] - [E:262| 300]: Train Loss:0.0015005, Val MRR:0.45539, ice14ws_128
2023-05-14 13:40:08,945 - ice14ws_128 - [INFO] - [E:262| 400]: Train Loss:0.0015004, Val MRR:0.45539, ice14ws_128
2023-05-14 13:41:50,010 - ice14ws_128 - [INFO] - [E:262| 500]: Train Loss:0.0015002, Val MRR:0.45539, ice14ws_128
2023-05-14 13:43:20,790 - ice14ws_128 - [INFO] - [E:262| 600]: Train Loss:0.0015004, Val MRR:0.45539, ice14ws_128
2023-05-14 13:45:01,635 - ice14ws_128 - [INFO] - [E:262| 700]: Train Loss:0.0015005, Val MRR:0.45539, ice14ws_128
2023-05-14 13:46:42,780 - ice14ws_128 - [INFO] - [E:262| 800]: Train Loss:0.0015005, Val MRR:0.45539, ice14ws_128
2023-05-14 13:48:23,838 - ice14ws_128 - [INFO] - [E:262| 900]: Train Loss:0.0015006, Val MRR:0.45539, ice14ws_128
2023-05-14 13:49:35,033 - ice14ws_128 - [INFO] - [Epoch:262]: Training Loss:0.001501
2023-05-14 13:49:35,424 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 13:49:57,737 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 13:50:16,084 - ice14ws_128 - [INFO] - [Evaluating Epoch 262 valid]:
MRR: Tail : 0.48028, Head : 0.42527, Avg : 0.45277
2023-05-14 13:50:16,084 - ice14ws_128 - [INFO] - [Epoch 262]: Training Loss: 0.0015007, Valid MRR: 0.45539,
2023-05-14 13:50:16,734 - ice14ws_128 - [INFO] - [E:263| 0]: Train Loss:0.0015055, Val MRR:0.45539, ice14ws_128
2023-05-14 13:51:51,354 - ice14ws_128 - [INFO] - [E:263| 100]: Train Loss:0.0015011, Val MRR:0.45539, ice14ws_128
2023-05-14 13:53:32,557 - ice14ws_128 - [INFO] - [E:263| 200]: Train Loss:0.0015006, Val MRR:0.45539, ice14ws_128
2023-05-14 13:55:13,610 - ice14ws_128 - [INFO] - [E:263| 300]: Train Loss:0.0015004, Val MRR:0.45539, ice14ws_128
2023-05-14 13:56:54,744 - ice14ws_128 - [INFO] - [E:263| 400]: Train Loss:0.0015005, Val MRR:0.45539, ice14ws_128
2023-05-14 13:58:25,704 - ice14ws_128 - [INFO] - [E:263| 500]: Train Loss:0.0015007, Val MRR:0.45539, ice14ws_128
2023-05-14 14:00:06,905 - ice14ws_128 - [INFO] - [E:263| 600]: Train Loss:0.0015007, Val MRR:0.45539, ice14ws_128
2023-05-14 14:01:48,155 - ice14ws_128 - [INFO] - [E:263| 700]: Train Loss:0.0015008, Val MRR:0.45539, ice14ws_128
2023-05-14 14:03:29,521 - ice14ws_128 - [INFO] - [E:263| 800]: Train Loss:0.0015006, Val MRR:0.45539, ice14ws_128
2023-05-14 14:05:10,823 - ice14ws_128 - [INFO] - [E:263| 900]: Train Loss:0.0015006, Val MRR:0.45539, ice14ws_128
2023-05-14 14:06:14,622 - ice14ws_128 - [INFO] - [Epoch:263]: Training Loss:0.001501
2023-05-14 14:06:14,839 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 14:06:34,142 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 14:06:59,519 - ice14ws_128 - [INFO] - [Evaluating Epoch 263 valid]:
MRR: Tail : 0.47993, Head : 0.42238, Avg : 0.45116
2023-05-14 14:06:59,519 - ice14ws_128 - [INFO] - [Epoch 263]: Training Loss: 0.0015006, Valid MRR: 0.45539,
2023-05-14 14:07:00,581 - ice14ws_128 - [INFO] - [E:264| 0]: Train Loss:0.0014885, Val MRR:0.45539, ice14ws_128
2023-05-14 14:08:41,866 - ice14ws_128 - [INFO] - [E:264| 100]: Train Loss:0.0015009, Val MRR:0.45539, ice14ws_128
2023-05-14 14:10:22,918 - ice14ws_128 - [INFO] - [E:264| 200]: Train Loss:0.0015007, Val MRR:0.45539, ice14ws_128
2023-05-14 14:12:03,988 - ice14ws_128 - [INFO] - [E:264| 300]: Train Loss:0.0015003, Val MRR:0.45539, ice14ws_128
2023-05-14 14:13:45,123 - ice14ws_128 - [INFO] - [E:264| 400]: Train Loss:0.0015005, Val MRR:0.45539, ice14ws_128
2023-05-14 14:15:15,702 - ice14ws_128 - [INFO] - [E:264| 500]: Train Loss:0.0015007, Val MRR:0.45539, ice14ws_128
2023-05-14 14:16:56,811 - ice14ws_128 - [INFO] - [E:264| 600]: Train Loss:0.0015006, Val MRR:0.45539, ice14ws_128
2023-05-14 14:18:37,777 - ice14ws_128 - [INFO] - [E:264| 700]: Train Loss:0.0015008, Val MRR:0.45539, ice14ws_128
2023-05-14 14:20:18,826 - ice14ws_128 - [INFO] - [E:264| 800]: Train Loss:0.0015008, Val MRR:0.45539, ice14ws_128
2023-05-14 14:21:59,686 - ice14ws_128 - [INFO] - [E:264| 900]: Train Loss:0.0015007, Val MRR:0.45539, ice14ws_128
2023-05-14 14:23:00,448 - ice14ws_128 - [INFO] - [Epoch:264]: Training Loss:0.001501
2023-05-14 14:23:00,966 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 14:23:23,285 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 14:23:45,316 - ice14ws_128 - [INFO] - [Evaluating Epoch 264 valid]:
MRR: Tail : 0.48125, Head : 0.42539, Avg : 0.45332
2023-05-14 14:23:45,316 - ice14ws_128 - [INFO] - [Epoch 264]: Training Loss: 0.0015008, Valid MRR: 0.45539,
2023-05-14 14:23:46,385 - ice14ws_128 - [INFO] - [E:265| 0]: Train Loss:0.0014884, Val MRR:0.45539, ice14ws_128
2023-05-14 14:25:27,416 - ice14ws_128 - [INFO] - [E:265| 100]: Train Loss:0.0015008, Val MRR:0.45539, ice14ws_128
2023-05-14 14:27:08,434 - ice14ws_128 - [INFO] - [E:265| 200]: Train Loss:0.0015007, Val MRR:0.45539, ice14ws_128
2023-05-14 14:28:49,257 - ice14ws_128 - [INFO] - [E:265| 300]: Train Loss:0.0015006, Val MRR:0.45539, ice14ws_128
2023-05-14 14:30:19,854 - ice14ws_128 - [INFO] - [E:265| 400]: Train Loss:0.0015005, Val MRR:0.45539, ice14ws_128
2023-05-14 14:32:01,162 - ice14ws_128 - [INFO] - [E:265| 500]: Train Loss:0.0015004, Val MRR:0.45539, ice14ws_128
2023-05-14 14:33:41,993 - ice14ws_128 - [INFO] - [E:265| 600]: Train Loss:0.0015003, Val MRR:0.45539, ice14ws_128
2023-05-14 14:35:23,109 - ice14ws_128 - [INFO] - [E:265| 700]: Train Loss:0.0015003, Val MRR:0.45539, ice14ws_128
2023-05-14 14:37:04,207 - ice14ws_128 - [INFO] - [E:265| 800]: Train Loss:0.0015003, Val MRR:0.45539, ice14ws_128
2023-05-14 14:38:34,937 - ice14ws_128 - [INFO] - [E:265| 900]: Train Loss:0.0015003, Val MRR:0.45539, ice14ws_128
2023-05-14 14:39:46,075 - ice14ws_128 - [INFO] - [Epoch:265]: Training Loss:0.0015
2023-05-14 14:39:46,470 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 14:40:09,256 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 14:40:31,325 - ice14ws_128 - [INFO] - [Evaluating Epoch 265 valid]:
MRR: Tail : 0.48096, Head : 0.42126, Avg : 0.45111
2023-05-14 14:40:31,325 - ice14ws_128 - [INFO] - [Epoch 265]: Training Loss: 0.0015004, Valid MRR: 0.45539,
2023-05-14 14:40:32,389 - ice14ws_128 - [INFO] - [E:266| 0]: Train Loss:0.0015042, Val MRR:0.45539, ice14ws_128
2023-05-14 14:42:13,595 - ice14ws_128 - [INFO] - [E:266| 100]: Train Loss:0.0015014, Val MRR:0.45539, ice14ws_128
2023-05-14 14:43:54,774 - ice14ws_128 - [INFO] - [E:266| 200]: Train Loss:0.0015011, Val MRR:0.45539, ice14ws_128
2023-05-14 14:45:35,914 - ice14ws_128 - [INFO] - [E:266| 300]: Train Loss:0.0015004, Val MRR:0.45539, ice14ws_128
2023-05-14 14:47:06,499 - ice14ws_128 - [INFO] - [E:266| 400]: Train Loss:0.0015004, Val MRR:0.45539, ice14ws_128
2023-05-14 14:48:47,330 - ice14ws_128 - [INFO] - [E:266| 500]: Train Loss:0.0015005, Val MRR:0.45539, ice14ws_128
2023-05-14 14:50:28,979 - ice14ws_128 - [INFO] - [E:266| 600]: Train Loss:0.0015004, Val MRR:0.45539, ice14ws_128
2023-05-14 14:52:11,069 - ice14ws_128 - [INFO] - [E:266| 700]: Train Loss:0.0015005, Val MRR:0.45539, ice14ws_128
2023-05-14 14:53:49,283 - ice14ws_128 - [INFO] - [E:266| 800]: Train Loss:0.0015006, Val MRR:0.45539, ice14ws_128
2023-05-14 14:55:22,630 - ice14ws_128 - [INFO] - [E:266| 900]: Train Loss:0.0015004, Val MRR:0.45539, ice14ws_128
2023-05-14 14:56:33,621 - ice14ws_128 - [INFO] - [Epoch:266]: Training Loss:0.0015
2023-05-14 14:56:33,887 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 14:56:56,267 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 14:57:18,506 - ice14ws_128 - [INFO] - [Evaluating Epoch 266 valid]:
MRR: Tail : 0.47981, Head : 0.42413, Avg : 0.45197
2023-05-14 14:57:18,506 - ice14ws_128 - [INFO] - [Epoch 266]: Training Loss: 0.0015004, Valid MRR: 0.45539,
2023-05-14 14:57:19,606 - ice14ws_128 - [INFO] - [E:267| 0]: Train Loss:0.0014912, Val MRR:0.45539, ice14ws_128
2023-05-14 14:59:00,356 - ice14ws_128 - [INFO] - [E:267| 100]: Train Loss:0.001499, Val MRR:0.45539, ice14ws_128
2023-05-14 15:00:41,026 - ice14ws_128 - [INFO] - [E:267| 200]: Train Loss:0.0014995, Val MRR:0.45539, ice14ws_128
2023-05-14 15:02:11,617 - ice14ws_128 - [INFO] - [E:267| 300]: Train Loss:0.0015, Val MRR:0.45539, ice14ws_128
2023-05-14 15:03:54,163 - ice14ws_128 - [INFO] - [E:267| 400]: Train Loss:0.0014996, Val MRR:0.45539, ice14ws_128
2023-05-14 15:05:35,288 - ice14ws_128 - [INFO] - [E:267| 500]: Train Loss:0.0015, Val MRR:0.45539, ice14ws_128
2023-05-14 15:07:16,290 - ice14ws_128 - [INFO] - [E:267| 600]: Train Loss:0.0014999, Val MRR:0.45539, ice14ws_128
2023-05-14 15:08:57,642 - ice14ws_128 - [INFO] - [E:267| 700]: Train Loss:0.0015, Val MRR:0.45539, ice14ws_128
2023-05-14 15:10:28,061 - ice14ws_128 - [INFO] - [E:267| 800]: Train Loss:0.0015, Val MRR:0.45539, ice14ws_128
2023-05-14 15:12:09,238 - ice14ws_128 - [INFO] - [E:267| 900]: Train Loss:0.0015002, Val MRR:0.45539, ice14ws_128
2023-05-14 15:13:20,535 - ice14ws_128 - [INFO] - [Epoch:267]: Training Loss:0.0015
2023-05-14 15:13:21,055 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 15:13:43,401 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 15:14:05,510 - ice14ws_128 - [INFO] - [Evaluating Epoch 267 valid]:
MRR: Tail : 0.48049, Head : 0.42298, Avg : 0.45174
2023-05-14 15:14:05,510 - ice14ws_128 - [INFO] - [Epoch 267]: Training Loss: 0.0015003, Valid MRR: 0.45539,
2023-05-14 15:14:06,572 - ice14ws_128 - [INFO] - [E:268| 0]: Train Loss:0.001498, Val MRR:0.45539, ice14ws_128
2023-05-14 15:15:47,616 - ice14ws_128 - [INFO] - [E:268| 100]: Train Loss:0.0015005, Val MRR:0.45539, ice14ws_128
2023-05-14 15:17:27,424 - ice14ws_128 - [INFO] - [E:268| 200]: Train Loss:0.0015002, Val MRR:0.45539, ice14ws_128
2023-05-14 15:19:00,197 - ice14ws_128 - [INFO] - [E:268| 300]: Train Loss:0.0015002, Val MRR:0.45539, ice14ws_128
2023-05-14 15:20:41,341 - ice14ws_128 - [INFO] - [E:268| 400]: Train Loss:0.0015003, Val MRR:0.45539, ice14ws_128
2023-05-14 15:22:22,539 - ice14ws_128 - [INFO] - [E:268| 500]: Train Loss:0.0015001, Val MRR:0.45539, ice14ws_128
2023-05-14 15:24:03,744 - ice14ws_128 - [INFO] - [E:268| 600]: Train Loss:0.0015001, Val MRR:0.45539, ice14ws_128
2023-05-14 15:25:35,596 - ice14ws_128 - [INFO] - [E:268| 700]: Train Loss:0.0015002, Val MRR:0.45539, ice14ws_128
2023-05-14 15:27:15,496 - ice14ws_128 - [INFO] - [E:268| 800]: Train Loss:0.0015001, Val MRR:0.45539, ice14ws_128
2023-05-14 15:28:56,452 - ice14ws_128 - [INFO] - [E:268| 900]: Train Loss:0.0015, Val MRR:0.45539, ice14ws_128
2023-05-14 15:30:07,435 - ice14ws_128 - [INFO] - [Epoch:268]: Training Loss:0.0015
2023-05-14 15:30:07,699 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 15:30:30,124 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 15:30:52,356 - ice14ws_128 - [INFO] - [Evaluating Epoch 268 valid]:
MRR: Tail : 0.4773, Head : 0.42401, Avg : 0.45065
2023-05-14 15:30:52,356 - ice14ws_128 - [INFO] - [Epoch 268]: Training Loss: 0.0015, Valid MRR: 0.45539,
2023-05-14 15:30:53,479 - ice14ws_128 - [INFO] - [E:269| 0]: Train Loss:0.001497, Val MRR:0.45539, ice14ws_128
2023-05-14 15:32:34,281 - ice14ws_128 - [INFO] - [E:269| 100]: Train Loss:0.0014988, Val MRR:0.45539, ice14ws_128
2023-05-14 15:34:05,217 - ice14ws_128 - [INFO] - [E:269| 200]: Train Loss:0.0014991, Val MRR:0.45539, ice14ws_128
2023-05-14 15:35:48,794 - ice14ws_128 - [INFO] - [E:269| 300]: Train Loss:0.001499, Val MRR:0.45539, ice14ws_128
2023-05-14 15:37:29,813 - ice14ws_128 - [INFO] - [E:269| 400]: Train Loss:0.0014995, Val MRR:0.45539, ice14ws_128
2023-05-14 15:39:10,984 - ice14ws_128 - [INFO] - [E:269| 500]: Train Loss:0.0014993, Val MRR:0.45539, ice14ws_128
2023-05-14 15:40:52,053 - ice14ws_128 - [INFO] - [E:269| 600]: Train Loss:0.0014992, Val MRR:0.45539, ice14ws_128
2023-05-14 15:42:22,729 - ice14ws_128 - [INFO] - [E:269| 700]: Train Loss:0.0014996, Val MRR:0.45539, ice14ws_128
2023-05-14 15:44:03,770 - ice14ws_128 - [INFO] - [E:269| 800]: Train Loss:0.0014997, Val MRR:0.45539, ice14ws_128
2023-05-14 15:45:44,812 - ice14ws_128 - [INFO] - [E:269| 900]: Train Loss:0.0014997, Val MRR:0.45539, ice14ws_128
2023-05-14 15:46:55,638 - ice14ws_128 - [INFO] - [Epoch:269]: Training Loss:0.0015
2023-05-14 15:46:55,901 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 15:47:18,291 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 15:47:40,570 - ice14ws_128 - [INFO] - [Evaluating Epoch 269 valid]:
MRR: Tail : 0.48003, Head : 0.42545, Avg : 0.45274
MR: Tail : 564.88, Head : 682.25, Avg : 623.56
Hit-1: Tail : 0.39616, Head : 0.34142, Avg : 0.36879
Hit-3: Tail : 0.52421, Head : 0.46778, Avg : 0.49599
Hit-10: Tail : 0.63794, Head : 0.58684, Avg : 0.61239
2023-05-14 15:47:40,570 - ice14ws_128 - [INFO] - [Epoch 269]: Training Loss: 0.0014999, Valid MRR: 0.45539,
2023-05-14 15:47:41,672 - ice14ws_128 - [INFO] - [E:270| 0]: Train Loss:0.0015018, Val MRR:0.45539, ice14ws_128
2023-05-14 15:49:17,940 - ice14ws_128 - [INFO] - [E:270| 100]: Train Loss:0.0015001, Val MRR:0.45539, ice14ws_128
2023-05-14 15:50:53,199 - ice14ws_128 - [INFO] - [E:270| 200]: Train Loss:0.0015002, Val MRR:0.45539, ice14ws_128
2023-05-14 15:52:34,376 - ice14ws_128 - [INFO] - [E:270| 300]: Train Loss:0.0014999, Val MRR:0.45539, ice14ws_128
2023-05-14 15:54:15,526 - ice14ws_128 - [INFO] - [E:270| 400]: Train Loss:0.0014997, Val MRR:0.45539, ice14ws_128
2023-05-14 15:55:56,754 - ice14ws_128 - [INFO] - [E:270| 500]: Train Loss:0.0014996, Val MRR:0.45539, ice14ws_128
2023-05-14 15:57:27,687 - ice14ws_128 - [INFO] - [E:270| 600]: Train Loss:0.0014997, Val MRR:0.45539, ice14ws_128
2023-05-14 15:59:08,696 - ice14ws_128 - [INFO] - [E:270| 700]: Train Loss:0.0014998, Val MRR:0.45539, ice14ws_128
2023-05-14 16:00:50,019 - ice14ws_128 - [INFO] - [E:270| 800]: Train Loss:0.0014999, Val MRR:0.45539, ice14ws_128
2023-05-14 16:02:31,226 - ice14ws_128 - [INFO] - [E:270| 900]: Train Loss:0.0014999, Val MRR:0.45539, ice14ws_128
2023-05-14 16:03:42,316 - ice14ws_128 - [INFO] - [Epoch:270]: Training Loss:0.0015
2023-05-14 16:03:42,660 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 16:04:05,401 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 16:04:27,453 - ice14ws_128 - [INFO] - [Evaluating Epoch 270 valid]:
MRR: Tail : 0.4825, Head : 0.42349, Avg : 0.45299
2023-05-14 16:04:27,453 - ice14ws_128 - [INFO] - [Epoch 270]: Training Loss: 0.0014999, Valid MRR: 0.45539,
2023-05-14 16:04:28,228 - ice14ws_128 - [INFO] - [E:271| 0]: Train Loss:0.001495, Val MRR:0.45539, ice14ws_128
2023-05-14 16:05:59,064 - ice14ws_128 - [INFO] - [E:271| 100]: Train Loss:0.0014986, Val MRR:0.45539, ice14ws_128
2023-05-14 16:07:40,199 - ice14ws_128 - [INFO] - [E:271| 200]: Train Loss:0.0014989, Val MRR:0.45539, ice14ws_128
2023-05-14 16:09:21,300 - ice14ws_128 - [INFO] - [E:271| 300]: Train Loss:0.0014995, Val MRR:0.45539, ice14ws_128
2023-05-14 16:11:02,336 - ice14ws_128 - [INFO] - [E:271| 400]: Train Loss:0.0014993, Val MRR:0.45539, ice14ws_128
2023-05-14 16:12:43,417 - ice14ws_128 - [INFO] - [E:271| 500]: Train Loss:0.0014993, Val MRR:0.45539, ice14ws_128
2023-05-14 16:14:13,795 - ice14ws_128 - [INFO] - [E:271| 600]: Train Loss:0.0014995, Val MRR:0.45539, ice14ws_128
2023-05-14 16:15:54,985 - ice14ws_128 - [INFO] - [E:271| 700]: Train Loss:0.0014996, Val MRR:0.45539, ice14ws_128
2023-05-14 16:17:36,110 - ice14ws_128 - [INFO] - [E:271| 800]: Train Loss:0.0014997, Val MRR:0.45539, ice14ws_128
2023-05-14 16:19:20,036 - ice14ws_128 - [INFO] - [E:271| 900]: Train Loss:0.0014996, Val MRR:0.45539, ice14ws_128
2023-05-14 16:20:31,182 - ice14ws_128 - [INFO] - [Epoch:271]: Training Loss:0.0015
2023-05-14 16:20:31,568 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 16:20:53,942 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 16:21:09,486 - ice14ws_128 - [INFO] - [Evaluating Epoch 271 valid]:
MRR: Tail : 0.482, Head : 0.42418, Avg : 0.45309
2023-05-14 16:21:09,486 - ice14ws_128 - [INFO] - [Epoch 271]: Training Loss: 0.0014997, Valid MRR: 0.45539,
2023-05-14 16:21:10,134 - ice14ws_128 - [INFO] - [E:272| 0]: Train Loss:0.0015029, Val MRR:0.45539, ice14ws_128
2023-05-14 16:22:47,425 - ice14ws_128 - [INFO] - [E:272| 100]: Train Loss:0.0014993, Val MRR:0.45539, ice14ws_128
2023-05-14 16:24:28,449 - ice14ws_128 - [INFO] - [E:272| 200]: Train Loss:0.0014987, Val MRR:0.45539, ice14ws_128
2023-05-14 16:26:09,346 - ice14ws_128 - [INFO] - [E:272| 300]: Train Loss:0.0014991, Val MRR:0.45539, ice14ws_128
2023-05-14 16:27:50,533 - ice14ws_128 - [INFO] - [E:272| 400]: Train Loss:0.0014993, Val MRR:0.45539, ice14ws_128
2023-05-14 16:29:21,200 - ice14ws_128 - [INFO] - [E:272| 500]: Train Loss:0.0014992, Val MRR:0.45539, ice14ws_128
2023-05-14 16:31:02,242 - ice14ws_128 - [INFO] - [E:272| 600]: Train Loss:0.0014992, Val MRR:0.45539, ice14ws_128
2023-05-14 16:32:43,482 - ice14ws_128 - [INFO] - [E:272| 700]: Train Loss:0.0014994, Val MRR:0.45539, ice14ws_128
2023-05-14 16:34:24,687 - ice14ws_128 - [INFO] - [E:272| 800]: Train Loss:0.0014993, Val MRR:0.45539, ice14ws_128
2023-05-14 16:36:05,809 - ice14ws_128 - [INFO] - [E:272| 900]: Train Loss:0.0014994, Val MRR:0.45539, ice14ws_128
2023-05-14 16:37:07,674 - ice14ws_128 - [INFO] - [Epoch:272]: Training Loss:0.001499
2023-05-14 16:37:07,892 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 16:37:29,258 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 16:37:51,588 - ice14ws_128 - [INFO] - [Evaluating Epoch 272 valid]:
MRR: Tail : 0.48128, Head : 0.42073, Avg : 0.45101
2023-05-14 16:37:51,588 - ice14ws_128 - [INFO] - [Epoch 272]: Training Loss: 0.0014994, Valid MRR: 0.45539,
2023-05-14 16:37:52,575 - ice14ws_128 - [INFO] - [E:273| 0]: Train Loss:0.0015001, Val MRR:0.45539, ice14ws_128
2023-05-14 16:39:33,834 - ice14ws_128 - [INFO] - [E:273| 100]: Train Loss:0.0014997, Val MRR:0.45539, ice14ws_128
2023-05-14 16:41:14,726 - ice14ws_128 - [INFO] - [E:273| 200]: Train Loss:0.0014997, Val MRR:0.45539, ice14ws_128
2023-05-14 16:42:55,757 - ice14ws_128 - [INFO] - [E:273| 300]: Train Loss:0.0014996, Val MRR:0.45539, ice14ws_128
2023-05-14 16:44:36,835 - ice14ws_128 - [INFO] - [E:273| 400]: Train Loss:0.0014997, Val MRR:0.45539, ice14ws_128
2023-05-14 16:46:07,071 - ice14ws_128 - [INFO] - [E:273| 500]: Train Loss:0.0014997, Val MRR:0.45539, ice14ws_128
2023-05-14 16:47:48,104 - ice14ws_128 - [INFO] - [E:273| 600]: Train Loss:0.0014996, Val MRR:0.45539, ice14ws_128
2023-05-14 16:49:29,302 - ice14ws_128 - [INFO] - [E:273| 700]: Train Loss:0.0014995, Val MRR:0.45539, ice14ws_128
2023-05-14 16:51:10,431 - ice14ws_128 - [INFO] - [E:273| 800]: Train Loss:0.0014995, Val MRR:0.45539, ice14ws_128
2023-05-14 16:52:47,969 - ice14ws_128 - [INFO] - [E:273| 900]: Train Loss:0.0014995, Val MRR:0.45539, ice14ws_128
2023-05-14 16:53:52,195 - ice14ws_128 - [INFO] - [Epoch:273]: Training Loss:0.0015
2023-05-14 16:53:52,584 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 16:54:14,861 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 16:54:36,930 - ice14ws_128 - [INFO] - [Evaluating Epoch 273 valid]:
MRR: Tail : 0.48362, Head : 0.42264, Avg : 0.45313
2023-05-14 16:54:36,930 - ice14ws_128 - [INFO] - [Epoch 273]: Training Loss: 0.0014995, Valid MRR: 0.45539,
2023-05-14 16:54:37,991 - ice14ws_128 - [INFO] - [E:274| 0]: Train Loss:0.001493, Val MRR:0.45539, ice14ws_128
2023-05-14 16:56:19,176 - ice14ws_128 - [INFO] - [E:274| 100]: Train Loss:0.0014994, Val MRR:0.45539, ice14ws_128
2023-05-14 16:58:00,262 - ice14ws_128 - [INFO] - [E:274| 200]: Train Loss:0.0014987, Val MRR:0.45539, ice14ws_128
2023-05-14 16:59:41,046 - ice14ws_128 - [INFO] - [E:274| 300]: Train Loss:0.0014987, Val MRR:0.45539, ice14ws_128
2023-05-14 17:01:12,043 - ice14ws_128 - [INFO] - [E:274| 400]: Train Loss:0.0014988, Val MRR:0.45539, ice14ws_128
2023-05-14 17:02:55,297 - ice14ws_128 - [INFO] - [E:274| 500]: Train Loss:0.0014987, Val MRR:0.45539, ice14ws_128
2023-05-14 17:04:36,452 - ice14ws_128 - [INFO] - [E:274| 600]: Train Loss:0.001499, Val MRR:0.45539, ice14ws_128
2023-05-14 17:06:17,698 - ice14ws_128 - [INFO] - [E:274| 700]: Train Loss:0.0014991, Val MRR:0.45539, ice14ws_128
2023-05-14 17:07:58,835 - ice14ws_128 - [INFO] - [E:274| 800]: Train Loss:0.0014991, Val MRR:0.45539, ice14ws_128
2023-05-14 17:09:29,614 - ice14ws_128 - [INFO] - [E:274| 900]: Train Loss:0.0014993, Val MRR:0.45539, ice14ws_128
2023-05-14 17:10:40,584 - ice14ws_128 - [INFO] - [Epoch:274]: Training Loss:0.001499
2023-05-14 17:10:40,981 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 17:11:03,617 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 17:11:25,795 - ice14ws_128 - [INFO] - [Evaluating Epoch 274 valid]:
MRR: Tail : 0.48187, Head : 0.42456, Avg : 0.45322
2023-05-14 17:11:25,795 - ice14ws_128 - [INFO] - [Epoch 274]: Training Loss: 0.0014994, Valid MRR: 0.45539,
2023-05-14 17:11:26,615 - ice14ws_128 - [INFO] - [E:275| 0]: Train Loss:0.0014954, Val MRR:0.45539, ice14ws_128
2023-05-14 17:13:07,629 - ice14ws_128 - [INFO] - [E:275| 100]: Train Loss:0.0014978, Val MRR:0.45539, ice14ws_128
2023-05-14 17:14:48,805 - ice14ws_128 - [INFO] - [E:275| 200]: Train Loss:0.0014981, Val MRR:0.45539, ice14ws_128
2023-05-14 17:16:29,949 - ice14ws_128 - [INFO] - [E:275| 300]: Train Loss:0.0014984, Val MRR:0.45539, ice14ws_128
2023-05-14 17:18:00,573 - ice14ws_128 - [INFO] - [E:275| 400]: Train Loss:0.0014986, Val MRR:0.45539, ice14ws_128
2023-05-14 17:19:41,691 - ice14ws_128 - [INFO] - [E:275| 500]: Train Loss:0.0014986, Val MRR:0.45539, ice14ws_128
2023-05-14 17:21:22,713 - ice14ws_128 - [INFO] - [E:275| 600]: Train Loss:0.0014986, Val MRR:0.45539, ice14ws_128
2023-05-14 17:23:03,769 - ice14ws_128 - [INFO] - [E:275| 700]: Train Loss:0.0014986, Val MRR:0.45539, ice14ws_128
2023-05-14 17:24:40,158 - ice14ws_128 - [INFO] - [E:275| 800]: Train Loss:0.0014988, Val MRR:0.45539, ice14ws_128
2023-05-14 17:26:15,543 - ice14ws_128 - [INFO] - [E:275| 900]: Train Loss:0.0014991, Val MRR:0.45539, ice14ws_128
2023-05-14 17:27:26,449 - ice14ws_128 - [INFO] - [Epoch:275]: Training Loss:0.001499
2023-05-14 17:27:26,847 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 17:27:49,522 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 17:28:11,586 - ice14ws_128 - [INFO] - [Evaluating Epoch 275 valid]:
MRR: Tail : 0.48083, Head : 0.42526, Avg : 0.45305
2023-05-14 17:28:11,587 - ice14ws_128 - [INFO] - [Epoch 275]: Training Loss: 0.0014991, Valid MRR: 0.45539,
2023-05-14 17:28:12,439 - ice14ws_128 - [INFO] - [E:276| 0]: Train Loss:0.0015145, Val MRR:0.45539, ice14ws_128
2023-05-14 17:29:53,612 - ice14ws_128 - [INFO] - [E:276| 100]: Train Loss:0.0014994, Val MRR:0.45539, ice14ws_128
2023-05-14 17:31:34,610 - ice14ws_128 - [INFO] - [E:276| 200]: Train Loss:0.0014988, Val MRR:0.45539, ice14ws_128
2023-05-14 17:33:05,447 - ice14ws_128 - [INFO] - [E:276| 300]: Train Loss:0.0014989, Val MRR:0.45539, ice14ws_128
2023-05-14 17:34:46,687 - ice14ws_128 - [INFO] - [E:276| 400]: Train Loss:0.0014992, Val MRR:0.45539, ice14ws_128
2023-05-14 17:36:27,919 - ice14ws_128 - [INFO] - [E:276| 500]: Train Loss:0.0014991, Val MRR:0.45539, ice14ws_128
2023-05-14 17:38:09,008 - ice14ws_128 - [INFO] - [E:276| 600]: Train Loss:0.0014991, Val MRR:0.45539, ice14ws_128
2023-05-14 17:39:50,121 - ice14ws_128 - [INFO] - [E:276| 700]: Train Loss:0.0014991, Val MRR:0.45539, ice14ws_128
2023-05-14 17:41:20,754 - ice14ws_128 - [INFO] - [E:276| 800]: Train Loss:0.0014992, Val MRR:0.45539, ice14ws_128
2023-05-14 17:43:01,665 - ice14ws_128 - [INFO] - [E:276| 900]: Train Loss:0.0014992, Val MRR:0.45539, ice14ws_128
2023-05-14 17:44:12,765 - ice14ws_128 - [INFO] - [Epoch:276]: Training Loss:0.001499
2023-05-14 17:44:13,030 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 17:44:35,407 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 17:44:57,977 - ice14ws_128 - [INFO] - [Evaluating Epoch 276 valid]:
MRR: Tail : 0.47698, Head : 0.42173, Avg : 0.44936
2023-05-14 17:44:57,977 - ice14ws_128 - [INFO] - [Epoch 276]: Training Loss: 0.0014993, Valid MRR: 0.45539,
2023-05-14 17:44:58,847 - ice14ws_128 - [INFO] - [E:277| 0]: Train Loss:0.0015001, Val MRR:0.45539, ice14ws_128
2023-05-14 17:46:42,353 - ice14ws_128 - [INFO] - [E:277| 100]: Train Loss:0.0014994, Val MRR:0.45539, ice14ws_128
2023-05-14 17:48:22,442 - ice14ws_128 - [INFO] - [E:277| 200]: Train Loss:0.0014991, Val MRR:0.45539, ice14ws_128
2023-05-14 17:49:54,088 - ice14ws_128 - [INFO] - [E:277| 300]: Train Loss:0.0014988, Val MRR:0.45539, ice14ws_128
2023-05-14 17:51:35,188 - ice14ws_128 - [INFO] - [E:277| 400]: Train Loss:0.0014986, Val MRR:0.45539, ice14ws_128
2023-05-14 17:53:16,289 - ice14ws_128 - [INFO] - [E:277| 500]: Train Loss:0.0014987, Val MRR:0.45539, ice14ws_128
2023-05-14 17:54:57,270 - ice14ws_128 - [INFO] - [E:277| 600]: Train Loss:0.0014988, Val MRR:0.45539, ice14ws_128
2023-05-14 17:56:30,331 - ice14ws_128 - [INFO] - [E:277| 700]: Train Loss:0.001499, Val MRR:0.45539, ice14ws_128
2023-05-14 17:58:09,025 - ice14ws_128 - [INFO] - [E:277| 800]: Train Loss:0.001499, Val MRR:0.45539, ice14ws_128
2023-05-14 17:59:49,816 - ice14ws_128 - [INFO] - [E:277| 900]: Train Loss:0.001499, Val MRR:0.45539, ice14ws_128
2023-05-14 18:01:00,720 - ice14ws_128 - [INFO] - [Epoch:277]: Training Loss:0.001499
2023-05-14 18:01:01,115 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 18:01:23,734 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 18:01:45,791 - ice14ws_128 - [INFO] - [Evaluating Epoch 277 valid]:
MRR: Tail : 0.47566, Head : 0.42518, Avg : 0.45042
2023-05-14 18:01:45,792 - ice14ws_128 - [INFO] - [Epoch 277]: Training Loss: 0.0014991, Valid MRR: 0.45539,
2023-05-14 18:01:46,573 - ice14ws_128 - [INFO] - [E:278| 0]: Train Loss:0.001494, Val MRR:0.45539, ice14ws_128
2023-05-14 18:03:27,454 - ice14ws_128 - [INFO] - [E:278| 100]: Train Loss:0.0014986, Val MRR:0.45539, ice14ws_128
2023-05-14 18:04:58,265 - ice14ws_128 - [INFO] - [E:278| 200]: Train Loss:0.0014988, Val MRR:0.45539, ice14ws_128
2023-05-14 18:06:39,324 - ice14ws_128 - [INFO] - [E:278| 300]: Train Loss:0.0014989, Val MRR:0.45539, ice14ws_128
2023-05-14 18:08:20,373 - ice14ws_128 - [INFO] - [E:278| 400]: Train Loss:0.0014991, Val MRR:0.45539, ice14ws_128
2023-05-14 18:10:01,531 - ice14ws_128 - [INFO] - [E:278| 500]: Train Loss:0.0014991, Val MRR:0.45539, ice14ws_128
2023-05-14 18:11:42,531 - ice14ws_128 - [INFO] - [E:278| 600]: Train Loss:0.0014991, Val MRR:0.45539, ice14ws_128
2023-05-14 18:13:13,156 - ice14ws_128 - [INFO] - [E:278| 700]: Train Loss:0.001499, Val MRR:0.45539, ice14ws_128
2023-05-14 18:14:54,103 - ice14ws_128 - [INFO] - [E:278| 800]: Train Loss:0.001499, Val MRR:0.45539, ice14ws_128
2023-05-14 18:16:34,826 - ice14ws_128 - [INFO] - [E:278| 900]: Train Loss:0.0014988, Val MRR:0.45539, ice14ws_128
2023-05-14 18:17:45,844 - ice14ws_128 - [INFO] - [Epoch:278]: Training Loss:0.001499
2023-05-14 18:17:46,360 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 18:18:08,808 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 18:18:30,909 - ice14ws_128 - [INFO] - [Evaluating Epoch 278 valid]:
MRR: Tail : 0.48188, Head : 0.4267, Avg : 0.45429
2023-05-14 18:18:30,909 - ice14ws_128 - [INFO] - [Epoch 278]: Training Loss: 0.0014989, Valid MRR: 0.45539,
2023-05-14 18:18:31,973 - ice14ws_128 - [INFO] - [E:279| 0]: Train Loss:0.0014945, Val MRR:0.45539, ice14ws_128
2023-05-14 18:20:07,983 - ice14ws_128 - [INFO] - [E:279| 100]: Train Loss:0.0014993, Val MRR:0.45539, ice14ws_128
2023-05-14 18:21:43,626 - ice14ws_128 - [INFO] - [E:279| 200]: Train Loss:0.0014994, Val MRR:0.45539, ice14ws_128
2023-05-14 18:23:24,469 - ice14ws_128 - [INFO] - [E:279| 300]: Train Loss:0.001499, Val MRR:0.45539, ice14ws_128
2023-05-14 18:25:05,203 - ice14ws_128 - [INFO] - [E:279| 400]: Train Loss:0.0014989, Val MRR:0.45539, ice14ws_128
2023-05-14 18:26:45,882 - ice14ws_128 - [INFO] - [E:279| 500]: Train Loss:0.0014987, Val MRR:0.45539, ice14ws_128
2023-05-14 18:28:16,665 - ice14ws_128 - [INFO] - [E:279| 600]: Train Loss:0.0014986, Val MRR:0.45539, ice14ws_128
2023-05-14 18:29:59,767 - ice14ws_128 - [INFO] - [E:279| 700]: Train Loss:0.0014986, Val MRR:0.45539, ice14ws_128
2023-05-14 18:31:40,450 - ice14ws_128 - [INFO] - [E:279| 800]: Train Loss:0.0014986, Val MRR:0.45539, ice14ws_128
2023-05-14 18:33:21,392 - ice14ws_128 - [INFO] - [E:279| 900]: Train Loss:0.0014987, Val MRR:0.45539, ice14ws_128
2023-05-14 18:34:32,429 - ice14ws_128 - [INFO] - [Epoch:279]: Training Loss:0.001499
2023-05-14 18:34:32,826 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 18:34:55,602 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 18:35:17,695 - ice14ws_128 - [INFO] - [Evaluating Epoch 279 valid]:
MRR: Tail : 0.47772, Head : 0.42519, Avg : 0.45146
MR: Tail : 589.73, Head : 685.12, Avg : 637.43
Hit-1: Tail : 0.3975, Head : 0.34227, Avg : 0.36989
Hit-3: Tail : 0.52215, Head : 0.46632, Avg : 0.49423
Hit-10: Tail : 0.6258, Head : 0.58065, Avg : 0.60323
2023-05-14 18:35:17,695 - ice14ws_128 - [INFO] - [Epoch 279]: Training Loss: 0.0014988, Valid MRR: 0.45539,
2023-05-14 18:35:18,765 - ice14ws_128 - [INFO] - [E:280| 0]: Train Loss:0.0014976, Val MRR:0.45539, ice14ws_128
2023-05-14 18:36:49,647 - ice14ws_128 - [INFO] - [E:280| 100]: Train Loss:0.0014973, Val MRR:0.45539, ice14ws_128
2023-05-14 18:38:30,668 - ice14ws_128 - [INFO] - [E:280| 200]: Train Loss:0.0014978, Val MRR:0.45539, ice14ws_128
2023-05-14 18:40:11,654 - ice14ws_128 - [INFO] - [E:280| 300]: Train Loss:0.0014981, Val MRR:0.45539, ice14ws_128
2023-05-14 18:41:52,628 - ice14ws_128 - [INFO] - [E:280| 400]: Train Loss:0.0014981, Val MRR:0.45539, ice14ws_128
2023-05-14 18:43:33,379 - ice14ws_128 - [INFO] - [E:280| 500]: Train Loss:0.0014983, Val MRR:0.45539, ice14ws_128
2023-05-14 18:45:03,920 - ice14ws_128 - [INFO] - [E:280| 600]: Train Loss:0.0014983, Val MRR:0.45539, ice14ws_128
2023-05-14 18:46:44,366 - ice14ws_128 - [INFO] - [E:280| 700]: Train Loss:0.0014985, Val MRR:0.45539, ice14ws_128
2023-05-14 18:48:25,358 - ice14ws_128 - [INFO] - [E:280| 800]: Train Loss:0.0014984, Val MRR:0.45539, ice14ws_128
2023-05-14 18:50:06,347 - ice14ws_128 - [INFO] - [E:280| 900]: Train Loss:0.0014985, Val MRR:0.45539, ice14ws_128
2023-05-14 18:51:17,185 - ice14ws_128 - [INFO] - [Epoch:280]: Training Loss:0.001499
2023-05-14 18:51:17,579 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 18:51:40,231 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 18:51:55,972 - ice14ws_128 - [INFO] - [Evaluating Epoch 280 valid]:
MRR: Tail : 0.47728, Head : 0.42431, Avg : 0.4508
2023-05-14 18:51:55,972 - ice14ws_128 - [INFO] - [Epoch 280]: Training Loss: 0.0014987, Valid MRR: 0.45539,
2023-05-14 18:51:56,620 - ice14ws_128 - [INFO] - [E:281| 0]: Train Loss:0.001508, Val MRR:0.45539, ice14ws_128
2023-05-14 18:53:33,831 - ice14ws_128 - [INFO] - [E:281| 100]: Train Loss:0.0014988, Val MRR:0.45539, ice14ws_128
2023-05-14 18:55:14,918 - ice14ws_128 - [INFO] - [E:281| 200]: Train Loss:0.0014986, Val MRR:0.45539, ice14ws_128
2023-05-14 18:56:56,088 - ice14ws_128 - [INFO] - [E:281| 300]: Train Loss:0.0014986, Val MRR:0.45539, ice14ws_128
2023-05-14 18:58:37,160 - ice14ws_128 - [INFO] - [E:281| 400]: Train Loss:0.0014987, Val MRR:0.45539, ice14ws_128
2023-05-14 19:00:07,835 - ice14ws_128 - [INFO] - [E:281| 500]: Train Loss:0.0014987, Val MRR:0.45539, ice14ws_128
2023-05-14 19:01:48,941 - ice14ws_128 - [INFO] - [E:281| 600]: Train Loss:0.0014987, Val MRR:0.45539, ice14ws_128
2023-05-14 19:03:30,035 - ice14ws_128 - [INFO] - [E:281| 700]: Train Loss:0.0014987, Val MRR:0.45539, ice14ws_128
2023-05-14 19:05:10,974 - ice14ws_128 - [INFO] - [E:281| 800]: Train Loss:0.0014987, Val MRR:0.45539, ice14ws_128
2023-05-14 19:06:52,081 - ice14ws_128 - [INFO] - [E:281| 900]: Train Loss:0.0014987, Val MRR:0.45539, ice14ws_128
2023-05-14 19:07:53,754 - ice14ws_128 - [INFO] - [Epoch:281]: Training Loss:0.001499
2023-05-14 19:07:53,971 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 19:08:15,682 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 19:08:37,808 - ice14ws_128 - [INFO] - [Evaluating Epoch 281 valid]:
MRR: Tail : 0.48139, Head : 0.42852, Avg : 0.45495
2023-05-14 19:08:37,808 - ice14ws_128 - [INFO] - [Epoch 281]: Training Loss: 0.0014987, Valid MRR: 0.45539,
2023-05-14 19:08:38,825 - ice14ws_128 - [INFO] - [E:282| 0]: Train Loss:0.0015042, Val MRR:0.45539, ice14ws_128
2023-05-14 19:10:19,267 - ice14ws_128 - [INFO] - [E:282| 100]: Train Loss:0.001499, Val MRR:0.45539, ice14ws_128
2023-05-14 19:11:59,710 - ice14ws_128 - [INFO] - [E:282| 200]: Train Loss:0.0014979, Val MRR:0.45539, ice14ws_128
2023-05-14 19:13:43,627 - ice14ws_128 - [INFO] - [E:282| 300]: Train Loss:0.0014983, Val MRR:0.45539, ice14ws_128
2023-05-14 19:15:24,614 - ice14ws_128 - [INFO] - [E:282| 400]: Train Loss:0.0014983, Val MRR:0.45539, ice14ws_128
2023-05-14 19:16:55,271 - ice14ws_128 - [INFO] - [E:282| 500]: Train Loss:0.0014985, Val MRR:0.45539, ice14ws_128
2023-05-14 19:18:36,487 - ice14ws_128 - [INFO] - [E:282| 600]: Train Loss:0.0014985, Val MRR:0.45539, ice14ws_128
2023-05-14 19:20:17,592 - ice14ws_128 - [INFO] - [E:282| 700]: Train Loss:0.0014984, Val MRR:0.45539, ice14ws_128
2023-05-14 19:21:58,785 - ice14ws_128 - [INFO] - [E:282| 800]: Train Loss:0.0014985, Val MRR:0.45539, ice14ws_128
2023-05-14 19:23:39,778 - ice14ws_128 - [INFO] - [E:282| 900]: Train Loss:0.0014985, Val MRR:0.45539, ice14ws_128
2023-05-14 19:24:40,670 - ice14ws_128 - [INFO] - [Epoch:282]: Training Loss:0.001499
2023-05-14 19:24:41,015 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 19:25:03,935 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 19:25:25,983 - ice14ws_128 - [INFO] - [Evaluating Epoch 282 valid]:
MRR: Tail : 0.48135, Head : 0.42567, Avg : 0.45351
2023-05-14 19:25:25,984 - ice14ws_128 - [INFO] - [Epoch 282]: Training Loss: 0.0014985, Valid MRR: 0.45539,
2023-05-14 19:25:27,051 - ice14ws_128 - [INFO] - [E:283| 0]: Train Loss:0.0015134, Val MRR:0.45539, ice14ws_128
2023-05-14 19:27:08,198 - ice14ws_128 - [INFO] - [E:283| 100]: Train Loss:0.0014988, Val MRR:0.45539, ice14ws_128
2023-05-14 19:28:49,264 - ice14ws_128 - [INFO] - [E:283| 200]: Train Loss:0.0014987, Val MRR:0.45539, ice14ws_128
2023-05-14 19:30:30,291 - ice14ws_128 - [INFO] - [E:283| 300]: Train Loss:0.0014986, Val MRR:0.45539, ice14ws_128
2023-05-14 19:32:00,808 - ice14ws_128 - [INFO] - [E:283| 400]: Train Loss:0.0014983, Val MRR:0.45539, ice14ws_128
2023-05-14 19:33:41,945 - ice14ws_128 - [INFO] - [E:283| 500]: Train Loss:0.0014981, Val MRR:0.45539, ice14ws_128
2023-05-14 19:35:23,053 - ice14ws_128 - [INFO] - [E:283| 600]: Train Loss:0.0014983, Val MRR:0.45539, ice14ws_128
2023-05-14 19:37:04,220 - ice14ws_128 - [INFO] - [E:283| 700]: Train Loss:0.0014982, Val MRR:0.45539, ice14ws_128
2023-05-14 19:38:45,279 - ice14ws_128 - [INFO] - [E:283| 800]: Train Loss:0.0014983, Val MRR:0.45539, ice14ws_128
2023-05-14 19:40:16,027 - ice14ws_128 - [INFO] - [E:283| 900]: Train Loss:0.0014985, Val MRR:0.45539, ice14ws_128
2023-05-14 19:41:27,193 - ice14ws_128 - [INFO] - [Epoch:283]: Training Loss:0.001499
2023-05-14 19:41:27,457 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 19:41:49,859 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 19:42:12,109 - ice14ws_128 - [INFO] - [Evaluating Epoch 283 valid]:
MRR: Tail : 0.47861, Head : 0.42661, Avg : 0.45261
2023-05-14 19:42:12,109 - ice14ws_128 - [INFO] - [Epoch 283]: Training Loss: 0.0014985, Valid MRR: 0.45539,
2023-05-14 19:42:13,231 - ice14ws_128 - [INFO] - [E:284| 0]: Train Loss:0.001494, Val MRR:0.45539, ice14ws_128
2023-05-14 19:43:54,263 - ice14ws_128 - [INFO] - [E:284| 100]: Train Loss:0.0014979, Val MRR:0.45539, ice14ws_128
2023-05-14 19:45:35,401 - ice14ws_128 - [INFO] - [E:284| 200]: Train Loss:0.0014982, Val MRR:0.45539, ice14ws_128
2023-05-14 19:47:16,544 - ice14ws_128 - [INFO] - [E:284| 300]: Train Loss:0.0014979, Val MRR:0.45539, ice14ws_128
2023-05-14 19:48:47,246 - ice14ws_128 - [INFO] - [E:284| 400]: Train Loss:0.0014978, Val MRR:0.45539, ice14ws_128
2023-05-14 19:50:28,359 - ice14ws_128 - [INFO] - [E:284| 500]: Train Loss:0.0014977, Val MRR:0.45539, ice14ws_128
2023-05-14 19:52:09,456 - ice14ws_128 - [INFO] - [E:284| 600]: Train Loss:0.0014978, Val MRR:0.45539, ice14ws_128
2023-05-14 19:53:50,526 - ice14ws_128 - [INFO] - [E:284| 700]: Train Loss:0.0014977, Val MRR:0.45539, ice14ws_128
2023-05-14 19:55:26,340 - ice14ws_128 - [INFO] - [E:284| 800]: Train Loss:0.0014979, Val MRR:0.45539, ice14ws_128
2023-05-14 19:57:01,725 - ice14ws_128 - [INFO] - [E:284| 900]: Train Loss:0.001498, Val MRR:0.45539, ice14ws_128
2023-05-14 19:58:15,244 - ice14ws_128 - [INFO] - [Epoch:284]: Training Loss:0.001498
2023-05-14 19:58:15,587 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 19:58:38,394 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 19:59:00,479 - ice14ws_128 - [INFO] - [Evaluating Epoch 284 valid]:
MRR: Tail : 0.4774, Head : 0.42332, Avg : 0.45036
2023-05-14 19:59:00,479 - ice14ws_128 - [INFO] - [Epoch 284]: Training Loss: 0.0014981, Valid MRR: 0.45539,
2023-05-14 19:59:01,676 - ice14ws_128 - [INFO] - [E:285| 0]: Train Loss:0.0014947, Val MRR:0.45539, ice14ws_128
2023-05-14 20:00:42,141 - ice14ws_128 - [INFO] - [E:285| 100]: Train Loss:0.0014986, Val MRR:0.45539, ice14ws_128
2023-05-14 20:02:23,064 - ice14ws_128 - [INFO] - [E:285| 200]: Train Loss:0.0014981, Val MRR:0.45539, ice14ws_128
2023-05-14 20:03:53,820 - ice14ws_128 - [INFO] - [E:285| 300]: Train Loss:0.0014982, Val MRR:0.45539, ice14ws_128
2023-05-14 20:05:34,815 - ice14ws_128 - [INFO] - [E:285| 400]: Train Loss:0.0014979, Val MRR:0.45539, ice14ws_128
2023-05-14 20:07:15,881 - ice14ws_128 - [INFO] - [E:285| 500]: Train Loss:0.0014979, Val MRR:0.45539, ice14ws_128
2023-05-14 20:08:56,996 - ice14ws_128 - [INFO] - [E:285| 600]: Train Loss:0.0014979, Val MRR:0.45539, ice14ws_128
2023-05-14 20:10:38,118 - ice14ws_128 - [INFO] - [E:285| 700]: Train Loss:0.001498, Val MRR:0.45539, ice14ws_128
2023-05-14 20:12:09,040 - ice14ws_128 - [INFO] - [E:285| 800]: Train Loss:0.0014982, Val MRR:0.45539, ice14ws_128
2023-05-14 20:13:50,305 - ice14ws_128 - [INFO] - [E:285| 900]: Train Loss:0.0014981, Val MRR:0.45539, ice14ws_128
2023-05-14 20:15:01,404 - ice14ws_128 - [INFO] - [Epoch:285]: Training Loss:0.001498
2023-05-14 20:15:01,745 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 20:15:24,578 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 20:15:46,690 - ice14ws_128 - [INFO] - [Evaluating Epoch 285 valid]:
MRR: Tail : 0.47808, Head : 0.42342, Avg : 0.45075
2023-05-14 20:15:46,691 - ice14ws_128 - [INFO] - [Epoch 285]: Training Loss: 0.0014982, Valid MRR: 0.45539,
2023-05-14 20:15:47,762 - ice14ws_128 - [INFO] - [E:286| 0]: Train Loss:0.0014932, Val MRR:0.45539, ice14ws_128
2023-05-14 20:17:28,813 - ice14ws_128 - [INFO] - [E:286| 100]: Train Loss:0.0014981, Val MRR:0.45539, ice14ws_128
2023-05-14 20:19:09,436 - ice14ws_128 - [INFO] - [E:286| 200]: Train Loss:0.0014975, Val MRR:0.45539, ice14ws_128
2023-05-14 20:20:40,144 - ice14ws_128 - [INFO] - [E:286| 300]: Train Loss:0.0014979, Val MRR:0.45539, ice14ws_128
2023-05-14 20:22:21,183 - ice14ws_128 - [INFO] - [E:286| 400]: Train Loss:0.0014978, Val MRR:0.45539, ice14ws_128
2023-05-14 20:24:02,167 - ice14ws_128 - [INFO] - [E:286| 500]: Train Loss:0.0014978, Val MRR:0.45539, ice14ws_128
2023-05-14 20:25:43,097 - ice14ws_128 - [INFO] - [E:286| 600]: Train Loss:0.0014979, Val MRR:0.45539, ice14ws_128
2023-05-14 20:27:16,741 - ice14ws_128 - [INFO] - [E:286| 700]: Train Loss:0.0014979, Val MRR:0.45539, ice14ws_128
2023-05-14 20:28:55,086 - ice14ws_128 - [INFO] - [E:286| 800]: Train Loss:0.0014981, Val MRR:0.45539, ice14ws_128
2023-05-14 20:30:36,151 - ice14ws_128 - [INFO] - [E:286| 900]: Train Loss:0.0014981, Val MRR:0.45539, ice14ws_128
2023-05-14 20:31:47,181 - ice14ws_128 - [INFO] - [Epoch:286]: Training Loss:0.001498
2023-05-14 20:31:47,523 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 20:32:10,338 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 20:32:32,413 - ice14ws_128 - [INFO] - [Evaluating Epoch 286 valid]:
MRR: Tail : 0.47791, Head : 0.42631, Avg : 0.45211
2023-05-14 20:32:32,413 - ice14ws_128 - [INFO] - [Epoch 286]: Training Loss: 0.0014981, Valid MRR: 0.45539,
2023-05-14 20:32:33,194 - ice14ws_128 - [INFO] - [E:287| 0]: Train Loss:0.001496, Val MRR:0.45539, ice14ws_128
2023-05-14 20:34:14,308 - ice14ws_128 - [INFO] - [E:287| 100]: Train Loss:0.0014979, Val MRR:0.45539, ice14ws_128
2023-05-14 20:35:45,234 - ice14ws_128 - [INFO] - [E:287| 200]: Train Loss:0.0014977, Val MRR:0.45539, ice14ws_128
2023-05-14 20:37:26,327 - ice14ws_128 - [INFO] - [E:287| 300]: Train Loss:0.001498, Val MRR:0.45539, ice14ws_128
2023-05-14 20:39:07,452 - ice14ws_128 - [INFO] - [E:287| 400]: Train Loss:0.0014984, Val MRR:0.45539, ice14ws_128
2023-05-14 20:40:48,642 - ice14ws_128 - [INFO] - [E:287| 500]: Train Loss:0.0014981, Val MRR:0.45539, ice14ws_128
2023-05-14 20:42:32,407 - ice14ws_128 - [INFO] - [E:287| 600]: Train Loss:0.0014982, Val MRR:0.45539, ice14ws_128
2023-05-14 20:44:02,925 - ice14ws_128 - [INFO] - [E:287| 700]: Train Loss:0.0014981, Val MRR:0.45539, ice14ws_128
2023-05-14 20:45:43,918 - ice14ws_128 - [INFO] - [E:287| 800]: Train Loss:0.0014982, Val MRR:0.45539, ice14ws_128
2023-05-14 20:47:24,745 - ice14ws_128 - [INFO] - [E:287| 900]: Train Loss:0.0014982, Val MRR:0.45539, ice14ws_128
2023-05-14 20:48:35,865 - ice14ws_128 - [INFO] - [Epoch:287]: Training Loss:0.001498
2023-05-14 20:48:36,384 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 20:48:58,702 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 20:49:20,771 - ice14ws_128 - [INFO] - [Evaluating Epoch 287 valid]:
MRR: Tail : 0.47897, Head : 0.42283, Avg : 0.4509
2023-05-14 20:49:20,771 - ice14ws_128 - [INFO] - [Epoch 287]: Training Loss: 0.0014982, Valid MRR: 0.45539,
2023-05-14 20:49:21,835 - ice14ws_128 - [INFO] - [E:288| 0]: Train Loss:0.0015015, Val MRR:0.45539, ice14ws_128
2023-05-14 20:50:59,617 - ice14ws_128 - [INFO] - [E:288| 100]: Train Loss:0.0014981, Val MRR:0.45539, ice14ws_128
2023-05-14 20:52:33,626 - ice14ws_128 - [INFO] - [E:288| 200]: Train Loss:0.0014983, Val MRR:0.45539, ice14ws_128
2023-05-14 20:54:14,711 - ice14ws_128 - [INFO] - [E:288| 300]: Train Loss:0.0014979, Val MRR:0.45539, ice14ws_128
2023-05-14 20:55:55,697 - ice14ws_128 - [INFO] - [E:288| 400]: Train Loss:0.0014978, Val MRR:0.45539, ice14ws_128
2023-05-14 20:57:36,666 - ice14ws_128 - [INFO] - [E:288| 500]: Train Loss:0.0014977, Val MRR:0.45539, ice14ws_128
2023-05-14 20:59:07,351 - ice14ws_128 - [INFO] - [E:288| 600]: Train Loss:0.0014979, Val MRR:0.45539, ice14ws_128
2023-05-14 21:00:48,415 - ice14ws_128 - [INFO] - [E:288| 700]: Train Loss:0.001498, Val MRR:0.45539, ice14ws_128
2023-05-14 21:02:29,410 - ice14ws_128 - [INFO] - [E:288| 800]: Train Loss:0.0014979, Val MRR:0.45539, ice14ws_128
2023-05-14 21:04:10,604 - ice14ws_128 - [INFO] - [E:288| 900]: Train Loss:0.0014979, Val MRR:0.45539, ice14ws_128
2023-05-14 21:05:21,662 - ice14ws_128 - [INFO] - [Epoch:288]: Training Loss:0.001498
2023-05-14 21:05:22,179 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 21:05:44,626 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 21:06:06,646 - ice14ws_128 - [INFO] - [Evaluating Epoch 288 valid]:
MRR: Tail : 0.47944, Head : 0.42603, Avg : 0.45273
2023-05-14 21:06:06,646 - ice14ws_128 - [INFO] - [Epoch 288]: Training Loss: 0.001498, Valid MRR: 0.45539,
2023-05-14 21:06:07,712 - ice14ws_128 - [INFO] - [E:289| 0]: Train Loss:0.0014986, Val MRR:0.45539, ice14ws_128
2023-05-14 21:07:38,432 - ice14ws_128 - [INFO] - [E:289| 100]: Train Loss:0.0014959, Val MRR:0.45539, ice14ws_128
2023-05-14 21:09:19,730 - ice14ws_128 - [INFO] - [E:289| 200]: Train Loss:0.001497, Val MRR:0.45539, ice14ws_128
2023-05-14 21:11:00,928 - ice14ws_128 - [INFO] - [E:289| 300]: Train Loss:0.0014972, Val MRR:0.45539, ice14ws_128
2023-05-14 21:12:41,934 - ice14ws_128 - [INFO] - [E:289| 400]: Train Loss:0.0014973, Val MRR:0.45539, ice14ws_128
2023-05-14 21:14:22,993 - ice14ws_128 - [INFO] - [E:289| 500]: Train Loss:0.0014973, Val MRR:0.45539, ice14ws_128
2023-05-14 21:15:53,710 - ice14ws_128 - [INFO] - [E:289| 600]: Train Loss:0.0014973, Val MRR:0.45539, ice14ws_128
2023-05-14 21:17:34,691 - ice14ws_128 - [INFO] - [E:289| 700]: Train Loss:0.0014974, Val MRR:0.45539, ice14ws_128
2023-05-14 21:19:15,664 - ice14ws_128 - [INFO] - [E:289| 800]: Train Loss:0.0014975, Val MRR:0.45539, ice14ws_128
2023-05-14 21:20:56,634 - ice14ws_128 - [INFO] - [E:289| 900]: Train Loss:0.0014977, Val MRR:0.45539, ice14ws_128
2023-05-14 21:22:07,657 - ice14ws_128 - [INFO] - [Epoch:289]: Training Loss:0.001498
2023-05-14 21:22:08,001 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 21:22:30,688 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 21:22:44,561 - ice14ws_128 - [INFO] - [Evaluating Epoch 289 valid]:
MRR: Tail : 0.48332, Head : 0.42768, Avg : 0.4555
MR: Tail : 577.57, Head : 659.83, Avg : 618.7
Hit-1: Tail : 0.4009, Head : 0.3447, Avg : 0.3728
Hit-3: Tail : 0.52773, Head : 0.46911, Avg : 0.49842
Hit-10: Tail : 0.63272, Head : 0.58806, Avg : 0.61039
2023-05-14 21:22:47,596 - ice14ws_128 - [INFO] - [Epoch 289]: Training Loss: 0.0014978, Valid MRR: 0.4555,
2023-05-14 21:22:48,255 - ice14ws_128 - [INFO] - [E:290| 0]: Train Loss:0.0014994, Val MRR:0.4555, ice14ws_128
2023-05-14 21:24:28,615 - ice14ws_128 - [INFO] - [E:290| 100]: Train Loss:0.0014964, Val MRR:0.4555, ice14ws_128
2023-05-14 21:26:12,192 - ice14ws_128 - [INFO] - [E:290| 200]: Train Loss:0.0014961, Val MRR:0.4555, ice14ws_128
2023-05-14 21:27:53,261 - ice14ws_128 - [INFO] - [E:290| 300]: Train Loss:0.0014967, Val MRR:0.4555, ice14ws_128
2023-05-14 21:29:34,419 - ice14ws_128 - [INFO] - [E:290| 400]: Train Loss:0.001497, Val MRR:0.4555, ice14ws_128
2023-05-14 21:31:05,100 - ice14ws_128 - [INFO] - [E:290| 500]: Train Loss:0.001497, Val MRR:0.4555, ice14ws_128
2023-05-14 21:32:46,071 - ice14ws_128 - [INFO] - [E:290| 600]: Train Loss:0.001497, Val MRR:0.4555, ice14ws_128
2023-05-14 21:34:27,389 - ice14ws_128 - [INFO] - [E:290| 700]: Train Loss:0.0014972, Val MRR:0.4555, ice14ws_128
2023-05-14 21:36:08,290 - ice14ws_128 - [INFO] - [E:290| 800]: Train Loss:0.0014972, Val MRR:0.4555, ice14ws_128
2023-05-14 21:37:49,271 - ice14ws_128 - [INFO] - [E:290| 900]: Train Loss:0.0014974, Val MRR:0.4555, ice14ws_128
2023-05-14 21:38:50,441 - ice14ws_128 - [INFO] - [Epoch:290]: Training Loss:0.001498
2023-05-14 21:38:50,659 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 21:39:12,408 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 21:39:34,527 - ice14ws_128 - [INFO] - [Evaluating Epoch 290 valid]:
MRR: Tail : 0.47799, Head : 0.42339, Avg : 0.45069
2023-05-14 21:39:34,528 - ice14ws_128 - [INFO] - [Epoch 290]: Training Loss: 0.0014975, Valid MRR: 0.4555,
2023-05-14 21:39:35,513 - ice14ws_128 - [INFO] - [E:291| 0]: Train Loss:0.0014965, Val MRR:0.4555, ice14ws_128
2023-05-14 21:41:16,725 - ice14ws_128 - [INFO] - [E:291| 100]: Train Loss:0.0014965, Val MRR:0.4555, ice14ws_128
2023-05-14 21:42:57,787 - ice14ws_128 - [INFO] - [E:291| 200]: Train Loss:0.0014967, Val MRR:0.4555, ice14ws_128
2023-05-14 21:44:38,889 - ice14ws_128 - [INFO] - [E:291| 300]: Train Loss:0.0014973, Val MRR:0.4555, ice14ws_128
2023-05-14 21:46:20,022 - ice14ws_128 - [INFO] - [E:291| 400]: Train Loss:0.0014974, Val MRR:0.4555, ice14ws_128
2023-05-14 21:47:50,529 - ice14ws_128 - [INFO] - [E:291| 500]: Train Loss:0.0014975, Val MRR:0.4555, ice14ws_128
2023-05-14 21:49:31,657 - ice14ws_128 - [INFO] - [E:291| 600]: Train Loss:0.0014975, Val MRR:0.4555, ice14ws_128
2023-05-14 21:51:12,994 - ice14ws_128 - [INFO] - [E:291| 700]: Train Loss:0.0014975, Val MRR:0.4555, ice14ws_128
2023-05-14 21:52:54,134 - ice14ws_128 - [INFO] - [E:291| 800]: Train Loss:0.0014976, Val MRR:0.4555, ice14ws_128
2023-05-14 21:54:31,572 - ice14ws_128 - [INFO] - [E:291| 900]: Train Loss:0.0014975, Val MRR:0.4555, ice14ws_128
2023-05-14 21:55:35,907 - ice14ws_128 - [INFO] - [Epoch:291]: Training Loss:0.001498
2023-05-14 21:55:36,305 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 21:55:58,983 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 21:56:21,058 - ice14ws_128 - [INFO] - [Evaluating Epoch 291 valid]:
MRR: Tail : 0.48142, Head : 0.42936, Avg : 0.45539
2023-05-14 21:56:21,058 - ice14ws_128 - [INFO] - [Epoch 291]: Training Loss: 0.0014975, Valid MRR: 0.4555,
2023-05-14 21:56:22,128 - ice14ws_128 - [INFO] - [E:292| 0]: Train Loss:0.001488, Val MRR:0.4555, ice14ws_128
2023-05-14 21:58:03,240 - ice14ws_128 - [INFO] - [E:292| 100]: Train Loss:0.001497, Val MRR:0.4555, ice14ws_128
2023-05-14 21:59:44,286 - ice14ws_128 - [INFO] - [E:292| 200]: Train Loss:0.001497, Val MRR:0.4555, ice14ws_128
2023-05-14 22:01:25,208 - ice14ws_128 - [INFO] - [E:292| 300]: Train Loss:0.0014971, Val MRR:0.4555, ice14ws_128
2023-05-14 22:02:55,875 - ice14ws_128 - [INFO] - [E:292| 400]: Train Loss:0.0014974, Val MRR:0.4555, ice14ws_128
2023-05-14 22:04:36,919 - ice14ws_128 - [INFO] - [E:292| 500]: Train Loss:0.0014973, Val MRR:0.4555, ice14ws_128
2023-05-14 22:06:17,932 - ice14ws_128 - [INFO] - [E:292| 600]: Train Loss:0.0014972, Val MRR:0.4555, ice14ws_128
2023-05-14 22:07:58,885 - ice14ws_128 - [INFO] - [E:292| 700]: Train Loss:0.0014973, Val MRR:0.4555, ice14ws_128
2023-05-14 22:09:43,442 - ice14ws_128 - [INFO] - [E:292| 800]: Train Loss:0.0014974, Val MRR:0.4555, ice14ws_128
2023-05-14 22:11:14,351 - ice14ws_128 - [INFO] - [E:292| 900]: Train Loss:0.0014974, Val MRR:0.4555, ice14ws_128
2023-05-14 22:12:25,294 - ice14ws_128 - [INFO] - [Epoch:292]: Training Loss:0.001497
2023-05-14 22:12:25,639 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 22:12:48,378 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 22:13:10,559 - ice14ws_128 - [INFO] - [Evaluating Epoch 292 valid]:
MRR: Tail : 0.47847, Head : 0.42778, Avg : 0.45312
2023-05-14 22:13:10,559 - ice14ws_128 - [INFO] - [Epoch 292]: Training Loss: 0.0014975, Valid MRR: 0.4555,
2023-05-14 22:13:11,350 - ice14ws_128 - [INFO] - [E:293| 0]: Train Loss:0.0014922, Val MRR:0.4555, ice14ws_128
2023-05-14 22:14:52,454 - ice14ws_128 - [INFO] - [E:293| 100]: Train Loss:0.0014978, Val MRR:0.4555, ice14ws_128
2023-05-14 22:16:33,719 - ice14ws_128 - [INFO] - [E:293| 200]: Train Loss:0.0014968, Val MRR:0.4555, ice14ws_128
2023-05-14 22:18:14,937 - ice14ws_128 - [INFO] - [E:293| 300]: Train Loss:0.0014968, Val MRR:0.4555, ice14ws_128
2023-05-14 22:19:45,630 - ice14ws_128 - [INFO] - [E:293| 400]: Train Loss:0.0014969, Val MRR:0.4555, ice14ws_128
2023-05-14 22:21:26,694 - ice14ws_128 - [INFO] - [E:293| 500]: Train Loss:0.0014971, Val MRR:0.4555, ice14ws_128
2023-05-14 22:23:07,684 - ice14ws_128 - [INFO] - [E:293| 600]: Train Loss:0.0014972, Val MRR:0.4555, ice14ws_128
2023-05-14 22:24:48,139 - ice14ws_128 - [INFO] - [E:293| 700]: Train Loss:0.0014974, Val MRR:0.4555, ice14ws_128
2023-05-14 22:26:23,629 - ice14ws_128 - [INFO] - [E:293| 800]: Train Loss:0.0014973, Val MRR:0.4555, ice14ws_128
2023-05-14 22:27:59,698 - ice14ws_128 - [INFO] - [E:293| 900]: Train Loss:0.0014974, Val MRR:0.4555, ice14ws_128
2023-05-14 22:29:10,717 - ice14ws_128 - [INFO] - [Epoch:293]: Training Loss:0.001497
2023-05-14 22:29:11,239 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 22:29:33,665 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 22:29:55,723 - ice14ws_128 - [INFO] - [Evaluating Epoch 293 valid]:
MRR: Tail : 0.47828, Head : 0.42449, Avg : 0.45139
2023-05-14 22:29:55,723 - ice14ws_128 - [INFO] - [Epoch 293]: Training Loss: 0.0014973, Valid MRR: 0.4555,
2023-05-14 22:29:56,788 - ice14ws_128 - [INFO] - [E:294| 0]: Train Loss:0.0015119, Val MRR:0.4555, ice14ws_128
2023-05-14 22:31:37,959 - ice14ws_128 - [INFO] - [E:294| 100]: Train Loss:0.0014969, Val MRR:0.4555, ice14ws_128
2023-05-14 22:33:19,164 - ice14ws_128 - [INFO] - [E:294| 200]: Train Loss:0.0014971, Val MRR:0.4555, ice14ws_128
2023-05-14 22:34:49,623 - ice14ws_128 - [INFO] - [E:294| 300]: Train Loss:0.0014977, Val MRR:0.4555, ice14ws_128
2023-05-14 22:36:30,803 - ice14ws_128 - [INFO] - [E:294| 400]: Train Loss:0.0014974, Val MRR:0.4555, ice14ws_128
2023-05-14 22:38:11,622 - ice14ws_128 - [INFO] - [E:294| 500]: Train Loss:0.0014973, Val MRR:0.4555, ice14ws_128
2023-05-14 22:39:52,075 - ice14ws_128 - [INFO] - [E:294| 600]: Train Loss:0.0014972, Val MRR:0.4555, ice14ws_128
2023-05-14 22:41:32,917 - ice14ws_128 - [INFO] - [E:294| 700]: Train Loss:0.0014971, Val MRR:0.4555, ice14ws_128
2023-05-14 22:43:03,652 - ice14ws_128 - [INFO] - [E:294| 800]: Train Loss:0.0014972, Val MRR:0.4555, ice14ws_128
2023-05-14 22:44:44,486 - ice14ws_128 - [INFO] - [E:294| 900]: Train Loss:0.0014973, Val MRR:0.4555, ice14ws_128
2023-05-14 22:45:55,370 - ice14ws_128 - [INFO] - [Epoch:294]: Training Loss:0.001497
2023-05-14 22:45:55,766 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 22:46:18,206 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 22:46:40,336 - ice14ws_128 - [INFO] - [Evaluating Epoch 294 valid]:
MRR: Tail : 0.48322, Head : 0.42664, Avg : 0.45493
2023-05-14 22:46:40,336 - ice14ws_128 - [INFO] - [Epoch 294]: Training Loss: 0.0014973, Valid MRR: 0.4555,
2023-05-14 22:46:41,321 - ice14ws_128 - [INFO] - [E:295| 0]: Train Loss:0.0014986, Val MRR:0.4555, ice14ws_128
2023-05-14 22:48:22,462 - ice14ws_128 - [INFO] - [E:295| 100]: Train Loss:0.0014965, Val MRR:0.4555, ice14ws_128
2023-05-14 22:50:01,989 - ice14ws_128 - [INFO] - [E:295| 200]: Train Loss:0.0014968, Val MRR:0.4555, ice14ws_128
2023-05-14 22:51:34,475 - ice14ws_128 - [INFO] - [E:295| 300]: Train Loss:0.0014965, Val MRR:0.4555, ice14ws_128
2023-05-14 22:53:18,531 - ice14ws_128 - [INFO] - [E:295| 400]: Train Loss:0.001497, Val MRR:0.4555, ice14ws_128
2023-05-14 22:54:59,332 - ice14ws_128 - [INFO] - [E:295| 500]: Train Loss:0.0014971, Val MRR:0.4555, ice14ws_128
2023-05-14 22:56:40,396 - ice14ws_128 - [INFO] - [E:295| 600]: Train Loss:0.0014973, Val MRR:0.4555, ice14ws_128
2023-05-14 22:58:15,108 - ice14ws_128 - [INFO] - [E:295| 700]: Train Loss:0.0014974, Val MRR:0.4555, ice14ws_128
2023-05-14 22:59:51,771 - ice14ws_128 - [INFO] - [E:295| 800]: Train Loss:0.0014974, Val MRR:0.4555, ice14ws_128
2023-05-14 23:01:32,615 - ice14ws_128 - [INFO] - [E:295| 900]: Train Loss:0.0014973, Val MRR:0.4555, ice14ws_128
2023-05-14 23:02:43,545 - ice14ws_128 - [INFO] - [Epoch:295]: Training Loss:0.001497
2023-05-14 23:02:43,887 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 23:03:06,687 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 23:03:28,884 - ice14ws_128 - [INFO] - [Evaluating Epoch 295 valid]:
MRR: Tail : 0.48139, Head : 0.42704, Avg : 0.45422
2023-05-14 23:03:28,884 - ice14ws_128 - [INFO] - [Epoch 295]: Training Loss: 0.0014974, Valid MRR: 0.4555,
2023-05-14 23:03:30,091 - ice14ws_128 - [INFO] - [E:296| 0]: Train Loss:0.0015054, Val MRR:0.4555, ice14ws_128
2023-05-14 23:05:11,057 - ice14ws_128 - [INFO] - [E:296| 100]: Train Loss:0.0014961, Val MRR:0.4555, ice14ws_128
2023-05-14 23:06:41,692 - ice14ws_128 - [INFO] - [E:296| 200]: Train Loss:0.0014964, Val MRR:0.4555, ice14ws_128
2023-05-14 23:08:22,877 - ice14ws_128 - [INFO] - [E:296| 300]: Train Loss:0.0014967, Val MRR:0.4555, ice14ws_128
2023-05-14 23:10:03,771 - ice14ws_128 - [INFO] - [E:296| 400]: Train Loss:0.0014968, Val MRR:0.4555, ice14ws_128
2023-05-14 23:11:44,931 - ice14ws_128 - [INFO] - [E:296| 500]: Train Loss:0.0014968, Val MRR:0.4555, ice14ws_128
2023-05-14 23:13:26,145 - ice14ws_128 - [INFO] - [E:296| 600]: Train Loss:0.0014971, Val MRR:0.4555, ice14ws_128
2023-05-14 23:14:56,980 - ice14ws_128 - [INFO] - [E:296| 700]: Train Loss:0.0014972, Val MRR:0.4555, ice14ws_128
2023-05-14 23:16:38,063 - ice14ws_128 - [INFO] - [E:296| 800]: Train Loss:0.0014972, Val MRR:0.4555, ice14ws_128
2023-05-14 23:18:19,312 - ice14ws_128 - [INFO] - [E:296| 900]: Train Loss:0.0014971, Val MRR:0.4555, ice14ws_128
2023-05-14 23:19:30,507 - ice14ws_128 - [INFO] - [Epoch:296]: Training Loss:0.001497
2023-05-14 23:19:30,851 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 23:19:53,626 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 23:20:15,715 - ice14ws_128 - [INFO] - [Evaluating Epoch 296 valid]:
MRR: Tail : 0.4788, Head : 0.42288, Avg : 0.45084
2023-05-14 23:20:15,715 - ice14ws_128 - [INFO] - [Epoch 296]: Training Loss: 0.0014971, Valid MRR: 0.4555,
2023-05-14 23:20:16,516 - ice14ws_128 - [INFO] - [E:297| 0]: Train Loss:0.0014941, Val MRR:0.4555, ice14ws_128
2023-05-14 23:21:54,076 - ice14ws_128 - [INFO] - [E:297| 100]: Train Loss:0.0014965, Val MRR:0.4555, ice14ws_128
2023-05-14 23:23:28,520 - ice14ws_128 - [INFO] - [E:297| 200]: Train Loss:0.0014969, Val MRR:0.4555, ice14ws_128
2023-05-14 23:25:09,406 - ice14ws_128 - [INFO] - [E:297| 300]: Train Loss:0.0014967, Val MRR:0.4555, ice14ws_128
2023-05-14 23:26:50,366 - ice14ws_128 - [INFO] - [E:297| 400]: Train Loss:0.0014965, Val MRR:0.4555, ice14ws_128
2023-05-14 23:28:31,395 - ice14ws_128 - [INFO] - [E:297| 500]: Train Loss:0.0014968, Val MRR:0.4555, ice14ws_128
2023-05-14 23:30:01,876 - ice14ws_128 - [INFO] - [E:297| 600]: Train Loss:0.0014968, Val MRR:0.4555, ice14ws_128
2023-05-14 23:31:42,953 - ice14ws_128 - [INFO] - [E:297| 700]: Train Loss:0.0014969, Val MRR:0.4555, ice14ws_128
2023-05-14 23:33:23,595 - ice14ws_128 - [INFO] - [E:297| 800]: Train Loss:0.0014969, Val MRR:0.4555, ice14ws_128
2023-05-14 23:35:03,940 - ice14ws_128 - [INFO] - [E:297| 900]: Train Loss:0.0014969, Val MRR:0.4555, ice14ws_128
2023-05-14 23:36:14,720 - ice14ws_128 - [INFO] - [Epoch:297]: Training Loss:0.001497
2023-05-14 23:36:14,984 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 23:36:37,325 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 23:37:02,636 - ice14ws_128 - [INFO] - [Evaluating Epoch 297 valid]:
MRR: Tail : 0.48023, Head : 0.42549, Avg : 0.45286
2023-05-14 23:37:02,637 - ice14ws_128 - [INFO] - [Epoch 297]: Training Loss: 0.001497, Valid MRR: 0.4555,
2023-05-14 23:37:03,663 - ice14ws_128 - [INFO] - [E:298| 0]: Train Loss:0.0014992, Val MRR:0.4555, ice14ws_128
2023-05-14 23:38:34,333 - ice14ws_128 - [INFO] - [E:298| 100]: Train Loss:0.0014965, Val MRR:0.4555, ice14ws_128
2023-05-14 23:40:15,198 - ice14ws_128 - [INFO] - [E:298| 200]: Train Loss:0.0014965, Val MRR:0.4555, ice14ws_128
2023-05-14 23:41:56,208 - ice14ws_128 - [INFO] - [E:298| 300]: Train Loss:0.0014967, Val MRR:0.4555, ice14ws_128
2023-05-14 23:43:37,239 - ice14ws_128 - [INFO] - [E:298| 400]: Train Loss:0.0014968, Val MRR:0.4555, ice14ws_128
2023-05-14 23:45:18,284 - ice14ws_128 - [INFO] - [E:298| 500]: Train Loss:0.0014968, Val MRR:0.4555, ice14ws_128
2023-05-14 23:46:48,836 - ice14ws_128 - [INFO] - [E:298| 600]: Train Loss:0.0014968, Val MRR:0.4555, ice14ws_128
2023-05-14 23:48:30,095 - ice14ws_128 - [INFO] - [E:298| 700]: Train Loss:0.0014969, Val MRR:0.4555, ice14ws_128
2023-05-14 23:50:11,306 - ice14ws_128 - [INFO] - [E:298| 800]: Train Loss:0.0014969, Val MRR:0.4555, ice14ws_128
2023-05-14 23:51:52,714 - ice14ws_128 - [INFO] - [E:298| 900]: Train Loss:0.0014969, Val MRR:0.4555, ice14ws_128
2023-05-14 23:53:04,047 - ice14ws_128 - [INFO] - [Epoch:298]: Training Loss:0.001497
2023-05-14 23:53:04,568 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-14 23:53:26,965 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-14 23:53:45,352 - ice14ws_128 - [INFO] - [Evaluating Epoch 298 valid]:
MRR: Tail : 0.47913, Head : 0.42745, Avg : 0.45329
2023-05-14 23:53:45,352 - ice14ws_128 - [INFO] - [Epoch 298]: Training Loss: 0.001497, Valid MRR: 0.4555,
2023-05-14 23:53:45,999 - ice14ws_128 - [INFO] - [E:299| 0]: Train Loss:0.0014917, Val MRR:0.4555, ice14ws_128
2023-05-14 23:55:20,465 - ice14ws_128 - [INFO] - [E:299| 100]: Train Loss:0.0014969, Val MRR:0.4555, ice14ws_128
2023-05-14 23:57:01,568 - ice14ws_128 - [INFO] - [E:299| 200]: Train Loss:0.001497, Val MRR:0.4555, ice14ws_128
2023-05-14 23:58:42,725 - ice14ws_128 - [INFO] - [E:299| 300]: Train Loss:0.0014964, Val MRR:0.4555, ice14ws_128
2023-05-15 00:00:24,124 - ice14ws_128 - [INFO] - [E:299| 400]: Train Loss:0.0014967, Val MRR:0.4555, ice14ws_128
2023-05-15 00:01:54,630 - ice14ws_128 - [INFO] - [E:299| 500]: Train Loss:0.0014965, Val MRR:0.4555, ice14ws_128
2023-05-15 00:03:35,662 - ice14ws_128 - [INFO] - [E:299| 600]: Train Loss:0.0014969, Val MRR:0.4555, ice14ws_128
2023-05-15 00:05:16,881 - ice14ws_128 - [INFO] - [E:299| 700]: Train Loss:0.0014968, Val MRR:0.4555, ice14ws_128
2023-05-15 00:06:57,979 - ice14ws_128 - [INFO] - [E:299| 800]: Train Loss:0.0014968, Val MRR:0.4555, ice14ws_128
2023-05-15 00:08:39,026 - ice14ws_128 - [INFO] - [E:299| 900]: Train Loss:0.0014969, Val MRR:0.4555, ice14ws_128
2023-05-15 00:09:43,417 - ice14ws_128 - [INFO] - [Epoch:299]: Training Loss:0.001497
2023-05-15 00:09:43,641 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 00:10:02,604 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 00:10:24,739 - ice14ws_128 - [INFO] - [Evaluating Epoch 299 valid]:
MRR: Tail : 0.47847, Head : 0.42814, Avg : 0.45331
MR: Tail : 574.15, Head : 667.28, Avg : 620.71
Hit-1: Tail : 0.39507, Head : 0.34664, Avg : 0.37086
Hit-3: Tail : 0.52421, Head : 0.46559, Avg : 0.4949
Hit-10: Tail : 0.63029, Head : 0.58332, Avg : 0.60681
2023-05-15 00:10:24,739 - ice14ws_128 - [INFO] - [Epoch 299]: Training Loss: 0.001497, Valid MRR: 0.4555,
2023-05-15 00:10:25,724 - ice14ws_128 - [INFO] - [E:300| 0]: Train Loss:0.0014901, Val MRR:0.4555, ice14ws_128
2023-05-15 00:12:06,994 - ice14ws_128 - [INFO] - [E:300| 100]: Train Loss:0.0014964, Val MRR:0.4555, ice14ws_128
2023-05-15 00:13:48,030 - ice14ws_128 - [INFO] - [E:300| 200]: Train Loss:0.0014958, Val MRR:0.4555, ice14ws_128
2023-05-15 00:15:29,240 - ice14ws_128 - [INFO] - [E:300| 300]: Train Loss:0.0014963, Val MRR:0.4555, ice14ws_128
2023-05-15 00:17:10,416 - ice14ws_128 - [INFO] - [E:300| 400]: Train Loss:0.0014965, Val MRR:0.4555, ice14ws_128
2023-05-15 00:18:41,244 - ice14ws_128 - [INFO] - [E:300| 500]: Train Loss:0.0014966, Val MRR:0.4555, ice14ws_128
2023-05-15 00:20:22,330 - ice14ws_128 - [INFO] - [E:300| 600]: Train Loss:0.0014965, Val MRR:0.4555, ice14ws_128
2023-05-15 00:22:06,612 - ice14ws_128 - [INFO] - [E:300| 700]: Train Loss:0.0014965, Val MRR:0.4555, ice14ws_128
2023-05-15 00:23:47,624 - ice14ws_128 - [INFO] - [E:300| 800]: Train Loss:0.0014966, Val MRR:0.4555, ice14ws_128
2023-05-15 00:25:28,688 - ice14ws_128 - [INFO] - [E:300| 900]: Train Loss:0.0014966, Val MRR:0.4555, ice14ws_128
2023-05-15 00:26:29,443 - ice14ws_128 - [INFO] - [Epoch:300]: Training Loss:0.001497
2023-05-15 00:26:29,842 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 00:26:52,494 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 00:27:14,611 - ice14ws_128 - [INFO] - [Evaluating Epoch 300 valid]:
MRR: Tail : 0.47805, Head : 0.4225, Avg : 0.45028
2023-05-15 00:27:14,611 - ice14ws_128 - [INFO] - [Epoch 300]: Training Loss: 0.0014967, Valid MRR: 0.4555,
2023-05-15 00:27:15,389 - ice14ws_128 - [INFO] - [E:301| 0]: Train Loss:0.0014918, Val MRR:0.4555, ice14ws_128
2023-05-15 00:28:56,549 - ice14ws_128 - [INFO] - [E:301| 100]: Train Loss:0.001497, Val MRR:0.4555, ice14ws_128
2023-05-15 00:30:37,712 - ice14ws_128 - [INFO] - [E:301| 200]: Train Loss:0.001497, Val MRR:0.4555, ice14ws_128
2023-05-15 00:32:18,677 - ice14ws_128 - [INFO] - [E:301| 300]: Train Loss:0.0014966, Val MRR:0.4555, ice14ws_128
2023-05-15 00:33:49,601 - ice14ws_128 - [INFO] - [E:301| 400]: Train Loss:0.0014964, Val MRR:0.4555, ice14ws_128
2023-05-15 00:35:30,777 - ice14ws_128 - [INFO] - [E:301| 500]: Train Loss:0.0014964, Val MRR:0.4555, ice14ws_128
2023-05-15 00:37:11,975 - ice14ws_128 - [INFO] - [E:301| 600]: Train Loss:0.0014962, Val MRR:0.4555, ice14ws_128
2023-05-15 00:38:53,179 - ice14ws_128 - [INFO] - [E:301| 700]: Train Loss:0.0014964, Val MRR:0.4555, ice14ws_128
2023-05-15 00:40:34,372 - ice14ws_128 - [INFO] - [E:301| 800]: Train Loss:0.0014965, Val MRR:0.4555, ice14ws_128
2023-05-15 00:42:05,060 - ice14ws_128 - [INFO] - [E:301| 900]: Train Loss:0.0014965, Val MRR:0.4555, ice14ws_128
2023-05-15 00:43:16,230 - ice14ws_128 - [INFO] - [Epoch:301]: Training Loss:0.001496
2023-05-15 00:43:16,608 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 00:43:39,035 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 00:44:01,282 - ice14ws_128 - [INFO] - [Evaluating Epoch 301 valid]:
MRR: Tail : 0.47683, Head : 0.42517, Avg : 0.451
2023-05-15 00:44:01,282 - ice14ws_128 - [INFO] - [Epoch 301]: Training Loss: 0.0014965, Valid MRR: 0.4555,
2023-05-15 00:44:02,401 - ice14ws_128 - [INFO] - [E:302| 0]: Train Loss:0.0015001, Val MRR:0.4555, ice14ws_128
2023-05-15 00:45:43,639 - ice14ws_128 - [INFO] - [E:302| 100]: Train Loss:0.0014971, Val MRR:0.4555, ice14ws_128
2023-05-15 00:47:24,797 - ice14ws_128 - [INFO] - [E:302| 200]: Train Loss:0.0014969, Val MRR:0.4555, ice14ws_128
2023-05-15 00:49:05,903 - ice14ws_128 - [INFO] - [E:302| 300]: Train Loss:0.0014962, Val MRR:0.4555, ice14ws_128
2023-05-15 00:50:36,738 - ice14ws_128 - [INFO] - [E:302| 400]: Train Loss:0.0014961, Val MRR:0.4555, ice14ws_128
2023-05-15 00:52:17,652 - ice14ws_128 - [INFO] - [E:302| 500]: Train Loss:0.0014962, Val MRR:0.4555, ice14ws_128
2023-05-15 00:53:58,755 - ice14ws_128 - [INFO] - [E:302| 600]: Train Loss:0.0014965, Val MRR:0.4555, ice14ws_128
2023-05-15 00:55:39,724 - ice14ws_128 - [INFO] - [E:302| 700]: Train Loss:0.0014964, Val MRR:0.4555, ice14ws_128
2023-05-15 00:57:17,195 - ice14ws_128 - [INFO] - [E:302| 800]: Train Loss:0.0014967, Val MRR:0.4555, ice14ws_128
2023-05-15 00:58:51,540 - ice14ws_128 - [INFO] - [E:302| 900]: Train Loss:0.0014967, Val MRR:0.4555, ice14ws_128
2023-05-15 01:00:02,646 - ice14ws_128 - [INFO] - [Epoch:302]: Training Loss:0.001497
2023-05-15 01:00:02,910 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 01:00:25,436 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 01:00:47,538 - ice14ws_128 - [INFO] - [Evaluating Epoch 302 valid]:
MRR: Tail : 0.48248, Head : 0.42755, Avg : 0.45502
2023-05-15 01:00:47,539 - ice14ws_128 - [INFO] - [Epoch 302]: Training Loss: 0.0014967, Valid MRR: 0.4555,
2023-05-15 01:00:48,514 - ice14ws_128 - [INFO] - [E:303| 0]: Train Loss:0.0014978, Val MRR:0.4555, ice14ws_128
2023-05-15 01:02:29,433 - ice14ws_128 - [INFO] - [E:303| 100]: Train Loss:0.0014966, Val MRR:0.4555, ice14ws_128
2023-05-15 01:04:10,510 - ice14ws_128 - [INFO] - [E:303| 200]: Train Loss:0.0014968, Val MRR:0.4555, ice14ws_128
2023-05-15 01:05:44,250 - ice14ws_128 - [INFO] - [E:303| 300]: Train Loss:0.0014968, Val MRR:0.4555, ice14ws_128
2023-05-15 01:07:25,325 - ice14ws_128 - [INFO] - [E:303| 400]: Train Loss:0.0014966, Val MRR:0.4555, ice14ws_128
2023-05-15 01:09:06,627 - ice14ws_128 - [INFO] - [E:303| 500]: Train Loss:0.0014964, Val MRR:0.4555, ice14ws_128
2023-05-15 01:10:47,732 - ice14ws_128 - [INFO] - [E:303| 600]: Train Loss:0.0014962, Val MRR:0.4555, ice14ws_128
2023-05-15 01:12:28,831 - ice14ws_128 - [INFO] - [E:303| 700]: Train Loss:0.0014963, Val MRR:0.4555, ice14ws_128
2023-05-15 01:13:59,561 - ice14ws_128 - [INFO] - [E:303| 800]: Train Loss:0.0014964, Val MRR:0.4555, ice14ws_128
2023-05-15 01:15:40,524 - ice14ws_128 - [INFO] - [E:303| 900]: Train Loss:0.0014963, Val MRR:0.4555, ice14ws_128
2023-05-15 01:16:51,795 - ice14ws_128 - [INFO] - [Epoch:303]: Training Loss:0.001496
2023-05-15 01:16:52,182 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 01:17:14,478 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 01:17:36,557 - ice14ws_128 - [INFO] - [Evaluating Epoch 303 valid]:
MRR: Tail : 0.48157, Head : 0.42635, Avg : 0.45396
2023-05-15 01:17:36,557 - ice14ws_128 - [INFO] - [Epoch 303]: Training Loss: 0.0014964, Valid MRR: 0.4555,
2023-05-15 01:17:37,629 - ice14ws_128 - [INFO] - [E:304| 0]: Train Loss:0.0015137, Val MRR:0.4555, ice14ws_128
2023-05-15 01:19:18,907 - ice14ws_128 - [INFO] - [E:304| 100]: Train Loss:0.0014969, Val MRR:0.4555, ice14ws_128
2023-05-15 01:20:59,988 - ice14ws_128 - [INFO] - [E:304| 200]: Train Loss:0.0014964, Val MRR:0.4555, ice14ws_128
2023-05-15 01:22:30,534 - ice14ws_128 - [INFO] - [E:304| 300]: Train Loss:0.0014965, Val MRR:0.4555, ice14ws_128
2023-05-15 01:24:11,435 - ice14ws_128 - [INFO] - [E:304| 400]: Train Loss:0.0014964, Val MRR:0.4555, ice14ws_128
2023-05-15 01:25:52,493 - ice14ws_128 - [INFO] - [E:304| 500]: Train Loss:0.0014964, Val MRR:0.4555, ice14ws_128
2023-05-15 01:27:33,199 - ice14ws_128 - [INFO] - [E:304| 600]: Train Loss:0.0014965, Val MRR:0.4555, ice14ws_128
2023-05-15 01:29:09,347 - ice14ws_128 - [INFO] - [E:304| 700]: Train Loss:0.0014964, Val MRR:0.4555, ice14ws_128
2023-05-15 01:30:44,864 - ice14ws_128 - [INFO] - [E:304| 800]: Train Loss:0.0014964, Val MRR:0.4555, ice14ws_128
2023-05-15 01:32:25,933 - ice14ws_128 - [INFO] - [E:304| 900]: Train Loss:0.0014965, Val MRR:0.4555, ice14ws_128
2023-05-15 01:33:36,916 - ice14ws_128 - [INFO] - [Epoch:304]: Training Loss:0.001496
2023-05-15 01:33:37,312 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 01:33:59,986 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 01:34:22,106 - ice14ws_128 - [INFO] - [Evaluating Epoch 304 valid]:
MRR: Tail : 0.4796, Head : 0.42561, Avg : 0.45261
2023-05-15 01:34:22,106 - ice14ws_128 - [INFO] - [Epoch 304]: Training Loss: 0.0014964, Valid MRR: 0.4555,
2023-05-15 01:34:22,885 - ice14ws_128 - [INFO] - [E:305| 0]: Train Loss:0.0014876, Val MRR:0.4555, ice14ws_128
2023-05-15 01:36:03,968 - ice14ws_128 - [INFO] - [E:305| 100]: Train Loss:0.0014959, Val MRR:0.4555, ice14ws_128
2023-05-15 01:37:34,923 - ice14ws_128 - [INFO] - [E:305| 200]: Train Loss:0.0014956, Val MRR:0.4555, ice14ws_128
2023-05-15 01:39:15,911 - ice14ws_128 - [INFO] - [E:305| 300]: Train Loss:0.001496, Val MRR:0.4555, ice14ws_128
2023-05-15 01:40:56,878 - ice14ws_128 - [INFO] - [E:305| 400]: Train Loss:0.001496, Val MRR:0.4555, ice14ws_128
2023-05-15 01:42:37,805 - ice14ws_128 - [INFO] - [E:305| 500]: Train Loss:0.0014962, Val MRR:0.4555, ice14ws_128
2023-05-15 01:44:18,945 - ice14ws_128 - [INFO] - [E:305| 600]: Train Loss:0.0014961, Val MRR:0.4555, ice14ws_128
2023-05-15 01:45:49,367 - ice14ws_128 - [INFO] - [E:305| 700]: Train Loss:0.0014962, Val MRR:0.4555, ice14ws_128
2023-05-15 01:47:30,645 - ice14ws_128 - [INFO] - [E:305| 800]: Train Loss:0.0014962, Val MRR:0.4555, ice14ws_128
2023-05-15 01:49:15,403 - ice14ws_128 - [INFO] - [E:305| 900]: Train Loss:0.0014963, Val MRR:0.4555, ice14ws_128
2023-05-15 01:50:26,394 - ice14ws_128 - [INFO] - [Epoch:305]: Training Loss:0.001496
2023-05-15 01:50:26,738 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 01:50:49,615 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 01:51:12,259 - ice14ws_128 - [INFO] - [Evaluating Epoch 305 valid]:
MRR: Tail : 0.48195, Head : 0.42821, Avg : 0.45508
2023-05-15 01:51:12,259 - ice14ws_128 - [INFO] - [Epoch 305]: Training Loss: 0.0014963, Valid MRR: 0.4555,
2023-05-15 01:51:13,064 - ice14ws_128 - [INFO] - [E:306| 0]: Train Loss:0.0015074, Val MRR:0.4555, ice14ws_128
2023-05-15 01:52:54,152 - ice14ws_128 - [INFO] - [E:306| 100]: Train Loss:0.0014959, Val MRR:0.4555, ice14ws_128
2023-05-15 01:54:24,970 - ice14ws_128 - [INFO] - [E:306| 200]: Train Loss:0.0014958, Val MRR:0.4555, ice14ws_128
2023-05-15 01:56:05,958 - ice14ws_128 - [INFO] - [E:306| 300]: Train Loss:0.0014953, Val MRR:0.4555, ice14ws_128
2023-05-15 01:57:47,033 - ice14ws_128 - [INFO] - [E:306| 400]: Train Loss:0.0014956, Val MRR:0.4555, ice14ws_128
2023-05-15 01:59:27,700 - ice14ws_128 - [INFO] - [E:306| 500]: Train Loss:0.0014957, Val MRR:0.4555, ice14ws_128
2023-05-15 02:01:02,410 - ice14ws_128 - [INFO] - [E:306| 600]: Train Loss:0.0014958, Val MRR:0.4555, ice14ws_128
2023-05-15 02:02:39,117 - ice14ws_128 - [INFO] - [E:306| 700]: Train Loss:0.0014958, Val MRR:0.4555, ice14ws_128
2023-05-15 02:04:20,014 - ice14ws_128 - [INFO] - [E:306| 800]: Train Loss:0.0014958, Val MRR:0.4555, ice14ws_128
2023-05-15 02:06:00,897 - ice14ws_128 - [INFO] - [E:306| 900]: Train Loss:0.0014959, Val MRR:0.4555, ice14ws_128
2023-05-15 02:07:12,007 - ice14ws_128 - [INFO] - [Epoch:306]: Training Loss:0.001496
2023-05-15 02:07:12,400 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 02:07:34,728 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 02:07:56,792 - ice14ws_128 - [INFO] - [Evaluating Epoch 306 valid]:
MRR: Tail : 0.47765, Head : 0.42241, Avg : 0.45003
2023-05-15 02:07:56,793 - ice14ws_128 - [INFO] - [Epoch 306]: Training Loss: 0.001496, Valid MRR: 0.4555,
2023-05-15 02:07:57,855 - ice14ws_128 - [INFO] - [E:307| 0]: Train Loss:0.0014889, Val MRR:0.4555, ice14ws_128
2023-05-15 02:09:28,666 - ice14ws_128 - [INFO] - [E:307| 100]: Train Loss:0.0014954, Val MRR:0.4555, ice14ws_128
2023-05-15 02:11:09,578 - ice14ws_128 - [INFO] - [E:307| 200]: Train Loss:0.0014953, Val MRR:0.4555, ice14ws_128
2023-05-15 02:12:50,629 - ice14ws_128 - [INFO] - [E:307| 300]: Train Loss:0.0014957, Val MRR:0.4555, ice14ws_128
2023-05-15 02:14:31,753 - ice14ws_128 - [INFO] - [E:307| 400]: Train Loss:0.0014962, Val MRR:0.4555, ice14ws_128
2023-05-15 02:16:13,114 - ice14ws_128 - [INFO] - [E:307| 500]: Train Loss:0.0014962, Val MRR:0.4555, ice14ws_128
2023-05-15 02:17:44,108 - ice14ws_128 - [INFO] - [E:307| 600]: Train Loss:0.0014963, Val MRR:0.4555, ice14ws_128
2023-05-15 02:19:25,095 - ice14ws_128 - [INFO] - [E:307| 700]: Train Loss:0.0014964, Val MRR:0.4555, ice14ws_128
2023-05-15 02:21:05,986 - ice14ws_128 - [INFO] - [E:307| 800]: Train Loss:0.0014963, Val MRR:0.4555, ice14ws_128
2023-05-15 02:22:46,863 - ice14ws_128 - [INFO] - [E:307| 900]: Train Loss:0.0014963, Val MRR:0.4555, ice14ws_128
2023-05-15 02:23:58,099 - ice14ws_128 - [INFO] - [Epoch:307]: Training Loss:0.001496
2023-05-15 02:23:58,479 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 02:24:20,730 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 02:24:38,986 - ice14ws_128 - [INFO] - [Evaluating Epoch 307 valid]:
MRR: Tail : 0.48108, Head : 0.42628, Avg : 0.45368
2023-05-15 02:24:38,986 - ice14ws_128 - [INFO] - [Epoch 307]: Training Loss: 0.0014963, Valid MRR: 0.4555,
2023-05-15 02:24:39,635 - ice14ws_128 - [INFO] - [E:308| 0]: Train Loss:0.0014894, Val MRR:0.4555, ice14ws_128
2023-05-15 02:26:14,654 - ice14ws_128 - [INFO] - [E:308| 100]: Train Loss:0.0014955, Val MRR:0.4555, ice14ws_128
2023-05-15 02:27:55,732 - ice14ws_128 - [INFO] - [E:308| 200]: Train Loss:0.0014956, Val MRR:0.4555, ice14ws_128
2023-05-15 02:29:36,856 - ice14ws_128 - [INFO] - [E:308| 300]: Train Loss:0.0014958, Val MRR:0.4555, ice14ws_128
2023-05-15 02:31:18,036 - ice14ws_128 - [INFO] - [E:308| 400]: Train Loss:0.001496, Val MRR:0.4555, ice14ws_128
2023-05-15 02:32:53,876 - ice14ws_128 - [INFO] - [E:308| 500]: Train Loss:0.0014959, Val MRR:0.4555, ice14ws_128
2023-05-15 02:34:32,175 - ice14ws_128 - [INFO] - [E:308| 600]: Train Loss:0.0014959, Val MRR:0.4555, ice14ws_128
2023-05-15 02:36:13,270 - ice14ws_128 - [INFO] - [E:308| 700]: Train Loss:0.0014959, Val MRR:0.4555, ice14ws_128
2023-05-15 02:37:54,396 - ice14ws_128 - [INFO] - [E:308| 800]: Train Loss:0.0014961, Val MRR:0.4555, ice14ws_128
2023-05-15 02:39:35,575 - ice14ws_128 - [INFO] - [E:308| 900]: Train Loss:0.0014961, Val MRR:0.4555, ice14ws_128
2023-05-15 02:40:42,770 - ice14ws_128 - [INFO] - [Epoch:308]: Training Loss:0.001496
2023-05-15 02:40:42,988 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 02:40:58,696 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 02:41:20,728 - ice14ws_128 - [INFO] - [Evaluating Epoch 308 valid]:
MRR: Tail : 0.48055, Head : 0.42637, Avg : 0.45346
2023-05-15 02:41:20,728 - ice14ws_128 - [INFO] - [Epoch 308]: Training Loss: 0.0014962, Valid MRR: 0.4555,
2023-05-15 02:41:21,798 - ice14ws_128 - [INFO] - [E:309| 0]: Train Loss:0.0014991, Val MRR:0.4555, ice14ws_128
2023-05-15 02:43:02,689 - ice14ws_128 - [INFO] - [E:309| 100]: Train Loss:0.0014947, Val MRR:0.4555, ice14ws_128
2023-05-15 02:44:43,788 - ice14ws_128 - [INFO] - [E:309| 200]: Train Loss:0.0014953, Val MRR:0.4555, ice14ws_128
2023-05-15 02:46:24,942 - ice14ws_128 - [INFO] - [E:309| 300]: Train Loss:0.0014957, Val MRR:0.4555, ice14ws_128
2023-05-15 02:48:06,071 - ice14ws_128 - [INFO] - [E:309| 400]: Train Loss:0.0014958, Val MRR:0.4555, ice14ws_128
2023-05-15 02:49:36,706 - ice14ws_128 - [INFO] - [E:309| 500]: Train Loss:0.0014958, Val MRR:0.4555, ice14ws_128
2023-05-15 02:51:17,559 - ice14ws_128 - [INFO] - [E:309| 600]: Train Loss:0.0014961, Val MRR:0.4555, ice14ws_128
2023-05-15 02:52:58,706 - ice14ws_128 - [INFO] - [E:309| 700]: Train Loss:0.0014962, Val MRR:0.4555, ice14ws_128
2023-05-15 02:54:39,612 - ice14ws_128 - [INFO] - [E:309| 800]: Train Loss:0.0014963, Val MRR:0.4555, ice14ws_128
2023-05-15 02:56:20,508 - ice14ws_128 - [INFO] - [E:309| 900]: Train Loss:0.0014961, Val MRR:0.4555, ice14ws_128
2023-05-15 02:57:21,143 - ice14ws_128 - [INFO] - [Epoch:309]: Training Loss:0.001496
2023-05-15 02:57:21,525 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 02:57:43,914 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 02:58:06,042 - ice14ws_128 - [INFO] - [Evaluating Epoch 309 valid]:
MRR: Tail : 0.48032, Head : 0.42641, Avg : 0.45337
MR: Tail : 563.97, Head : 658.15, Avg : 611.06
Hit-1: Tail : 0.39944, Head : 0.3441, Avg : 0.37177
Hit-3: Tail : 0.52312, Head : 0.46668, Avg : 0.4949
Hit-10: Tail : 0.63017, Head : 0.58308, Avg : 0.60663
2023-05-15 02:58:06,042 - ice14ws_128 - [INFO] - [Epoch 309]: Training Loss: 0.0014961, Valid MRR: 0.4555,
2023-05-15 02:58:07,154 - ice14ws_128 - [INFO] - [E:310| 0]: Train Loss:0.0014988, Val MRR:0.4555, ice14ws_128
2023-05-15 02:59:47,916 - ice14ws_128 - [INFO] - [E:310| 100]: Train Loss:0.0014967, Val MRR:0.4555, ice14ws_128
2023-05-15 03:01:28,757 - ice14ws_128 - [INFO] - [E:310| 200]: Train Loss:0.001496, Val MRR:0.4555, ice14ws_128
2023-05-15 03:03:09,396 - ice14ws_128 - [INFO] - [E:310| 300]: Train Loss:0.0014962, Val MRR:0.4555, ice14ws_128
2023-05-15 03:04:39,678 - ice14ws_128 - [INFO] - [E:310| 400]: Train Loss:0.0014959, Val MRR:0.4555, ice14ws_128
2023-05-15 03:06:20,853 - ice14ws_128 - [INFO] - [E:310| 500]: Train Loss:0.0014958, Val MRR:0.4555, ice14ws_128
2023-05-15 03:08:01,864 - ice14ws_128 - [INFO] - [E:310| 600]: Train Loss:0.001496, Val MRR:0.4555, ice14ws_128
2023-05-15 03:09:43,054 - ice14ws_128 - [INFO] - [E:310| 700]: Train Loss:0.0014961, Val MRR:0.4555, ice14ws_128
2023-05-15 03:11:24,243 - ice14ws_128 - [INFO] - [E:310| 800]: Train Loss:0.001496, Val MRR:0.4555, ice14ws_128
2023-05-15 03:12:54,950 - ice14ws_128 - [INFO] - [E:310| 900]: Train Loss:0.0014961, Val MRR:0.4555, ice14ws_128
2023-05-15 03:14:05,878 - ice14ws_128 - [INFO] - [Epoch:310]: Training Loss:0.001496
2023-05-15 03:14:06,275 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 03:14:29,036 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 03:14:51,123 - ice14ws_128 - [INFO] - [Evaluating Epoch 310 valid]:
MRR: Tail : 0.47891, Head : 0.42529, Avg : 0.4521
2023-05-15 03:14:51,123 - ice14ws_128 - [INFO] - [Epoch 310]: Training Loss: 0.0014961, Valid MRR: 0.4555,
2023-05-15 03:14:52,184 - ice14ws_128 - [INFO] - [E:311| 0]: Train Loss:0.0014918, Val MRR:0.4555, ice14ws_128
2023-05-15 03:16:36,387 - ice14ws_128 - [INFO] - [E:311| 100]: Train Loss:0.0014951, Val MRR:0.4555, ice14ws_128
2023-05-15 03:18:17,301 - ice14ws_128 - [INFO] - [E:311| 200]: Train Loss:0.0014954, Val MRR:0.4555, ice14ws_128
2023-05-15 03:19:58,359 - ice14ws_128 - [INFO] - [E:311| 300]: Train Loss:0.0014957, Val MRR:0.4555, ice14ws_128
2023-05-15 03:21:28,864 - ice14ws_128 - [INFO] - [E:311| 400]: Train Loss:0.0014956, Val MRR:0.4555, ice14ws_128
2023-05-15 03:23:09,952 - ice14ws_128 - [INFO] - [E:311| 500]: Train Loss:0.0014957, Val MRR:0.4555, ice14ws_128
2023-05-15 03:24:50,933 - ice14ws_128 - [INFO] - [E:311| 600]: Train Loss:0.0014957, Val MRR:0.4555, ice14ws_128
2023-05-15 03:26:32,011 - ice14ws_128 - [INFO] - [E:311| 700]: Train Loss:0.0014956, Val MRR:0.4555, ice14ws_128
2023-05-15 03:28:13,237 - ice14ws_128 - [INFO] - [E:311| 800]: Train Loss:0.0014957, Val MRR:0.4555, ice14ws_128
2023-05-15 03:29:43,644 - ice14ws_128 - [INFO] - [E:311| 900]: Train Loss:0.0014957, Val MRR:0.4555, ice14ws_128
2023-05-15 03:30:54,697 - ice14ws_128 - [INFO] - [Epoch:311]: Training Loss:0.001496
2023-05-15 03:30:55,215 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 03:31:17,584 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 03:31:39,568 - ice14ws_128 - [INFO] - [Evaluating Epoch 311 valid]:
MRR: Tail : 0.47881, Head : 0.42701, Avg : 0.45291
2023-05-15 03:31:39,568 - ice14ws_128 - [INFO] - [Epoch 311]: Training Loss: 0.0014959, Valid MRR: 0.4555,
2023-05-15 03:31:40,638 - ice14ws_128 - [INFO] - [E:312| 0]: Train Loss:0.001493, Val MRR:0.4555, ice14ws_128
2023-05-15 03:33:21,432 - ice14ws_128 - [INFO] - [E:312| 100]: Train Loss:0.0014959, Val MRR:0.4555, ice14ws_128
2023-05-15 03:35:02,434 - ice14ws_128 - [INFO] - [E:312| 200]: Train Loss:0.0014958, Val MRR:0.4555, ice14ws_128
2023-05-15 03:36:32,904 - ice14ws_128 - [INFO] - [E:312| 300]: Train Loss:0.0014955, Val MRR:0.4555, ice14ws_128
2023-05-15 03:38:13,984 - ice14ws_128 - [INFO] - [E:312| 400]: Train Loss:0.0014957, Val MRR:0.4555, ice14ws_128
2023-05-15 03:39:55,084 - ice14ws_128 - [INFO] - [E:312| 500]: Train Loss:0.0014956, Val MRR:0.4555, ice14ws_128
2023-05-15 03:41:36,129 - ice14ws_128 - [INFO] - [E:312| 600]: Train Loss:0.0014955, Val MRR:0.4555, ice14ws_128
2023-05-15 03:43:17,421 - ice14ws_128 - [INFO] - [E:312| 700]: Train Loss:0.0014955, Val MRR:0.4555, ice14ws_128
2023-05-15 03:44:48,191 - ice14ws_128 - [INFO] - [E:312| 800]: Train Loss:0.0014956, Val MRR:0.4555, ice14ws_128
2023-05-15 03:46:29,263 - ice14ws_128 - [INFO] - [E:312| 900]: Train Loss:0.0014955, Val MRR:0.4555, ice14ws_128
2023-05-15 03:47:40,330 - ice14ws_128 - [INFO] - [Epoch:312]: Training Loss:0.001496
2023-05-15 03:47:40,725 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 03:48:03,388 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 03:48:25,613 - ice14ws_128 - [INFO] - [Evaluating Epoch 312 valid]:
MRR: Tail : 0.48058, Head : 0.4271, Avg : 0.45384
2023-05-15 03:48:25,613 - ice14ws_128 - [INFO] - [Epoch 312]: Training Loss: 0.0014957, Valid MRR: 0.4555,
2023-05-15 03:48:26,417 - ice14ws_128 - [INFO] - [E:313| 0]: Train Loss:0.0014908, Val MRR:0.4555, ice14ws_128
2023-05-15 03:50:07,504 - ice14ws_128 - [INFO] - [E:313| 100]: Train Loss:0.0014943, Val MRR:0.4555, ice14ws_128
2023-05-15 03:51:48,639 - ice14ws_128 - [INFO] - [E:313| 200]: Train Loss:0.0014951, Val MRR:0.4555, ice14ws_128
2023-05-15 03:53:19,377 - ice14ws_128 - [INFO] - [E:313| 300]: Train Loss:0.0014954, Val MRR:0.4555, ice14ws_128
2023-05-15 03:55:00,075 - ice14ws_128 - [INFO] - [E:313| 400]: Train Loss:0.0014953, Val MRR:0.4555, ice14ws_128
2023-05-15 03:56:41,028 - ice14ws_128 - [INFO] - [E:313| 500]: Train Loss:0.0014955, Val MRR:0.4555, ice14ws_128
2023-05-15 03:58:21,856 - ice14ws_128 - [INFO] - [E:313| 600]: Train Loss:0.0014954, Val MRR:0.4555, ice14ws_128
2023-05-15 03:59:58,777 - ice14ws_128 - [INFO] - [E:313| 700]: Train Loss:0.0014954, Val MRR:0.4555, ice14ws_128
2023-05-15 04:01:36,360 - ice14ws_128 - [INFO] - [E:313| 800]: Train Loss:0.0014955, Val MRR:0.4555, ice14ws_128
2023-05-15 04:03:17,615 - ice14ws_128 - [INFO] - [E:313| 900]: Train Loss:0.0014955, Val MRR:0.4555, ice14ws_128
2023-05-15 04:04:28,715 - ice14ws_128 - [INFO] - [Epoch:313]: Training Loss:0.001496
2023-05-15 04:04:28,980 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 04:04:51,613 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 04:05:14,045 - ice14ws_128 - [INFO] - [Evaluating Epoch 313 valid]:
MRR: Tail : 0.48026, Head : 0.42553, Avg : 0.45289
2023-05-15 04:05:14,045 - ice14ws_128 - [INFO] - [Epoch 313]: Training Loss: 0.0014955, Valid MRR: 0.4555,
2023-05-15 04:05:14,841 - ice14ws_128 - [INFO] - [E:314| 0]: Train Loss:0.0014906, Val MRR:0.4555, ice14ws_128
2023-05-15 04:06:55,947 - ice14ws_128 - [INFO] - [E:314| 100]: Train Loss:0.0014947, Val MRR:0.4555, ice14ws_128
2023-05-15 04:08:26,317 - ice14ws_128 - [INFO] - [E:314| 200]: Train Loss:0.0014951, Val MRR:0.4555, ice14ws_128
2023-05-15 04:10:07,359 - ice14ws_128 - [INFO] - [E:314| 300]: Train Loss:0.0014951, Val MRR:0.4555, ice14ws_128
2023-05-15 04:11:48,466 - ice14ws_128 - [INFO] - [E:314| 400]: Train Loss:0.0014951, Val MRR:0.4555, ice14ws_128
2023-05-15 04:13:29,591 - ice14ws_128 - [INFO] - [E:314| 500]: Train Loss:0.0014954, Val MRR:0.4555, ice14ws_128
2023-05-15 04:15:10,791 - ice14ws_128 - [INFO] - [E:314| 600]: Train Loss:0.0014954, Val MRR:0.4555, ice14ws_128
2023-05-15 04:16:41,523 - ice14ws_128 - [INFO] - [E:314| 700]: Train Loss:0.0014954, Val MRR:0.4555, ice14ws_128
2023-05-15 04:18:22,697 - ice14ws_128 - [INFO] - [E:314| 800]: Train Loss:0.0014955, Val MRR:0.4555, ice14ws_128
2023-05-15 04:20:03,874 - ice14ws_128 - [INFO] - [E:314| 900]: Train Loss:0.0014955, Val MRR:0.4555, ice14ws_128
2023-05-15 04:21:14,961 - ice14ws_128 - [INFO] - [Epoch:314]: Training Loss:0.001496
2023-05-15 04:21:15,312 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 04:21:38,244 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 04:22:00,285 - ice14ws_128 - [INFO] - [Evaluating Epoch 314 valid]:
MRR: Tail : 0.47875, Head : 0.42596, Avg : 0.45235
2023-05-15 04:22:00,285 - ice14ws_128 - [INFO] - [Epoch 314]: Training Loss: 0.0014955, Valid MRR: 0.4555,
2023-05-15 04:22:01,347 - ice14ws_128 - [INFO] - [E:315| 0]: Train Loss:0.001493, Val MRR:0.4555, ice14ws_128
2023-05-15 04:23:42,359 - ice14ws_128 - [INFO] - [E:315| 100]: Train Loss:0.0014955, Val MRR:0.4555, ice14ws_128
2023-05-15 04:25:13,122 - ice14ws_128 - [INFO] - [E:315| 200]: Train Loss:0.0014958, Val MRR:0.4555, ice14ws_128
2023-05-15 04:26:54,169 - ice14ws_128 - [INFO] - [E:315| 300]: Train Loss:0.0014954, Val MRR:0.4555, ice14ws_128
2023-05-15 04:28:35,201 - ice14ws_128 - [INFO] - [E:315| 400]: Train Loss:0.0014955, Val MRR:0.4555, ice14ws_128
2023-05-15 04:30:16,419 - ice14ws_128 - [INFO] - [E:315| 500]: Train Loss:0.0014955, Val MRR:0.4555, ice14ws_128
2023-05-15 04:31:51,843 - ice14ws_128 - [INFO] - [E:315| 600]: Train Loss:0.0014955, Val MRR:0.4555, ice14ws_128
2023-05-15 04:33:28,388 - ice14ws_128 - [INFO] - [E:315| 700]: Train Loss:0.0014954, Val MRR:0.4555, ice14ws_128
2023-05-15 04:35:09,482 - ice14ws_128 - [INFO] - [E:315| 800]: Train Loss:0.0014954, Val MRR:0.4555, ice14ws_128
2023-05-15 04:36:50,655 - ice14ws_128 - [INFO] - [E:315| 900]: Train Loss:0.0014953, Val MRR:0.4555, ice14ws_128
2023-05-15 04:38:01,609 - ice14ws_128 - [INFO] - [Epoch:315]: Training Loss:0.001495
2023-05-15 04:38:02,003 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 04:38:24,655 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 04:38:46,819 - ice14ws_128 - [INFO] - [Evaluating Epoch 315 valid]:
MRR: Tail : 0.481, Head : 0.42705, Avg : 0.45403
2023-05-15 04:38:46,819 - ice14ws_128 - [INFO] - [Epoch 315]: Training Loss: 0.0014953, Valid MRR: 0.4555,
2023-05-15 04:38:47,906 - ice14ws_128 - [INFO] - [E:316| 0]: Train Loss:0.0014939, Val MRR:0.4555, ice14ws_128
2023-05-15 04:40:18,357 - ice14ws_128 - [INFO] - [E:316| 100]: Train Loss:0.0014945, Val MRR:0.4555, ice14ws_128
2023-05-15 04:41:59,132 - ice14ws_128 - [INFO] - [E:316| 200]: Train Loss:0.001495, Val MRR:0.4555, ice14ws_128
2023-05-15 04:43:39,989 - ice14ws_128 - [INFO] - [E:316| 300]: Train Loss:0.0014948, Val MRR:0.4555, ice14ws_128
2023-05-15 04:45:24,434 - ice14ws_128 - [INFO] - [E:316| 400]: Train Loss:0.0014949, Val MRR:0.4555, ice14ws_128
2023-05-15 04:47:05,470 - ice14ws_128 - [INFO] - [E:316| 500]: Train Loss:0.0014951, Val MRR:0.4555, ice14ws_128
2023-05-15 04:48:35,972 - ice14ws_128 - [INFO] - [E:316| 600]: Train Loss:0.0014953, Val MRR:0.4555, ice14ws_128
2023-05-15 04:50:16,890 - ice14ws_128 - [INFO] - [E:316| 700]: Train Loss:0.0014954, Val MRR:0.4555, ice14ws_128
2023-05-15 04:51:57,861 - ice14ws_128 - [INFO] - [E:316| 800]: Train Loss:0.0014955, Val MRR:0.4555, ice14ws_128
2023-05-15 04:53:38,895 - ice14ws_128 - [INFO] - [E:316| 900]: Train Loss:0.0014955, Val MRR:0.4555, ice14ws_128
2023-05-15 04:54:50,117 - ice14ws_128 - [INFO] - [Epoch:316]: Training Loss:0.001496
2023-05-15 04:54:50,499 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 04:55:12,777 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 04:55:34,767 - ice14ws_128 - [INFO] - [Evaluating Epoch 316 valid]:
MRR: Tail : 0.47893, Head : 0.42272, Avg : 0.45082
2023-05-15 04:55:34,767 - ice14ws_128 - [INFO] - [Epoch 316]: Training Loss: 0.0014955, Valid MRR: 0.4555,
2023-05-15 04:55:35,826 - ice14ws_128 - [INFO] - [E:317| 0]: Train Loss:0.0014889, Val MRR:0.4555, ice14ws_128
2023-05-15 04:57:06,784 - ice14ws_128 - [INFO] - [E:317| 100]: Train Loss:0.0014954, Val MRR:0.4555, ice14ws_128
2023-05-15 04:58:47,774 - ice14ws_128 - [INFO] - [E:317| 200]: Train Loss:0.0014947, Val MRR:0.4555, ice14ws_128
2023-05-15 05:00:28,650 - ice14ws_128 - [INFO] - [E:317| 300]: Train Loss:0.0014947, Val MRR:0.4555, ice14ws_128
2023-05-15 05:02:09,488 - ice14ws_128 - [INFO] - [E:317| 400]: Train Loss:0.0014948, Val MRR:0.4555, ice14ws_128
2023-05-15 05:03:43,854 - ice14ws_128 - [INFO] - [E:317| 500]: Train Loss:0.0014949, Val MRR:0.4555, ice14ws_128
2023-05-15 05:05:21,151 - ice14ws_128 - [INFO] - [E:317| 600]: Train Loss:0.0014951, Val MRR:0.4555, ice14ws_128
2023-05-15 05:07:02,134 - ice14ws_128 - [INFO] - [E:317| 700]: Train Loss:0.001495, Val MRR:0.4555, ice14ws_128
2023-05-15 05:08:43,236 - ice14ws_128 - [INFO] - [E:317| 800]: Train Loss:0.0014951, Val MRR:0.4555, ice14ws_128
2023-05-15 05:10:23,803 - ice14ws_128 - [INFO] - [E:317| 900]: Train Loss:0.0014951, Val MRR:0.4555, ice14ws_128
2023-05-15 05:11:32,706 - ice14ws_128 - [INFO] - [Epoch:317]: Training Loss:0.001495
2023-05-15 05:11:32,924 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 05:11:46,801 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 05:12:08,644 - ice14ws_128 - [INFO] - [Evaluating Epoch 317 valid]:
MRR: Tail : 0.47827, Head : 0.42626, Avg : 0.45226
2023-05-15 05:12:08,644 - ice14ws_128 - [INFO] - [Epoch 317]: Training Loss: 0.0014952, Valid MRR: 0.4555,
2023-05-15 05:12:09,450 - ice14ws_128 - [INFO] - [E:318| 0]: Train Loss:0.0014962, Val MRR:0.4555, ice14ws_128
2023-05-15 05:13:50,453 - ice14ws_128 - [INFO] - [E:318| 100]: Train Loss:0.0014947, Val MRR:0.4555, ice14ws_128
2023-05-15 05:15:31,489 - ice14ws_128 - [INFO] - [E:318| 200]: Train Loss:0.0014945, Val MRR:0.4555, ice14ws_128
2023-05-15 05:17:12,411 - ice14ws_128 - [INFO] - [E:318| 300]: Train Loss:0.0014948, Val MRR:0.4555, ice14ws_128
2023-05-15 05:18:53,544 - ice14ws_128 - [INFO] - [E:318| 400]: Train Loss:0.0014947, Val MRR:0.4555, ice14ws_128
2023-05-15 05:20:24,454 - ice14ws_128 - [INFO] - [E:318| 500]: Train Loss:0.0014947, Val MRR:0.4555, ice14ws_128
2023-05-15 05:22:05,563 - ice14ws_128 - [INFO] - [E:318| 600]: Train Loss:0.0014948, Val MRR:0.4555, ice14ws_128
2023-05-15 05:23:46,711 - ice14ws_128 - [INFO] - [E:318| 700]: Train Loss:0.001495, Val MRR:0.4555, ice14ws_128
2023-05-15 05:25:27,843 - ice14ws_128 - [INFO] - [E:318| 800]: Train Loss:0.0014952, Val MRR:0.4555, ice14ws_128
2023-05-15 05:27:08,973 - ice14ws_128 - [INFO] - [E:318| 900]: Train Loss:0.0014952, Val MRR:0.4555, ice14ws_128
2023-05-15 05:28:09,598 - ice14ws_128 - [INFO] - [Epoch:318]: Training Loss:0.001495
2023-05-15 05:28:09,862 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 05:28:36,239 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 05:28:58,306 - ice14ws_128 - [INFO] - [Evaluating Epoch 318 valid]:
MRR: Tail : 0.4801, Head : 0.42582, Avg : 0.45296
2023-05-15 05:28:58,306 - ice14ws_128 - [INFO] - [Epoch 318]: Training Loss: 0.0014952, Valid MRR: 0.4555,
2023-05-15 05:28:59,383 - ice14ws_128 - [INFO] - [E:319| 0]: Train Loss:0.0014885, Val MRR:0.4555, ice14ws_128
2023-05-15 05:30:40,247 - ice14ws_128 - [INFO] - [E:319| 100]: Train Loss:0.0014954, Val MRR:0.4555, ice14ws_128
2023-05-15 05:32:21,165 - ice14ws_128 - [INFO] - [E:319| 200]: Train Loss:0.0014949, Val MRR:0.4555, ice14ws_128
2023-05-15 05:34:01,869 - ice14ws_128 - [INFO] - [E:319| 300]: Train Loss:0.0014951, Val MRR:0.4555, ice14ws_128
2023-05-15 05:35:36,530 - ice14ws_128 - [INFO] - [E:319| 400]: Train Loss:0.0014948, Val MRR:0.4555, ice14ws_128
2023-05-15 05:37:13,064 - ice14ws_128 - [INFO] - [E:319| 500]: Train Loss:0.0014949, Val MRR:0.4555, ice14ws_128
2023-05-15 05:38:54,055 - ice14ws_128 - [INFO] - [E:319| 600]: Train Loss:0.0014949, Val MRR:0.4555, ice14ws_128
2023-05-15 05:40:35,230 - ice14ws_128 - [INFO] - [E:319| 700]: Train Loss:0.0014949, Val MRR:0.4555, ice14ws_128
2023-05-15 05:42:16,234 - ice14ws_128 - [INFO] - [E:319| 800]: Train Loss:0.0014951, Val MRR:0.4555, ice14ws_128
2023-05-15 05:43:47,186 - ice14ws_128 - [INFO] - [E:319| 900]: Train Loss:0.0014951, Val MRR:0.4555, ice14ws_128
2023-05-15 05:44:58,132 - ice14ws_128 - [INFO] - [Epoch:319]: Training Loss:0.001495
2023-05-15 05:44:58,477 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 05:45:21,234 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 05:45:43,379 - ice14ws_128 - [INFO] - [Evaluating Epoch 319 valid]:
MRR: Tail : 0.48316, Head : 0.42641, Avg : 0.45478
MR: Tail : 561.63, Head : 653.13, Avg : 607.38
Hit-1: Tail : 0.39993, Head : 0.3441, Avg : 0.37201
Hit-3: Tail : 0.53004, Head : 0.46583, Avg : 0.49794
Hit-10: Tail : 0.63466, Head : 0.58308, Avg : 0.60887
2023-05-15 05:45:43,379 - ice14ws_128 - [INFO] - [Epoch 319]: Training Loss: 0.0014952, Valid MRR: 0.4555,
2023-05-15 05:45:44,246 - ice14ws_128 - [INFO] - [E:320| 0]: Train Loss:0.0015004, Val MRR:0.4555, ice14ws_128
2023-05-15 05:47:25,470 - ice14ws_128 - [INFO] - [E:320| 100]: Train Loss:0.0014951, Val MRR:0.4555, ice14ws_128
2023-05-15 05:49:06,642 - ice14ws_128 - [INFO] - [E:320| 200]: Train Loss:0.0014951, Val MRR:0.4555, ice14ws_128
2023-05-15 05:50:47,668 - ice14ws_128 - [INFO] - [E:320| 300]: Train Loss:0.0014951, Val MRR:0.4555, ice14ws_128
2023-05-15 05:52:18,462 - ice14ws_128 - [INFO] - [E:320| 400]: Train Loss:0.0014951, Val MRR:0.4555, ice14ws_128
2023-05-15 05:53:59,601 - ice14ws_128 - [INFO] - [E:320| 500]: Train Loss:0.0014951, Val MRR:0.4555, ice14ws_128
2023-05-15 05:55:40,679 - ice14ws_128 - [INFO] - [E:320| 600]: Train Loss:0.0014951, Val MRR:0.4555, ice14ws_128
2023-05-15 05:57:21,753 - ice14ws_128 - [INFO] - [E:320| 700]: Train Loss:0.001495, Val MRR:0.4555, ice14ws_128
2023-05-15 05:59:02,844 - ice14ws_128 - [INFO] - [E:320| 800]: Train Loss:0.001495, Val MRR:0.4555, ice14ws_128
2023-05-15 06:00:33,809 - ice14ws_128 - [INFO] - [E:320| 900]: Train Loss:0.0014951, Val MRR:0.4555, ice14ws_128
2023-05-15 06:01:44,844 - ice14ws_128 - [INFO] - [Epoch:320]: Training Loss:0.001495
2023-05-15 06:01:45,239 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 06:02:07,864 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 06:02:29,990 - ice14ws_128 - [INFO] - [Evaluating Epoch 320 valid]:
MRR: Tail : 0.47806, Head : 0.42473, Avg : 0.4514
2023-05-15 06:02:29,991 - ice14ws_128 - [INFO] - [Epoch 320]: Training Loss: 0.0014953, Valid MRR: 0.4555,
2023-05-15 06:02:31,060 - ice14ws_128 - [INFO] - [E:321| 0]: Train Loss:0.0014965, Val MRR:0.4555, ice14ws_128
2023-05-15 06:04:11,721 - ice14ws_128 - [INFO] - [E:321| 100]: Train Loss:0.0014949, Val MRR:0.4555, ice14ws_128
2023-05-15 06:05:52,616 - ice14ws_128 - [INFO] - [E:321| 200]: Train Loss:0.001495, Val MRR:0.4555, ice14ws_128
2023-05-15 06:07:22,827 - ice14ws_128 - [INFO] - [E:321| 300]: Train Loss:0.0014946, Val MRR:0.4555, ice14ws_128
2023-05-15 06:09:04,205 - ice14ws_128 - [INFO] - [E:321| 400]: Train Loss:0.0014951, Val MRR:0.4555, ice14ws_128
2023-05-15 06:10:45,496 - ice14ws_128 - [INFO] - [E:321| 500]: Train Loss:0.0014949, Val MRR:0.4555, ice14ws_128
2023-05-15 06:12:29,696 - ice14ws_128 - [INFO] - [E:321| 600]: Train Loss:0.001495, Val MRR:0.4555, ice14ws_128
2023-05-15 06:14:11,135 - ice14ws_128 - [INFO] - [E:321| 700]: Train Loss:0.0014949, Val MRR:0.4555, ice14ws_128
2023-05-15 06:15:42,138 - ice14ws_128 - [INFO] - [E:321| 800]: Train Loss:0.0014949, Val MRR:0.4555, ice14ws_128
2023-05-15 06:17:23,282 - ice14ws_128 - [INFO] - [E:321| 900]: Train Loss:0.001495, Val MRR:0.4555, ice14ws_128
2023-05-15 06:18:34,471 - ice14ws_128 - [INFO] - [Epoch:321]: Training Loss:0.001495
2023-05-15 06:18:34,988 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 06:18:57,387 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 06:19:19,435 - ice14ws_128 - [INFO] - [Evaluating Epoch 321 valid]:
MRR: Tail : 0.48228, Head : 0.4246, Avg : 0.45344
2023-05-15 06:19:19,435 - ice14ws_128 - [INFO] - [Epoch 321]: Training Loss: 0.001495, Valid MRR: 0.4555,
2023-05-15 06:19:20,516 - ice14ws_128 - [INFO] - [E:322| 0]: Train Loss:0.0014926, Val MRR:0.4555, ice14ws_128
2023-05-15 06:21:01,649 - ice14ws_128 - [INFO] - [E:322| 100]: Train Loss:0.001495, Val MRR:0.4555, ice14ws_128
2023-05-15 06:22:42,689 - ice14ws_128 - [INFO] - [E:322| 200]: Train Loss:0.0014945, Val MRR:0.4555, ice14ws_128
2023-05-15 06:24:13,735 - ice14ws_128 - [INFO] - [E:322| 300]: Train Loss:0.0014947, Val MRR:0.4555, ice14ws_128
2023-05-15 06:25:54,708 - ice14ws_128 - [INFO] - [E:322| 400]: Train Loss:0.0014947, Val MRR:0.4555, ice14ws_128
2023-05-15 06:27:35,588 - ice14ws_128 - [INFO] - [E:322| 500]: Train Loss:0.0014946, Val MRR:0.4555, ice14ws_128
2023-05-15 06:29:16,736 - ice14ws_128 - [INFO] - [E:322| 600]: Train Loss:0.0014948, Val MRR:0.4555, ice14ws_128
2023-05-15 06:30:57,778 - ice14ws_128 - [INFO] - [E:322| 700]: Train Loss:0.0014949, Val MRR:0.4555, ice14ws_128
2023-05-15 06:32:28,729 - ice14ws_128 - [INFO] - [E:322| 800]: Train Loss:0.001495, Val MRR:0.4555, ice14ws_128
2023-05-15 06:34:09,797 - ice14ws_128 - [INFO] - [E:322| 900]: Train Loss:0.0014948, Val MRR:0.4555, ice14ws_128
2023-05-15 06:35:21,034 - ice14ws_128 - [INFO] - [Epoch:322]: Training Loss:0.001495
2023-05-15 06:35:21,417 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 06:35:43,694 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 06:36:05,737 - ice14ws_128 - [INFO] - [Evaluating Epoch 322 valid]:
MRR: Tail : 0.48291, Head : 0.42879, Avg : 0.45585
2023-05-15 06:36:09,104 - ice14ws_128 - [INFO] - [Epoch 322]: Training Loss: 0.0014949, Valid MRR: 0.45585,
2023-05-15 06:36:10,164 - ice14ws_128 - [INFO] - [E:323| 0]: Train Loss:0.0015118, Val MRR:0.45585, ice14ws_128
2023-05-15 06:37:51,345 - ice14ws_128 - [INFO] - [E:323| 100]: Train Loss:0.0014939, Val MRR:0.45585, ice14ws_128
2023-05-15 06:39:21,916 - ice14ws_128 - [INFO] - [E:323| 200]: Train Loss:0.0014944, Val MRR:0.45585, ice14ws_128
2023-05-15 06:41:02,151 - ice14ws_128 - [INFO] - [E:323| 300]: Train Loss:0.0014948, Val MRR:0.45585, ice14ws_128
2023-05-15 06:42:43,230 - ice14ws_128 - [INFO] - [E:323| 400]: Train Loss:0.0014947, Val MRR:0.45585, ice14ws_128
2023-05-15 06:44:24,303 - ice14ws_128 - [INFO] - [E:323| 500]: Train Loss:0.0014946, Val MRR:0.45585, ice14ws_128
2023-05-15 06:46:05,158 - ice14ws_128 - [INFO] - [E:323| 600]: Train Loss:0.0014945, Val MRR:0.45585, ice14ws_128
2023-05-15 06:47:35,743 - ice14ws_128 - [INFO] - [E:323| 700]: Train Loss:0.0014946, Val MRR:0.45585, ice14ws_128
2023-05-15 06:49:16,871 - ice14ws_128 - [INFO] - [E:323| 800]: Train Loss:0.0014948, Val MRR:0.45585, ice14ws_128
2023-05-15 06:50:57,993 - ice14ws_128 - [INFO] - [E:323| 900]: Train Loss:0.001495, Val MRR:0.45585, ice14ws_128
2023-05-15 06:52:09,092 - ice14ws_128 - [INFO] - [Epoch:323]: Training Loss:0.001495
2023-05-15 06:52:09,488 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 06:52:32,212 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 06:52:54,329 - ice14ws_128 - [INFO] - [Evaluating Epoch 323 valid]:
MRR: Tail : 0.48062, Head : 0.42714, Avg : 0.45388
2023-05-15 06:52:54,330 - ice14ws_128 - [INFO] - [Epoch 323]: Training Loss: 0.0014951, Valid MRR: 0.45585,
2023-05-15 06:52:55,411 - ice14ws_128 - [INFO] - [E:324| 0]: Train Loss:0.0015022, Val MRR:0.45585, ice14ws_128
2023-05-15 06:54:36,087 - ice14ws_128 - [INFO] - [E:324| 100]: Train Loss:0.0014935, Val MRR:0.45585, ice14ws_128
2023-05-15 06:56:10,711 - ice14ws_128 - [INFO] - [E:324| 200]: Train Loss:0.0014939, Val MRR:0.45585, ice14ws_128
2023-05-15 06:57:51,778 - ice14ws_128 - [INFO] - [E:324| 300]: Train Loss:0.0014943, Val MRR:0.45585, ice14ws_128
2023-05-15 06:59:32,946 - ice14ws_128 - [INFO] - [E:324| 400]: Train Loss:0.0014944, Val MRR:0.45585, ice14ws_128
2023-05-15 07:01:14,251 - ice14ws_128 - [INFO] - [E:324| 500]: Train Loss:0.0014944, Val MRR:0.45585, ice14ws_128
2023-05-15 07:02:50,954 - ice14ws_128 - [INFO] - [E:324| 600]: Train Loss:0.0014947, Val MRR:0.45585, ice14ws_128
2023-05-15 07:04:25,901 - ice14ws_128 - [INFO] - [E:324| 700]: Train Loss:0.0014947, Val MRR:0.45585, ice14ws_128
2023-05-15 07:06:06,664 - ice14ws_128 - [INFO] - [E:324| 800]: Train Loss:0.0014947, Val MRR:0.45585, ice14ws_128
2023-05-15 07:07:47,620 - ice14ws_128 - [INFO] - [E:324| 900]: Train Loss:0.0014949, Val MRR:0.45585, ice14ws_128
2023-05-15 07:08:58,529 - ice14ws_128 - [INFO] - [Epoch:324]: Training Loss:0.001495
2023-05-15 07:08:58,926 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 07:09:21,600 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 07:09:43,656 - ice14ws_128 - [INFO] - [Evaluating Epoch 324 valid]:
MRR: Tail : 0.48225, Head : 0.42968, Avg : 0.45597
2023-05-15 07:09:46,281 - ice14ws_128 - [INFO] - [Epoch 324]: Training Loss: 0.0014949, Valid MRR: 0.45597,
2023-05-15 07:09:47,399 - ice14ws_128 - [INFO] - [E:325| 0]: Train Loss:0.0014926, Val MRR:0.45597, ice14ws_128
2023-05-15 07:11:18,003 - ice14ws_128 - [INFO] - [E:325| 100]: Train Loss:0.0014944, Val MRR:0.45597, ice14ws_128
2023-05-15 07:12:59,223 - ice14ws_128 - [INFO] - [E:325| 200]: Train Loss:0.0014948, Val MRR:0.45597, ice14ws_128
2023-05-15 07:14:40,363 - ice14ws_128 - [INFO] - [E:325| 300]: Train Loss:0.0014946, Val MRR:0.45597, ice14ws_128
2023-05-15 07:16:21,352 - ice14ws_128 - [INFO] - [E:325| 400]: Train Loss:0.0014946, Val MRR:0.45597, ice14ws_128
2023-05-15 07:18:02,536 - ice14ws_128 - [INFO] - [E:325| 500]: Train Loss:0.0014944, Val MRR:0.45597, ice14ws_128
2023-05-15 07:19:33,430 - ice14ws_128 - [INFO] - [E:325| 600]: Train Loss:0.0014942, Val MRR:0.45597, ice14ws_128
2023-05-15 07:21:14,661 - ice14ws_128 - [INFO] - [E:325| 700]: Train Loss:0.0014943, Val MRR:0.45597, ice14ws_128
2023-05-15 07:22:56,092 - ice14ws_128 - [INFO] - [E:325| 800]: Train Loss:0.0014945, Val MRR:0.45597, ice14ws_128
2023-05-15 07:24:37,199 - ice14ws_128 - [INFO] - [E:325| 900]: Train Loss:0.0014945, Val MRR:0.45597, ice14ws_128
2023-05-15 07:25:48,418 - ice14ws_128 - [INFO] - [Epoch:325]: Training Loss:0.001494
2023-05-15 07:25:48,941 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 07:26:11,334 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 07:26:28,762 - ice14ws_128 - [INFO] - [Evaluating Epoch 325 valid]:
MRR: Tail : 0.47973, Head : 0.42923, Avg : 0.45448
2023-05-15 07:26:28,762 - ice14ws_128 - [INFO] - [Epoch 325]: Training Loss: 0.0014945, Valid MRR: 0.45597,
2023-05-15 07:26:29,411 - ice14ws_128 - [INFO] - [E:326| 0]: Train Loss:0.0014898, Val MRR:0.45597, ice14ws_128
2023-05-15 07:28:04,749 - ice14ws_128 - [INFO] - [E:326| 100]: Train Loss:0.0014949, Val MRR:0.45597, ice14ws_128
2023-05-15 07:29:45,761 - ice14ws_128 - [INFO] - [E:326| 200]: Train Loss:0.0014939, Val MRR:0.45597, ice14ws_128
2023-05-15 07:31:26,908 - ice14ws_128 - [INFO] - [E:326| 300]: Train Loss:0.0014941, Val MRR:0.45597, ice14ws_128
2023-05-15 07:33:08,008 - ice14ws_128 - [INFO] - [E:326| 400]: Train Loss:0.0014944, Val MRR:0.45597, ice14ws_128
2023-05-15 07:34:38,844 - ice14ws_128 - [INFO] - [E:326| 500]: Train Loss:0.0014944, Val MRR:0.45597, ice14ws_128
2023-05-15 07:36:19,764 - ice14ws_128 - [INFO] - [E:326| 600]: Train Loss:0.0014945, Val MRR:0.45597, ice14ws_128
2023-05-15 07:38:00,978 - ice14ws_128 - [INFO] - [E:326| 700]: Train Loss:0.0014945, Val MRR:0.45597, ice14ws_128
2023-05-15 07:39:45,210 - ice14ws_128 - [INFO] - [E:326| 800]: Train Loss:0.0014945, Val MRR:0.45597, ice14ws_128
2023-05-15 07:41:26,672 - ice14ws_128 - [INFO] - [E:326| 900]: Train Loss:0.0014946, Val MRR:0.45597, ice14ws_128
2023-05-15 07:42:33,116 - ice14ws_128 - [INFO] - [Epoch:326]: Training Loss:0.001495
2023-05-15 07:42:33,334 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 07:42:49,843 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 07:43:11,855 - ice14ws_128 - [INFO] - [Evaluating Epoch 326 valid]:
MRR: Tail : 0.4804, Head : 0.42763, Avg : 0.45401
2023-05-15 07:43:11,856 - ice14ws_128 - [INFO] - [Epoch 326]: Training Loss: 0.0014946, Valid MRR: 0.45597,
2023-05-15 07:43:12,924 - ice14ws_128 - [INFO] - [E:327| 0]: Train Loss:0.001491, Val MRR:0.45597, ice14ws_128
2023-05-15 07:44:54,186 - ice14ws_128 - [INFO] - [E:327| 100]: Train Loss:0.0014932, Val MRR:0.45597, ice14ws_128
2023-05-15 07:46:35,327 - ice14ws_128 - [INFO] - [E:327| 200]: Train Loss:0.001494, Val MRR:0.45597, ice14ws_128
2023-05-15 07:48:16,568 - ice14ws_128 - [INFO] - [E:327| 300]: Train Loss:0.0014945, Val MRR:0.45597, ice14ws_128
2023-05-15 07:49:57,606 - ice14ws_128 - [INFO] - [E:327| 400]: Train Loss:0.0014944, Val MRR:0.45597, ice14ws_128
2023-05-15 07:51:28,561 - ice14ws_128 - [INFO] - [E:327| 500]: Train Loss:0.0014943, Val MRR:0.45597, ice14ws_128
2023-05-15 07:53:09,665 - ice14ws_128 - [INFO] - [E:327| 600]: Train Loss:0.0014943, Val MRR:0.45597, ice14ws_128
2023-05-15 07:54:50,786 - ice14ws_128 - [INFO] - [E:327| 700]: Train Loss:0.0014944, Val MRR:0.45597, ice14ws_128
2023-05-15 07:56:31,984 - ice14ws_128 - [INFO] - [E:327| 800]: Train Loss:0.0014945, Val MRR:0.45597, ice14ws_128
2023-05-15 07:58:13,186 - ice14ws_128 - [INFO] - [E:327| 900]: Train Loss:0.0014946, Val MRR:0.45597, ice14ws_128
2023-05-15 07:59:14,018 - ice14ws_128 - [INFO] - [Epoch:327]: Training Loss:0.001495
2023-05-15 07:59:14,359 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 07:59:37,081 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 07:59:59,148 - ice14ws_128 - [INFO] - [Evaluating Epoch 327 valid]:
MRR: Tail : 0.47984, Head : 0.42497, Avg : 0.4524
2023-05-15 07:59:59,148 - ice14ws_128 - [INFO] - [Epoch 327]: Training Loss: 0.0014947, Valid MRR: 0.45597,
2023-05-15 08:00:00,171 - ice14ws_128 - [INFO] - [E:328| 0]: Train Loss:0.0014893, Val MRR:0.45597, ice14ws_128
2023-05-15 08:01:41,006 - ice14ws_128 - [INFO] - [E:328| 100]: Train Loss:0.0014938, Val MRR:0.45597, ice14ws_128
2023-05-15 08:03:21,950 - ice14ws_128 - [INFO] - [E:328| 200]: Train Loss:0.0014945, Val MRR:0.45597, ice14ws_128
2023-05-15 08:05:03,056 - ice14ws_128 - [INFO] - [E:328| 300]: Train Loss:0.0014944, Val MRR:0.45597, ice14ws_128
2023-05-15 08:06:33,723 - ice14ws_128 - [INFO] - [E:328| 400]: Train Loss:0.0014944, Val MRR:0.45597, ice14ws_128
2023-05-15 08:08:14,707 - ice14ws_128 - [INFO] - [E:328| 500]: Train Loss:0.0014945, Val MRR:0.45597, ice14ws_128
2023-05-15 08:09:55,600 - ice14ws_128 - [INFO] - [E:328| 600]: Train Loss:0.0014943, Val MRR:0.45597, ice14ws_128
2023-05-15 08:11:36,713 - ice14ws_128 - [INFO] - [E:328| 700]: Train Loss:0.0014942, Val MRR:0.45597, ice14ws_128
2023-05-15 08:13:17,772 - ice14ws_128 - [INFO] - [E:328| 800]: Train Loss:0.0014943, Val MRR:0.45597, ice14ws_128
2023-05-15 08:14:48,533 - ice14ws_128 - [INFO] - [E:328| 900]: Train Loss:0.0014944, Val MRR:0.45597, ice14ws_128
2023-05-15 08:15:59,764 - ice14ws_128 - [INFO] - [Epoch:328]: Training Loss:0.001494
2023-05-15 08:16:00,164 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 08:16:22,437 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 08:16:44,545 - ice14ws_128 - [INFO] - [Evaluating Epoch 328 valid]:
MRR: Tail : 0.48108, Head : 0.42843, Avg : 0.45476
2023-05-15 08:16:44,545 - ice14ws_128 - [INFO] - [Epoch 328]: Training Loss: 0.0014945, Valid MRR: 0.45597,
2023-05-15 08:16:45,609 - ice14ws_128 - [INFO] - [E:329| 0]: Train Loss:0.0014904, Val MRR:0.45597, ice14ws_128
2023-05-15 08:18:26,791 - ice14ws_128 - [INFO] - [E:329| 100]: Train Loss:0.0014933, Val MRR:0.45597, ice14ws_128
2023-05-15 08:20:07,956 - ice14ws_128 - [INFO] - [E:329| 200]: Train Loss:0.0014937, Val MRR:0.45597, ice14ws_128
2023-05-15 08:21:49,219 - ice14ws_128 - [INFO] - [E:329| 300]: Train Loss:0.001494, Val MRR:0.45597, ice14ws_128
2023-05-15 08:23:20,070 - ice14ws_128 - [INFO] - [E:329| 400]: Train Loss:0.0014942, Val MRR:0.45597, ice14ws_128
2023-05-15 08:25:04,790 - ice14ws_128 - [INFO] - [E:329| 500]: Train Loss:0.001494, Val MRR:0.45597, ice14ws_128
2023-05-15 08:26:45,882 - ice14ws_128 - [INFO] - [E:329| 600]: Train Loss:0.0014941, Val MRR:0.45597, ice14ws_128
2023-05-15 08:28:26,983 - ice14ws_128 - [INFO] - [E:329| 700]: Train Loss:0.0014942, Val MRR:0.45597, ice14ws_128
2023-05-15 08:30:07,346 - ice14ws_128 - [INFO] - [E:329| 800]: Train Loss:0.0014942, Val MRR:0.45597, ice14ws_128
2023-05-15 08:31:38,608 - ice14ws_128 - [INFO] - [E:329| 900]: Train Loss:0.0014943, Val MRR:0.45597, ice14ws_128
2023-05-15 08:32:49,700 - ice14ws_128 - [INFO] - [Epoch:329]: Training Loss:0.001494
2023-05-15 08:32:50,221 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 08:33:12,647 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 08:33:34,710 - ice14ws_128 - [INFO] - [Evaluating Epoch 329 valid]:
MRR: Tail : 0.47696, Head : 0.42559, Avg : 0.45128
MR: Tail : 578.21, Head : 660.45, Avg : 619.33
Hit-1: Tail : 0.39568, Head : 0.34494, Avg : 0.37031
Hit-3: Tail : 0.51912, Head : 0.46268, Avg : 0.4909
Hit-10: Tail : 0.62653, Head : 0.58029, Avg : 0.60341
2023-05-15 08:33:34,710 - ice14ws_128 - [INFO] - [Epoch 329]: Training Loss: 0.0014944, Valid MRR: 0.45597,
2023-05-15 08:33:35,776 - ice14ws_128 - [INFO] - [E:330| 0]: Train Loss:0.0014925, Val MRR:0.45597, ice14ws_128
2023-05-15 08:35:17,046 - ice14ws_128 - [INFO] - [E:330| 100]: Train Loss:0.0014945, Val MRR:0.45597, ice14ws_128
2023-05-15 08:36:58,278 - ice14ws_128 - [INFO] - [E:330| 200]: Train Loss:0.0014945, Val MRR:0.45597, ice14ws_128
2023-05-15 08:38:28,950 - ice14ws_128 - [INFO] - [E:330| 300]: Train Loss:0.0014941, Val MRR:0.45597, ice14ws_128
2023-05-15 08:40:09,919 - ice14ws_128 - [INFO] - [E:330| 400]: Train Loss:0.001494, Val MRR:0.45597, ice14ws_128
2023-05-15 08:41:51,116 - ice14ws_128 - [INFO] - [E:330| 500]: Train Loss:0.0014939, Val MRR:0.45597, ice14ws_128
2023-05-15 08:43:32,349 - ice14ws_128 - [INFO] - [E:330| 600]: Train Loss:0.0014941, Val MRR:0.45597, ice14ws_128
2023-05-15 08:45:13,591 - ice14ws_128 - [INFO] - [E:330| 700]: Train Loss:0.0014942, Val MRR:0.45597, ice14ws_128
2023-05-15 08:46:44,369 - ice14ws_128 - [INFO] - [E:330| 800]: Train Loss:0.0014943, Val MRR:0.45597, ice14ws_128
2023-05-15 08:48:25,482 - ice14ws_128 - [INFO] - [E:330| 900]: Train Loss:0.0014944, Val MRR:0.45597, ice14ws_128
2023-05-15 08:49:36,534 - ice14ws_128 - [INFO] - [Epoch:330]: Training Loss:0.001494
2023-05-15 08:49:36,890 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 08:49:59,461 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 08:50:21,582 - ice14ws_128 - [INFO] - [Evaluating Epoch 330 valid]:
MRR: Tail : 0.47586, Head : 0.42396, Avg : 0.44991
2023-05-15 08:50:21,582 - ice14ws_128 - [INFO] - [Epoch 330]: Training Loss: 0.0014944, Valid MRR: 0.45597,
2023-05-15 08:50:22,601 - ice14ws_128 - [INFO] - [E:331| 0]: Train Loss:0.001502, Val MRR:0.45597, ice14ws_128
2023-05-15 08:52:03,651 - ice14ws_128 - [INFO] - [E:331| 100]: Train Loss:0.0014932, Val MRR:0.45597, ice14ws_128
2023-05-15 08:53:44,912 - ice14ws_128 - [INFO] - [E:331| 200]: Train Loss:0.0014936, Val MRR:0.45597, ice14ws_128
2023-05-15 08:55:15,663 - ice14ws_128 - [INFO] - [E:331| 300]: Train Loss:0.001494, Val MRR:0.45597, ice14ws_128
2023-05-15 08:56:56,747 - ice14ws_128 - [INFO] - [E:331| 400]: Train Loss:0.0014938, Val MRR:0.45597, ice14ws_128
2023-05-15 08:58:37,783 - ice14ws_128 - [INFO] - [E:331| 500]: Train Loss:0.0014939, Val MRR:0.45597, ice14ws_128
2023-05-15 09:00:18,914 - ice14ws_128 - [INFO] - [E:331| 600]: Train Loss:0.0014942, Val MRR:0.45597, ice14ws_128
2023-05-15 09:01:55,053 - ice14ws_128 - [INFO] - [E:331| 700]: Train Loss:0.0014942, Val MRR:0.45597, ice14ws_128
2023-05-15 09:03:30,975 - ice14ws_128 - [INFO] - [E:331| 800]: Train Loss:0.0014946, Val MRR:0.45597, ice14ws_128
2023-05-15 09:05:12,016 - ice14ws_128 - [INFO] - [E:331| 900]: Train Loss:0.0014945, Val MRR:0.45597, ice14ws_128
2023-05-15 09:06:23,233 - ice14ws_128 - [INFO] - [Epoch:331]: Training Loss:0.001494
2023-05-15 09:06:23,610 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 09:06:45,896 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 09:07:07,928 - ice14ws_128 - [INFO] - [Evaluating Epoch 331 valid]:
MRR: Tail : 0.48119, Head : 0.42961, Avg : 0.4554
2023-05-15 09:07:07,928 - ice14ws_128 - [INFO] - [Epoch 331]: Training Loss: 0.0014945, Valid MRR: 0.45597,
2023-05-15 09:07:08,994 - ice14ws_128 - [INFO] - [E:332| 0]: Train Loss:0.0014923, Val MRR:0.45597, ice14ws_128
2023-05-15 09:08:53,567 - ice14ws_128 - [INFO] - [E:332| 100]: Train Loss:0.0014936, Val MRR:0.45597, ice14ws_128
2023-05-15 09:10:24,391 - ice14ws_128 - [INFO] - [E:332| 200]: Train Loss:0.0014939, Val MRR:0.45597, ice14ws_128
2023-05-15 09:12:05,557 - ice14ws_128 - [INFO] - [E:332| 300]: Train Loss:0.0014941, Val MRR:0.45597, ice14ws_128
2023-05-15 09:13:46,616 - ice14ws_128 - [INFO] - [E:332| 400]: Train Loss:0.0014942, Val MRR:0.45597, ice14ws_128
2023-05-15 09:15:27,707 - ice14ws_128 - [INFO] - [E:332| 500]: Train Loss:0.0014944, Val MRR:0.45597, ice14ws_128
2023-05-15 09:17:08,601 - ice14ws_128 - [INFO] - [E:332| 600]: Train Loss:0.0014943, Val MRR:0.45597, ice14ws_128
2023-05-15 09:18:39,214 - ice14ws_128 - [INFO] - [E:332| 700]: Train Loss:0.0014943, Val MRR:0.45597, ice14ws_128
2023-05-15 09:20:20,244 - ice14ws_128 - [INFO] - [E:332| 800]: Train Loss:0.0014943, Val MRR:0.45597, ice14ws_128
2023-05-15 09:22:01,322 - ice14ws_128 - [INFO] - [E:332| 900]: Train Loss:0.0014943, Val MRR:0.45597, ice14ws_128
2023-05-15 09:23:12,379 - ice14ws_128 - [INFO] - [Epoch:332]: Training Loss:0.001494
2023-05-15 09:23:12,771 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 09:23:35,409 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 09:23:57,486 - ice14ws_128 - [INFO] - [Evaluating Epoch 332 valid]:
MRR: Tail : 0.48023, Head : 0.42877, Avg : 0.4545
2023-05-15 09:23:57,486 - ice14ws_128 - [INFO] - [Epoch 332]: Training Loss: 0.0014943, Valid MRR: 0.45597,
2023-05-15 09:23:58,267 - ice14ws_128 - [INFO] - [E:333| 0]: Train Loss:0.0014895, Val MRR:0.45597, ice14ws_128
2023-05-15 09:25:39,215 - ice14ws_128 - [INFO] - [E:333| 100]: Train Loss:0.0014949, Val MRR:0.45597, ice14ws_128
2023-05-15 09:27:10,187 - ice14ws_128 - [INFO] - [E:333| 200]: Train Loss:0.0014941, Val MRR:0.45597, ice14ws_128
2023-05-15 09:28:51,279 - ice14ws_128 - [INFO] - [E:333| 300]: Train Loss:0.001494, Val MRR:0.45597, ice14ws_128
2023-05-15 09:30:32,142 - ice14ws_128 - [INFO] - [E:333| 400]: Train Loss:0.0014939, Val MRR:0.45597, ice14ws_128
2023-05-15 09:32:12,903 - ice14ws_128 - [INFO] - [E:333| 500]: Train Loss:0.0014937, Val MRR:0.45597, ice14ws_128
2023-05-15 09:33:48,565 - ice14ws_128 - [INFO] - [E:333| 600]: Train Loss:0.0014939, Val MRR:0.45597, ice14ws_128
2023-05-15 09:35:25,082 - ice14ws_128 - [INFO] - [E:333| 700]: Train Loss:0.0014941, Val MRR:0.45597, ice14ws_128
2023-05-15 09:37:06,107 - ice14ws_128 - [INFO] - [E:333| 800]: Train Loss:0.0014941, Val MRR:0.45597, ice14ws_128
2023-05-15 09:38:47,310 - ice14ws_128 - [INFO] - [E:333| 900]: Train Loss:0.0014942, Val MRR:0.45597, ice14ws_128
2023-05-15 09:39:58,431 - ice14ws_128 - [INFO] - [Epoch:333]: Training Loss:0.001494
2023-05-15 09:39:58,774 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 09:40:21,528 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 09:40:43,708 - ice14ws_128 - [INFO] - [Evaluating Epoch 333 valid]:
MRR: Tail : 0.47945, Head : 0.4249, Avg : 0.45218
2023-05-15 09:40:43,708 - ice14ws_128 - [INFO] - [Epoch 333]: Training Loss: 0.0014943, Valid MRR: 0.45597,
2023-05-15 09:40:44,485 - ice14ws_128 - [INFO] - [E:334| 0]: Train Loss:0.0014942, Val MRR:0.45597, ice14ws_128
2023-05-15 09:42:15,302 - ice14ws_128 - [INFO] - [E:334| 100]: Train Loss:0.0014943, Val MRR:0.45597, ice14ws_128
2023-05-15 09:43:55,906 - ice14ws_128 - [INFO] - [E:334| 200]: Train Loss:0.0014939, Val MRR:0.45597, ice14ws_128
2023-05-15 09:45:36,525 - ice14ws_128 - [INFO] - [E:334| 300]: Train Loss:0.0014939, Val MRR:0.45597, ice14ws_128
2023-05-15 09:47:17,592 - ice14ws_128 - [INFO] - [E:334| 400]: Train Loss:0.0014938, Val MRR:0.45597, ice14ws_128
2023-05-15 09:48:58,610 - ice14ws_128 - [INFO] - [E:334| 500]: Train Loss:0.0014938, Val MRR:0.45597, ice14ws_128
2023-05-15 09:50:29,382 - ice14ws_128 - [INFO] - [E:334| 600]: Train Loss:0.0014937, Val MRR:0.45597, ice14ws_128
2023-05-15 09:52:13,711 - ice14ws_128 - [INFO] - [E:334| 700]: Train Loss:0.0014938, Val MRR:0.45597, ice14ws_128
2023-05-15 09:53:54,748 - ice14ws_128 - [INFO] - [E:334| 800]: Train Loss:0.0014939, Val MRR:0.45597, ice14ws_128
2023-05-15 09:55:35,755 - ice14ws_128 - [INFO] - [E:334| 900]: Train Loss:0.001494, Val MRR:0.45597, ice14ws_128
2023-05-15 09:56:46,925 - ice14ws_128 - [INFO] - [Epoch:334]: Training Loss:0.001494
2023-05-15 09:56:47,443 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 09:57:09,764 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 09:57:31,832 - ice14ws_128 - [INFO] - [Evaluating Epoch 334 valid]:
MRR: Tail : 0.47978, Head : 0.42991, Avg : 0.45484
2023-05-15 09:57:31,832 - ice14ws_128 - [INFO] - [Epoch 334]: Training Loss: 0.0014939, Valid MRR: 0.45597,
2023-05-15 09:57:32,899 - ice14ws_128 - [INFO] - [E:335| 0]: Train Loss:0.0014945, Val MRR:0.45597, ice14ws_128
2023-05-15 09:59:03,665 - ice14ws_128 - [INFO] - [E:335| 100]: Train Loss:0.0014928, Val MRR:0.45597, ice14ws_128
2023-05-15 10:00:44,827 - ice14ws_128 - [INFO] - [E:335| 200]: Train Loss:0.0014929, Val MRR:0.45597, ice14ws_128
2023-05-15 10:02:25,927 - ice14ws_128 - [INFO] - [E:335| 300]: Train Loss:0.0014937, Val MRR:0.45597, ice14ws_128
2023-05-15 10:04:07,218 - ice14ws_128 - [INFO] - [E:335| 400]: Train Loss:0.0014937, Val MRR:0.45597, ice14ws_128
2023-05-15 10:05:41,770 - ice14ws_128 - [INFO] - [E:335| 500]: Train Loss:0.0014938, Val MRR:0.45597, ice14ws_128
2023-05-15 10:07:19,204 - ice14ws_128 - [INFO] - [E:335| 600]: Train Loss:0.001494, Val MRR:0.45597, ice14ws_128
2023-05-15 10:09:00,115 - ice14ws_128 - [INFO] - [E:335| 700]: Train Loss:0.001494, Val MRR:0.45597, ice14ws_128
2023-05-15 10:10:41,113 - ice14ws_128 - [INFO] - [E:335| 800]: Train Loss:0.0014941, Val MRR:0.45597, ice14ws_128
2023-05-15 10:12:22,014 - ice14ws_128 - [INFO] - [E:335| 900]: Train Loss:0.001494, Val MRR:0.45597, ice14ws_128
2023-05-15 10:13:29,932 - ice14ws_128 - [INFO] - [Epoch:335]: Training Loss:0.001494
2023-05-15 10:13:30,149 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 10:13:44,904 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 10:14:07,000 - ice14ws_128 - [INFO] - [Evaluating Epoch 335 valid]:
MRR: Tail : 0.48148, Head : 0.42595, Avg : 0.45372
2023-05-15 10:14:07,000 - ice14ws_128 - [INFO] - [Epoch 335]: Training Loss: 0.0014941, Valid MRR: 0.45597,
2023-05-15 10:14:08,202 - ice14ws_128 - [INFO] - [E:336| 0]: Train Loss:0.001503, Val MRR:0.45597, ice14ws_128
2023-05-15 10:15:49,162 - ice14ws_128 - [INFO] - [E:336| 100]: Train Loss:0.0014933, Val MRR:0.45597, ice14ws_128
2023-05-15 10:17:30,271 - ice14ws_128 - [INFO] - [E:336| 200]: Train Loss:0.0014933, Val MRR:0.45597, ice14ws_128
2023-05-15 10:19:11,358 - ice14ws_128 - [INFO] - [E:336| 300]: Train Loss:0.0014935, Val MRR:0.45597, ice14ws_128
2023-05-15 10:20:52,336 - ice14ws_128 - [INFO] - [E:336| 400]: Train Loss:0.0014937, Val MRR:0.45597, ice14ws_128
2023-05-15 10:22:22,885 - ice14ws_128 - [INFO] - [E:336| 500]: Train Loss:0.0014938, Val MRR:0.45597, ice14ws_128
2023-05-15 10:24:04,037 - ice14ws_128 - [INFO] - [E:336| 600]: Train Loss:0.0014939, Val MRR:0.45597, ice14ws_128
2023-05-15 10:25:45,296 - ice14ws_128 - [INFO] - [E:336| 700]: Train Loss:0.001494, Val MRR:0.45597, ice14ws_128
2023-05-15 10:27:26,306 - ice14ws_128 - [INFO] - [E:336| 800]: Train Loss:0.001494, Val MRR:0.45597, ice14ws_128
2023-05-15 10:29:07,493 - ice14ws_128 - [INFO] - [E:336| 900]: Train Loss:0.001494, Val MRR:0.45597, ice14ws_128
2023-05-15 10:30:08,271 - ice14ws_128 - [INFO] - [Epoch:336]: Training Loss:0.001494
2023-05-15 10:30:08,618 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 10:30:31,460 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 10:30:53,501 - ice14ws_128 - [INFO] - [Evaluating Epoch 336 valid]:
MRR: Tail : 0.47984, Head : 0.42734, Avg : 0.45359
2023-05-15 10:30:53,501 - ice14ws_128 - [INFO] - [Epoch 336]: Training Loss: 0.0014939, Valid MRR: 0.45597,
2023-05-15 10:30:54,567 - ice14ws_128 - [INFO] - [E:337| 0]: Train Loss:0.0014928, Val MRR:0.45597, ice14ws_128
2023-05-15 10:32:35,675 - ice14ws_128 - [INFO] - [E:337| 100]: Train Loss:0.001494, Val MRR:0.45597, ice14ws_128
2023-05-15 10:34:16,710 - ice14ws_128 - [INFO] - [E:337| 200]: Train Loss:0.0014938, Val MRR:0.45597, ice14ws_128
2023-05-15 10:36:01,414 - ice14ws_128 - [INFO] - [E:337| 300]: Train Loss:0.0014936, Val MRR:0.45597, ice14ws_128
2023-05-15 10:37:34,185 - ice14ws_128 - [INFO] - [E:337| 400]: Train Loss:0.0014935, Val MRR:0.45597, ice14ws_128
2023-05-15 10:39:13,316 - ice14ws_128 - [INFO] - [E:337| 500]: Train Loss:0.0014938, Val MRR:0.45597, ice14ws_128
2023-05-15 10:40:54,218 - ice14ws_128 - [INFO] - [E:337| 600]: Train Loss:0.0014938, Val MRR:0.45597, ice14ws_128
2023-05-15 10:42:35,089 - ice14ws_128 - [INFO] - [E:337| 700]: Train Loss:0.0014937, Val MRR:0.45597, ice14ws_128
2023-05-15 10:44:16,065 - ice14ws_128 - [INFO] - [E:337| 800]: Train Loss:0.0014937, Val MRR:0.45597, ice14ws_128
2023-05-15 10:45:46,596 - ice14ws_128 - [INFO] - [E:337| 900]: Train Loss:0.0014937, Val MRR:0.45597, ice14ws_128
2023-05-15 10:46:57,643 - ice14ws_128 - [INFO] - [Epoch:337]: Training Loss:0.001494
2023-05-15 10:46:57,909 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 10:47:20,301 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 10:47:42,569 - ice14ws_128 - [INFO] - [Evaluating Epoch 337 valid]:
MRR: Tail : 0.48182, Head : 0.42802, Avg : 0.45492
2023-05-15 10:47:42,569 - ice14ws_128 - [INFO] - [Epoch 337]: Training Loss: 0.0014937, Valid MRR: 0.45597,
2023-05-15 10:47:43,697 - ice14ws_128 - [INFO] - [E:338| 0]: Train Loss:0.0014852, Val MRR:0.45597, ice14ws_128
2023-05-15 10:49:24,866 - ice14ws_128 - [INFO] - [E:338| 100]: Train Loss:0.001494, Val MRR:0.45597, ice14ws_128
2023-05-15 10:51:06,163 - ice14ws_128 - [INFO] - [E:338| 200]: Train Loss:0.0014939, Val MRR:0.45597, ice14ws_128
2023-05-15 10:52:47,295 - ice14ws_128 - [INFO] - [E:338| 300]: Train Loss:0.0014938, Val MRR:0.45597, ice14ws_128
2023-05-15 10:54:17,884 - ice14ws_128 - [INFO] - [E:338| 400]: Train Loss:0.0014939, Val MRR:0.45597, ice14ws_128
2023-05-15 10:55:58,929 - ice14ws_128 - [INFO] - [E:338| 500]: Train Loss:0.0014936, Val MRR:0.45597, ice14ws_128
2023-05-15 10:57:39,945 - ice14ws_128 - [INFO] - [E:338| 600]: Train Loss:0.0014936, Val MRR:0.45597, ice14ws_128
2023-05-15 10:59:21,050 - ice14ws_128 - [INFO] - [E:338| 700]: Train Loss:0.0014937, Val MRR:0.45597, ice14ws_128
2023-05-15 11:01:02,069 - ice14ws_128 - [INFO] - [E:338| 800]: Train Loss:0.0014936, Val MRR:0.45597, ice14ws_128
2023-05-15 11:02:32,851 - ice14ws_128 - [INFO] - [E:338| 900]: Train Loss:0.0014937, Val MRR:0.45597, ice14ws_128
2023-05-15 11:03:44,078 - ice14ws_128 - [INFO] - [Epoch:338]: Training Loss:0.001494
2023-05-15 11:03:44,597 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 11:04:06,958 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 11:04:28,985 - ice14ws_128 - [INFO] - [Evaluating Epoch 338 valid]:
MRR: Tail : 0.48206, Head : 0.42517, Avg : 0.45361
2023-05-15 11:04:28,985 - ice14ws_128 - [INFO] - [Epoch 338]: Training Loss: 0.0014937, Valid MRR: 0.45597,
2023-05-15 11:04:30,053 - ice14ws_128 - [INFO] - [E:339| 0]: Train Loss:0.0014985, Val MRR:0.45597, ice14ws_128
2023-05-15 11:06:11,297 - ice14ws_128 - [INFO] - [E:339| 100]: Train Loss:0.0014934, Val MRR:0.45597, ice14ws_128
2023-05-15 11:07:52,365 - ice14ws_128 - [INFO] - [E:339| 200]: Train Loss:0.0014938, Val MRR:0.45597, ice14ws_128
2023-05-15 11:09:22,930 - ice14ws_128 - [INFO] - [E:339| 300]: Train Loss:0.0014938, Val MRR:0.45597, ice14ws_128
2023-05-15 11:11:04,113 - ice14ws_128 - [INFO] - [E:339| 400]: Train Loss:0.0014936, Val MRR:0.45597, ice14ws_128
2023-05-15 11:12:45,142 - ice14ws_128 - [INFO] - [E:339| 500]: Train Loss:0.0014935, Val MRR:0.45597, ice14ws_128
2023-05-15 11:14:26,304 - ice14ws_128 - [INFO] - [E:339| 600]: Train Loss:0.0014935, Val MRR:0.45597, ice14ws_128
2023-05-15 11:16:07,530 - ice14ws_128 - [INFO] - [E:339| 700]: Train Loss:0.0014935, Val MRR:0.45597, ice14ws_128
2023-05-15 11:17:37,886 - ice14ws_128 - [INFO] - [E:339| 800]: Train Loss:0.0014935, Val MRR:0.45597, ice14ws_128
2023-05-15 11:19:18,870 - ice14ws_128 - [INFO] - [E:339| 900]: Train Loss:0.0014935, Val MRR:0.45597, ice14ws_128
2023-05-15 11:20:33,222 - ice14ws_128 - [INFO] - [Epoch:339]: Training Loss:0.001494
2023-05-15 11:20:33,741 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 11:20:56,075 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 11:21:18,122 - ice14ws_128 - [INFO] - [Evaluating Epoch 339 valid]:
MRR: Tail : 0.48089, Head : 0.42534, Avg : 0.45311
MR: Tail : 563.96, Head : 638.75, Avg : 601.35
Hit-1: Tail : 0.39896, Head : 0.34373, Avg : 0.37134
Hit-3: Tail : 0.52555, Head : 0.46389, Avg : 0.49472
Hit-10: Tail : 0.63442, Head : 0.58393, Avg : 0.60918
2023-05-15 11:21:18,122 - ice14ws_128 - [INFO] - [Epoch 339]: Training Loss: 0.0014936, Valid MRR: 0.45597,
2023-05-15 11:21:19,192 - ice14ws_128 - [INFO] - [E:340| 0]: Train Loss:0.0014941, Val MRR:0.45597, ice14ws_128
2023-05-15 11:23:00,222 - ice14ws_128 - [INFO] - [E:340| 100]: Train Loss:0.0014937, Val MRR:0.45597, ice14ws_128
2023-05-15 11:24:41,385 - ice14ws_128 - [INFO] - [E:340| 200]: Train Loss:0.0014941, Val MRR:0.45597, ice14ws_128
2023-05-15 11:26:12,158 - ice14ws_128 - [INFO] - [E:340| 300]: Train Loss:0.0014937, Val MRR:0.45597, ice14ws_128
2023-05-15 11:27:53,387 - ice14ws_128 - [INFO] - [E:340| 400]: Train Loss:0.0014936, Val MRR:0.45597, ice14ws_128
2023-05-15 11:29:34,379 - ice14ws_128 - [INFO] - [E:340| 500]: Train Loss:0.0014937, Val MRR:0.45597, ice14ws_128
2023-05-15 11:31:15,642 - ice14ws_128 - [INFO] - [E:340| 600]: Train Loss:0.0014938, Val MRR:0.45597, ice14ws_128
2023-05-15 11:32:56,770 - ice14ws_128 - [INFO] - [E:340| 700]: Train Loss:0.0014937, Val MRR:0.45597, ice14ws_128
2023-05-15 11:34:27,868 - ice14ws_128 - [INFO] - [E:340| 800]: Train Loss:0.0014937, Val MRR:0.45597, ice14ws_128
2023-05-15 11:36:09,038 - ice14ws_128 - [INFO] - [E:340| 900]: Train Loss:0.0014936, Val MRR:0.45597, ice14ws_128
2023-05-15 11:37:20,074 - ice14ws_128 - [INFO] - [Epoch:340]: Training Loss:0.001494
2023-05-15 11:37:20,423 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 11:37:43,675 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 11:38:06,218 - ice14ws_128 - [INFO] - [Evaluating Epoch 340 valid]:
MRR: Tail : 0.47731, Head : 0.42615, Avg : 0.45173
2023-05-15 11:38:06,218 - ice14ws_128 - [INFO] - [Epoch 340]: Training Loss: 0.0014937, Valid MRR: 0.45597,
2023-05-15 11:38:07,434 - ice14ws_128 - [INFO] - [E:341| 0]: Train Loss:0.0014919, Val MRR:0.45597, ice14ws_128
2023-05-15 11:39:48,769 - ice14ws_128 - [INFO] - [E:341| 100]: Train Loss:0.0014938, Val MRR:0.45597, ice14ws_128
2023-05-15 11:41:19,787 - ice14ws_128 - [INFO] - [E:341| 200]: Train Loss:0.0014941, Val MRR:0.45597, ice14ws_128
2023-05-15 11:43:00,878 - ice14ws_128 - [INFO] - [E:341| 300]: Train Loss:0.0014939, Val MRR:0.45597, ice14ws_128
2023-05-15 11:44:41,899 - ice14ws_128 - [INFO] - [E:341| 400]: Train Loss:0.0014936, Val MRR:0.45597, ice14ws_128
2023-05-15 11:46:22,882 - ice14ws_128 - [INFO] - [E:341| 500]: Train Loss:0.0014936, Val MRR:0.45597, ice14ws_128
2023-05-15 11:48:03,854 - ice14ws_128 - [INFO] - [E:341| 600]: Train Loss:0.0014936, Val MRR:0.45597, ice14ws_128
2023-05-15 11:49:34,703 - ice14ws_128 - [INFO] - [E:341| 700]: Train Loss:0.0014936, Val MRR:0.45597, ice14ws_128
2023-05-15 11:51:15,658 - ice14ws_128 - [INFO] - [E:341| 800]: Train Loss:0.0014934, Val MRR:0.45597, ice14ws_128
2023-05-15 11:52:56,395 - ice14ws_128 - [INFO] - [E:341| 900]: Train Loss:0.0014935, Val MRR:0.45597, ice14ws_128
2023-05-15 11:54:07,315 - ice14ws_128 - [INFO] - [Epoch:341]: Training Loss:0.001494
2023-05-15 11:54:07,579 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 11:54:29,898 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 11:54:52,079 - ice14ws_128 - [INFO] - [Evaluating Epoch 341 valid]:
MRR: Tail : 0.48085, Head : 0.42546, Avg : 0.45316
2023-05-15 11:54:52,080 - ice14ws_128 - [INFO] - [Epoch 341]: Training Loss: 0.0014935, Valid MRR: 0.45597,
2023-05-15 11:54:53,188 - ice14ws_128 - [INFO] - [E:342| 0]: Train Loss:0.0014907, Val MRR:0.45597, ice14ws_128
2023-05-15 11:56:34,030 - ice14ws_128 - [INFO] - [E:342| 100]: Train Loss:0.0014927, Val MRR:0.45597, ice14ws_128
2023-05-15 11:58:04,985 - ice14ws_128 - [INFO] - [E:342| 200]: Train Loss:0.0014929, Val MRR:0.45597, ice14ws_128
2023-05-15 11:59:46,027 - ice14ws_128 - [INFO] - [E:342| 300]: Train Loss:0.001493, Val MRR:0.45597, ice14ws_128
2023-05-15 12:01:27,144 - ice14ws_128 - [INFO] - [E:342| 400]: Train Loss:0.0014932, Val MRR:0.45597, ice14ws_128
2023-05-15 12:03:11,763 - ice14ws_128 - [INFO] - [E:342| 500]: Train Loss:0.0014932, Val MRR:0.45597, ice14ws_128
2023-05-15 12:04:49,061 - ice14ws_128 - [INFO] - [E:342| 600]: Train Loss:0.0014931, Val MRR:0.45597, ice14ws_128
2023-05-15 12:06:23,720 - ice14ws_128 - [INFO] - [E:342| 700]: Train Loss:0.0014932, Val MRR:0.45597, ice14ws_128
2023-05-15 12:08:04,651 - ice14ws_128 - [INFO] - [E:342| 800]: Train Loss:0.0014933, Val MRR:0.45597, ice14ws_128
2023-05-15 12:09:45,786 - ice14ws_128 - [INFO] - [E:342| 900]: Train Loss:0.0014934, Val MRR:0.45597, ice14ws_128
2023-05-15 12:10:56,725 - ice14ws_128 - [INFO] - [Epoch:342]: Training Loss:0.001493
2023-05-15 12:10:57,069 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 12:11:19,878 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 12:11:42,030 - ice14ws_128 - [INFO] - [Evaluating Epoch 342 valid]:
MRR: Tail : 0.4769, Head : 0.42355, Avg : 0.45022
2023-05-15 12:11:42,031 - ice14ws_128 - [INFO] - [Epoch 342]: Training Loss: 0.0014935, Valid MRR: 0.45597,
2023-05-15 12:11:42,808 - ice14ws_128 - [INFO] - [E:343| 0]: Train Loss:0.0015003, Val MRR:0.45597, ice14ws_128
2023-05-15 12:13:13,781 - ice14ws_128 - [INFO] - [E:343| 100]: Train Loss:0.0014932, Val MRR:0.45597, ice14ws_128
2023-05-15 12:14:54,941 - ice14ws_128 - [INFO] - [E:343| 200]: Train Loss:0.001493, Val MRR:0.45597, ice14ws_128
2023-05-15 12:16:36,220 - ice14ws_128 - [INFO] - [E:343| 300]: Train Loss:0.0014927, Val MRR:0.45597, ice14ws_128
2023-05-15 12:18:17,342 - ice14ws_128 - [INFO] - [E:343| 400]: Train Loss:0.0014932, Val MRR:0.45597, ice14ws_128
2023-05-15 12:19:58,452 - ice14ws_128 - [INFO] - [E:343| 500]: Train Loss:0.0014932, Val MRR:0.45597, ice14ws_128
2023-05-15 12:21:28,847 - ice14ws_128 - [INFO] - [E:343| 600]: Train Loss:0.0014935, Val MRR:0.45597, ice14ws_128
2023-05-15 12:23:09,854 - ice14ws_128 - [INFO] - [E:343| 700]: Train Loss:0.0014935, Val MRR:0.45597, ice14ws_128
2023-05-15 12:24:50,838 - ice14ws_128 - [INFO] - [E:343| 800]: Train Loss:0.0014936, Val MRR:0.45597, ice14ws_128
2023-05-15 12:26:31,419 - ice14ws_128 - [INFO] - [E:343| 900]: Train Loss:0.0014936, Val MRR:0.45597, ice14ws_128
2023-05-15 12:27:42,294 - ice14ws_128 - [INFO] - [Epoch:343]: Training Loss:0.001494
2023-05-15 12:27:42,686 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 12:28:05,026 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 12:28:27,049 - ice14ws_128 - [INFO] - [Evaluating Epoch 343 valid]:
MRR: Tail : 0.48187, Head : 0.42866, Avg : 0.45526
2023-05-15 12:28:27,049 - ice14ws_128 - [INFO] - [Epoch 343]: Training Loss: 0.0014936, Valid MRR: 0.45597,
2023-05-15 12:28:28,118 - ice14ws_128 - [INFO] - [E:344| 0]: Train Loss:0.0014913, Val MRR:0.45597, ice14ws_128
2023-05-15 12:29:58,515 - ice14ws_128 - [INFO] - [E:344| 100]: Train Loss:0.0014923, Val MRR:0.45597, ice14ws_128
2023-05-15 12:31:39,707 - ice14ws_128 - [INFO] - [E:344| 200]: Train Loss:0.0014929, Val MRR:0.45597, ice14ws_128
2023-05-15 12:33:20,791 - ice14ws_128 - [INFO] - [E:344| 300]: Train Loss:0.001493, Val MRR:0.45597, ice14ws_128
2023-05-15 12:35:01,779 - ice14ws_128 - [INFO] - [E:344| 400]: Train Loss:0.0014932, Val MRR:0.45597, ice14ws_128
2023-05-15 12:36:36,329 - ice14ws_128 - [INFO] - [E:344| 500]: Train Loss:0.0014932, Val MRR:0.45597, ice14ws_128
2023-05-15 12:38:13,723 - ice14ws_128 - [INFO] - [E:344| 600]: Train Loss:0.0014932, Val MRR:0.45597, ice14ws_128
2023-05-15 12:39:54,919 - ice14ws_128 - [INFO] - [E:344| 700]: Train Loss:0.0014933, Val MRR:0.45597, ice14ws_128
2023-05-15 12:41:35,941 - ice14ws_128 - [INFO] - [E:344| 800]: Train Loss:0.0014933, Val MRR:0.45597, ice14ws_128
2023-05-15 12:43:17,013 - ice14ws_128 - [INFO] - [E:344| 900]: Train Loss:0.0014935, Val MRR:0.45597, ice14ws_128
2023-05-15 12:44:25,350 - ice14ws_128 - [INFO] - [Epoch:344]: Training Loss:0.001493
2023-05-15 12:44:25,573 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 12:44:40,220 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 12:45:02,336 - ice14ws_128 - [INFO] - [Evaluating Epoch 344 valid]:
MRR: Tail : 0.47956, Head : 0.42792, Avg : 0.45374
2023-05-15 12:45:02,336 - ice14ws_128 - [INFO] - [Epoch 344]: Training Loss: 0.0014934, Valid MRR: 0.45597,
2023-05-15 12:45:03,540 - ice14ws_128 - [INFO] - [E:345| 0]: Train Loss:0.0014949, Val MRR:0.45597, ice14ws_128
2023-05-15 12:46:44,759 - ice14ws_128 - [INFO] - [E:345| 100]: Train Loss:0.0014928, Val MRR:0.45597, ice14ws_128
2023-05-15 12:48:29,446 - ice14ws_128 - [INFO] - [E:345| 200]: Train Loss:0.0014929, Val MRR:0.45597, ice14ws_128
2023-05-15 12:50:10,674 - ice14ws_128 - [INFO] - [E:345| 300]: Train Loss:0.0014928, Val MRR:0.45597, ice14ws_128
2023-05-15 12:51:51,824 - ice14ws_128 - [INFO] - [E:345| 400]: Train Loss:0.0014928, Val MRR:0.45597, ice14ws_128
2023-05-15 12:53:22,376 - ice14ws_128 - [INFO] - [E:345| 500]: Train Loss:0.0014929, Val MRR:0.45597, ice14ws_128
2023-05-15 12:55:03,502 - ice14ws_128 - [INFO] - [E:345| 600]: Train Loss:0.0014929, Val MRR:0.45597, ice14ws_128
2023-05-15 12:56:44,606 - ice14ws_128 - [INFO] - [E:345| 700]: Train Loss:0.001493, Val MRR:0.45597, ice14ws_128
2023-05-15 12:58:25,620 - ice14ws_128 - [INFO] - [E:345| 800]: Train Loss:0.0014932, Val MRR:0.45597, ice14ws_128
2023-05-15 13:00:06,854 - ice14ws_128 - [INFO] - [E:345| 900]: Train Loss:0.0014933, Val MRR:0.45597, ice14ws_128
2023-05-15 13:01:07,572 - ice14ws_128 - [INFO] - [Epoch:345]: Training Loss:0.001493
2023-05-15 13:01:08,088 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 13:01:30,516 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 13:01:52,614 - ice14ws_128 - [INFO] - [Evaluating Epoch 345 valid]:
MRR: Tail : 0.47787, Head : 0.42355, Avg : 0.45071
2023-05-15 13:01:52,614 - ice14ws_128 - [INFO] - [Epoch 345]: Training Loss: 0.0014933, Valid MRR: 0.45597,
2023-05-15 13:01:53,679 - ice14ws_128 - [INFO] - [E:346| 0]: Train Loss:0.0014884, Val MRR:0.45597, ice14ws_128
2023-05-15 13:03:34,743 - ice14ws_128 - [INFO] - [E:346| 100]: Train Loss:0.0014922, Val MRR:0.45597, ice14ws_128
2023-05-15 13:05:15,914 - ice14ws_128 - [INFO] - [E:346| 200]: Train Loss:0.0014929, Val MRR:0.45597, ice14ws_128
2023-05-15 13:06:57,094 - ice14ws_128 - [INFO] - [E:346| 300]: Train Loss:0.001493, Val MRR:0.45597, ice14ws_128
2023-05-15 13:08:30,501 - ice14ws_128 - [INFO] - [E:346| 400]: Train Loss:0.001493, Val MRR:0.45597, ice14ws_128
2023-05-15 13:10:08,638 - ice14ws_128 - [INFO] - [E:346| 500]: Train Loss:0.0014929, Val MRR:0.45597, ice14ws_128
2023-05-15 13:11:49,449 - ice14ws_128 - [INFO] - [E:346| 600]: Train Loss:0.0014931, Val MRR:0.45597, ice14ws_128
2023-05-15 13:13:30,336 - ice14ws_128 - [INFO] - [E:346| 700]: Train Loss:0.0014932, Val MRR:0.45597, ice14ws_128
2023-05-15 13:15:11,339 - ice14ws_128 - [INFO] - [E:346| 800]: Train Loss:0.0014933, Val MRR:0.45597, ice14ws_128
2023-05-15 13:16:42,153 - ice14ws_128 - [INFO] - [E:346| 900]: Train Loss:0.0014933, Val MRR:0.45597, ice14ws_128
2023-05-15 13:17:53,137 - ice14ws_128 - [INFO] - [Epoch:346]: Training Loss:0.001493
2023-05-15 13:17:53,480 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 13:18:16,230 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 13:18:38,326 - ice14ws_128 - [INFO] - [Evaluating Epoch 346 valid]:
MRR: Tail : 0.47736, Head : 0.42852, Avg : 0.45294
2023-05-15 13:18:38,326 - ice14ws_128 - [INFO] - [Epoch 346]: Training Loss: 0.0014933, Valid MRR: 0.45597,
2023-05-15 13:18:39,153 - ice14ws_128 - [INFO] - [E:347| 0]: Train Loss:0.0014949, Val MRR:0.45597, ice14ws_128
2023-05-15 13:20:20,215 - ice14ws_128 - [INFO] - [E:347| 100]: Train Loss:0.0014918, Val MRR:0.45597, ice14ws_128
2023-05-15 13:22:01,438 - ice14ws_128 - [INFO] - [E:347| 200]: Train Loss:0.001492, Val MRR:0.45597, ice14ws_128
2023-05-15 13:23:42,665 - ice14ws_128 - [INFO] - [E:347| 300]: Train Loss:0.0014921, Val MRR:0.45597, ice14ws_128
2023-05-15 13:25:13,475 - ice14ws_128 - [INFO] - [E:347| 400]: Train Loss:0.0014923, Val MRR:0.45597, ice14ws_128
2023-05-15 13:26:54,402 - ice14ws_128 - [INFO] - [E:347| 500]: Train Loss:0.0014925, Val MRR:0.45597, ice14ws_128
2023-05-15 13:28:35,244 - ice14ws_128 - [INFO] - [E:347| 600]: Train Loss:0.0014927, Val MRR:0.45597, ice14ws_128
2023-05-15 13:30:16,409 - ice14ws_128 - [INFO] - [E:347| 700]: Train Loss:0.001493, Val MRR:0.45597, ice14ws_128
2023-05-15 13:32:01,229 - ice14ws_128 - [INFO] - [E:347| 800]: Train Loss:0.0014931, Val MRR:0.45597, ice14ws_128
2023-05-15 13:33:31,491 - ice14ws_128 - [INFO] - [E:347| 900]: Train Loss:0.0014931, Val MRR:0.45597, ice14ws_128
2023-05-15 13:34:42,627 - ice14ws_128 - [INFO] - [Epoch:347]: Training Loss:0.001493
2023-05-15 13:34:43,146 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 13:35:05,657 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 13:35:27,990 - ice14ws_128 - [INFO] - [Evaluating Epoch 347 valid]:
MRR: Tail : 0.47929, Head : 0.42842, Avg : 0.45385
2023-05-15 13:35:27,990 - ice14ws_128 - [INFO] - [Epoch 347]: Training Loss: 0.0014932, Valid MRR: 0.45597,
2023-05-15 13:35:28,967 - ice14ws_128 - [INFO] - [E:348| 0]: Train Loss:0.0014966, Val MRR:0.45597, ice14ws_128
2023-05-15 13:37:09,955 - ice14ws_128 - [INFO] - [E:348| 100]: Train Loss:0.0014928, Val MRR:0.45597, ice14ws_128
2023-05-15 13:38:51,007 - ice14ws_128 - [INFO] - [E:348| 200]: Train Loss:0.0014929, Val MRR:0.45597, ice14ws_128
2023-05-15 13:40:22,984 - ice14ws_128 - [INFO] - [E:348| 300]: Train Loss:0.0014931, Val MRR:0.45597, ice14ws_128
2023-05-15 13:42:02,804 - ice14ws_128 - [INFO] - [E:348| 400]: Train Loss:0.0014931, Val MRR:0.45597, ice14ws_128
2023-05-15 13:43:43,047 - ice14ws_128 - [INFO] - [E:348| 500]: Train Loss:0.0014931, Val MRR:0.45597, ice14ws_128
2023-05-15 13:45:23,469 - ice14ws_128 - [INFO] - [E:348| 600]: Train Loss:0.001493, Val MRR:0.45597, ice14ws_128
2023-05-15 13:47:04,362 - ice14ws_128 - [INFO] - [E:348| 700]: Train Loss:0.0014929, Val MRR:0.45597, ice14ws_128
2023-05-15 13:48:34,735 - ice14ws_128 - [INFO] - [E:348| 800]: Train Loss:0.001493, Val MRR:0.45597, ice14ws_128
2023-05-15 13:50:15,810 - ice14ws_128 - [INFO] - [E:348| 900]: Train Loss:0.001493, Val MRR:0.45597, ice14ws_128
2023-05-15 13:51:27,014 - ice14ws_128 - [INFO] - [Epoch:348]: Training Loss:0.001493
2023-05-15 13:51:27,407 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 13:51:49,647 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 13:52:11,749 - ice14ws_128 - [INFO] - [Evaluating Epoch 348 valid]:
MRR: Tail : 0.47701, Head : 0.42668, Avg : 0.45185
2023-05-15 13:52:11,749 - ice14ws_128 - [INFO] - [Epoch 348]: Training Loss: 0.0014932, Valid MRR: 0.45597,
2023-05-15 13:52:12,951 - ice14ws_128 - [INFO] - [E:349| 0]: Train Loss:0.0014886, Val MRR:0.45597, ice14ws_128
2023-05-15 13:53:54,074 - ice14ws_128 - [INFO] - [E:349| 100]: Train Loss:0.0014919, Val MRR:0.45597, ice14ws_128
2023-05-15 13:55:35,225 - ice14ws_128 - [INFO] - [E:349| 200]: Train Loss:0.0014932, Val MRR:0.45597, ice14ws_128
2023-05-15 13:57:05,757 - ice14ws_128 - [INFO] - [E:349| 300]: Train Loss:0.0014932, Val MRR:0.45597, ice14ws_128
2023-05-15 13:58:46,413 - ice14ws_128 - [INFO] - [E:349| 400]: Train Loss:0.001493, Val MRR:0.45597, ice14ws_128
2023-05-15 14:00:27,324 - ice14ws_128 - [INFO] - [E:349| 500]: Train Loss:0.001493, Val MRR:0.45597, ice14ws_128
2023-05-15 14:02:08,199 - ice14ws_128 - [INFO] - [E:349| 600]: Train Loss:0.0014929, Val MRR:0.45597, ice14ws_128
2023-05-15 14:03:49,066 - ice14ws_128 - [INFO] - [E:349| 700]: Train Loss:0.0014931, Val MRR:0.45597, ice14ws_128
2023-05-15 14:05:19,807 - ice14ws_128 - [INFO] - [E:349| 800]: Train Loss:0.0014932, Val MRR:0.45597, ice14ws_128
2023-05-15 14:07:00,965 - ice14ws_128 - [INFO] - [E:349| 900]: Train Loss:0.0014931, Val MRR:0.45597, ice14ws_128
2023-05-15 14:08:11,978 - ice14ws_128 - [INFO] - [Epoch:349]: Training Loss:0.001493
2023-05-15 14:08:12,321 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 14:08:35,070 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 14:08:57,186 - ice14ws_128 - [INFO] - [Evaluating Epoch 349 valid]:
MRR: Tail : 0.47925, Head : 0.42933, Avg : 0.45429
MR: Tail : 597.16, Head : 684.02, Avg : 640.59
Hit-1: Tail : 0.39799, Head : 0.35016, Avg : 0.37407
Hit-3: Tail : 0.52421, Head : 0.4679, Avg : 0.49606
Hit-10: Tail : 0.62762, Head : 0.57944, Avg : 0.60353
2023-05-15 14:08:57,186 - ice14ws_128 - [INFO] - [Epoch 349]: Training Loss: 0.0014931, Valid MRR: 0.45597,
2023-05-15 14:08:57,970 - ice14ws_128 - [INFO] - [E:350| 0]: Train Loss:0.0014912, Val MRR:0.45597, ice14ws_128
2023-05-15 14:10:39,093 - ice14ws_128 - [INFO] - [E:350| 100]: Train Loss:0.0014933, Val MRR:0.45597, ice14ws_128
2023-05-15 14:12:09,955 - ice14ws_128 - [INFO] - [E:350| 200]: Train Loss:0.0014932, Val MRR:0.45597, ice14ws_128
2023-05-15 14:13:50,813 - ice14ws_128 - [INFO] - [E:350| 300]: Train Loss:0.0014931, Val MRR:0.45597, ice14ws_128
2023-05-15 14:15:35,601 - ice14ws_128 - [INFO] - [E:350| 400]: Train Loss:0.0014929, Val MRR:0.45597, ice14ws_128
2023-05-15 14:17:16,602 - ice14ws_128 - [INFO] - [E:350| 500]: Train Loss:0.0014928, Val MRR:0.45597, ice14ws_128
2023-05-15 14:18:57,623 - ice14ws_128 - [INFO] - [E:350| 600]: Train Loss:0.0014926, Val MRR:0.45597, ice14ws_128
2023-05-15 14:20:28,647 - ice14ws_128 - [INFO] - [E:350| 700]: Train Loss:0.0014927, Val MRR:0.45597, ice14ws_128
2023-05-15 14:22:09,501 - ice14ws_128 - [INFO] - [E:350| 800]: Train Loss:0.0014928, Val MRR:0.45597, ice14ws_128
2023-05-15 14:23:50,449 - ice14ws_128 - [INFO] - [E:350| 900]: Train Loss:0.0014929, Val MRR:0.45597, ice14ws_128
2023-05-15 14:25:01,446 - ice14ws_128 - [INFO] - [Epoch:350]: Training Loss:0.001493
2023-05-15 14:25:01,710 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 14:25:24,313 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 14:25:46,650 - ice14ws_128 - [INFO] - [Evaluating Epoch 350 valid]:
MRR: Tail : 0.47698, Head : 0.43108, Avg : 0.45403
2023-05-15 14:25:46,651 - ice14ws_128 - [INFO] - [Epoch 350]: Training Loss: 0.0014929, Valid MRR: 0.45597,
2023-05-15 14:25:47,458 - ice14ws_128 - [INFO] - [E:351| 0]: Train Loss:0.0014831, Val MRR:0.45597, ice14ws_128
2023-05-15 14:27:28,461 - ice14ws_128 - [INFO] - [E:351| 100]: Train Loss:0.0014929, Val MRR:0.45597, ice14ws_128
2023-05-15 14:28:59,374 - ice14ws_128 - [INFO] - [E:351| 200]: Train Loss:0.0014926, Val MRR:0.45597, ice14ws_128
2023-05-15 14:30:40,403 - ice14ws_128 - [INFO] - [E:351| 300]: Train Loss:0.0014928, Val MRR:0.45597, ice14ws_128
2023-05-15 14:32:21,365 - ice14ws_128 - [INFO] - [E:351| 400]: Train Loss:0.0014929, Val MRR:0.45597, ice14ws_128
2023-05-15 14:34:02,511 - ice14ws_128 - [INFO] - [E:351| 500]: Train Loss:0.0014928, Val MRR:0.45597, ice14ws_128
2023-05-15 14:35:43,655 - ice14ws_128 - [INFO] - [E:351| 600]: Train Loss:0.0014927, Val MRR:0.45597, ice14ws_128
2023-05-15 14:37:14,171 - ice14ws_128 - [INFO] - [E:351| 700]: Train Loss:0.0014928, Val MRR:0.45597, ice14ws_128
2023-05-15 14:38:55,159 - ice14ws_128 - [INFO] - [E:351| 800]: Train Loss:0.0014929, Val MRR:0.45597, ice14ws_128
2023-05-15 14:40:35,982 - ice14ws_128 - [INFO] - [E:351| 900]: Train Loss:0.001493, Val MRR:0.45597, ice14ws_128
2023-05-15 14:41:46,626 - ice14ws_128 - [INFO] - [Epoch:351]: Training Loss:0.001493
2023-05-15 14:41:47,146 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 14:42:09,491 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 14:42:31,446 - ice14ws_128 - [INFO] - [Evaluating Epoch 351 valid]:
MRR: Tail : 0.47713, Head : 0.42617, Avg : 0.45165
2023-05-15 14:42:31,447 - ice14ws_128 - [INFO] - [Epoch 351]: Training Loss: 0.001493, Valid MRR: 0.45597,
2023-05-15 14:42:32,513 - ice14ws_128 - [INFO] - [E:352| 0]: Train Loss:0.0014879, Val MRR:0.45597, ice14ws_128
2023-05-15 14:44:03,091 - ice14ws_128 - [INFO] - [E:352| 100]: Train Loss:0.001492, Val MRR:0.45597, ice14ws_128
2023-05-15 14:45:44,195 - ice14ws_128 - [INFO] - [E:352| 200]: Train Loss:0.0014926, Val MRR:0.45597, ice14ws_128
2023-05-15 14:47:25,260 - ice14ws_128 - [INFO] - [E:352| 300]: Train Loss:0.0014926, Val MRR:0.45597, ice14ws_128
2023-05-15 14:49:06,259 - ice14ws_128 - [INFO] - [E:352| 400]: Train Loss:0.0014923, Val MRR:0.45597, ice14ws_128
2023-05-15 14:50:47,321 - ice14ws_128 - [INFO] - [E:352| 500]: Train Loss:0.0014925, Val MRR:0.45597, ice14ws_128
2023-05-15 14:52:18,020 - ice14ws_128 - [INFO] - [E:352| 600]: Train Loss:0.0014927, Val MRR:0.45597, ice14ws_128
2023-05-15 14:53:58,979 - ice14ws_128 - [INFO] - [E:352| 700]: Train Loss:0.0014928, Val MRR:0.45597, ice14ws_128
2023-05-15 14:55:39,973 - ice14ws_128 - [INFO] - [E:352| 800]: Train Loss:0.0014929, Val MRR:0.45597, ice14ws_128
2023-05-15 14:57:20,983 - ice14ws_128 - [INFO] - [E:352| 900]: Train Loss:0.0014929, Val MRR:0.45597, ice14ws_128
2023-05-15 14:58:32,045 - ice14ws_128 - [INFO] - [Epoch:352]: Training Loss:0.001493
2023-05-15 14:58:32,440 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 14:58:59,301 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 14:59:21,448 - ice14ws_128 - [INFO] - [Evaluating Epoch 352 valid]:
MRR: Tail : 0.47676, Head : 0.42261, Avg : 0.44969
2023-05-15 14:59:21,449 - ice14ws_128 - [INFO] - [Epoch 352]: Training Loss: 0.0014929, Valid MRR: 0.45597,
2023-05-15 14:59:22,432 - ice14ws_128 - [INFO] - [E:353| 0]: Train Loss:0.001484, Val MRR:0.45597, ice14ws_128
2023-05-15 15:00:53,131 - ice14ws_128 - [INFO] - [E:353| 100]: Train Loss:0.0014924, Val MRR:0.45597, ice14ws_128
2023-05-15 15:02:34,116 - ice14ws_128 - [INFO] - [E:353| 200]: Train Loss:0.0014923, Val MRR:0.45597, ice14ws_128
2023-05-15 15:04:14,975 - ice14ws_128 - [INFO] - [E:353| 300]: Train Loss:0.001492, Val MRR:0.45597, ice14ws_128
2023-05-15 15:05:55,439 - ice14ws_128 - [INFO] - [E:353| 400]: Train Loss:0.0014922, Val MRR:0.45597, ice14ws_128
2023-05-15 15:07:36,235 - ice14ws_128 - [INFO] - [E:353| 500]: Train Loss:0.0014924, Val MRR:0.45597, ice14ws_128
2023-05-15 15:09:06,591 - ice14ws_128 - [INFO] - [E:353| 600]: Train Loss:0.0014925, Val MRR:0.45597, ice14ws_128
2023-05-15 15:10:47,403 - ice14ws_128 - [INFO] - [E:353| 700]: Train Loss:0.0014926, Val MRR:0.45597, ice14ws_128
2023-05-15 15:12:28,211 - ice14ws_128 - [INFO] - [E:353| 800]: Train Loss:0.0014926, Val MRR:0.45597, ice14ws_128
2023-05-15 15:14:08,878 - ice14ws_128 - [INFO] - [E:353| 900]: Train Loss:0.0014927, Val MRR:0.45597, ice14ws_128
2023-05-15 15:15:19,853 - ice14ws_128 - [INFO] - [Epoch:353]: Training Loss:0.001493
2023-05-15 15:15:20,371 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 15:15:38,199 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 15:15:53,689 - ice14ws_128 - [INFO] - [Evaluating Epoch 353 valid]:
MRR: Tail : 0.47616, Head : 0.4234, Avg : 0.44978
2023-05-15 15:15:53,689 - ice14ws_128 - [INFO] - [Epoch 353]: Training Loss: 0.0014928, Valid MRR: 0.45597,
2023-05-15 15:15:54,748 - ice14ws_128 - [INFO] - [E:354| 0]: Train Loss:0.0014913, Val MRR:0.45597, ice14ws_128
2023-05-15 15:17:35,448 - ice14ws_128 - [INFO] - [E:354| 100]: Train Loss:0.0014922, Val MRR:0.45597, ice14ws_128
2023-05-15 15:19:16,384 - ice14ws_128 - [INFO] - [E:354| 200]: Train Loss:0.0014924, Val MRR:0.45597, ice14ws_128
2023-05-15 15:20:57,344 - ice14ws_128 - [INFO] - [E:354| 300]: Train Loss:0.0014924, Val MRR:0.45597, ice14ws_128
2023-05-15 15:22:38,287 - ice14ws_128 - [INFO] - [E:354| 400]: Train Loss:0.0014923, Val MRR:0.45597, ice14ws_128
2023-05-15 15:24:09,048 - ice14ws_128 - [INFO] - [E:354| 500]: Train Loss:0.0014923, Val MRR:0.45597, ice14ws_128
2023-05-15 15:25:50,135 - ice14ws_128 - [INFO] - [E:354| 600]: Train Loss:0.0014923, Val MRR:0.45597, ice14ws_128
2023-05-15 15:27:31,177 - ice14ws_128 - [INFO] - [E:354| 700]: Train Loss:0.0014923, Val MRR:0.45597, ice14ws_128
2023-05-15 15:29:12,244 - ice14ws_128 - [INFO] - [E:354| 800]: Train Loss:0.0014925, Val MRR:0.45597, ice14ws_128
2023-05-15 15:30:53,388 - ice14ws_128 - [INFO] - [E:354| 900]: Train Loss:0.0014926, Val MRR:0.45597, ice14ws_128
2023-05-15 15:31:54,175 - ice14ws_128 - [INFO] - [Epoch:354]: Training Loss:0.001493
2023-05-15 15:31:54,573 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 15:32:17,282 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 15:32:39,280 - ice14ws_128 - [INFO] - [Evaluating Epoch 354 valid]:
MRR: Tail : 0.47998, Head : 0.42544, Avg : 0.45271
2023-05-15 15:32:39,280 - ice14ws_128 - [INFO] - [Epoch 354]: Training Loss: 0.0014927, Valid MRR: 0.45597,
2023-05-15 15:32:40,351 - ice14ws_128 - [INFO] - [E:355| 0]: Train Loss:0.0014988, Val MRR:0.45597, ice14ws_128
2023-05-15 15:34:20,999 - ice14ws_128 - [INFO] - [E:355| 100]: Train Loss:0.0014934, Val MRR:0.45597, ice14ws_128
2023-05-15 15:36:02,059 - ice14ws_128 - [INFO] - [E:355| 200]: Train Loss:0.0014922, Val MRR:0.45597, ice14ws_128
2023-05-15 15:37:42,310 - ice14ws_128 - [INFO] - [E:355| 300]: Train Loss:0.0014925, Val MRR:0.45597, ice14ws_128
2023-05-15 15:39:20,760 - ice14ws_128 - [INFO] - [E:355| 400]: Train Loss:0.0014928, Val MRR:0.45597, ice14ws_128
2023-05-15 15:40:53,482 - ice14ws_128 - [INFO] - [E:355| 500]: Train Loss:0.0014929, Val MRR:0.45597, ice14ws_128
2023-05-15 15:42:34,494 - ice14ws_128 - [INFO] - [E:355| 600]: Train Loss:0.001493, Val MRR:0.45597, ice14ws_128
2023-05-15 15:44:19,274 - ice14ws_128 - [INFO] - [E:355| 700]: Train Loss:0.0014927, Val MRR:0.45597, ice14ws_128
2023-05-15 15:46:00,344 - ice14ws_128 - [INFO] - [E:355| 800]: Train Loss:0.0014926, Val MRR:0.45597, ice14ws_128
2023-05-15 15:47:35,921 - ice14ws_128 - [INFO] - [E:355| 900]: Train Loss:0.0014926, Val MRR:0.45597, ice14ws_128
2023-05-15 15:48:42,354 - ice14ws_128 - [INFO] - [Epoch:355]: Training Loss:0.001493
2023-05-15 15:48:42,699 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 15:49:05,221 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 15:49:27,392 - ice14ws_128 - [INFO] - [Evaluating Epoch 355 valid]:
MRR: Tail : 0.48032, Head : 0.42778, Avg : 0.45405
2023-05-15 15:49:27,392 - ice14ws_128 - [INFO] - [Epoch 355]: Training Loss: 0.0014926, Valid MRR: 0.45597,
2023-05-15 15:49:28,379 - ice14ws_128 - [INFO] - [E:356| 0]: Train Loss:0.0014975, Val MRR:0.45597, ice14ws_128
2023-05-15 15:51:09,648 - ice14ws_128 - [INFO] - [E:356| 100]: Train Loss:0.0014918, Val MRR:0.45597, ice14ws_128
2023-05-15 15:52:51,026 - ice14ws_128 - [INFO] - [E:356| 200]: Train Loss:0.0014923, Val MRR:0.45597, ice14ws_128
2023-05-15 15:54:32,168 - ice14ws_128 - [INFO] - [E:356| 300]: Train Loss:0.0014924, Val MRR:0.45597, ice14ws_128
2023-05-15 15:56:02,924 - ice14ws_128 - [INFO] - [E:356| 400]: Train Loss:0.0014924, Val MRR:0.45597, ice14ws_128
2023-05-15 15:57:43,780 - ice14ws_128 - [INFO] - [E:356| 500]: Train Loss:0.0014924, Val MRR:0.45597, ice14ws_128
2023-05-15 15:59:24,375 - ice14ws_128 - [INFO] - [E:356| 600]: Train Loss:0.0014925, Val MRR:0.45597, ice14ws_128
2023-05-15 16:01:05,094 - ice14ws_128 - [INFO] - [E:356| 700]: Train Loss:0.0014926, Val MRR:0.45597, ice14ws_128
2023-05-15 16:02:45,831 - ice14ws_128 - [INFO] - [E:356| 800]: Train Loss:0.0014927, Val MRR:0.45597, ice14ws_128
2023-05-15 16:04:16,179 - ice14ws_128 - [INFO] - [E:356| 900]: Train Loss:0.0014926, Val MRR:0.45597, ice14ws_128
2023-05-15 16:05:27,504 - ice14ws_128 - [INFO] - [Epoch:356]: Training Loss:0.001493
2023-05-15 16:05:28,023 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 16:05:50,350 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 16:06:12,372 - ice14ws_128 - [INFO] - [Evaluating Epoch 356 valid]:
MRR: Tail : 0.47764, Head : 0.42685, Avg : 0.45225
2023-05-15 16:06:12,372 - ice14ws_128 - [INFO] - [Epoch 356]: Training Loss: 0.0014927, Valid MRR: 0.45597,
2023-05-15 16:06:13,432 - ice14ws_128 - [INFO] - [E:357| 0]: Train Loss:0.0014856, Val MRR:0.45597, ice14ws_128
2023-05-15 16:07:54,436 - ice14ws_128 - [INFO] - [E:357| 100]: Train Loss:0.0014907, Val MRR:0.45597, ice14ws_128
2023-05-15 16:09:35,519 - ice14ws_128 - [INFO] - [E:357| 200]: Train Loss:0.0014914, Val MRR:0.45597, ice14ws_128
2023-05-15 16:11:13,497 - ice14ws_128 - [INFO] - [E:357| 300]: Train Loss:0.0014916, Val MRR:0.45597, ice14ws_128
2023-05-15 16:12:46,825 - ice14ws_128 - [INFO] - [E:357| 400]: Train Loss:0.0014921, Val MRR:0.45597, ice14ws_128
2023-05-15 16:14:27,600 - ice14ws_128 - [INFO] - [E:357| 500]: Train Loss:0.0014922, Val MRR:0.45597, ice14ws_128
2023-05-15 16:16:08,499 - ice14ws_128 - [INFO] - [E:357| 600]: Train Loss:0.0014924, Val MRR:0.45597, ice14ws_128
2023-05-15 16:17:49,330 - ice14ws_128 - [INFO] - [E:357| 700]: Train Loss:0.0014923, Val MRR:0.45597, ice14ws_128
2023-05-15 16:19:20,438 - ice14ws_128 - [INFO] - [E:357| 800]: Train Loss:0.0014923, Val MRR:0.45597, ice14ws_128
2023-05-15 16:21:00,648 - ice14ws_128 - [INFO] - [E:357| 900]: Train Loss:0.0014924, Val MRR:0.45597, ice14ws_128
2023-05-15 16:22:11,635 - ice14ws_128 - [INFO] - [Epoch:357]: Training Loss:0.001493
2023-05-15 16:22:12,158 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 16:22:34,523 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 16:22:56,541 - ice14ws_128 - [INFO] - [Evaluating Epoch 357 valid]:
MRR: Tail : 0.48233, Head : 0.42845, Avg : 0.45539
2023-05-15 16:22:56,542 - ice14ws_128 - [INFO] - [Epoch 357]: Training Loss: 0.0014925, Valid MRR: 0.45597,
2023-05-15 16:22:57,609 - ice14ws_128 - [INFO] - [E:358| 0]: Train Loss:0.0015048, Val MRR:0.45597, ice14ws_128
2023-05-15 16:24:38,449 - ice14ws_128 - [INFO] - [E:358| 100]: Train Loss:0.0014924, Val MRR:0.45597, ice14ws_128
2023-05-15 16:26:19,444 - ice14ws_128 - [INFO] - [E:358| 200]: Train Loss:0.0014924, Val MRR:0.45597, ice14ws_128
2023-05-15 16:27:53,879 - ice14ws_128 - [INFO] - [E:358| 300]: Train Loss:0.0014923, Val MRR:0.45597, ice14ws_128
2023-05-15 16:29:34,941 - ice14ws_128 - [INFO] - [E:358| 400]: Train Loss:0.0014924, Val MRR:0.45597, ice14ws_128
2023-05-15 16:31:15,981 - ice14ws_128 - [INFO] - [E:358| 500]: Train Loss:0.0014922, Val MRR:0.45597, ice14ws_128
2023-05-15 16:32:57,098 - ice14ws_128 - [INFO] - [E:358| 600]: Train Loss:0.0014922, Val MRR:0.45597, ice14ws_128
2023-05-15 16:34:37,963 - ice14ws_128 - [INFO] - [E:358| 700]: Train Loss:0.0014923, Val MRR:0.45597, ice14ws_128
2023-05-15 16:36:08,865 - ice14ws_128 - [INFO] - [E:358| 800]: Train Loss:0.0014924, Val MRR:0.45597, ice14ws_128
2023-05-15 16:37:49,815 - ice14ws_128 - [INFO] - [E:358| 900]: Train Loss:0.0014923, Val MRR:0.45597, ice14ws_128
2023-05-15 16:39:00,689 - ice14ws_128 - [INFO] - [Epoch:358]: Training Loss:0.001492
2023-05-15 16:39:01,032 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 16:39:23,830 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 16:39:45,858 - ice14ws_128 - [INFO] - [Evaluating Epoch 358 valid]:
MRR: Tail : 0.47748, Head : 0.42741, Avg : 0.45244
2023-05-15 16:39:45,858 - ice14ws_128 - [INFO] - [Epoch 358]: Training Loss: 0.0014923, Valid MRR: 0.45597,
2023-05-15 16:39:46,921 - ice14ws_128 - [INFO] - [E:359| 0]: Train Loss:0.0014883, Val MRR:0.45597, ice14ws_128
2023-05-15 16:41:28,051 - ice14ws_128 - [INFO] - [E:359| 100]: Train Loss:0.0014928, Val MRR:0.45597, ice14ws_128
2023-05-15 16:43:04,928 - ice14ws_128 - [INFO] - [E:359| 200]: Train Loss:0.0014925, Val MRR:0.45597, ice14ws_128
2023-05-15 16:44:39,318 - ice14ws_128 - [INFO] - [E:359| 300]: Train Loss:0.0014923, Val MRR:0.45597, ice14ws_128
2023-05-15 16:46:20,464 - ice14ws_128 - [INFO] - [E:359| 400]: Train Loss:0.0014926, Val MRR:0.45597, ice14ws_128
2023-05-15 16:48:00,918 - ice14ws_128 - [INFO] - [E:359| 500]: Train Loss:0.0014926, Val MRR:0.45597, ice14ws_128
2023-05-15 16:49:41,434 - ice14ws_128 - [INFO] - [E:359| 600]: Train Loss:0.0014927, Val MRR:0.45597, ice14ws_128
2023-05-15 16:51:13,285 - ice14ws_128 - [INFO] - [E:359| 700]: Train Loss:0.0014927, Val MRR:0.45597, ice14ws_128
2023-05-15 16:52:52,934 - ice14ws_128 - [INFO] - [E:359| 800]: Train Loss:0.0014926, Val MRR:0.45597, ice14ws_128
2023-05-15 16:54:34,044 - ice14ws_128 - [INFO] - [E:359| 900]: Train Loss:0.0014925, Val MRR:0.45597, ice14ws_128
2023-05-15 16:55:45,205 - ice14ws_128 - [INFO] - [Epoch:359]: Training Loss:0.001492
2023-05-15 16:55:45,587 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 16:56:07,831 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 16:56:29,905 - ice14ws_128 - [INFO] - [Evaluating Epoch 359 valid]:
MRR: Tail : 0.47782, Head : 0.42548, Avg : 0.45165
MR: Tail : 573.96, Head : 663.14, Avg : 618.55
Hit-1: Tail : 0.39629, Head : 0.34567, Avg : 0.37098
Hit-3: Tail : 0.52397, Head : 0.46486, Avg : 0.49442
Hit-10: Tail : 0.62605, Head : 0.57616, Avg : 0.6011
2023-05-15 16:56:29,905 - ice14ws_128 - [INFO] - [Epoch 359]: Training Loss: 0.0014925, Valid MRR: 0.45597,
2023-05-15 16:56:30,966 - ice14ws_128 - [INFO] - [E:360| 0]: Train Loss:0.0014798, Val MRR:0.45597, ice14ws_128
2023-05-15 16:58:12,085 - ice14ws_128 - [INFO] - [E:360| 100]: Train Loss:0.0014924, Val MRR:0.45597, ice14ws_128
2023-05-15 16:59:42,688 - ice14ws_128 - [INFO] - [E:360| 200]: Train Loss:0.0014916, Val MRR:0.45597, ice14ws_128
2023-05-15 17:01:23,516 - ice14ws_128 - [INFO] - [E:360| 300]: Train Loss:0.0014916, Val MRR:0.45597, ice14ws_128
2023-05-15 17:03:04,290 - ice14ws_128 - [INFO] - [E:360| 400]: Train Loss:0.0014916, Val MRR:0.45597, ice14ws_128
2023-05-15 17:04:45,211 - ice14ws_128 - [INFO] - [E:360| 500]: Train Loss:0.0014919, Val MRR:0.45597, ice14ws_128
2023-05-15 17:06:26,196 - ice14ws_128 - [INFO] - [E:360| 600]: Train Loss:0.0014921, Val MRR:0.45597, ice14ws_128
2023-05-15 17:07:56,977 - ice14ws_128 - [INFO] - [E:360| 700]: Train Loss:0.0014921, Val MRR:0.45597, ice14ws_128
2023-05-15 17:09:38,025 - ice14ws_128 - [INFO] - [E:360| 800]: Train Loss:0.0014923, Val MRR:0.45597, ice14ws_128
2023-05-15 17:11:22,890 - ice14ws_128 - [INFO] - [E:360| 900]: Train Loss:0.0014922, Val MRR:0.45597, ice14ws_128
2023-05-15 17:12:34,096 - ice14ws_128 - [INFO] - [Epoch:360]: Training Loss:0.001492
2023-05-15 17:12:34,494 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 17:12:57,286 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 17:13:19,375 - ice14ws_128 - [INFO] - [Evaluating Epoch 360 valid]:
MRR: Tail : 0.47873, Head : 0.42803, Avg : 0.45338
2023-05-15 17:13:19,375 - ice14ws_128 - [INFO] - [Epoch 360]: Training Loss: 0.0014923, Valid MRR: 0.45597,
2023-05-15 17:13:20,442 - ice14ws_128 - [INFO] - [E:361| 0]: Train Loss:0.0014954, Val MRR:0.45597, ice14ws_128
2023-05-15 17:14:57,553 - ice14ws_128 - [INFO] - [E:361| 100]: Train Loss:0.0014925, Val MRR:0.45597, ice14ws_128
2023-05-15 17:16:32,104 - ice14ws_128 - [INFO] - [E:361| 200]: Train Loss:0.0014925, Val MRR:0.45597, ice14ws_128
2023-05-15 17:18:13,203 - ice14ws_128 - [INFO] - [E:361| 300]: Train Loss:0.0014922, Val MRR:0.45597, ice14ws_128
2023-05-15 17:19:54,155 - ice14ws_128 - [INFO] - [E:361| 400]: Train Loss:0.0014919, Val MRR:0.45597, ice14ws_128
2023-05-15 17:21:35,131 - ice14ws_128 - [INFO] - [E:361| 500]: Train Loss:0.001492, Val MRR:0.45597, ice14ws_128
2023-05-15 17:23:05,827 - ice14ws_128 - [INFO] - [E:361| 600]: Train Loss:0.0014921, Val MRR:0.45597, ice14ws_128
2023-05-15 17:24:46,297 - ice14ws_128 - [INFO] - [E:361| 700]: Train Loss:0.0014922, Val MRR:0.45597, ice14ws_128
2023-05-15 17:26:27,201 - ice14ws_128 - [INFO] - [E:361| 800]: Train Loss:0.0014922, Val MRR:0.45597, ice14ws_128
2023-05-15 17:28:07,722 - ice14ws_128 - [INFO] - [E:361| 900]: Train Loss:0.0014923, Val MRR:0.45597, ice14ws_128
2023-05-15 17:29:18,050 - ice14ws_128 - [INFO] - [Epoch:361]: Training Loss:0.001492
2023-05-15 17:29:18,448 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 17:29:41,200 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 17:30:03,283 - ice14ws_128 - [INFO] - [Evaluating Epoch 361 valid]:
MRR: Tail : 0.47741, Head : 0.42568, Avg : 0.45154
2023-05-15 17:30:03,283 - ice14ws_128 - [INFO] - [Epoch 361]: Training Loss: 0.0014924, Valid MRR: 0.45597,
2023-05-15 17:30:04,362 - ice14ws_128 - [INFO] - [E:362| 0]: Train Loss:0.0014936, Val MRR:0.45597, ice14ws_128
2023-05-15 17:31:34,923 - ice14ws_128 - [INFO] - [E:362| 100]: Train Loss:0.0014919, Val MRR:0.45597, ice14ws_128
2023-05-15 17:33:15,896 - ice14ws_128 - [INFO] - [E:362| 200]: Train Loss:0.0014921, Val MRR:0.45597, ice14ws_128
2023-05-15 17:34:56,961 - ice14ws_128 - [INFO] - [E:362| 300]: Train Loss:0.0014922, Val MRR:0.45597, ice14ws_128
2023-05-15 17:36:37,801 - ice14ws_128 - [INFO] - [E:362| 400]: Train Loss:0.0014919, Val MRR:0.45597, ice14ws_128
2023-05-15 17:38:18,777 - ice14ws_128 - [INFO] - [E:362| 500]: Train Loss:0.0014919, Val MRR:0.45597, ice14ws_128
2023-05-15 17:39:49,234 - ice14ws_128 - [INFO] - [E:362| 600]: Train Loss:0.001492, Val MRR:0.45597, ice14ws_128
2023-05-15 17:41:30,272 - ice14ws_128 - [INFO] - [E:362| 700]: Train Loss:0.0014922, Val MRR:0.45597, ice14ws_128
2023-05-15 17:43:11,108 - ice14ws_128 - [INFO] - [E:362| 800]: Train Loss:0.0014922, Val MRR:0.45597, ice14ws_128
2023-05-15 17:44:52,217 - ice14ws_128 - [INFO] - [E:362| 900]: Train Loss:0.0014921, Val MRR:0.45597, ice14ws_128
2023-05-15 17:46:03,429 - ice14ws_128 - [INFO] - [Epoch:362]: Training Loss:0.001492
2023-05-15 17:46:03,949 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 17:46:26,329 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 17:46:42,803 - ice14ws_128 - [INFO] - [Evaluating Epoch 362 valid]:
MRR: Tail : 0.47619, Head : 0.42733, Avg : 0.45176
2023-05-15 17:46:42,804 - ice14ws_128 - [INFO] - [Epoch 362]: Training Loss: 0.0014922, Valid MRR: 0.45597,
2023-05-15 17:46:43,452 - ice14ws_128 - [INFO] - [E:363| 0]: Train Loss:0.0014985, Val MRR:0.45597, ice14ws_128
2023-05-15 17:48:19,630 - ice14ws_128 - [INFO] - [E:363| 100]: Train Loss:0.0014924, Val MRR:0.45597, ice14ws_128
2023-05-15 17:50:00,799 - ice14ws_128 - [INFO] - [E:363| 200]: Train Loss:0.0014919, Val MRR:0.45597, ice14ws_128
2023-05-15 17:51:41,714 - ice14ws_128 - [INFO] - [E:363| 300]: Train Loss:0.0014918, Val MRR:0.45597, ice14ws_128
2023-05-15 17:53:22,009 - ice14ws_128 - [INFO] - [E:363| 400]: Train Loss:0.001492, Val MRR:0.45597, ice14ws_128
2023-05-15 17:54:51,523 - ice14ws_128 - [INFO] - [E:363| 500]: Train Loss:0.0014921, Val MRR:0.45597, ice14ws_128
2023-05-15 17:56:35,509 - ice14ws_128 - [INFO] - [E:363| 600]: Train Loss:0.0014922, Val MRR:0.45597, ice14ws_128
2023-05-15 17:58:16,250 - ice14ws_128 - [INFO] - [E:363| 700]: Train Loss:0.0014923, Val MRR:0.45597, ice14ws_128
2023-05-15 17:59:57,014 - ice14ws_128 - [INFO] - [E:363| 800]: Train Loss:0.0014921, Val MRR:0.45597, ice14ws_128
2023-05-15 18:01:37,806 - ice14ws_128 - [INFO] - [E:363| 900]: Train Loss:0.0014921, Val MRR:0.45597, ice14ws_128
2023-05-15 18:02:45,068 - ice14ws_128 - [INFO] - [Epoch:363]: Training Loss:0.001492
2023-05-15 18:02:45,285 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 18:03:00,379 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 18:03:22,464 - ice14ws_128 - [INFO] - [Evaluating Epoch 363 valid]:
MRR: Tail : 0.47795, Head : 0.4294, Avg : 0.45367
2023-05-15 18:03:22,464 - ice14ws_128 - [INFO] - [Epoch 363]: Training Loss: 0.0014921, Valid MRR: 0.45597,
2023-05-15 18:03:23,445 - ice14ws_128 - [INFO] - [E:364| 0]: Train Loss:0.0014915, Val MRR:0.45597, ice14ws_128
2023-05-15 18:05:04,159 - ice14ws_128 - [INFO] - [E:364| 100]: Train Loss:0.0014915, Val MRR:0.45597, ice14ws_128
2023-05-15 18:06:44,889 - ice14ws_128 - [INFO] - [E:364| 200]: Train Loss:0.0014915, Val MRR:0.45597, ice14ws_128
2023-05-15 18:08:25,607 - ice14ws_128 - [INFO] - [E:364| 300]: Train Loss:0.0014921, Val MRR:0.45597, ice14ws_128
2023-05-15 18:10:06,240 - ice14ws_128 - [INFO] - [E:364| 400]: Train Loss:0.0014918, Val MRR:0.45597, ice14ws_128
2023-05-15 18:11:36,402 - ice14ws_128 - [INFO] - [E:364| 500]: Train Loss:0.0014919, Val MRR:0.45597, ice14ws_128
2023-05-15 18:13:16,924 - ice14ws_128 - [INFO] - [E:364| 600]: Train Loss:0.001492, Val MRR:0.45597, ice14ws_128
2023-05-15 18:14:57,516 - ice14ws_128 - [INFO] - [E:364| 700]: Train Loss:0.0014921, Val MRR:0.45597, ice14ws_128
2023-05-15 18:16:37,801 - ice14ws_128 - [INFO] - [E:364| 800]: Train Loss:0.0014921, Val MRR:0.45597, ice14ws_128
2023-05-15 18:18:18,324 - ice14ws_128 - [INFO] - [E:364| 900]: Train Loss:0.0014921, Val MRR:0.45597, ice14ws_128
2023-05-15 18:19:18,185 - ice14ws_128 - [INFO] - [Epoch:364]: Training Loss:0.001492
2023-05-15 18:19:18,531 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 18:19:41,210 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 18:20:03,213 - ice14ws_128 - [INFO] - [Evaluating Epoch 364 valid]:
MRR: Tail : 0.47688, Head : 0.42703, Avg : 0.45196
2023-05-15 18:20:03,213 - ice14ws_128 - [INFO] - [Epoch 364]: Training Loss: 0.0014921, Valid MRR: 0.45597,
2023-05-15 18:20:03,994 - ice14ws_128 - [INFO] - [E:365| 0]: Train Loss:0.0015008, Val MRR:0.45597, ice14ws_128
2023-05-15 18:21:44,586 - ice14ws_128 - [INFO] - [E:365| 100]: Train Loss:0.0014919, Val MRR:0.45597, ice14ws_128
2023-05-15 18:23:25,350 - ice14ws_128 - [INFO] - [E:365| 200]: Train Loss:0.0014923, Val MRR:0.45597, ice14ws_128
2023-05-15 18:25:06,839 - ice14ws_128 - [INFO] - [E:365| 300]: Train Loss:0.0014921, Val MRR:0.45597, ice14ws_128
2023-05-15 18:26:42,591 - ice14ws_128 - [INFO] - [E:365| 400]: Train Loss:0.0014921, Val MRR:0.45597, ice14ws_128
2023-05-15 18:28:20,846 - ice14ws_128 - [INFO] - [E:365| 500]: Train Loss:0.0014922, Val MRR:0.45597, ice14ws_128
2023-05-15 18:30:03,209 - ice14ws_128 - [INFO] - [E:365| 600]: Train Loss:0.0014921, Val MRR:0.45597, ice14ws_128
2023-05-15 18:31:45,917 - ice14ws_128 - [INFO] - [E:365| 700]: Train Loss:0.001492, Val MRR:0.45597, ice14ws_128
2023-05-15 18:33:28,439 - ice14ws_128 - [INFO] - [E:365| 800]: Train Loss:0.001492, Val MRR:0.45597, ice14ws_128
2023-05-15 18:35:10,829 - ice14ws_128 - [INFO] - [E:365| 900]: Train Loss:0.001492, Val MRR:0.45597, ice14ws_128
2023-05-15 18:36:12,135 - ice14ws_128 - [INFO] - [Epoch:365]: Training Loss:0.001492
2023-05-15 18:36:12,630 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 18:36:35,130 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 18:36:57,227 - ice14ws_128 - [INFO] - [Evaluating Epoch 365 valid]:
MRR: Tail : 0.47664, Head : 0.42923, Avg : 0.45293
2023-05-15 18:36:57,227 - ice14ws_128 - [INFO] - [Epoch 365]: Training Loss: 0.0014921, Valid MRR: 0.45597,
2023-05-15 18:36:58,288 - ice14ws_128 - [INFO] - [E:366| 0]: Train Loss:0.0014921, Val MRR:0.45597, ice14ws_128
2023-05-15 18:38:39,376 - ice14ws_128 - [INFO] - [E:366| 100]: Train Loss:0.00149, Val MRR:0.45597, ice14ws_128
2023-05-15 18:40:26,835 - ice14ws_128 - [INFO] - [E:366| 200]: Train Loss:0.0014912, Val MRR:0.45597, ice14ws_128
2023-05-15 18:42:10,459 - ice14ws_128 - [INFO] - [E:366| 300]: Train Loss:0.0014912, Val MRR:0.45597, ice14ws_128
2023-05-15 18:43:53,617 - ice14ws_128 - [INFO] - [E:366| 400]: Train Loss:0.0014916, Val MRR:0.45597, ice14ws_128
2023-05-15 18:45:26,324 - ice14ws_128 - [INFO] - [E:366| 500]: Train Loss:0.0014918, Val MRR:0.45597, ice14ws_128
2023-05-15 18:47:08,662 - ice14ws_128 - [INFO] - [E:366| 600]: Train Loss:0.0014918, Val MRR:0.45597, ice14ws_128
2023-05-15 18:48:51,915 - ice14ws_128 - [INFO] - [E:366| 700]: Train Loss:0.001492, Val MRR:0.45597, ice14ws_128
2023-05-15 18:50:34,642 - ice14ws_128 - [INFO] - [E:366| 800]: Train Loss:0.0014919, Val MRR:0.45597, ice14ws_128
2023-05-15 18:52:15,938 - ice14ws_128 - [INFO] - [E:366| 900]: Train Loss:0.001492, Val MRR:0.45597, ice14ws_128
2023-05-15 18:53:16,897 - ice14ws_128 - [INFO] - [Epoch:366]: Training Loss:0.001492
2023-05-15 18:53:17,287 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 18:53:40,632 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 18:54:03,651 - ice14ws_128 - [INFO] - [Evaluating Epoch 366 valid]:
MRR: Tail : 0.47909, Head : 0.42982, Avg : 0.45445
2023-05-15 18:54:03,652 - ice14ws_128 - [INFO] - [Epoch 366]: Training Loss: 0.001492, Valid MRR: 0.45597,
2023-05-15 18:54:04,722 - ice14ws_128 - [INFO] - [E:367| 0]: Train Loss:0.0014838, Val MRR:0.45597, ice14ws_128
2023-05-15 18:55:48,012 - ice14ws_128 - [INFO] - [E:367| 100]: Train Loss:0.0014914, Val MRR:0.45597, ice14ws_128
2023-05-15 18:57:31,470 - ice14ws_128 - [INFO] - [E:367| 200]: Train Loss:0.0014915, Val MRR:0.45597, ice14ws_128
2023-05-15 18:59:15,021 - ice14ws_128 - [INFO] - [E:367| 300]: Train Loss:0.0014916, Val MRR:0.45597, ice14ws_128
2023-05-15 19:00:57,383 - ice14ws_128 - [INFO] - [E:367| 400]: Train Loss:0.0014918, Val MRR:0.45597, ice14ws_128
2023-05-15 19:02:29,434 - ice14ws_128 - [INFO] - [E:367| 500]: Train Loss:0.0014917, Val MRR:0.45597, ice14ws_128
2023-05-15 19:04:12,671 - ice14ws_128 - [INFO] - [E:367| 600]: Train Loss:0.0014918, Val MRR:0.45597, ice14ws_128
2023-05-15 19:05:54,912 - ice14ws_128 - [INFO] - [E:367| 700]: Train Loss:0.0014919, Val MRR:0.45597, ice14ws_128
2023-05-15 19:07:35,884 - ice14ws_128 - [INFO] - [E:367| 800]: Train Loss:0.0014919, Val MRR:0.45597, ice14ws_128
2023-05-15 19:09:18,009 - ice14ws_128 - [INFO] - [E:367| 900]: Train Loss:0.0014919, Val MRR:0.45597, ice14ws_128
2023-05-15 19:10:19,343 - ice14ws_128 - [INFO] - [Epoch:367]: Training Loss:0.001492
2023-05-15 19:10:19,738 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 19:10:43,311 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 19:11:05,995 - ice14ws_128 - [INFO] - [Evaluating Epoch 367 valid]:
MRR: Tail : 0.47924, Head : 0.42755, Avg : 0.45339
2023-05-15 19:11:05,996 - ice14ws_128 - [INFO] - [Epoch 367]: Training Loss: 0.001492, Valid MRR: 0.45597,
2023-05-15 19:11:07,187 - ice14ws_128 - [INFO] - [E:368| 0]: Train Loss:0.0014949, Val MRR:0.45597, ice14ws_128
2023-05-15 19:12:49,462 - ice14ws_128 - [INFO] - [E:368| 100]: Train Loss:0.0014919, Val MRR:0.45597, ice14ws_128
2023-05-15 19:14:31,833 - ice14ws_128 - [INFO] - [E:368| 200]: Train Loss:0.0014915, Val MRR:0.45597, ice14ws_128
2023-05-15 19:16:14,151 - ice14ws_128 - [INFO] - [E:368| 300]: Train Loss:0.0014916, Val MRR:0.45597, ice14ws_128
2023-05-15 19:17:57,503 - ice14ws_128 - [INFO] - [E:368| 400]: Train Loss:0.0014917, Val MRR:0.45597, ice14ws_128
2023-05-15 19:19:29,261 - ice14ws_128 - [INFO] - [E:368| 500]: Train Loss:0.0014915, Val MRR:0.45597, ice14ws_128
2023-05-15 19:21:10,825 - ice14ws_128 - [INFO] - [E:368| 600]: Train Loss:0.0014915, Val MRR:0.45597, ice14ws_128
2023-05-15 19:22:53,826 - ice14ws_128 - [INFO] - [E:368| 700]: Train Loss:0.0014915, Val MRR:0.45597, ice14ws_128
2023-05-15 19:24:37,305 - ice14ws_128 - [INFO] - [E:368| 800]: Train Loss:0.0014917, Val MRR:0.45597, ice14ws_128
2023-05-15 19:26:21,090 - ice14ws_128 - [INFO] - [E:368| 900]: Train Loss:0.0014918, Val MRR:0.45597, ice14ws_128
2023-05-15 19:27:23,042 - ice14ws_128 - [INFO] - [Epoch:368]: Training Loss:0.001492
2023-05-15 19:27:23,556 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 19:27:50,560 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 19:28:13,481 - ice14ws_128 - [INFO] - [Evaluating Epoch 368 valid]:
MRR: Tail : 0.47915, Head : 0.42976, Avg : 0.45446
2023-05-15 19:28:13,481 - ice14ws_128 - [INFO] - [Epoch 368]: Training Loss: 0.0014918, Valid MRR: 0.45597,
2023-05-15 19:28:14,657 - ice14ws_128 - [INFO] - [E:369| 0]: Train Loss:0.0014903, Val MRR:0.45597, ice14ws_128
2023-05-15 19:29:57,827 - ice14ws_128 - [INFO] - [E:369| 100]: Train Loss:0.0014927, Val MRR:0.45597, ice14ws_128
2023-05-15 19:31:40,376 - ice14ws_128 - [INFO] - [E:369| 200]: Train Loss:0.0014931, Val MRR:0.45597, ice14ws_128
2023-05-15 19:33:22,996 - ice14ws_128 - [INFO] - [E:369| 300]: Train Loss:0.0014924, Val MRR:0.45597, ice14ws_128
2023-05-15 19:35:04,316 - ice14ws_128 - [INFO] - [E:369| 400]: Train Loss:0.001492, Val MRR:0.45597, ice14ws_128
2023-05-15 19:36:35,473 - ice14ws_128 - [INFO] - [E:369| 500]: Train Loss:0.0014921, Val MRR:0.45597, ice14ws_128
2023-05-15 19:38:19,023 - ice14ws_128 - [INFO] - [E:369| 600]: Train Loss:0.0014921, Val MRR:0.45597, ice14ws_128
2023-05-15 19:40:01,722 - ice14ws_128 - [INFO] - [E:369| 700]: Train Loss:0.0014919, Val MRR:0.45597, ice14ws_128
2023-05-15 19:41:44,360 - ice14ws_128 - [INFO] - [E:369| 800]: Train Loss:0.0014918, Val MRR:0.45597, ice14ws_128
2023-05-15 19:43:26,588 - ice14ws_128 - [INFO] - [E:369| 900]: Train Loss:0.0014918, Val MRR:0.45597, ice14ws_128
2023-05-15 19:44:28,308 - ice14ws_128 - [INFO] - [Epoch:369]: Training Loss:0.001492
2023-05-15 19:44:28,784 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 19:44:51,796 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 19:45:14,541 - ice14ws_128 - [INFO] - [Evaluating Epoch 369 valid]:
MRR: Tail : 0.48106, Head : 0.42871, Avg : 0.45489
MR: Tail : 566.62, Head : 647.84, Avg : 607.23
Hit-1: Tail : 0.39944, Head : 0.34713, Avg : 0.37329
Hit-3: Tail : 0.52434, Head : 0.46608, Avg : 0.49521
Hit-10: Tail : 0.63127, Head : 0.58393, Avg : 0.6076
2023-05-15 19:45:14,541 - ice14ws_128 - [INFO] - [Epoch 369]: Training Loss: 0.0014919, Valid MRR: 0.45597,
2023-05-15 19:45:15,725 - ice14ws_128 - [INFO] - [E:370| 0]: Train Loss:0.0014994, Val MRR:0.45597, ice14ws_128
2023-05-15 19:46:57,606 - ice14ws_128 - [INFO] - [E:370| 100]: Train Loss:0.0014915, Val MRR:0.45597, ice14ws_128
2023-05-15 19:48:39,659 - ice14ws_128 - [INFO] - [E:370| 200]: Train Loss:0.0014919, Val MRR:0.45597, ice14ws_128
2023-05-15 19:50:20,985 - ice14ws_128 - [INFO] - [E:370| 300]: Train Loss:0.0014919, Val MRR:0.45597, ice14ws_128
2023-05-15 19:52:04,676 - ice14ws_128 - [INFO] - [E:370| 400]: Train Loss:0.0014917, Val MRR:0.45597, ice14ws_128
2023-05-15 19:53:36,803 - ice14ws_128 - [INFO] - [E:370| 500]: Train Loss:0.0014917, Val MRR:0.45597, ice14ws_128
2023-05-15 19:55:18,650 - ice14ws_128 - [INFO] - [E:370| 600]: Train Loss:0.0014915, Val MRR:0.45597, ice14ws_128
2023-05-15 19:57:00,540 - ice14ws_128 - [INFO] - [E:370| 700]: Train Loss:0.0014917, Val MRR:0.45597, ice14ws_128
2023-05-15 19:58:43,070 - ice14ws_128 - [INFO] - [E:370| 800]: Train Loss:0.0014917, Val MRR:0.45597, ice14ws_128
2023-05-15 20:00:25,748 - ice14ws_128 - [INFO] - [E:370| 900]: Train Loss:0.0014918, Val MRR:0.45597, ice14ws_128
2023-05-15 20:01:28,467 - ice14ws_128 - [INFO] - [Epoch:370]: Training Loss:0.001492
2023-05-15 20:01:28,685 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 20:01:50,638 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 20:02:13,734 - ice14ws_128 - [INFO] - [Evaluating Epoch 370 valid]:
MRR: Tail : 0.48003, Head : 0.42873, Avg : 0.45438
2023-05-15 20:02:13,734 - ice14ws_128 - [INFO] - [Epoch 370]: Training Loss: 0.0014919, Valid MRR: 0.45597,
2023-05-15 20:02:14,919 - ice14ws_128 - [INFO] - [E:371| 0]: Train Loss:0.0015022, Val MRR:0.45597, ice14ws_128
2023-05-15 20:03:56,377 - ice14ws_128 - [INFO] - [E:371| 100]: Train Loss:0.0014907, Val MRR:0.45597, ice14ws_128
2023-05-15 20:05:38,170 - ice14ws_128 - [INFO] - [E:371| 200]: Train Loss:0.0014913, Val MRR:0.45597, ice14ws_128
2023-05-15 20:07:20,922 - ice14ws_128 - [INFO] - [E:371| 300]: Train Loss:0.0014911, Val MRR:0.45597, ice14ws_128
2023-05-15 20:09:03,644 - ice14ws_128 - [INFO] - [E:371| 400]: Train Loss:0.0014915, Val MRR:0.45597, ice14ws_128
2023-05-15 20:10:35,188 - ice14ws_128 - [INFO] - [E:371| 500]: Train Loss:0.0014915, Val MRR:0.45597, ice14ws_128
2023-05-15 20:12:18,427 - ice14ws_128 - [INFO] - [E:371| 600]: Train Loss:0.0014917, Val MRR:0.45597, ice14ws_128
2023-05-15 20:14:01,907 - ice14ws_128 - [INFO] - [E:371| 700]: Train Loss:0.0014916, Val MRR:0.45597, ice14ws_128
2023-05-15 20:15:48,974 - ice14ws_128 - [INFO] - [E:371| 800]: Train Loss:0.0014917, Val MRR:0.45597, ice14ws_128
2023-05-15 20:17:31,450 - ice14ws_128 - [INFO] - [E:371| 900]: Train Loss:0.0014918, Val MRR:0.45597, ice14ws_128
2023-05-15 20:18:35,745 - ice14ws_128 - [INFO] - [Epoch:371]: Training Loss:0.001492
2023-05-15 20:18:35,962 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 20:18:54,793 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 20:19:17,994 - ice14ws_128 - [INFO] - [Evaluating Epoch 371 valid]:
MRR: Tail : 0.4808, Head : 0.42879, Avg : 0.4548
2023-05-15 20:19:17,994 - ice14ws_128 - [INFO] - [Epoch 371]: Training Loss: 0.0014918, Valid MRR: 0.45597,
2023-05-15 20:19:18,837 - ice14ws_128 - [INFO] - [E:372| 0]: Train Loss:0.0014927, Val MRR:0.45597, ice14ws_128
2023-05-15 20:21:02,395 - ice14ws_128 - [INFO] - [E:372| 100]: Train Loss:0.0014924, Val MRR:0.45597, ice14ws_128
2023-05-15 20:22:46,185 - ice14ws_128 - [INFO] - [E:372| 200]: Train Loss:0.0014921, Val MRR:0.45597, ice14ws_128
2023-05-15 20:24:28,895 - ice14ws_128 - [INFO] - [E:372| 300]: Train Loss:0.0014921, Val MRR:0.45597, ice14ws_128
2023-05-15 20:26:11,388 - ice14ws_128 - [INFO] - [E:372| 400]: Train Loss:0.0014919, Val MRR:0.45597, ice14ws_128
2023-05-15 20:27:42,951 - ice14ws_128 - [INFO] - [E:372| 500]: Train Loss:0.0014918, Val MRR:0.45597, ice14ws_128
2023-05-15 20:29:24,976 - ice14ws_128 - [INFO] - [E:372| 600]: Train Loss:0.0014919, Val MRR:0.45597, ice14ws_128
2023-05-15 20:31:07,317 - ice14ws_128 - [INFO] - [E:372| 700]: Train Loss:0.0014917, Val MRR:0.45597, ice14ws_128
2023-05-15 20:32:48,291 - ice14ws_128 - [INFO] - [E:372| 800]: Train Loss:0.0014915, Val MRR:0.45597, ice14ws_128
2023-05-15 20:34:30,641 - ice14ws_128 - [INFO] - [E:372| 900]: Train Loss:0.0014916, Val MRR:0.45597, ice14ws_128
2023-05-15 20:35:37,687 - ice14ws_128 - [INFO] - [Epoch:372]: Training Loss:0.001492
2023-05-15 20:35:37,904 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 20:35:54,894 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 20:36:17,484 - ice14ws_128 - [INFO] - [Evaluating Epoch 372 valid]:
MRR: Tail : 0.4756, Head : 0.42447, Avg : 0.45003
2023-05-15 20:36:17,484 - ice14ws_128 - [INFO] - [Epoch 372]: Training Loss: 0.0014917, Valid MRR: 0.45597,
2023-05-15 20:36:18,699 - ice14ws_128 - [INFO] - [E:373| 0]: Train Loss:0.0014851, Val MRR:0.45597, ice14ws_128
2023-05-15 20:38:00,810 - ice14ws_128 - [INFO] - [E:373| 100]: Train Loss:0.0014912, Val MRR:0.45597, ice14ws_128
2023-05-15 20:39:43,427 - ice14ws_128 - [INFO] - [E:373| 200]: Train Loss:0.0014915, Val MRR:0.45597, ice14ws_128
2023-05-15 20:41:25,511 - ice14ws_128 - [INFO] - [E:373| 300]: Train Loss:0.0014916, Val MRR:0.45597, ice14ws_128
2023-05-15 20:43:08,818 - ice14ws_128 - [INFO] - [E:373| 400]: Train Loss:0.0014916, Val MRR:0.45597, ice14ws_128
2023-05-15 20:44:41,575 - ice14ws_128 - [INFO] - [E:373| 500]: Train Loss:0.0014916, Val MRR:0.45597, ice14ws_128
2023-05-15 20:46:23,569 - ice14ws_128 - [INFO] - [E:373| 600]: Train Loss:0.0014916, Val MRR:0.45597, ice14ws_128
2023-05-15 20:48:05,336 - ice14ws_128 - [INFO] - [E:373| 700]: Train Loss:0.0014915, Val MRR:0.45597, ice14ws_128
2023-05-15 20:49:47,781 - ice14ws_128 - [INFO] - [E:373| 800]: Train Loss:0.0014915, Val MRR:0.45597, ice14ws_128
2023-05-15 20:51:30,248 - ice14ws_128 - [INFO] - [E:373| 900]: Train Loss:0.0014916, Val MRR:0.45597, ice14ws_128
2023-05-15 20:52:39,585 - ice14ws_128 - [INFO] - [Epoch:373]: Training Loss:0.001492
2023-05-15 20:52:39,801 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 20:52:54,765 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 20:53:17,438 - ice14ws_128 - [INFO] - [Evaluating Epoch 373 valid]:
MRR: Tail : 0.47646, Head : 0.4286, Avg : 0.45253
2023-05-15 20:53:17,438 - ice14ws_128 - [INFO] - [Epoch 373]: Training Loss: 0.0014916, Valid MRR: 0.45597,
2023-05-15 20:53:18,465 - ice14ws_128 - [INFO] - [E:374| 0]: Train Loss:0.0014965, Val MRR:0.45597, ice14ws_128
2023-05-15 20:55:00,659 - ice14ws_128 - [INFO] - [E:374| 100]: Train Loss:0.001491, Val MRR:0.45597, ice14ws_128
2023-05-15 20:56:42,799 - ice14ws_128 - [INFO] - [E:374| 200]: Train Loss:0.0014907, Val MRR:0.45597, ice14ws_128
2023-05-15 20:58:25,100 - ice14ws_128 - [INFO] - [E:374| 300]: Train Loss:0.0014911, Val MRR:0.45597, ice14ws_128
2023-05-15 21:00:07,217 - ice14ws_128 - [INFO] - [E:374| 400]: Train Loss:0.001491, Val MRR:0.45597, ice14ws_128
2023-05-15 21:01:37,853 - ice14ws_128 - [INFO] - [E:374| 500]: Train Loss:0.0014909, Val MRR:0.45597, ice14ws_128
2023-05-15 21:03:23,912 - ice14ws_128 - [INFO] - [E:374| 600]: Train Loss:0.001491, Val MRR:0.45597, ice14ws_128
2023-05-15 21:05:05,277 - ice14ws_128 - [INFO] - [E:374| 700]: Train Loss:0.0014912, Val MRR:0.45597, ice14ws_128
2023-05-15 21:06:47,459 - ice14ws_128 - [INFO] - [E:374| 800]: Train Loss:0.0014913, Val MRR:0.45597, ice14ws_128
2023-05-15 21:08:29,178 - ice14ws_128 - [INFO] - [E:374| 900]: Train Loss:0.0014915, Val MRR:0.45597, ice14ws_128
2023-05-15 21:09:40,695 - ice14ws_128 - [INFO] - [Epoch:374]: Training Loss:0.001492
2023-05-15 21:09:41,193 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 21:10:00,196 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 21:10:15,399 - ice14ws_128 - [INFO] - [Evaluating Epoch 374 valid]:
MRR: Tail : 0.4815, Head : 0.43043, Avg : 0.45596
2023-05-15 21:10:15,399 - ice14ws_128 - [INFO] - [Epoch 374]: Training Loss: 0.0014915, Valid MRR: 0.45597,
2023-05-15 21:10:16,575 - ice14ws_128 - [INFO] - [E:375| 0]: Train Loss:0.0014838, Val MRR:0.45597, ice14ws_128
2023-05-15 21:11:58,936 - ice14ws_128 - [INFO] - [E:375| 100]: Train Loss:0.0014906, Val MRR:0.45597, ice14ws_128
2023-05-15 21:13:42,044 - ice14ws_128 - [INFO] - [E:375| 200]: Train Loss:0.0014911, Val MRR:0.45597, ice14ws_128
2023-05-15 21:15:23,692 - ice14ws_128 - [INFO] - [E:375| 300]: Train Loss:0.0014911, Val MRR:0.45597, ice14ws_128
2023-05-15 21:17:05,413 - ice14ws_128 - [INFO] - [E:375| 400]: Train Loss:0.0014913, Val MRR:0.45597, ice14ws_128
2023-05-15 21:18:38,308 - ice14ws_128 - [INFO] - [E:375| 500]: Train Loss:0.0014912, Val MRR:0.45597, ice14ws_128
2023-05-15 21:20:19,534 - ice14ws_128 - [INFO] - [E:375| 600]: Train Loss:0.0014912, Val MRR:0.45597, ice14ws_128
2023-05-15 21:22:01,374 - ice14ws_128 - [INFO] - [E:375| 700]: Train Loss:0.0014912, Val MRR:0.45597, ice14ws_128
2023-05-15 21:23:44,175 - ice14ws_128 - [INFO] - [E:375| 800]: Train Loss:0.0014913, Val MRR:0.45597, ice14ws_128
2023-05-15 21:25:26,332 - ice14ws_128 - [INFO] - [E:375| 900]: Train Loss:0.0014913, Val MRR:0.45597, ice14ws_128
2023-05-15 21:26:39,349 - ice14ws_128 - [INFO] - [Epoch:375]: Training Loss:0.001491
2023-05-15 21:26:39,842 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 21:27:01,213 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 21:27:14,830 - ice14ws_128 - [INFO] - [Evaluating Epoch 375 valid]:
MRR: Tail : 0.47885, Head : 0.42718, Avg : 0.45301
2023-05-15 21:27:14,830 - ice14ws_128 - [INFO] - [Epoch 375]: Training Loss: 0.0014913, Valid MRR: 0.45597,
2023-05-15 21:27:15,480 - ice14ws_128 - [INFO] - [E:376| 0]: Train Loss:0.0014884, Val MRR:0.45597, ice14ws_128
2023-05-15 21:28:57,460 - ice14ws_128 - [INFO] - [E:376| 100]: Train Loss:0.0014913, Val MRR:0.45597, ice14ws_128
2023-05-15 21:30:38,561 - ice14ws_128 - [INFO] - [E:376| 200]: Train Loss:0.0014905, Val MRR:0.45597, ice14ws_128
2023-05-15 21:32:21,016 - ice14ws_128 - [INFO] - [E:376| 300]: Train Loss:0.0014905, Val MRR:0.45597, ice14ws_128
2023-05-15 21:34:03,580 - ice14ws_128 - [INFO] - [E:376| 400]: Train Loss:0.0014909, Val MRR:0.45597, ice14ws_128
2023-05-15 21:35:38,236 - ice14ws_128 - [INFO] - [E:376| 500]: Train Loss:0.0014911, Val MRR:0.45597, ice14ws_128
2023-05-15 21:37:17,206 - ice14ws_128 - [INFO] - [E:376| 600]: Train Loss:0.001491, Val MRR:0.45597, ice14ws_128
2023-05-15 21:38:59,206 - ice14ws_128 - [INFO] - [E:376| 700]: Train Loss:0.0014912, Val MRR:0.45597, ice14ws_128
2023-05-15 21:40:40,990 - ice14ws_128 - [INFO] - [E:376| 800]: Train Loss:0.0014913, Val MRR:0.45597, ice14ws_128
2023-05-15 21:42:23,104 - ice14ws_128 - [INFO] - [E:376| 900]: Train Loss:0.0014913, Val MRR:0.45597, ice14ws_128
2023-05-15 21:43:34,650 - ice14ws_128 - [INFO] - [Epoch:376]: Training Loss:0.001491
2023-05-15 21:43:34,913 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 21:43:57,161 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 21:44:10,791 - ice14ws_128 - [INFO] - [Evaluating Epoch 376 valid]:
MRR: Tail : 0.47945, Head : 0.42741, Avg : 0.45343
2023-05-15 21:44:10,792 - ice14ws_128 - [INFO] - [Epoch 376]: Training Loss: 0.0014913, Valid MRR: 0.45597,
2023-05-15 21:44:11,437 - ice14ws_128 - [INFO] - [E:377| 0]: Train Loss:0.0014792, Val MRR:0.45597, ice14ws_128
2023-05-15 21:45:50,976 - ice14ws_128 - [INFO] - [E:377| 100]: Train Loss:0.0014914, Val MRR:0.45597, ice14ws_128
2023-05-15 21:47:32,812 - ice14ws_128 - [INFO] - [E:377| 200]: Train Loss:0.001491, Val MRR:0.45597, ice14ws_128
2023-05-15 21:49:14,788 - ice14ws_128 - [INFO] - [E:377| 300]: Train Loss:0.0014912, Val MRR:0.45597, ice14ws_128
2023-05-15 21:51:01,134 - ice14ws_128 - [INFO] - [E:377| 400]: Train Loss:0.0014912, Val MRR:0.45597, ice14ws_128
2023-05-15 21:52:43,362 - ice14ws_128 - [INFO] - [E:377| 500]: Train Loss:0.0014913, Val MRR:0.45597, ice14ws_128
2023-05-15 21:54:14,871 - ice14ws_128 - [INFO] - [E:377| 600]: Train Loss:0.0014911, Val MRR:0.45597, ice14ws_128
2023-05-15 21:55:56,369 - ice14ws_128 - [INFO] - [E:377| 700]: Train Loss:0.0014912, Val MRR:0.45597, ice14ws_128
2023-05-15 21:57:37,559 - ice14ws_128 - [INFO] - [E:377| 800]: Train Loss:0.0014913, Val MRR:0.45597, ice14ws_128
2023-05-15 21:59:18,703 - ice14ws_128 - [INFO] - [E:377| 900]: Train Loss:0.0014912, Val MRR:0.45597, ice14ws_128
2023-05-15 22:00:30,373 - ice14ws_128 - [INFO] - [Epoch:377]: Training Loss:0.001491
2023-05-15 22:00:30,717 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 22:00:54,465 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 22:01:16,038 - ice14ws_128 - [INFO] - [Evaluating Epoch 377 valid]:
MRR: Tail : 0.47502, Head : 0.4239, Avg : 0.44946
2023-05-15 22:01:16,038 - ice14ws_128 - [INFO] - [Epoch 377]: Training Loss: 0.0014913, Valid MRR: 0.45597,
2023-05-15 22:01:16,686 - ice14ws_128 - [INFO] - [E:378| 0]: Train Loss:0.0014866, Val MRR:0.45597, ice14ws_128
2023-05-15 22:02:51,068 - ice14ws_128 - [INFO] - [E:378| 100]: Train Loss:0.0014901, Val MRR:0.45597, ice14ws_128
2023-05-15 22:04:33,839 - ice14ws_128 - [INFO] - [E:378| 200]: Train Loss:0.0014905, Val MRR:0.45597, ice14ws_128
2023-05-15 22:06:15,522 - ice14ws_128 - [INFO] - [E:378| 300]: Train Loss:0.0014911, Val MRR:0.45597, ice14ws_128
2023-05-15 22:07:57,461 - ice14ws_128 - [INFO] - [E:378| 400]: Train Loss:0.001491, Val MRR:0.45597, ice14ws_128
2023-05-15 22:09:39,280 - ice14ws_128 - [INFO] - [E:378| 500]: Train Loss:0.0014911, Val MRR:0.45597, ice14ws_128
2023-05-15 22:11:11,083 - ice14ws_128 - [INFO] - [E:378| 600]: Train Loss:0.0014911, Val MRR:0.45597, ice14ws_128
2023-05-15 22:12:52,883 - ice14ws_128 - [INFO] - [E:378| 700]: Train Loss:0.0014911, Val MRR:0.45597, ice14ws_128
2023-05-15 22:14:35,564 - ice14ws_128 - [INFO] - [E:378| 800]: Train Loss:0.0014911, Val MRR:0.45597, ice14ws_128
2023-05-15 22:16:19,170 - ice14ws_128 - [INFO] - [E:378| 900]: Train Loss:0.0014914, Val MRR:0.45597, ice14ws_128
2023-05-15 22:17:31,961 - ice14ws_128 - [INFO] - [Epoch:378]: Training Loss:0.001491
2023-05-15 22:17:32,335 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 22:17:56,057 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 22:18:18,651 - ice14ws_128 - [INFO] - [Evaluating Epoch 378 valid]:
MRR: Tail : 0.48012, Head : 0.42989, Avg : 0.45501
2023-05-15 22:18:18,651 - ice14ws_128 - [INFO] - [Epoch 378]: Training Loss: 0.0014914, Valid MRR: 0.45597,
2023-05-15 22:18:19,301 - ice14ws_128 - [INFO] - [E:379| 0]: Train Loss:0.0014933, Val MRR:0.45597, ice14ws_128
2023-05-15 22:19:51,529 - ice14ws_128 - [INFO] - [E:379| 100]: Train Loss:0.0014907, Val MRR:0.45597, ice14ws_128
2023-05-15 22:21:33,967 - ice14ws_128 - [INFO] - [E:379| 200]: Train Loss:0.0014915, Val MRR:0.45597, ice14ws_128
2023-05-15 22:23:16,668 - ice14ws_128 - [INFO] - [E:379| 300]: Train Loss:0.0014913, Val MRR:0.45597, ice14ws_128
2023-05-15 22:24:58,804 - ice14ws_128 - [INFO] - [E:379| 400]: Train Loss:0.0014914, Val MRR:0.45597, ice14ws_128
2023-05-15 22:26:39,946 - ice14ws_128 - [INFO] - [E:379| 500]: Train Loss:0.0014914, Val MRR:0.45597, ice14ws_128
2023-05-15 22:28:10,693 - ice14ws_128 - [INFO] - [E:379| 600]: Train Loss:0.0014913, Val MRR:0.45597, ice14ws_128
2023-05-15 22:29:52,838 - ice14ws_128 - [INFO] - [E:379| 700]: Train Loss:0.0014912, Val MRR:0.45597, ice14ws_128
2023-05-15 22:31:35,075 - ice14ws_128 - [INFO] - [E:379| 800]: Train Loss:0.0014913, Val MRR:0.45597, ice14ws_128
2023-05-15 22:33:17,322 - ice14ws_128 - [INFO] - [E:379| 900]: Train Loss:0.0014912, Val MRR:0.45597, ice14ws_128
2023-05-15 22:34:29,051 - ice14ws_128 - [INFO] - [Epoch:379]: Training Loss:0.001491
2023-05-15 22:34:29,566 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 22:34:52,627 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 22:35:15,779 - ice14ws_128 - [INFO] - [Evaluating Epoch 379 valid]:
MRR: Tail : 0.47835, Head : 0.42658, Avg : 0.45246
MR: Tail : 574.72, Head : 653.99, Avg : 614.35
Hit-1: Tail : 0.39932, Head : 0.34689, Avg : 0.3731
Hit-3: Tail : 0.51984, Head : 0.46316, Avg : 0.4915
Hit-10: Tail : 0.62459, Head : 0.57932, Avg : 0.60195
2023-05-15 22:35:15,779 - ice14ws_128 - [INFO] - [Epoch 379]: Training Loss: 0.0014914, Valid MRR: 0.45597,
2023-05-15 22:35:16,756 - ice14ws_128 - [INFO] - [E:380| 0]: Train Loss:0.0014991, Val MRR:0.45597, ice14ws_128
2023-05-15 22:36:48,763 - ice14ws_128 - [INFO] - [E:380| 100]: Train Loss:0.0014912, Val MRR:0.45597, ice14ws_128
2023-05-15 22:38:35,204 - ice14ws_128 - [INFO] - [E:380| 200]: Train Loss:0.0014905, Val MRR:0.45597, ice14ws_128
2023-05-15 22:40:18,170 - ice14ws_128 - [INFO] - [E:380| 300]: Train Loss:0.001491, Val MRR:0.45597, ice14ws_128
2023-05-15 22:41:59,593 - ice14ws_128 - [INFO] - [E:380| 400]: Train Loss:0.0014912, Val MRR:0.45597, ice14ws_128
2023-05-15 22:43:41,545 - ice14ws_128 - [INFO] - [E:380| 500]: Train Loss:0.0014911, Val MRR:0.45597, ice14ws_128
2023-05-15 22:45:13,290 - ice14ws_128 - [INFO] - [E:380| 600]: Train Loss:0.0014912, Val MRR:0.45597, ice14ws_128
2023-05-15 22:46:55,753 - ice14ws_128 - [INFO] - [E:380| 700]: Train Loss:0.0014912, Val MRR:0.45597, ice14ws_128
2023-05-15 22:48:37,973 - ice14ws_128 - [INFO] - [E:380| 800]: Train Loss:0.0014913, Val MRR:0.45597, ice14ws_128
2023-05-15 22:50:19,838 - ice14ws_128 - [INFO] - [E:380| 900]: Train Loss:0.0014913, Val MRR:0.45597, ice14ws_128
2023-05-15 22:51:31,876 - ice14ws_128 - [INFO] - [Epoch:380]: Training Loss:0.001491
2023-05-15 22:51:32,390 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 22:51:55,347 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 22:52:18,497 - ice14ws_128 - [INFO] - [Evaluating Epoch 380 valid]:
MRR: Tail : 0.47701, Head : 0.42639, Avg : 0.4517
2023-05-15 22:52:18,497 - ice14ws_128 - [INFO] - [Epoch 380]: Training Loss: 0.0014912, Valid MRR: 0.45597,
2023-05-15 22:52:19,427 - ice14ws_128 - [INFO] - [E:381| 0]: Train Loss:0.0014918, Val MRR:0.45597, ice14ws_128
2023-05-15 22:53:51,395 - ice14ws_128 - [INFO] - [E:381| 100]: Train Loss:0.0014917, Val MRR:0.45597, ice14ws_128
2023-05-15 22:55:32,925 - ice14ws_128 - [INFO] - [E:381| 200]: Train Loss:0.0014913, Val MRR:0.45597, ice14ws_128
2023-05-15 22:57:14,009 - ice14ws_128 - [INFO] - [E:381| 300]: Train Loss:0.001491, Val MRR:0.45597, ice14ws_128
2023-05-15 22:58:56,306 - ice14ws_128 - [INFO] - [E:381| 400]: Train Loss:0.0014908, Val MRR:0.45597, ice14ws_128
2023-05-15 23:00:38,404 - ice14ws_128 - [INFO] - [E:381| 500]: Train Loss:0.0014908, Val MRR:0.45597, ice14ws_128
2023-05-15 23:02:10,889 - ice14ws_128 - [INFO] - [E:381| 600]: Train Loss:0.0014908, Val MRR:0.45597, ice14ws_128
2023-05-15 23:03:54,135 - ice14ws_128 - [INFO] - [E:381| 700]: Train Loss:0.0014909, Val MRR:0.45597, ice14ws_128
2023-05-15 23:05:37,581 - ice14ws_128 - [INFO] - [E:381| 800]: Train Loss:0.001491, Val MRR:0.45597, ice14ws_128
2023-05-15 23:07:21,582 - ice14ws_128 - [INFO] - [E:381| 900]: Train Loss:0.001491, Val MRR:0.45597, ice14ws_128
2023-05-15 23:08:34,436 - ice14ws_128 - [INFO] - [Epoch:381]: Training Loss:0.001491
2023-05-15 23:08:34,699 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 23:08:58,181 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 23:09:20,258 - ice14ws_128 - [INFO] - [Evaluating Epoch 381 valid]:
MRR: Tail : 0.47502, Head : 0.42827, Avg : 0.45164
2023-05-15 23:09:20,258 - ice14ws_128 - [INFO] - [Epoch 381]: Training Loss: 0.0014911, Valid MRR: 0.45597,
2023-05-15 23:09:21,348 - ice14ws_128 - [INFO] - [E:382| 0]: Train Loss:0.0014856, Val MRR:0.45597, ice14ws_128
2023-05-15 23:10:52,295 - ice14ws_128 - [INFO] - [E:382| 100]: Train Loss:0.0014908, Val MRR:0.45597, ice14ws_128
2023-05-15 23:12:34,262 - ice14ws_128 - [INFO] - [E:382| 200]: Train Loss:0.0014911, Val MRR:0.45597, ice14ws_128
2023-05-15 23:14:15,775 - ice14ws_128 - [INFO] - [E:382| 300]: Train Loss:0.0014911, Val MRR:0.45597, ice14ws_128
2023-05-15 23:15:57,664 - ice14ws_128 - [INFO] - [E:382| 400]: Train Loss:0.0014911, Val MRR:0.45597, ice14ws_128
2023-05-15 23:17:39,055 - ice14ws_128 - [INFO] - [E:382| 500]: Train Loss:0.0014912, Val MRR:0.45597, ice14ws_128
2023-05-15 23:19:10,872 - ice14ws_128 - [INFO] - [E:382| 600]: Train Loss:0.0014913, Val MRR:0.45597, ice14ws_128
2023-05-15 23:20:54,379 - ice14ws_128 - [INFO] - [E:382| 700]: Train Loss:0.0014912, Val MRR:0.45597, ice14ws_128
2023-05-15 23:22:37,322 - ice14ws_128 - [INFO] - [E:382| 800]: Train Loss:0.0014911, Val MRR:0.45597, ice14ws_128
2023-05-15 23:24:22,445 - ice14ws_128 - [INFO] - [E:382| 900]: Train Loss:0.0014911, Val MRR:0.45597, ice14ws_128
2023-05-15 23:25:35,477 - ice14ws_128 - [INFO] - [Epoch:382]: Training Loss:0.001491
2023-05-15 23:25:35,994 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 23:25:59,068 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 23:26:21,997 - ice14ws_128 - [INFO] - [Evaluating Epoch 382 valid]:
MRR: Tail : 0.4788, Head : 0.4278, Avg : 0.4533
2023-05-15 23:26:21,997 - ice14ws_128 - [INFO] - [Epoch 382]: Training Loss: 0.0014911, Valid MRR: 0.45597,
2023-05-15 23:26:23,178 - ice14ws_128 - [INFO] - [E:383| 0]: Train Loss:0.0014849, Val MRR:0.45597, ice14ws_128
2023-05-15 23:27:55,299 - ice14ws_128 - [INFO] - [E:383| 100]: Train Loss:0.0014904, Val MRR:0.45597, ice14ws_128
2023-05-15 23:29:38,818 - ice14ws_128 - [INFO] - [E:383| 200]: Train Loss:0.0014911, Val MRR:0.45597, ice14ws_128
2023-05-15 23:31:22,232 - ice14ws_128 - [INFO] - [E:383| 300]: Train Loss:0.001491, Val MRR:0.45597, ice14ws_128
2023-05-15 23:33:05,435 - ice14ws_128 - [INFO] - [E:383| 400]: Train Loss:0.0014912, Val MRR:0.45597, ice14ws_128
2023-05-15 23:34:48,853 - ice14ws_128 - [INFO] - [E:383| 500]: Train Loss:0.0014913, Val MRR:0.45597, ice14ws_128
2023-05-15 23:36:21,162 - ice14ws_128 - [INFO] - [E:383| 600]: Train Loss:0.0014914, Val MRR:0.45597, ice14ws_128
2023-05-15 23:38:02,887 - ice14ws_128 - [INFO] - [E:383| 700]: Train Loss:0.0014914, Val MRR:0.45597, ice14ws_128
2023-05-15 23:39:43,524 - ice14ws_128 - [INFO] - [E:383| 800]: Train Loss:0.0014913, Val MRR:0.45597, ice14ws_128
2023-05-15 23:41:24,821 - ice14ws_128 - [INFO] - [E:383| 900]: Train Loss:0.0014913, Val MRR:0.45597, ice14ws_128
2023-05-15 23:42:36,880 - ice14ws_128 - [INFO] - [Epoch:383]: Training Loss:0.001491
2023-05-15 23:42:37,143 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-15 23:43:00,656 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-15 23:43:23,711 - ice14ws_128 - [INFO] - [Evaluating Epoch 383 valid]:
MRR: Tail : 0.47685, Head : 0.42646, Avg : 0.45166
2023-05-15 23:43:23,711 - ice14ws_128 - [INFO] - [Epoch 383]: Training Loss: 0.0014912, Valid MRR: 0.45597,
2023-05-15 23:43:24,816 - ice14ws_128 - [INFO] - [E:384| 0]: Train Loss:0.0014916, Val MRR:0.45597, ice14ws_128
2023-05-15 23:44:56,825 - ice14ws_128 - [INFO] - [E:384| 100]: Train Loss:0.0014913, Val MRR:0.45597, ice14ws_128
2023-05-15 23:46:39,295 - ice14ws_128 - [INFO] - [E:384| 200]: Train Loss:0.0014912, Val MRR:0.45597, ice14ws_128
2023-05-15 23:48:22,013 - ice14ws_128 - [INFO] - [E:384| 300]: Train Loss:0.0014909, Val MRR:0.45597, ice14ws_128
2023-05-15 23:50:04,991 - ice14ws_128 - [INFO] - [E:384| 400]: Train Loss:0.0014909, Val MRR:0.45597, ice14ws_128
2023-05-15 23:51:47,713 - ice14ws_128 - [INFO] - [E:384| 500]: Train Loss:0.001491, Val MRR:0.45597, ice14ws_128
2023-05-15 23:53:19,304 - ice14ws_128 - [INFO] - [E:384| 600]: Train Loss:0.0014909, Val MRR:0.45597, ice14ws_128
2023-05-15 23:55:01,223 - ice14ws_128 - [INFO] - [E:384| 700]: Train Loss:0.001491, Val MRR:0.45597, ice14ws_128
2023-05-15 23:56:42,910 - ice14ws_128 - [INFO] - [E:384| 800]: Train Loss:0.0014911, Val MRR:0.45597, ice14ws_128
2023-05-15 23:58:25,959 - ice14ws_128 - [INFO] - [E:384| 900]: Train Loss:0.001491, Val MRR:0.45597, ice14ws_128
2023-05-15 23:59:38,521 - ice14ws_128 - [INFO] - [Epoch:384]: Training Loss:0.001491
2023-05-15 23:59:38,802 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 00:00:02,215 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 00:00:25,367 - ice14ws_128 - [INFO] - [Evaluating Epoch 384 valid]:
MRR: Tail : 0.48002, Head : 0.42894, Avg : 0.45448
2023-05-16 00:00:25,367 - ice14ws_128 - [INFO] - [Epoch 384]: Training Loss: 0.001491, Valid MRR: 0.45597,
2023-05-16 00:00:26,566 - ice14ws_128 - [INFO] - [E:385| 0]: Train Loss:0.0014928, Val MRR:0.45597, ice14ws_128
2023-05-16 00:01:58,774 - ice14ws_128 - [INFO] - [E:385| 100]: Train Loss:0.0014907, Val MRR:0.45597, ice14ws_128
2023-05-16 00:03:42,211 - ice14ws_128 - [INFO] - [E:385| 200]: Train Loss:0.0014907, Val MRR:0.45597, ice14ws_128
2023-05-16 00:05:25,280 - ice14ws_128 - [INFO] - [E:385| 300]: Train Loss:0.0014906, Val MRR:0.45597, ice14ws_128
2023-05-16 00:07:07,720 - ice14ws_128 - [INFO] - [E:385| 400]: Train Loss:0.0014908, Val MRR:0.45597, ice14ws_128
2023-05-16 00:08:48,851 - ice14ws_128 - [INFO] - [E:385| 500]: Train Loss:0.0014907, Val MRR:0.45597, ice14ws_128
2023-05-16 00:10:21,376 - ice14ws_128 - [INFO] - [E:385| 600]: Train Loss:0.0014908, Val MRR:0.45597, ice14ws_128
2023-05-16 00:12:08,008 - ice14ws_128 - [INFO] - [E:385| 700]: Train Loss:0.0014909, Val MRR:0.45597, ice14ws_128
2023-05-16 00:13:51,443 - ice14ws_128 - [INFO] - [E:385| 800]: Train Loss:0.0014909, Val MRR:0.45597, ice14ws_128
2023-05-16 00:15:33,878 - ice14ws_128 - [INFO] - [E:385| 900]: Train Loss:0.0014908, Val MRR:0.45597, ice14ws_128
2023-05-16 00:16:45,884 - ice14ws_128 - [INFO] - [Epoch:385]: Training Loss:0.001491
2023-05-16 00:16:46,239 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 00:17:09,368 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 00:17:32,250 - ice14ws_128 - [INFO] - [Evaluating Epoch 385 valid]:
MRR: Tail : 0.4778, Head : 0.42622, Avg : 0.45201
2023-05-16 00:17:32,250 - ice14ws_128 - [INFO] - [Epoch 385]: Training Loss: 0.0014908, Valid MRR: 0.45597,
2023-05-16 00:17:33,289 - ice14ws_128 - [INFO] - [E:386| 0]: Train Loss:0.0014965, Val MRR:0.45597, ice14ws_128
2023-05-16 00:19:05,550 - ice14ws_128 - [INFO] - [E:386| 100]: Train Loss:0.0014913, Val MRR:0.45597, ice14ws_128
2023-05-16 00:20:48,917 - ice14ws_128 - [INFO] - [E:386| 200]: Train Loss:0.0014902, Val MRR:0.45597, ice14ws_128
2023-05-16 00:22:30,929 - ice14ws_128 - [INFO] - [E:386| 300]: Train Loss:0.0014909, Val MRR:0.45597, ice14ws_128
2023-05-16 00:24:13,292 - ice14ws_128 - [INFO] - [E:386| 400]: Train Loss:0.0014906, Val MRR:0.45597, ice14ws_128
2023-05-16 00:25:56,726 - ice14ws_128 - [INFO] - [E:386| 500]: Train Loss:0.0014909, Val MRR:0.45597, ice14ws_128
2023-05-16 00:27:29,151 - ice14ws_128 - [INFO] - [E:386| 600]: Train Loss:0.001491, Val MRR:0.45597, ice14ws_128
2023-05-16 00:29:11,283 - ice14ws_128 - [INFO] - [E:386| 700]: Train Loss:0.0014909, Val MRR:0.45597, ice14ws_128
2023-05-16 00:30:53,657 - ice14ws_128 - [INFO] - [E:386| 800]: Train Loss:0.0014909, Val MRR:0.45597, ice14ws_128
2023-05-16 00:32:36,804 - ice14ws_128 - [INFO] - [E:386| 900]: Train Loss:0.0014908, Val MRR:0.45597, ice14ws_128
2023-05-16 00:33:49,283 - ice14ws_128 - [INFO] - [Epoch:386]: Training Loss:0.001491
2023-05-16 00:33:49,593 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 00:34:12,771 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 00:34:35,803 - ice14ws_128 - [INFO] - [Evaluating Epoch 386 valid]:
MRR: Tail : 0.47897, Head : 0.42936, Avg : 0.45417
2023-05-16 00:34:35,803 - ice14ws_128 - [INFO] - [Epoch 386]: Training Loss: 0.0014909, Valid MRR: 0.45597,
2023-05-16 00:34:36,993 - ice14ws_128 - [INFO] - [E:387| 0]: Train Loss:0.0014912, Val MRR:0.45597, ice14ws_128
2023-05-16 00:36:08,223 - ice14ws_128 - [INFO] - [E:387| 100]: Train Loss:0.0014907, Val MRR:0.45597, ice14ws_128
2023-05-16 00:37:49,346 - ice14ws_128 - [INFO] - [E:387| 200]: Train Loss:0.001491, Val MRR:0.45597, ice14ws_128
2023-05-16 00:39:32,216 - ice14ws_128 - [INFO] - [E:387| 300]: Train Loss:0.0014909, Val MRR:0.45597, ice14ws_128
2023-05-16 00:41:15,150 - ice14ws_128 - [INFO] - [E:387| 400]: Train Loss:0.0014908, Val MRR:0.45597, ice14ws_128
2023-05-16 00:42:58,600 - ice14ws_128 - [INFO] - [E:387| 500]: Train Loss:0.0014907, Val MRR:0.45597, ice14ws_128
2023-05-16 00:44:33,400 - ice14ws_128 - [INFO] - [E:387| 600]: Train Loss:0.0014908, Val MRR:0.45597, ice14ws_128
2023-05-16 00:46:13,872 - ice14ws_128 - [INFO] - [E:387| 700]: Train Loss:0.0014908, Val MRR:0.45597, ice14ws_128
2023-05-16 00:47:56,145 - ice14ws_128 - [INFO] - [E:387| 800]: Train Loss:0.0014908, Val MRR:0.45597, ice14ws_128
2023-05-16 00:49:38,291 - ice14ws_128 - [INFO] - [E:387| 900]: Train Loss:0.0014908, Val MRR:0.45597, ice14ws_128
2023-05-16 00:50:49,735 - ice14ws_128 - [INFO] - [Epoch:387]: Training Loss:0.001491
2023-05-16 00:50:50,157 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 00:51:12,515 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 00:51:34,513 - ice14ws_128 - [INFO] - [Evaluating Epoch 387 valid]:
MRR: Tail : 0.48074, Head : 0.42707, Avg : 0.4539
2023-05-16 00:51:34,513 - ice14ws_128 - [INFO] - [Epoch 387]: Training Loss: 0.0014908, Valid MRR: 0.45597,
2023-05-16 00:51:35,572 - ice14ws_128 - [INFO] - [E:388| 0]: Train Loss:0.0014916, Val MRR:0.45597, ice14ws_128
2023-05-16 00:53:07,142 - ice14ws_128 - [INFO] - [E:388| 100]: Train Loss:0.00149, Val MRR:0.45597, ice14ws_128
2023-05-16 00:54:48,467 - ice14ws_128 - [INFO] - [E:388| 200]: Train Loss:0.00149, Val MRR:0.45597, ice14ws_128
2023-05-16 00:56:30,413 - ice14ws_128 - [INFO] - [E:388| 300]: Train Loss:0.0014904, Val MRR:0.45597, ice14ws_128
2023-05-16 00:58:12,364 - ice14ws_128 - [INFO] - [E:388| 400]: Train Loss:0.0014902, Val MRR:0.45597, ice14ws_128
2023-05-16 00:59:58,597 - ice14ws_128 - [INFO] - [E:388| 500]: Train Loss:0.0014903, Val MRR:0.45597, ice14ws_128
2023-05-16 01:01:39,611 - ice14ws_128 - [INFO] - [E:388| 600]: Train Loss:0.0014904, Val MRR:0.45597, ice14ws_128
2023-05-16 01:03:12,906 - ice14ws_128 - [INFO] - [E:388| 700]: Train Loss:0.0014904, Val MRR:0.45597, ice14ws_128
2023-05-16 01:04:54,099 - ice14ws_128 - [INFO] - [E:388| 800]: Train Loss:0.0014906, Val MRR:0.45597, ice14ws_128
2023-05-16 01:06:35,126 - ice14ws_128 - [INFO] - [E:388| 900]: Train Loss:0.0014906, Val MRR:0.45597, ice14ws_128
2023-05-16 01:07:46,554 - ice14ws_128 - [INFO] - [Epoch:388]: Training Loss:0.001491
2023-05-16 01:07:46,998 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 01:08:09,895 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 01:08:32,837 - ice14ws_128 - [INFO] - [Evaluating Epoch 388 valid]:
MRR: Tail : 0.47372, Head : 0.42008, Avg : 0.4469
2023-05-16 01:08:32,837 - ice14ws_128 - [INFO] - [Epoch 388]: Training Loss: 0.0014907, Valid MRR: 0.45597,
2023-05-16 01:08:33,677 - ice14ws_128 - [INFO] - [E:389| 0]: Train Loss:0.0014916, Val MRR:0.45597, ice14ws_128
2023-05-16 01:10:11,615 - ice14ws_128 - [INFO] - [E:389| 100]: Train Loss:0.0014902, Val MRR:0.45597, ice14ws_128
2023-05-16 01:11:47,002 - ice14ws_128 - [INFO] - [E:389| 200]: Train Loss:0.0014899, Val MRR:0.45597, ice14ws_128
2023-05-16 01:13:28,562 - ice14ws_128 - [INFO] - [E:389| 300]: Train Loss:0.0014903, Val MRR:0.45597, ice14ws_128
2023-05-16 01:15:10,337 - ice14ws_128 - [INFO] - [E:389| 400]: Train Loss:0.0014904, Val MRR:0.45597, ice14ws_128
2023-05-16 01:16:52,150 - ice14ws_128 - [INFO] - [E:389| 500]: Train Loss:0.0014905, Val MRR:0.45597, ice14ws_128
2023-05-16 01:18:34,211 - ice14ws_128 - [INFO] - [E:389| 600]: Train Loss:0.0014906, Val MRR:0.45597, ice14ws_128
2023-05-16 01:20:05,571 - ice14ws_128 - [INFO] - [E:389| 700]: Train Loss:0.0014905, Val MRR:0.45597, ice14ws_128
2023-05-16 01:21:47,415 - ice14ws_128 - [INFO] - [E:389| 800]: Train Loss:0.0014905, Val MRR:0.45597, ice14ws_128
2023-05-16 01:23:29,321 - ice14ws_128 - [INFO] - [E:389| 900]: Train Loss:0.0014906, Val MRR:0.45597, ice14ws_128
2023-05-16 01:24:40,722 - ice14ws_128 - [INFO] - [Epoch:389]: Training Loss:0.001491
2023-05-16 01:24:41,118 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 01:25:04,553 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 01:25:27,308 - ice14ws_128 - [INFO] - [Evaluating Epoch 389 valid]:
MRR: Tail : 0.4785, Head : 0.42796, Avg : 0.45323
MR: Tail : 571.94, Head : 647.81, Avg : 609.88
Hit-1: Tail : 0.39956, Head : 0.34992, Avg : 0.37474
Hit-3: Tail : 0.5196, Head : 0.46413, Avg : 0.49187
Hit-10: Tail : 0.62471, Head : 0.57835, Avg : 0.60153
2023-05-16 01:25:27,309 - ice14ws_128 - [INFO] - [Epoch 389]: Training Loss: 0.0014907, Valid MRR: 0.45597,
2023-05-16 01:25:28,494 - ice14ws_128 - [INFO] - [E:390| 0]: Train Loss:0.0014897, Val MRR:0.45597, ice14ws_128
2023-05-16 01:27:09,931 - ice14ws_128 - [INFO] - [E:390| 100]: Train Loss:0.0014907, Val MRR:0.45597, ice14ws_128
2023-05-16 01:28:41,307 - ice14ws_128 - [INFO] - [E:390| 200]: Train Loss:0.0014903, Val MRR:0.45597, ice14ws_128
2023-05-16 01:30:23,030 - ice14ws_128 - [INFO] - [E:390| 300]: Train Loss:0.0014905, Val MRR:0.45597, ice14ws_128
2023-05-16 01:32:05,199 - ice14ws_128 - [INFO] - [E:390| 400]: Train Loss:0.0014907, Val MRR:0.45597, ice14ws_128
2023-05-16 01:33:46,677 - ice14ws_128 - [INFO] - [E:390| 500]: Train Loss:0.0014907, Val MRR:0.45597, ice14ws_128
2023-05-16 01:35:28,378 - ice14ws_128 - [INFO] - [E:390| 600]: Train Loss:0.0014908, Val MRR:0.45597, ice14ws_128
2023-05-16 01:36:59,978 - ice14ws_128 - [INFO] - [E:390| 700]: Train Loss:0.0014908, Val MRR:0.45597, ice14ws_128
2023-05-16 01:38:42,161 - ice14ws_128 - [INFO] - [E:390| 800]: Train Loss:0.0014908, Val MRR:0.45597, ice14ws_128
2023-05-16 01:40:24,726 - ice14ws_128 - [INFO] - [E:390| 900]: Train Loss:0.0014907, Val MRR:0.45597, ice14ws_128
2023-05-16 01:41:36,205 - ice14ws_128 - [INFO] - [Epoch:390]: Training Loss:0.001491
2023-05-16 01:41:36,654 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 01:41:59,665 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 01:42:22,669 - ice14ws_128 - [INFO] - [Evaluating Epoch 390 valid]:
MRR: Tail : 0.47727, Head : 0.42759, Avg : 0.45243
2023-05-16 01:42:22,669 - ice14ws_128 - [INFO] - [Epoch 390]: Training Loss: 0.0014908, Valid MRR: 0.45597,
2023-05-16 01:42:23,472 - ice14ws_128 - [INFO] - [E:391| 0]: Train Loss:0.001495, Val MRR:0.45597, ice14ws_128
2023-05-16 01:44:05,936 - ice14ws_128 - [INFO] - [E:391| 100]: Train Loss:0.0014898, Val MRR:0.45597, ice14ws_128
2023-05-16 01:45:37,370 - ice14ws_128 - [INFO] - [E:391| 200]: Train Loss:0.0014903, Val MRR:0.45597, ice14ws_128
2023-05-16 01:47:24,192 - ice14ws_128 - [INFO] - [E:391| 300]: Train Loss:0.0014901, Val MRR:0.45597, ice14ws_128
2023-05-16 01:49:05,028 - ice14ws_128 - [INFO] - [E:391| 400]: Train Loss:0.0014903, Val MRR:0.45597, ice14ws_128
2023-05-16 01:50:47,038 - ice14ws_128 - [INFO] - [E:391| 500]: Train Loss:0.0014903, Val MRR:0.45597, ice14ws_128
2023-05-16 01:52:29,643 - ice14ws_128 - [INFO] - [E:391| 600]: Train Loss:0.0014903, Val MRR:0.45597, ice14ws_128
2023-05-16 01:54:01,971 - ice14ws_128 - [INFO] - [E:391| 700]: Train Loss:0.0014905, Val MRR:0.45597, ice14ws_128
2023-05-16 01:55:45,091 - ice14ws_128 - [INFO] - [E:391| 800]: Train Loss:0.0014905, Val MRR:0.45597, ice14ws_128
2023-05-16 01:57:28,150 - ice14ws_128 - [INFO] - [E:391| 900]: Train Loss:0.0014905, Val MRR:0.45597, ice14ws_128
2023-05-16 01:58:40,234 - ice14ws_128 - [INFO] - [Epoch:391]: Training Loss:0.001491
2023-05-16 01:58:40,496 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 01:59:03,795 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 01:59:26,705 - ice14ws_128 - [INFO] - [Evaluating Epoch 391 valid]:
MRR: Tail : 0.47822, Head : 0.42775, Avg : 0.45299
2023-05-16 01:59:26,705 - ice14ws_128 - [INFO] - [Epoch 391]: Training Loss: 0.0014906, Valid MRR: 0.45597,
2023-05-16 01:59:27,845 - ice14ws_128 - [INFO] - [E:392| 0]: Train Loss:0.0015032, Val MRR:0.45597, ice14ws_128
2023-05-16 02:01:10,549 - ice14ws_128 - [INFO] - [E:392| 100]: Train Loss:0.0014912, Val MRR:0.45597, ice14ws_128
2023-05-16 02:02:41,677 - ice14ws_128 - [INFO] - [E:392| 200]: Train Loss:0.0014913, Val MRR:0.45597, ice14ws_128
2023-05-16 02:04:23,449 - ice14ws_128 - [INFO] - [E:392| 300]: Train Loss:0.001491, Val MRR:0.45597, ice14ws_128
2023-05-16 02:06:05,249 - ice14ws_128 - [INFO] - [E:392| 400]: Train Loss:0.0014909, Val MRR:0.45597, ice14ws_128
2023-05-16 02:07:47,164 - ice14ws_128 - [INFO] - [E:392| 500]: Train Loss:0.0014909, Val MRR:0.45597, ice14ws_128
2023-05-16 02:09:29,054 - ice14ws_128 - [INFO] - [E:392| 600]: Train Loss:0.0014907, Val MRR:0.45597, ice14ws_128
2023-05-16 02:11:00,653 - ice14ws_128 - [INFO] - [E:392| 700]: Train Loss:0.0014908, Val MRR:0.45597, ice14ws_128
2023-05-16 02:12:42,254 - ice14ws_128 - [INFO] - [E:392| 800]: Train Loss:0.0014907, Val MRR:0.45597, ice14ws_128
2023-05-16 02:14:24,180 - ice14ws_128 - [INFO] - [E:392| 900]: Train Loss:0.0014905, Val MRR:0.45597, ice14ws_128
2023-05-16 02:15:35,826 - ice14ws_128 - [INFO] - [Epoch:392]: Training Loss:0.001491
2023-05-16 02:15:36,322 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 02:15:59,261 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 02:16:21,939 - ice14ws_128 - [INFO] - [Evaluating Epoch 392 valid]:
MRR: Tail : 0.47631, Head : 0.42773, Avg : 0.45202
2023-05-16 02:16:21,939 - ice14ws_128 - [INFO] - [Epoch 392]: Training Loss: 0.0014906, Valid MRR: 0.45597,
2023-05-16 02:16:23,008 - ice14ws_128 - [INFO] - [E:393| 0]: Train Loss:0.0014886, Val MRR:0.45597, ice14ws_128
2023-05-16 02:18:04,178 - ice14ws_128 - [INFO] - [E:393| 100]: Train Loss:0.0014898, Val MRR:0.45597, ice14ws_128
2023-05-16 02:19:35,746 - ice14ws_128 - [INFO] - [E:393| 200]: Train Loss:0.0014895, Val MRR:0.45597, ice14ws_128
2023-05-16 02:21:18,392 - ice14ws_128 - [INFO] - [E:393| 300]: Train Loss:0.0014899, Val MRR:0.45597, ice14ws_128
2023-05-16 02:23:00,977 - ice14ws_128 - [INFO] - [E:393| 400]: Train Loss:0.0014902, Val MRR:0.45597, ice14ws_128
2023-05-16 02:24:43,976 - ice14ws_128 - [INFO] - [E:393| 500]: Train Loss:0.0014903, Val MRR:0.45597, ice14ws_128
2023-05-16 02:26:26,803 - ice14ws_128 - [INFO] - [E:393| 600]: Train Loss:0.0014903, Val MRR:0.45597, ice14ws_128
2023-05-16 02:27:59,459 - ice14ws_128 - [INFO] - [E:393| 700]: Train Loss:0.0014905, Val MRR:0.45597, ice14ws_128
2023-05-16 02:29:42,727 - ice14ws_128 - [INFO] - [E:393| 800]: Train Loss:0.0014905, Val MRR:0.45597, ice14ws_128
2023-05-16 02:31:25,221 - ice14ws_128 - [INFO] - [E:393| 900]: Train Loss:0.0014906, Val MRR:0.45597, ice14ws_128
2023-05-16 02:32:36,054 - ice14ws_128 - [INFO] - [Epoch:393]: Training Loss:0.001491
2023-05-16 02:32:36,381 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 02:32:58,973 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 02:33:21,755 - ice14ws_128 - [INFO] - [Evaluating Epoch 393 valid]:
MRR: Tail : 0.47762, Head : 0.42491, Avg : 0.45126
2023-05-16 02:33:21,755 - ice14ws_128 - [INFO] - [Epoch 393]: Training Loss: 0.0014906, Valid MRR: 0.45597,
2023-05-16 02:33:22,880 - ice14ws_128 - [INFO] - [E:394| 0]: Train Loss:0.0014832, Val MRR:0.45597, ice14ws_128
2023-05-16 02:35:10,307 - ice14ws_128 - [INFO] - [E:394| 100]: Train Loss:0.0014897, Val MRR:0.45597, ice14ws_128
2023-05-16 02:36:42,370 - ice14ws_128 - [INFO] - [E:394| 200]: Train Loss:0.00149, Val MRR:0.45597, ice14ws_128
2023-05-16 02:38:24,139 - ice14ws_128 - [INFO] - [E:394| 300]: Train Loss:0.0014901, Val MRR:0.45597, ice14ws_128
2023-05-16 02:40:06,716 - ice14ws_128 - [INFO] - [E:394| 400]: Train Loss:0.0014903, Val MRR:0.45597, ice14ws_128
2023-05-16 02:41:49,195 - ice14ws_128 - [INFO] - [E:394| 500]: Train Loss:0.0014905, Val MRR:0.45597, ice14ws_128
2023-05-16 02:43:32,018 - ice14ws_128 - [INFO] - [E:394| 600]: Train Loss:0.0014905, Val MRR:0.45597, ice14ws_128
2023-05-16 02:45:03,869 - ice14ws_128 - [INFO] - [E:394| 700]: Train Loss:0.0014905, Val MRR:0.45597, ice14ws_128
2023-05-16 02:46:44,748 - ice14ws_128 - [INFO] - [E:394| 800]: Train Loss:0.0014905, Val MRR:0.45597, ice14ws_128
2023-05-16 02:48:26,762 - ice14ws_128 - [INFO] - [E:394| 900]: Train Loss:0.0014906, Val MRR:0.45597, ice14ws_128
2023-05-16 02:49:38,521 - ice14ws_128 - [INFO] - [Epoch:394]: Training Loss:0.001491
2023-05-16 02:49:38,983 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 02:50:01,823 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 02:50:24,970 - ice14ws_128 - [INFO] - [Evaluating Epoch 394 valid]:
MRR: Tail : 0.47764, Head : 0.42419, Avg : 0.45092
2023-05-16 02:50:24,970 - ice14ws_128 - [INFO] - [Epoch 394]: Training Loss: 0.0014906, Valid MRR: 0.45597,
2023-05-16 02:50:25,777 - ice14ws_128 - [INFO] - [E:395| 0]: Train Loss:0.0014809, Val MRR:0.45597, ice14ws_128
2023-05-16 02:52:08,065 - ice14ws_128 - [INFO] - [E:395| 100]: Train Loss:0.0014904, Val MRR:0.45597, ice14ws_128
2023-05-16 02:53:40,311 - ice14ws_128 - [INFO] - [E:395| 200]: Train Loss:0.0014903, Val MRR:0.45597, ice14ws_128
2023-05-16 02:55:23,643 - ice14ws_128 - [INFO] - [E:395| 300]: Train Loss:0.0014904, Val MRR:0.45597, ice14ws_128
2023-05-16 02:57:06,563 - ice14ws_128 - [INFO] - [E:395| 400]: Train Loss:0.0014901, Val MRR:0.45597, ice14ws_128
2023-05-16 02:58:49,977 - ice14ws_128 - [INFO] - [E:395| 500]: Train Loss:0.0014903, Val MRR:0.45597, ice14ws_128
2023-05-16 03:00:31,657 - ice14ws_128 - [INFO] - [E:395| 600]: Train Loss:0.0014902, Val MRR:0.45597, ice14ws_128
2023-05-16 03:02:02,889 - ice14ws_128 - [INFO] - [E:395| 700]: Train Loss:0.0014901, Val MRR:0.45597, ice14ws_128
2023-05-16 03:03:45,435 - ice14ws_128 - [INFO] - [E:395| 800]: Train Loss:0.0014903, Val MRR:0.45597, ice14ws_128
2023-05-16 03:05:27,533 - ice14ws_128 - [INFO] - [E:395| 900]: Train Loss:0.0014903, Val MRR:0.45597, ice14ws_128
2023-05-16 03:06:39,205 - ice14ws_128 - [INFO] - [Epoch:395]: Training Loss:0.00149
2023-05-16 03:06:39,530 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 03:07:02,846 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 03:07:25,720 - ice14ws_128 - [INFO] - [Evaluating Epoch 395 valid]:
MRR: Tail : 0.47702, Head : 0.42678, Avg : 0.4519
2023-05-16 03:07:25,720 - ice14ws_128 - [INFO] - [Epoch 395]: Training Loss: 0.0014902, Valid MRR: 0.45597,
2023-05-16 03:07:26,929 - ice14ws_128 - [INFO] - [E:396| 0]: Train Loss:0.0014921, Val MRR:0.45597, ice14ws_128
2023-05-16 03:09:08,782 - ice14ws_128 - [INFO] - [E:396| 100]: Train Loss:0.0014898, Val MRR:0.45597, ice14ws_128
2023-05-16 03:10:40,514 - ice14ws_128 - [INFO] - [E:396| 200]: Train Loss:0.00149, Val MRR:0.45597, ice14ws_128
2023-05-16 03:12:22,771 - ice14ws_128 - [INFO] - [E:396| 300]: Train Loss:0.00149, Val MRR:0.45597, ice14ws_128
2023-05-16 03:14:04,380 - ice14ws_128 - [INFO] - [E:396| 400]: Train Loss:0.0014901, Val MRR:0.45597, ice14ws_128
2023-05-16 03:15:45,957 - ice14ws_128 - [INFO] - [E:396| 500]: Train Loss:0.0014902, Val MRR:0.45597, ice14ws_128
2023-05-16 03:17:28,491 - ice14ws_128 - [INFO] - [E:396| 600]: Train Loss:0.0014903, Val MRR:0.45597, ice14ws_128
2023-05-16 03:19:00,441 - ice14ws_128 - [INFO] - [E:396| 700]: Train Loss:0.0014903, Val MRR:0.45597, ice14ws_128
2023-05-16 03:20:44,174 - ice14ws_128 - [INFO] - [E:396| 800]: Train Loss:0.0014902, Val MRR:0.45597, ice14ws_128
2023-05-16 03:22:30,783 - ice14ws_128 - [INFO] - [E:396| 900]: Train Loss:0.0014904, Val MRR:0.45597, ice14ws_128
2023-05-16 03:23:42,717 - ice14ws_128 - [INFO] - [Epoch:396]: Training Loss:0.00149
2023-05-16 03:23:43,055 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 03:24:06,564 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 03:24:29,355 - ice14ws_128 - [INFO] - [Evaluating Epoch 396 valid]:
MRR: Tail : 0.47771, Head : 0.42703, Avg : 0.45237
2023-05-16 03:24:29,355 - ice14ws_128 - [INFO] - [Epoch 396]: Training Loss: 0.0014904, Valid MRR: 0.45597,
2023-05-16 03:24:30,543 - ice14ws_128 - [INFO] - [E:397| 0]: Train Loss:0.001483, Val MRR:0.45597, ice14ws_128
2023-05-16 03:26:13,012 - ice14ws_128 - [INFO] - [E:397| 100]: Train Loss:0.0014903, Val MRR:0.45597, ice14ws_128
2023-05-16 03:27:46,311 - ice14ws_128 - [INFO] - [E:397| 200]: Train Loss:0.0014902, Val MRR:0.45597, ice14ws_128
2023-05-16 03:29:26,367 - ice14ws_128 - [INFO] - [E:397| 300]: Train Loss:0.0014902, Val MRR:0.45597, ice14ws_128
2023-05-16 03:31:07,765 - ice14ws_128 - [INFO] - [E:397| 400]: Train Loss:0.00149, Val MRR:0.45597, ice14ws_128
2023-05-16 03:32:49,641 - ice14ws_128 - [INFO] - [E:397| 500]: Train Loss:0.0014899, Val MRR:0.45597, ice14ws_128
2023-05-16 03:34:32,417 - ice14ws_128 - [INFO] - [E:397| 600]: Train Loss:0.0014899, Val MRR:0.45597, ice14ws_128
2023-05-16 03:36:08,387 - ice14ws_128 - [INFO] - [E:397| 700]: Train Loss:0.00149, Val MRR:0.45597, ice14ws_128
2023-05-16 03:37:46,897 - ice14ws_128 - [INFO] - [E:397| 800]: Train Loss:0.00149, Val MRR:0.45597, ice14ws_128
2023-05-16 03:39:29,427 - ice14ws_128 - [INFO] - [E:397| 900]: Train Loss:0.00149, Val MRR:0.45597, ice14ws_128
2023-05-16 03:40:41,807 - ice14ws_128 - [INFO] - [Epoch:397]: Training Loss:0.00149
2023-05-16 03:40:42,070 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 03:41:05,600 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 03:41:28,381 - ice14ws_128 - [INFO] - [Evaluating Epoch 397 valid]:
MRR: Tail : 0.47764, Head : 0.42759, Avg : 0.45261
2023-05-16 03:41:28,381 - ice14ws_128 - [INFO] - [Epoch 397]: Training Loss: 0.0014901, Valid MRR: 0.45597,
2023-05-16 03:41:29,535 - ice14ws_128 - [INFO] - [E:398| 0]: Train Loss:0.0014918, Val MRR:0.45597, ice14ws_128
2023-05-16 03:43:11,721 - ice14ws_128 - [INFO] - [E:398| 100]: Train Loss:0.0014894, Val MRR:0.45597, ice14ws_128
2023-05-16 03:44:43,322 - ice14ws_128 - [INFO] - [E:398| 200]: Train Loss:0.0014895, Val MRR:0.45597, ice14ws_128
2023-05-16 03:46:26,532 - ice14ws_128 - [INFO] - [E:398| 300]: Train Loss:0.0014899, Val MRR:0.45597, ice14ws_128
2023-05-16 03:48:09,894 - ice14ws_128 - [INFO] - [E:398| 400]: Train Loss:0.0014899, Val MRR:0.45597, ice14ws_128
2023-05-16 03:49:53,276 - ice14ws_128 - [INFO] - [E:398| 500]: Train Loss:0.0014898, Val MRR:0.45597, ice14ws_128
2023-05-16 03:51:37,309 - ice14ws_128 - [INFO] - [E:398| 600]: Train Loss:0.0014897, Val MRR:0.45597, ice14ws_128
2023-05-16 03:53:16,117 - ice14ws_128 - [INFO] - [E:398| 700]: Train Loss:0.00149, Val MRR:0.45597, ice14ws_128
2023-05-16 03:54:52,925 - ice14ws_128 - [INFO] - [E:398| 800]: Train Loss:0.0014901, Val MRR:0.45597, ice14ws_128
2023-05-16 03:56:34,919 - ice14ws_128 - [INFO] - [E:398| 900]: Train Loss:0.0014901, Val MRR:0.45597, ice14ws_128
2023-05-16 03:57:46,007 - ice14ws_128 - [INFO] - [Epoch:398]: Training Loss:0.00149
2023-05-16 03:57:46,442 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 03:58:08,793 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 03:58:30,784 - ice14ws_128 - [INFO] - [Evaluating Epoch 398 valid]:
MRR: Tail : 0.47924, Head : 0.43011, Avg : 0.45467
2023-05-16 03:58:30,784 - ice14ws_128 - [INFO] - [Epoch 398]: Training Loss: 0.0014902, Valid MRR: 0.45597,
2023-05-16 03:58:31,850 - ice14ws_128 - [INFO] - [E:399| 0]: Train Loss:0.0014827, Val MRR:0.45597, ice14ws_128
2023-05-16 04:00:13,641 - ice14ws_128 - [INFO] - [E:399| 100]: Train Loss:0.0014901, Val MRR:0.45597, ice14ws_128
2023-05-16 04:01:47,339 - ice14ws_128 - [INFO] - [E:399| 200]: Train Loss:0.0014896, Val MRR:0.45597, ice14ws_128
2023-05-16 04:03:28,059 - ice14ws_128 - [INFO] - [E:399| 300]: Train Loss:0.0014898, Val MRR:0.45597, ice14ws_128
2023-05-16 04:05:11,440 - ice14ws_128 - [INFO] - [E:399| 400]: Train Loss:0.0014897, Val MRR:0.45597, ice14ws_128
2023-05-16 04:06:54,094 - ice14ws_128 - [INFO] - [E:399| 500]: Train Loss:0.0014897, Val MRR:0.45597, ice14ws_128
2023-05-16 04:08:37,039 - ice14ws_128 - [INFO] - [E:399| 600]: Train Loss:0.0014897, Val MRR:0.45597, ice14ws_128
2023-05-16 04:10:23,358 - ice14ws_128 - [INFO] - [E:399| 700]: Train Loss:0.0014898, Val MRR:0.45597, ice14ws_128
2023-05-16 04:11:54,728 - ice14ws_128 - [INFO] - [E:399| 800]: Train Loss:0.0014899, Val MRR:0.45597, ice14ws_128
2023-05-16 04:13:35,777 - ice14ws_128 - [INFO] - [E:399| 900]: Train Loss:0.0014899, Val MRR:0.45597, ice14ws_128
2023-05-16 04:14:47,655 - ice14ws_128 - [INFO] - [Epoch:399]: Training Loss:0.00149
2023-05-16 04:14:48,056 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 04:15:11,550 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 04:15:34,690 - ice14ws_128 - [INFO] - [Evaluating Epoch 399 valid]:
MRR: Tail : 0.47682, Head : 0.42614, Avg : 0.45148
MR: Tail : 576.89, Head : 643.93, Avg : 610.41
Hit-1: Tail : 0.39677, Head : 0.34664, Avg : 0.37171
Hit-3: Tail : 0.52069, Head : 0.46426, Avg : 0.49247
Hit-10: Tail : 0.62508, Head : 0.58029, Avg : 0.60268
2023-05-16 04:15:34,690 - ice14ws_128 - [INFO] - [Epoch 399]: Training Loss: 0.0014901, Valid MRR: 0.45597,
2023-05-16 04:15:35,530 - ice14ws_128 - [INFO] - [E:400| 0]: Train Loss:0.0014911, Val MRR:0.45597, ice14ws_128
2023-05-16 04:17:18,009 - ice14ws_128 - [INFO] - [E:400| 100]: Train Loss:0.0014885, Val MRR:0.45597, ice14ws_128
2023-05-16 04:18:57,565 - ice14ws_128 - [INFO] - [E:400| 200]: Train Loss:0.0014901, Val MRR:0.45597, ice14ws_128
2023-05-16 04:20:32,167 - ice14ws_128 - [INFO] - [E:400| 300]: Train Loss:0.00149, Val MRR:0.45597, ice14ws_128
2023-05-16 04:22:13,989 - ice14ws_128 - [INFO] - [E:400| 400]: Train Loss:0.00149, Val MRR:0.45597, ice14ws_128
2023-05-16 04:23:56,083 - ice14ws_128 - [INFO] - [E:400| 500]: Train Loss:0.00149, Val MRR:0.45597, ice14ws_128
2023-05-16 04:25:38,015 - ice14ws_128 - [INFO] - [E:400| 600]: Train Loss:0.00149, Val MRR:0.45597, ice14ws_128
2023-05-16 04:27:19,376 - ice14ws_128 - [INFO] - [E:400| 700]: Train Loss:0.0014901, Val MRR:0.45597, ice14ws_128
2023-05-16 04:28:51,684 - ice14ws_128 - [INFO] - [E:400| 800]: Train Loss:0.0014901, Val MRR:0.45597, ice14ws_128
2023-05-16 04:30:34,044 - ice14ws_128 - [INFO] - [E:400| 900]: Train Loss:0.0014901, Val MRR:0.45597, ice14ws_128
2023-05-16 04:31:46,341 - ice14ws_128 - [INFO] - [Epoch:400]: Training Loss:0.00149
2023-05-16 04:31:46,689 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 04:32:09,746 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 04:32:32,884 - ice14ws_128 - [INFO] - [Evaluating Epoch 400 valid]:
MRR: Tail : 0.47623, Head : 0.42515, Avg : 0.45069
2023-05-16 04:32:32,884 - ice14ws_128 - [INFO] - [Epoch 400]: Training Loss: 0.0014902, Valid MRR: 0.45597,
2023-05-16 04:32:34,064 - ice14ws_128 - [INFO] - [E:401| 0]: Train Loss:0.0014832, Val MRR:0.45597, ice14ws_128
2023-05-16 04:34:17,008 - ice14ws_128 - [INFO] - [E:401| 100]: Train Loss:0.0014899, Val MRR:0.45597, ice14ws_128
2023-05-16 04:35:59,865 - ice14ws_128 - [INFO] - [E:401| 200]: Train Loss:0.0014901, Val MRR:0.45597, ice14ws_128
2023-05-16 04:37:31,597 - ice14ws_128 - [INFO] - [E:401| 300]: Train Loss:0.0014904, Val MRR:0.45597, ice14ws_128
2023-05-16 04:39:13,522 - ice14ws_128 - [INFO] - [E:401| 400]: Train Loss:0.0014903, Val MRR:0.45597, ice14ws_128
2023-05-16 04:40:55,360 - ice14ws_128 - [INFO] - [E:401| 500]: Train Loss:0.0014902, Val MRR:0.45597, ice14ws_128
2023-05-16 04:42:36,747 - ice14ws_128 - [INFO] - [E:401| 600]: Train Loss:0.0014903, Val MRR:0.45597, ice14ws_128
2023-05-16 04:44:20,370 - ice14ws_128 - [INFO] - [E:401| 700]: Train Loss:0.0014903, Val MRR:0.45597, ice14ws_128
2023-05-16 04:45:53,345 - ice14ws_128 - [INFO] - [E:401| 800]: Train Loss:0.0014902, Val MRR:0.45597, ice14ws_128
2023-05-16 04:47:35,382 - ice14ws_128 - [INFO] - [E:401| 900]: Train Loss:0.0014902, Val MRR:0.45597, ice14ws_128
2023-05-16 04:48:47,138 - ice14ws_128 - [INFO] - [Epoch:401]: Training Loss:0.00149
2023-05-16 04:48:47,415 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 04:49:10,568 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 04:49:33,278 - ice14ws_128 - [INFO] - [Evaluating Epoch 401 valid]:
MRR: Tail : 0.47508, Head : 0.42429, Avg : 0.44968
2023-05-16 04:49:33,278 - ice14ws_128 - [INFO] - [Epoch 401]: Training Loss: 0.0014902, Valid MRR: 0.45597,
2023-05-16 04:49:34,420 - ice14ws_128 - [INFO] - [E:402| 0]: Train Loss:0.0014923, Val MRR:0.45597, ice14ws_128
2023-05-16 04:51:16,862 - ice14ws_128 - [INFO] - [E:402| 100]: Train Loss:0.0014899, Val MRR:0.45597, ice14ws_128
2023-05-16 04:52:59,274 - ice14ws_128 - [INFO] - [E:402| 200]: Train Loss:0.0014899, Val MRR:0.45597, ice14ws_128
2023-05-16 04:54:30,933 - ice14ws_128 - [INFO] - [E:402| 300]: Train Loss:0.0014898, Val MRR:0.45597, ice14ws_128
2023-05-16 04:56:14,816 - ice14ws_128 - [INFO] - [E:402| 400]: Train Loss:0.0014899, Val MRR:0.45597, ice14ws_128
2023-05-16 04:57:59,389 - ice14ws_128 - [INFO] - [E:402| 500]: Train Loss:0.0014901, Val MRR:0.45597, ice14ws_128
2023-05-16 04:59:42,084 - ice14ws_128 - [INFO] - [E:402| 600]: Train Loss:0.0014899, Val MRR:0.45597, ice14ws_128
2023-05-16 05:01:24,729 - ice14ws_128 - [INFO] - [E:402| 700]: Train Loss:0.0014899, Val MRR:0.45597, ice14ws_128
2023-05-16 05:02:57,291 - ice14ws_128 - [INFO] - [E:402| 800]: Train Loss:0.00149, Val MRR:0.45597, ice14ws_128
2023-05-16 05:04:40,099 - ice14ws_128 - [INFO] - [E:402| 900]: Train Loss:0.00149, Val MRR:0.45597, ice14ws_128
2023-05-16 05:05:53,015 - ice14ws_128 - [INFO] - [Epoch:402]: Training Loss:0.00149
2023-05-16 05:05:53,355 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 05:06:16,819 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 05:06:39,926 - ice14ws_128 - [INFO] - [Evaluating Epoch 402 valid]:
MRR: Tail : 0.47799, Head : 0.42799, Avg : 0.45299
2023-05-16 05:06:39,926 - ice14ws_128 - [INFO] - [Epoch 402]: Training Loss: 0.0014899, Valid MRR: 0.45597,
2023-05-16 05:06:41,125 - ice14ws_128 - [INFO] - [E:403| 0]: Train Loss:0.0014811, Val MRR:0.45597, ice14ws_128
2023-05-16 05:08:24,095 - ice14ws_128 - [INFO] - [E:403| 100]: Train Loss:0.0014893, Val MRR:0.45597, ice14ws_128
2023-05-16 05:10:05,412 - ice14ws_128 - [INFO] - [E:403| 200]: Train Loss:0.0014899, Val MRR:0.45597, ice14ws_128
2023-05-16 05:11:37,065 - ice14ws_128 - [INFO] - [E:403| 300]: Train Loss:0.0014899, Val MRR:0.45597, ice14ws_128
2023-05-16 05:13:19,544 - ice14ws_128 - [INFO] - [E:403| 400]: Train Loss:0.0014902, Val MRR:0.45597, ice14ws_128
2023-05-16 05:15:02,146 - ice14ws_128 - [INFO] - [E:403| 500]: Train Loss:0.0014901, Val MRR:0.45597, ice14ws_128
2023-05-16 05:16:45,116 - ice14ws_128 - [INFO] - [E:403| 600]: Train Loss:0.0014901, Val MRR:0.45597, ice14ws_128
2023-05-16 05:18:28,192 - ice14ws_128 - [INFO] - [E:403| 700]: Train Loss:0.0014901, Val MRR:0.45597, ice14ws_128
2023-05-16 05:19:59,675 - ice14ws_128 - [INFO] - [E:403| 800]: Train Loss:0.0014902, Val MRR:0.45597, ice14ws_128
2023-05-16 05:21:41,671 - ice14ws_128 - [INFO] - [E:403| 900]: Train Loss:0.0014903, Val MRR:0.45597, ice14ws_128
2023-05-16 05:22:52,787 - ice14ws_128 - [INFO] - [Epoch:403]: Training Loss:0.00149
2023-05-16 05:22:53,112 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 05:23:15,860 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 05:23:37,985 - ice14ws_128 - [INFO] - [Evaluating Epoch 403 valid]:
MRR: Tail : 0.47963, Head : 0.42661, Avg : 0.45312
2023-05-16 05:23:37,985 - ice14ws_128 - [INFO] - [Epoch 403]: Training Loss: 0.0014902, Valid MRR: 0.45597,
2023-05-16 05:23:39,001 - ice14ws_128 - [INFO] - [E:404| 0]: Train Loss:0.0014997, Val MRR:0.45597, ice14ws_128
2023-05-16 05:25:19,803 - ice14ws_128 - [INFO] - [E:404| 100]: Train Loss:0.0014899, Val MRR:0.45597, ice14ws_128
2023-05-16 05:27:02,992 - ice14ws_128 - [INFO] - [E:404| 200]: Train Loss:0.0014891, Val MRR:0.45597, ice14ws_128
2023-05-16 05:28:34,934 - ice14ws_128 - [INFO] - [E:404| 300]: Train Loss:0.0014893, Val MRR:0.45597, ice14ws_128
2023-05-16 05:30:16,804 - ice14ws_128 - [INFO] - [E:404| 400]: Train Loss:0.0014895, Val MRR:0.45597, ice14ws_128
2023-05-16 05:31:58,091 - ice14ws_128 - [INFO] - [E:404| 500]: Train Loss:0.0014896, Val MRR:0.45597, ice14ws_128
2023-05-16 05:33:39,574 - ice14ws_128 - [INFO] - [E:404| 600]: Train Loss:0.0014897, Val MRR:0.45597, ice14ws_128
2023-05-16 05:35:21,779 - ice14ws_128 - [INFO] - [E:404| 700]: Train Loss:0.0014898, Val MRR:0.45597, ice14ws_128
2023-05-16 05:36:52,634 - ice14ws_128 - [INFO] - [E:404| 800]: Train Loss:0.0014897, Val MRR:0.45597, ice14ws_128
2023-05-16 05:38:33,895 - ice14ws_128 - [INFO] - [E:404| 900]: Train Loss:0.0014899, Val MRR:0.45597, ice14ws_128
2023-05-16 05:39:45,086 - ice14ws_128 - [INFO] - [Epoch:404]: Training Loss:0.00149
2023-05-16 05:39:45,485 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 05:40:08,662 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 05:40:31,879 - ice14ws_128 - [INFO] - [Evaluating Epoch 404 valid]:
MRR: Tail : 0.47945, Head : 0.42588, Avg : 0.45267
2023-05-16 05:40:31,880 - ice14ws_128 - [INFO] - [Epoch 404]: Training Loss: 0.0014899, Valid MRR: 0.45597,
2023-05-16 05:40:32,747 - ice14ws_128 - [INFO] - [E:405| 0]: Train Loss:0.0014888, Val MRR:0.45597, ice14ws_128
2023-05-16 05:42:15,596 - ice14ws_128 - [INFO] - [E:405| 100]: Train Loss:0.0014898, Val MRR:0.45597, ice14ws_128
2023-05-16 05:44:02,427 - ice14ws_128 - [INFO] - [E:405| 200]: Train Loss:0.0014896, Val MRR:0.45597, ice14ws_128
2023-05-16 05:45:34,530 - ice14ws_128 - [INFO] - [E:405| 300]: Train Loss:0.0014893, Val MRR:0.45597, ice14ws_128
2023-05-16 05:47:16,333 - ice14ws_128 - [INFO] - [E:405| 400]: Train Loss:0.0014896, Val MRR:0.45597, ice14ws_128
2023-05-16 05:48:58,207 - ice14ws_128 - [INFO] - [E:405| 500]: Train Loss:0.0014895, Val MRR:0.45597, ice14ws_128
2023-05-16 05:50:39,998 - ice14ws_128 - [INFO] - [E:405| 600]: Train Loss:0.0014896, Val MRR:0.45597, ice14ws_128
2023-05-16 05:52:21,642 - ice14ws_128 - [INFO] - [E:405| 700]: Train Loss:0.0014897, Val MRR:0.45597, ice14ws_128
2023-05-16 05:53:52,466 - ice14ws_128 - [INFO] - [E:405| 800]: Train Loss:0.0014897, Val MRR:0.45597, ice14ws_128
2023-05-16 05:55:35,728 - ice14ws_128 - [INFO] - [E:405| 900]: Train Loss:0.0014898, Val MRR:0.45597, ice14ws_128
2023-05-16 05:56:48,534 - ice14ws_128 - [INFO] - [Epoch:405]: Training Loss:0.00149
2023-05-16 05:56:48,910 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 05:57:12,511 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 05:57:35,704 - ice14ws_128 - [INFO] - [Evaluating Epoch 405 valid]:
MRR: Tail : 0.4783, Head : 0.42485, Avg : 0.45158
2023-05-16 05:57:35,704 - ice14ws_128 - [INFO] - [Epoch 405]: Training Loss: 0.0014899, Valid MRR: 0.45597,
2023-05-16 05:57:36,911 - ice14ws_128 - [INFO] - [E:406| 0]: Train Loss:0.0014989, Val MRR:0.45597, ice14ws_128
2023-05-16 05:59:20,133 - ice14ws_128 - [INFO] - [E:406| 100]: Train Loss:0.0014899, Val MRR:0.45597, ice14ws_128
2023-05-16 06:01:03,371 - ice14ws_128 - [INFO] - [E:406| 200]: Train Loss:0.0014895, Val MRR:0.45597, ice14ws_128
2023-05-16 06:02:35,807 - ice14ws_128 - [INFO] - [E:406| 300]: Train Loss:0.0014896, Val MRR:0.45597, ice14ws_128
2023-05-16 06:04:19,551 - ice14ws_128 - [INFO] - [E:406| 400]: Train Loss:0.0014896, Val MRR:0.45597, ice14ws_128
2023-05-16 06:06:02,654 - ice14ws_128 - [INFO] - [E:406| 500]: Train Loss:0.0014894, Val MRR:0.45597, ice14ws_128
2023-05-16 06:07:43,908 - ice14ws_128 - [INFO] - [E:406| 600]: Train Loss:0.0014895, Val MRR:0.45597, ice14ws_128
2023-05-16 06:09:25,609 - ice14ws_128 - [INFO] - [E:406| 700]: Train Loss:0.0014896, Val MRR:0.45597, ice14ws_128
2023-05-16 06:10:57,774 - ice14ws_128 - [INFO] - [E:406| 800]: Train Loss:0.0014896, Val MRR:0.45597, ice14ws_128
2023-05-16 06:12:41,008 - ice14ws_128 - [INFO] - [E:406| 900]: Train Loss:0.0014896, Val MRR:0.45597, ice14ws_128
2023-05-16 06:13:53,621 - ice14ws_128 - [INFO] - [Epoch:406]: Training Loss:0.00149
2023-05-16 06:13:53,883 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 06:14:17,157 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 06:14:40,151 - ice14ws_128 - [INFO] - [Evaluating Epoch 406 valid]:
MRR: Tail : 0.47932, Head : 0.42593, Avg : 0.45263
2023-05-16 06:14:40,151 - ice14ws_128 - [INFO] - [Epoch 406]: Training Loss: 0.0014897, Valid MRR: 0.45597,
2023-05-16 06:14:40,971 - ice14ws_128 - [INFO] - [E:407| 0]: Train Loss:0.0014882, Val MRR:0.45597, ice14ws_128
2023-05-16 06:16:24,323 - ice14ws_128 - [INFO] - [E:407| 100]: Train Loss:0.0014892, Val MRR:0.45597, ice14ws_128
2023-05-16 06:18:06,918 - ice14ws_128 - [INFO] - [E:407| 200]: Train Loss:0.0014894, Val MRR:0.45597, ice14ws_128
2023-05-16 06:19:38,701 - ice14ws_128 - [INFO] - [E:407| 300]: Train Loss:0.0014895, Val MRR:0.45597, ice14ws_128
2023-05-16 06:21:20,545 - ice14ws_128 - [INFO] - [E:407| 400]: Train Loss:0.0014895, Val MRR:0.45597, ice14ws_128
2023-05-16 06:23:01,225 - ice14ws_128 - [INFO] - [E:407| 500]: Train Loss:0.0014895, Val MRR:0.45597, ice14ws_128
2023-05-16 06:24:42,982 - ice14ws_128 - [INFO] - [E:407| 600]: Train Loss:0.0014896, Val MRR:0.45597, ice14ws_128
2023-05-16 06:26:24,646 - ice14ws_128 - [INFO] - [E:407| 700]: Train Loss:0.0014895, Val MRR:0.45597, ice14ws_128
2023-05-16 06:27:56,413 - ice14ws_128 - [INFO] - [E:407| 800]: Train Loss:0.0014896, Val MRR:0.45597, ice14ws_128
2023-05-16 06:29:39,899 - ice14ws_128 - [INFO] - [E:407| 900]: Train Loss:0.0014897, Val MRR:0.45597, ice14ws_128
2023-05-16 06:30:54,455 - ice14ws_128 - [INFO] - [Epoch:407]: Training Loss:0.00149
2023-05-16 06:30:54,962 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 06:31:20,103 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 06:31:43,279 - ice14ws_128 - [INFO] - [Evaluating Epoch 407 valid]:
MRR: Tail : 0.47969, Head : 0.42697, Avg : 0.45333
2023-05-16 06:31:43,279 - ice14ws_128 - [INFO] - [Epoch 407]: Training Loss: 0.0014897, Valid MRR: 0.45597,
2023-05-16 06:31:44,303 - ice14ws_128 - [INFO] - [E:408| 0]: Train Loss:0.0014969, Val MRR:0.45597, ice14ws_128
2023-05-16 06:33:27,922 - ice14ws_128 - [INFO] - [E:408| 100]: Train Loss:0.0014899, Val MRR:0.45597, ice14ws_128
2023-05-16 06:35:09,804 - ice14ws_128 - [INFO] - [E:408| 200]: Train Loss:0.0014898, Val MRR:0.45597, ice14ws_128
2023-05-16 06:36:40,938 - ice14ws_128 - [INFO] - [E:408| 300]: Train Loss:0.0014899, Val MRR:0.45597, ice14ws_128
2023-05-16 06:38:23,734 - ice14ws_128 - [INFO] - [E:408| 400]: Train Loss:0.0014897, Val MRR:0.45597, ice14ws_128
2023-05-16 06:40:07,811 - ice14ws_128 - [INFO] - [E:408| 500]: Train Loss:0.0014897, Val MRR:0.45597, ice14ws_128
2023-05-16 06:41:50,308 - ice14ws_128 - [INFO] - [E:408| 600]: Train Loss:0.0014895, Val MRR:0.45597, ice14ws_128
2023-05-16 06:43:32,571 - ice14ws_128 - [INFO] - [E:408| 700]: Train Loss:0.0014895, Val MRR:0.45597, ice14ws_128
2023-05-16 06:45:04,225 - ice14ws_128 - [INFO] - [E:408| 800]: Train Loss:0.0014896, Val MRR:0.45597, ice14ws_128
2023-05-16 06:46:45,918 - ice14ws_128 - [INFO] - [E:408| 900]: Train Loss:0.0014897, Val MRR:0.45597, ice14ws_128
2023-05-16 06:47:57,616 - ice14ws_128 - [INFO] - [Epoch:408]: Training Loss:0.00149
2023-05-16 06:47:57,981 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 06:48:21,016 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 06:48:44,227 - ice14ws_128 - [INFO] - [Evaluating Epoch 408 valid]:
MRR: Tail : 0.48258, Head : 0.42767, Avg : 0.45513
2023-05-16 06:48:44,227 - ice14ws_128 - [INFO] - [Epoch 408]: Training Loss: 0.0014897, Valid MRR: 0.45597,
2023-05-16 06:48:45,014 - ice14ws_128 - [INFO] - [E:409| 0]: Train Loss:0.0015107, Val MRR:0.45597, ice14ws_128
2023-05-16 06:50:26,562 - ice14ws_128 - [INFO] - [E:409| 100]: Train Loss:0.0014889, Val MRR:0.45597, ice14ws_128
2023-05-16 06:52:06,599 - ice14ws_128 - [INFO] - [E:409| 200]: Train Loss:0.0014892, Val MRR:0.45597, ice14ws_128
2023-05-16 06:53:39,365 - ice14ws_128 - [INFO] - [E:409| 300]: Train Loss:0.001489, Val MRR:0.45597, ice14ws_128
2023-05-16 06:55:22,969 - ice14ws_128 - [INFO] - [E:409| 400]: Train Loss:0.001489, Val MRR:0.45597, ice14ws_128
2023-05-16 06:57:06,280 - ice14ws_128 - [INFO] - [E:409| 500]: Train Loss:0.0014892, Val MRR:0.45597, ice14ws_128
2023-05-16 06:58:50,088 - ice14ws_128 - [INFO] - [E:409| 600]: Train Loss:0.0014892, Val MRR:0.45597, ice14ws_128
2023-05-16 07:00:32,643 - ice14ws_128 - [INFO] - [E:409| 700]: Train Loss:0.0014892, Val MRR:0.45597, ice14ws_128
2023-05-16 07:02:04,604 - ice14ws_128 - [INFO] - [E:409| 800]: Train Loss:0.0014893, Val MRR:0.45597, ice14ws_128
2023-05-16 07:03:46,839 - ice14ws_128 - [INFO] - [E:409| 900]: Train Loss:0.0014894, Val MRR:0.45597, ice14ws_128
2023-05-16 07:04:58,351 - ice14ws_128 - [INFO] - [Epoch:409]: Training Loss:0.001489
2023-05-16 07:04:58,869 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 07:05:21,256 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 07:05:43,295 - ice14ws_128 - [INFO] - [Evaluating Epoch 409 valid]:
MRR: Tail : 0.47826, Head : 0.42921, Avg : 0.45374
MR: Tail : 595.59, Head : 663.18, Avg : 629.38
Hit-1: Tail : 0.39701, Head : 0.34919, Avg : 0.3731
Hit-3: Tail : 0.52312, Head : 0.46705, Avg : 0.49508
Hit-10: Tail : 0.62945, Head : 0.58211, Avg : 0.60578
2023-05-16 07:05:43,296 - ice14ws_128 - [INFO] - [Epoch 409]: Training Loss: 0.0014895, Valid MRR: 0.45597,
2023-05-16 07:05:44,365 - ice14ws_128 - [INFO] - [E:410| 0]: Train Loss:0.0014897, Val MRR:0.45597, ice14ws_128
2023-05-16 07:07:26,006 - ice14ws_128 - [INFO] - [E:410| 100]: Train Loss:0.0014896, Val MRR:0.45597, ice14ws_128
2023-05-16 07:09:08,228 - ice14ws_128 - [INFO] - [E:410| 200]: Train Loss:0.0014898, Val MRR:0.45597, ice14ws_128
2023-05-16 07:10:40,271 - ice14ws_128 - [INFO] - [E:410| 300]: Train Loss:0.0014898, Val MRR:0.45597, ice14ws_128
2023-05-16 07:12:22,621 - ice14ws_128 - [INFO] - [E:410| 400]: Train Loss:0.0014896, Val MRR:0.45597, ice14ws_128
2023-05-16 07:14:04,824 - ice14ws_128 - [INFO] - [E:410| 500]: Train Loss:0.0014897, Val MRR:0.45597, ice14ws_128
2023-05-16 07:15:46,452 - ice14ws_128 - [INFO] - [E:410| 600]: Train Loss:0.0014896, Val MRR:0.45597, ice14ws_128
2023-05-16 07:17:27,847 - ice14ws_128 - [INFO] - [E:410| 700]: Train Loss:0.0014895, Val MRR:0.45597, ice14ws_128
2023-05-16 07:19:03,780 - ice14ws_128 - [INFO] - [E:410| 800]: Train Loss:0.0014895, Val MRR:0.45597, ice14ws_128
2023-05-16 07:20:43,795 - ice14ws_128 - [INFO] - [E:410| 900]: Train Loss:0.0014895, Val MRR:0.45597, ice14ws_128
2023-05-16 07:21:55,762 - ice14ws_128 - [INFO] - [Epoch:410]: Training Loss:0.00149
2023-05-16 07:21:56,155 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 07:22:19,652 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 07:22:42,522 - ice14ws_128 - [INFO] - [Evaluating Epoch 410 valid]:
MRR: Tail : 0.47582, Head : 0.42472, Avg : 0.45027
2023-05-16 07:22:42,522 - ice14ws_128 - [INFO] - [Epoch 410]: Training Loss: 0.0014896, Valid MRR: 0.45597,
2023-05-16 07:22:43,682 - ice14ws_128 - [INFO] - [E:411| 0]: Train Loss:0.0014865, Val MRR:0.45597, ice14ws_128
2023-05-16 07:24:26,038 - ice14ws_128 - [INFO] - [E:411| 100]: Train Loss:0.0014901, Val MRR:0.45597, ice14ws_128
2023-05-16 07:26:08,784 - ice14ws_128 - [INFO] - [E:411| 200]: Train Loss:0.0014896, Val MRR:0.45597, ice14ws_128
2023-05-16 07:27:40,804 - ice14ws_128 - [INFO] - [E:411| 300]: Train Loss:0.0014893, Val MRR:0.45597, ice14ws_128
2023-05-16 07:29:24,430 - ice14ws_128 - [INFO] - [E:411| 400]: Train Loss:0.0014896, Val MRR:0.45597, ice14ws_128
2023-05-16 07:31:06,825 - ice14ws_128 - [INFO] - [E:411| 500]: Train Loss:0.0014894, Val MRR:0.45597, ice14ws_128
2023-05-16 07:32:48,217 - ice14ws_128 - [INFO] - [E:411| 600]: Train Loss:0.0014894, Val MRR:0.45597, ice14ws_128
2023-05-16 07:34:28,546 - ice14ws_128 - [INFO] - [E:411| 700]: Train Loss:0.0014892, Val MRR:0.45597, ice14ws_128
2023-05-16 07:36:02,582 - ice14ws_128 - [INFO] - [E:411| 800]: Train Loss:0.0014894, Val MRR:0.45597, ice14ws_128
2023-05-16 07:37:43,503 - ice14ws_128 - [INFO] - [E:411| 900]: Train Loss:0.0014894, Val MRR:0.45597, ice14ws_128
2023-05-16 07:38:56,465 - ice14ws_128 - [INFO] - [Epoch:411]: Training Loss:0.00149
2023-05-16 07:38:56,832 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 07:39:20,201 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 07:39:43,126 - ice14ws_128 - [INFO] - [Evaluating Epoch 411 valid]:
MRR: Tail : 0.48012, Head : 0.42994, Avg : 0.45503
2023-05-16 07:39:43,126 - ice14ws_128 - [INFO] - [Epoch 411]: Training Loss: 0.0014896, Valid MRR: 0.45597,
2023-05-16 07:39:44,303 - ice14ws_128 - [INFO] - [E:412| 0]: Train Loss:0.0014876, Val MRR:0.45597, ice14ws_128
2023-05-16 07:41:27,447 - ice14ws_128 - [INFO] - [E:412| 100]: Train Loss:0.0014903, Val MRR:0.45597, ice14ws_128
2023-05-16 07:43:10,437 - ice14ws_128 - [INFO] - [E:412| 200]: Train Loss:0.0014894, Val MRR:0.45597, ice14ws_128
2023-05-16 07:44:42,491 - ice14ws_128 - [INFO] - [E:412| 300]: Train Loss:0.0014891, Val MRR:0.45597, ice14ws_128
2023-05-16 07:46:24,957 - ice14ws_128 - [INFO] - [E:412| 400]: Train Loss:0.0014892, Val MRR:0.45597, ice14ws_128
2023-05-16 07:48:06,561 - ice14ws_128 - [INFO] - [E:412| 500]: Train Loss:0.0014891, Val MRR:0.45597, ice14ws_128
2023-05-16 07:49:48,558 - ice14ws_128 - [INFO] - [E:412| 600]: Train Loss:0.0014893, Val MRR:0.45597, ice14ws_128
2023-05-16 07:51:32,017 - ice14ws_128 - [INFO] - [E:412| 700]: Train Loss:0.0014893, Val MRR:0.45597, ice14ws_128
2023-05-16 07:53:06,462 - ice14ws_128 - [INFO] - [E:412| 800]: Train Loss:0.0014893, Val MRR:0.45597, ice14ws_128
2023-05-16 07:54:47,130 - ice14ws_128 - [INFO] - [E:412| 900]: Train Loss:0.0014894, Val MRR:0.45597, ice14ws_128
2023-05-16 07:56:00,273 - ice14ws_128 - [INFO] - [Epoch:412]: Training Loss:0.001489
2023-05-16 07:56:00,768 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 07:56:23,811 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 07:56:47,087 - ice14ws_128 - [INFO] - [Evaluating Epoch 412 valid]:
MRR: Tail : 0.47699, Head : 0.42685, Avg : 0.45192
2023-05-16 07:56:47,088 - ice14ws_128 - [INFO] - [Epoch 412]: Training Loss: 0.0014895, Valid MRR: 0.45597,
2023-05-16 07:56:47,922 - ice14ws_128 - [INFO] - [E:413| 0]: Train Loss:0.0014906, Val MRR:0.45597, ice14ws_128
2023-05-16 07:58:30,666 - ice14ws_128 - [INFO] - [E:413| 100]: Train Loss:0.0014887, Val MRR:0.45597, ice14ws_128
2023-05-16 08:00:12,582 - ice14ws_128 - [INFO] - [E:413| 200]: Train Loss:0.0014887, Val MRR:0.45597, ice14ws_128
2023-05-16 08:01:45,422 - ice14ws_128 - [INFO] - [E:413| 300]: Train Loss:0.001489, Val MRR:0.45597, ice14ws_128
2023-05-16 08:03:25,695 - ice14ws_128 - [INFO] - [E:413| 400]: Train Loss:0.0014889, Val MRR:0.45597, ice14ws_128
2023-05-16 08:05:08,447 - ice14ws_128 - [INFO] - [E:413| 500]: Train Loss:0.0014892, Val MRR:0.45597, ice14ws_128
2023-05-16 08:06:55,744 - ice14ws_128 - [INFO] - [E:413| 600]: Train Loss:0.0014893, Val MRR:0.45597, ice14ws_128
2023-05-16 08:08:38,032 - ice14ws_128 - [INFO] - [E:413| 700]: Train Loss:0.0014893, Val MRR:0.45597, ice14ws_128
2023-05-16 08:10:18,444 - ice14ws_128 - [INFO] - [E:413| 800]: Train Loss:0.0014894, Val MRR:0.45597, ice14ws_128
2023-05-16 08:11:52,991 - ice14ws_128 - [INFO] - [E:413| 900]: Train Loss:0.0014894, Val MRR:0.45597, ice14ws_128
2023-05-16 08:13:05,165 - ice14ws_128 - [INFO] - [Epoch:413]: Training Loss:0.001489
2023-05-16 08:13:05,509 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 08:13:29,252 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 08:13:52,054 - ice14ws_128 - [INFO] - [Evaluating Epoch 413 valid]:
MRR: Tail : 0.47593, Head : 0.42454, Avg : 0.45023
2023-05-16 08:13:52,054 - ice14ws_128 - [INFO] - [Epoch 413]: Training Loss: 0.0014895, Valid MRR: 0.45597,
2023-05-16 08:13:53,172 - ice14ws_128 - [INFO] - [E:414| 0]: Train Loss:0.0014934, Val MRR:0.45597, ice14ws_128
2023-05-16 08:15:35,975 - ice14ws_128 - [INFO] - [E:414| 100]: Train Loss:0.0014889, Val MRR:0.45597, ice14ws_128
2023-05-16 08:17:17,122 - ice14ws_128 - [INFO] - [E:414| 200]: Train Loss:0.0014891, Val MRR:0.45597, ice14ws_128
2023-05-16 08:18:51,788 - ice14ws_128 - [INFO] - [E:414| 300]: Train Loss:0.0014892, Val MRR:0.45597, ice14ws_128
2023-05-16 08:20:30,701 - ice14ws_128 - [INFO] - [E:414| 400]: Train Loss:0.0014893, Val MRR:0.45597, ice14ws_128
2023-05-16 08:22:12,792 - ice14ws_128 - [INFO] - [E:414| 500]: Train Loss:0.0014893, Val MRR:0.45597, ice14ws_128
2023-05-16 08:23:55,563 - ice14ws_128 - [INFO] - [E:414| 600]: Train Loss:0.0014894, Val MRR:0.45597, ice14ws_128
2023-05-16 08:25:37,657 - ice14ws_128 - [INFO] - [E:414| 700]: Train Loss:0.0014894, Val MRR:0.45597, ice14ws_128
2023-05-16 08:27:19,861 - ice14ws_128 - [INFO] - [E:414| 800]: Train Loss:0.0014894, Val MRR:0.45597, ice14ws_128
2023-05-16 08:28:52,225 - ice14ws_128 - [INFO] - [E:414| 900]: Train Loss:0.0014894, Val MRR:0.45597, ice14ws_128
2023-05-16 08:30:03,810 - ice14ws_128 - [INFO] - [Epoch:414]: Training Loss:0.001489
2023-05-16 08:30:04,218 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 08:30:26,979 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 08:30:49,090 - ice14ws_128 - [INFO] - [Evaluating Epoch 414 valid]:
MRR: Tail : 0.47725, Head : 0.42642, Avg : 0.45184
2023-05-16 08:30:49,091 - ice14ws_128 - [INFO] - [Epoch 414]: Training Loss: 0.0014894, Valid MRR: 0.45597,
2023-05-16 08:30:50,182 - ice14ws_128 - [INFO] - [E:415| 0]: Train Loss:0.0014902, Val MRR:0.45597, ice14ws_128
2023-05-16 08:32:31,574 - ice14ws_128 - [INFO] - [E:415| 100]: Train Loss:0.0014889, Val MRR:0.45597, ice14ws_128
2023-05-16 08:34:13,929 - ice14ws_128 - [INFO] - [E:415| 200]: Train Loss:0.0014892, Val MRR:0.45597, ice14ws_128
2023-05-16 08:35:51,597 - ice14ws_128 - [INFO] - [E:415| 300]: Train Loss:0.001489, Val MRR:0.45597, ice14ws_128
2023-05-16 08:37:28,785 - ice14ws_128 - [INFO] - [E:415| 400]: Train Loss:0.001489, Val MRR:0.45597, ice14ws_128
2023-05-16 08:39:12,056 - ice14ws_128 - [INFO] - [E:415| 500]: Train Loss:0.001489, Val MRR:0.45597, ice14ws_128
2023-05-16 08:40:55,408 - ice14ws_128 - [INFO] - [E:415| 600]: Train Loss:0.001489, Val MRR:0.45597, ice14ws_128
2023-05-16 08:42:39,206 - ice14ws_128 - [INFO] - [E:415| 700]: Train Loss:0.0014892, Val MRR:0.45597, ice14ws_128
2023-05-16 08:44:22,970 - ice14ws_128 - [INFO] - [E:415| 800]: Train Loss:0.0014892, Val MRR:0.45597, ice14ws_128
2023-05-16 08:45:54,104 - ice14ws_128 - [INFO] - [E:415| 900]: Train Loss:0.0014892, Val MRR:0.45597, ice14ws_128
2023-05-16 08:47:05,521 - ice14ws_128 - [INFO] - [Epoch:415]: Training Loss:0.001489
2023-05-16 08:47:06,040 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 08:47:29,038 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 08:47:52,201 - ice14ws_128 - [INFO] - [Evaluating Epoch 415 valid]:
MRR: Tail : 0.4749, Head : 0.42413, Avg : 0.44951
2023-05-16 08:47:52,202 - ice14ws_128 - [INFO] - [Epoch 415]: Training Loss: 0.0014892, Valid MRR: 0.45597,
2023-05-16 08:47:53,370 - ice14ws_128 - [INFO] - [E:416| 0]: Train Loss:0.0014956, Val MRR:0.45597, ice14ws_128
2023-05-16 08:49:36,148 - ice14ws_128 - [INFO] - [E:416| 100]: Train Loss:0.0014899, Val MRR:0.45597, ice14ws_128
2023-05-16 08:51:18,412 - ice14ws_128 - [INFO] - [E:416| 200]: Train Loss:0.0014897, Val MRR:0.45597, ice14ws_128
2023-05-16 08:53:04,911 - ice14ws_128 - [INFO] - [E:416| 300]: Train Loss:0.0014895, Val MRR:0.45597, ice14ws_128
2023-05-16 08:54:37,453 - ice14ws_128 - [INFO] - [E:416| 400]: Train Loss:0.0014892, Val MRR:0.45597, ice14ws_128
2023-05-16 08:56:19,678 - ice14ws_128 - [INFO] - [E:416| 500]: Train Loss:0.001489, Val MRR:0.45597, ice14ws_128
2023-05-16 08:58:01,974 - ice14ws_128 - [INFO] - [E:416| 600]: Train Loss:0.0014891, Val MRR:0.45597, ice14ws_128
2023-05-16 08:59:43,319 - ice14ws_128 - [INFO] - [E:416| 700]: Train Loss:0.0014892, Val MRR:0.45597, ice14ws_128
2023-05-16 09:01:24,487 - ice14ws_128 - [INFO] - [E:416| 800]: Train Loss:0.0014892, Val MRR:0.45597, ice14ws_128
2023-05-16 09:02:56,332 - ice14ws_128 - [INFO] - [E:416| 900]: Train Loss:0.0014892, Val MRR:0.45597, ice14ws_128
2023-05-16 09:04:08,245 - ice14ws_128 - [INFO] - [Epoch:416]: Training Loss:0.001489
2023-05-16 09:04:08,507 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 09:04:31,888 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 09:04:54,682 - ice14ws_128 - [INFO] - [Evaluating Epoch 416 valid]:
MRR: Tail : 0.47775, Head : 0.42946, Avg : 0.4536
2023-05-16 09:04:54,682 - ice14ws_128 - [INFO] - [Epoch 416]: Training Loss: 0.0014894, Valid MRR: 0.45597,
2023-05-16 09:04:55,735 - ice14ws_128 - [INFO] - [E:417| 0]: Train Loss:0.0014815, Val MRR:0.45597, ice14ws_128
2023-05-16 09:06:37,604 - ice14ws_128 - [INFO] - [E:417| 100]: Train Loss:0.0014902, Val MRR:0.45597, ice14ws_128
2023-05-16 09:08:19,712 - ice14ws_128 - [INFO] - [E:417| 200]: Train Loss:0.0014899, Val MRR:0.45597, ice14ws_128
2023-05-16 09:10:02,144 - ice14ws_128 - [INFO] - [E:417| 300]: Train Loss:0.0014894, Val MRR:0.45597, ice14ws_128
2023-05-16 09:11:34,273 - ice14ws_128 - [INFO] - [E:417| 400]: Train Loss:0.0014895, Val MRR:0.45597, ice14ws_128
2023-05-16 09:13:16,898 - ice14ws_128 - [INFO] - [E:417| 500]: Train Loss:0.0014894, Val MRR:0.45597, ice14ws_128
2023-05-16 09:14:57,897 - ice14ws_128 - [INFO] - [E:417| 600]: Train Loss:0.0014892, Val MRR:0.45597, ice14ws_128
2023-05-16 09:16:39,734 - ice14ws_128 - [INFO] - [E:417| 700]: Train Loss:0.0014893, Val MRR:0.45597, ice14ws_128
2023-05-16 09:18:23,396 - ice14ws_128 - [INFO] - [E:417| 800]: Train Loss:0.0014893, Val MRR:0.45597, ice14ws_128
2023-05-16 09:19:55,301 - ice14ws_128 - [INFO] - [E:417| 900]: Train Loss:0.0014892, Val MRR:0.45597, ice14ws_128
2023-05-16 09:21:07,070 - ice14ws_128 - [INFO] - [Epoch:417]: Training Loss:0.001489
2023-05-16 09:21:07,585 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 09:21:31,243 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 09:21:54,109 - ice14ws_128 - [INFO] - [Evaluating Epoch 417 valid]:
MRR: Tail : 0.47518, Head : 0.4249, Avg : 0.45004
2023-05-16 09:21:54,109 - ice14ws_128 - [INFO] - [Epoch 417]: Training Loss: 0.0014892, Valid MRR: 0.45597,
2023-05-16 09:21:55,219 - ice14ws_128 - [INFO] - [E:418| 0]: Train Loss:0.001489, Val MRR:0.45597, ice14ws_128
2023-05-16 09:23:37,808 - ice14ws_128 - [INFO] - [E:418| 100]: Train Loss:0.0014885, Val MRR:0.45597, ice14ws_128
2023-05-16 09:25:19,918 - ice14ws_128 - [INFO] - [E:418| 200]: Train Loss:0.0014891, Val MRR:0.45597, ice14ws_128
2023-05-16 09:27:02,108 - ice14ws_128 - [INFO] - [E:418| 300]: Train Loss:0.001489, Val MRR:0.45597, ice14ws_128
2023-05-16 09:28:33,079 - ice14ws_128 - [INFO] - [E:418| 400]: Train Loss:0.001489, Val MRR:0.45597, ice14ws_128
2023-05-16 09:30:14,605 - ice14ws_128 - [INFO] - [E:418| 500]: Train Loss:0.0014892, Val MRR:0.45597, ice14ws_128
2023-05-16 09:31:57,373 - ice14ws_128 - [INFO] - [E:418| 600]: Train Loss:0.0014891, Val MRR:0.45597, ice14ws_128
2023-05-16 09:33:40,685 - ice14ws_128 - [INFO] - [E:418| 700]: Train Loss:0.0014891, Val MRR:0.45597, ice14ws_128
2023-05-16 09:35:23,938 - ice14ws_128 - [INFO] - [E:418| 800]: Train Loss:0.0014892, Val MRR:0.45597, ice14ws_128
2023-05-16 09:36:55,818 - ice14ws_128 - [INFO] - [E:418| 900]: Train Loss:0.001489, Val MRR:0.45597, ice14ws_128
2023-05-16 09:38:07,870 - ice14ws_128 - [INFO] - [Epoch:418]: Training Loss:0.001489
2023-05-16 09:38:08,388 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 09:38:31,672 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 09:38:54,506 - ice14ws_128 - [INFO] - [Evaluating Epoch 418 valid]:
MRR: Tail : 0.47682, Head : 0.42862, Avg : 0.45272
2023-05-16 09:38:54,507 - ice14ws_128 - [INFO] - [Epoch 418]: Training Loss: 0.0014891, Valid MRR: 0.45597,
2023-05-16 09:38:55,711 - ice14ws_128 - [INFO] - [E:419| 0]: Train Loss:0.001485, Val MRR:0.45597, ice14ws_128
2023-05-16 09:40:41,890 - ice14ws_128 - [INFO] - [E:419| 100]: Train Loss:0.0014892, Val MRR:0.45597, ice14ws_128
2023-05-16 09:42:24,313 - ice14ws_128 - [INFO] - [E:419| 200]: Train Loss:0.0014888, Val MRR:0.45597, ice14ws_128
2023-05-16 09:44:05,265 - ice14ws_128 - [INFO] - [E:419| 300]: Train Loss:0.0014892, Val MRR:0.45597, ice14ws_128
2023-05-16 09:45:36,965 - ice14ws_128 - [INFO] - [E:419| 400]: Train Loss:0.0014891, Val MRR:0.45597, ice14ws_128
2023-05-16 09:47:18,858 - ice14ws_128 - [INFO] - [E:419| 500]: Train Loss:0.0014891, Val MRR:0.45597, ice14ws_128
2023-05-16 09:49:00,608 - ice14ws_128 - [INFO] - [E:419| 600]: Train Loss:0.0014893, Val MRR:0.45597, ice14ws_128
2023-05-16 09:50:42,409 - ice14ws_128 - [INFO] - [E:419| 700]: Train Loss:0.0014891, Val MRR:0.45597, ice14ws_128
2023-05-16 09:52:24,774 - ice14ws_128 - [INFO] - [E:419| 800]: Train Loss:0.001489, Val MRR:0.45597, ice14ws_128
2023-05-16 09:53:56,660 - ice14ws_128 - [INFO] - [E:419| 900]: Train Loss:0.0014891, Val MRR:0.45597, ice14ws_128
2023-05-16 09:55:08,432 - ice14ws_128 - [INFO] - [Epoch:419]: Training Loss:0.001489
2023-05-16 09:55:08,947 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 09:55:31,946 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 09:55:55,173 - ice14ws_128 - [INFO] - [Evaluating Epoch 419 valid]:
MRR: Tail : 0.4771, Head : 0.42774, Avg : 0.45242
MR: Tail : 579.37, Head : 658.6, Avg : 618.98
Hit-1: Tail : 0.39738, Head : 0.3498, Avg : 0.37359
Hit-3: Tail : 0.52009, Head : 0.46413, Avg : 0.49211
Hit-10: Tail : 0.62253, Head : 0.5781, Avg : 0.60032
2023-05-16 09:55:55,173 - ice14ws_128 - [INFO] - [Epoch 419]: Training Loss: 0.0014891, Valid MRR: 0.45597,
2023-05-16 09:55:56,347 - ice14ws_128 - [INFO] - [E:420| 0]: Train Loss:0.0014927, Val MRR:0.45597, ice14ws_128
2023-05-16 09:57:38,029 - ice14ws_128 - [INFO] - [E:420| 100]: Train Loss:0.0014899, Val MRR:0.45597, ice14ws_128
2023-05-16 09:59:20,002 - ice14ws_128 - [INFO] - [E:420| 200]: Train Loss:0.0014893, Val MRR:0.45597, ice14ws_128
2023-05-16 10:01:02,105 - ice14ws_128 - [INFO] - [E:420| 300]: Train Loss:0.0014892, Val MRR:0.45597, ice14ws_128
2023-05-16 10:02:33,846 - ice14ws_128 - [INFO] - [E:420| 400]: Train Loss:0.0014892, Val MRR:0.45597, ice14ws_128
2023-05-16 10:04:15,579 - ice14ws_128 - [INFO] - [E:420| 500]: Train Loss:0.0014891, Val MRR:0.45597, ice14ws_128
2023-05-16 10:05:57,374 - ice14ws_128 - [INFO] - [E:420| 600]: Train Loss:0.001489, Val MRR:0.45597, ice14ws_128
2023-05-16 10:07:39,185 - ice14ws_128 - [INFO] - [E:420| 700]: Train Loss:0.0014891, Val MRR:0.45597, ice14ws_128
2023-05-16 10:09:21,025 - ice14ws_128 - [INFO] - [E:420| 800]: Train Loss:0.0014891, Val MRR:0.45597, ice14ws_128
2023-05-16 10:10:53,137 - ice14ws_128 - [INFO] - [E:420| 900]: Train Loss:0.001489, Val MRR:0.45597, ice14ws_128
2023-05-16 10:12:04,315 - ice14ws_128 - [INFO] - [Epoch:420]: Training Loss:0.001489
2023-05-16 10:12:04,579 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 10:12:27,023 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 10:12:49,470 - ice14ws_128 - [INFO] - [Evaluating Epoch 420 valid]:
MRR: Tail : 0.47657, Head : 0.42868, Avg : 0.45263
2023-05-16 10:12:49,470 - ice14ws_128 - [INFO] - [Epoch 420]: Training Loss: 0.0014891, Valid MRR: 0.45597,
2023-05-16 10:12:50,464 - ice14ws_128 - [INFO] - [E:421| 0]: Train Loss:0.0014877, Val MRR:0.45597, ice14ws_128
2023-05-16 10:14:33,169 - ice14ws_128 - [INFO] - [E:421| 100]: Train Loss:0.0014889, Val MRR:0.45597, ice14ws_128
2023-05-16 10:16:16,259 - ice14ws_128 - [INFO] - [E:421| 200]: Train Loss:0.0014892, Val MRR:0.45597, ice14ws_128
2023-05-16 10:17:58,896 - ice14ws_128 - [INFO] - [E:421| 300]: Train Loss:0.0014891, Val MRR:0.45597, ice14ws_128
2023-05-16 10:19:31,014 - ice14ws_128 - [INFO] - [E:421| 400]: Train Loss:0.0014891, Val MRR:0.45597, ice14ws_128
2023-05-16 10:21:13,544 - ice14ws_128 - [INFO] - [E:421| 500]: Train Loss:0.0014891, Val MRR:0.45597, ice14ws_128
2023-05-16 10:22:56,609 - ice14ws_128 - [INFO] - [E:421| 600]: Train Loss:0.0014891, Val MRR:0.45597, ice14ws_128
2023-05-16 10:24:39,945 - ice14ws_128 - [INFO] - [E:421| 700]: Train Loss:0.0014891, Val MRR:0.45597, ice14ws_128
2023-05-16 10:26:22,063 - ice14ws_128 - [INFO] - [E:421| 800]: Train Loss:0.0014892, Val MRR:0.45597, ice14ws_128
2023-05-16 10:27:57,005 - ice14ws_128 - [INFO] - [E:421| 900]: Train Loss:0.0014892, Val MRR:0.45597, ice14ws_128
2023-05-16 10:29:08,995 - ice14ws_128 - [INFO] - [Epoch:421]: Training Loss:0.001489
2023-05-16 10:29:09,277 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 10:29:32,671 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 10:29:55,583 - ice14ws_128 - [INFO] - [Evaluating Epoch 421 valid]:
MRR: Tail : 0.47856, Head : 0.43105, Avg : 0.45481
2023-05-16 10:29:55,583 - ice14ws_128 - [INFO] - [Epoch 421]: Training Loss: 0.0014891, Valid MRR: 0.45597,
2023-05-16 10:29:56,763 - ice14ws_128 - [INFO] - [E:422| 0]: Train Loss:0.0015, Val MRR:0.45597, ice14ws_128
2023-05-16 10:31:40,125 - ice14ws_128 - [INFO] - [E:422| 100]: Train Loss:0.0014895, Val MRR:0.45597, ice14ws_128
2023-05-16 10:33:24,196 - ice14ws_128 - [INFO] - [E:422| 200]: Train Loss:0.0014893, Val MRR:0.45597, ice14ws_128
2023-05-16 10:35:07,780 - ice14ws_128 - [INFO] - [E:422| 300]: Train Loss:0.0014894, Val MRR:0.45597, ice14ws_128
2023-05-16 10:36:40,241 - ice14ws_128 - [INFO] - [E:422| 400]: Train Loss:0.0014891, Val MRR:0.45597, ice14ws_128
2023-05-16 10:38:22,786 - ice14ws_128 - [INFO] - [E:422| 500]: Train Loss:0.0014892, Val MRR:0.45597, ice14ws_128
2023-05-16 10:40:05,131 - ice14ws_128 - [INFO] - [E:422| 600]: Train Loss:0.001489, Val MRR:0.45597, ice14ws_128
2023-05-16 10:41:46,421 - ice14ws_128 - [INFO] - [E:422| 700]: Train Loss:0.001489, Val MRR:0.45597, ice14ws_128
2023-05-16 10:43:28,190 - ice14ws_128 - [INFO] - [E:422| 800]: Train Loss:0.0014889, Val MRR:0.45597, ice14ws_128
2023-05-16 10:45:00,292 - ice14ws_128 - [INFO] - [E:422| 900]: Train Loss:0.001489, Val MRR:0.45597, ice14ws_128
2023-05-16 10:46:12,294 - ice14ws_128 - [INFO] - [Epoch:422]: Training Loss:0.001489
2023-05-16 10:46:12,557 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 10:46:36,442 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 10:46:59,280 - ice14ws_128 - [INFO] - [Evaluating Epoch 422 valid]:
MRR: Tail : 0.47339, Head : 0.42483, Avg : 0.44911
2023-05-16 10:46:59,280 - ice14ws_128 - [INFO] - [Epoch 422]: Training Loss: 0.001489, Valid MRR: 0.45597,
2023-05-16 10:47:00,456 - ice14ws_128 - [INFO] - [E:423| 0]: Train Loss:0.0015039, Val MRR:0.45597, ice14ws_128
2023-05-16 10:48:43,066 - ice14ws_128 - [INFO] - [E:423| 100]: Train Loss:0.0014896, Val MRR:0.45597, ice14ws_128
2023-05-16 10:50:26,155 - ice14ws_128 - [INFO] - [E:423| 200]: Train Loss:0.001489, Val MRR:0.45597, ice14ws_128
2023-05-16 10:52:08,701 - ice14ws_128 - [INFO] - [E:423| 300]: Train Loss:0.0014887, Val MRR:0.45597, ice14ws_128
2023-05-16 10:53:40,421 - ice14ws_128 - [INFO] - [E:423| 400]: Train Loss:0.0014887, Val MRR:0.45597, ice14ws_128
2023-05-16 10:55:21,648 - ice14ws_128 - [INFO] - [E:423| 500]: Train Loss:0.0014886, Val MRR:0.45597, ice14ws_128
2023-05-16 10:57:02,502 - ice14ws_128 - [INFO] - [E:423| 600]: Train Loss:0.0014887, Val MRR:0.45597, ice14ws_128
2023-05-16 10:58:44,618 - ice14ws_128 - [INFO] - [E:423| 700]: Train Loss:0.0014887, Val MRR:0.45597, ice14ws_128
2023-05-16 11:00:27,366 - ice14ws_128 - [INFO] - [E:423| 800]: Train Loss:0.0014887, Val MRR:0.45597, ice14ws_128
2023-05-16 11:01:59,659 - ice14ws_128 - [INFO] - [E:423| 900]: Train Loss:0.0014889, Val MRR:0.45597, ice14ws_128
2023-05-16 11:03:11,304 - ice14ws_128 - [INFO] - [Epoch:423]: Training Loss:0.001489
2023-05-16 11:03:11,642 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 11:03:35,067 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 11:03:57,840 - ice14ws_128 - [INFO] - [Evaluating Epoch 423 valid]:
MRR: Tail : 0.47556, Head : 0.42432, Avg : 0.44994
2023-05-16 11:03:57,840 - ice14ws_128 - [INFO] - [Epoch 423]: Training Loss: 0.001489, Valid MRR: 0.45597,
2023-05-16 11:03:59,053 - ice14ws_128 - [INFO] - [E:424| 0]: Train Loss:0.0014999, Val MRR:0.45597, ice14ws_128
2023-05-16 11:05:40,956 - ice14ws_128 - [INFO] - [E:424| 100]: Train Loss:0.0014894, Val MRR:0.45597, ice14ws_128
2023-05-16 11:07:22,600 - ice14ws_128 - [INFO] - [E:424| 200]: Train Loss:0.0014889, Val MRR:0.45597, ice14ws_128
2023-05-16 11:09:04,222 - ice14ws_128 - [INFO] - [E:424| 300]: Train Loss:0.0014885, Val MRR:0.45597, ice14ws_128
2023-05-16 11:10:35,332 - ice14ws_128 - [INFO] - [E:424| 400]: Train Loss:0.0014886, Val MRR:0.45597, ice14ws_128
2023-05-16 11:12:17,565 - ice14ws_128 - [INFO] - [E:424| 500]: Train Loss:0.0014886, Val MRR:0.45597, ice14ws_128
2023-05-16 11:14:00,376 - ice14ws_128 - [INFO] - [E:424| 600]: Train Loss:0.0014887, Val MRR:0.45597, ice14ws_128
2023-05-16 11:15:46,882 - ice14ws_128 - [INFO] - [E:424| 700]: Train Loss:0.0014887, Val MRR:0.45597, ice14ws_128
2023-05-16 11:17:29,646 - ice14ws_128 - [INFO] - [E:424| 800]: Train Loss:0.0014887, Val MRR:0.45597, ice14ws_128
2023-05-16 11:19:03,138 - ice14ws_128 - [INFO] - [E:424| 900]: Train Loss:0.0014887, Val MRR:0.45597, ice14ws_128
2023-05-16 11:20:14,097 - ice14ws_128 - [INFO] - [Epoch:424]: Training Loss:0.001489
2023-05-16 11:20:14,426 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 11:20:37,928 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 11:21:00,497 - ice14ws_128 - [INFO] - [Evaluating Epoch 424 valid]:
MRR: Tail : 0.47309, Head : 0.42704, Avg : 0.45006
2023-05-16 11:21:00,497 - ice14ws_128 - [INFO] - [Epoch 424]: Training Loss: 0.0014888, Valid MRR: 0.45597,
2023-05-16 11:21:01,691 - ice14ws_128 - [INFO] - [E:425| 0]: Train Loss:0.0014881, Val MRR:0.45597, ice14ws_128
2023-05-16 11:22:44,315 - ice14ws_128 - [INFO] - [E:425| 100]: Train Loss:0.0014889, Val MRR:0.45597, ice14ws_128
2023-05-16 11:24:24,962 - ice14ws_128 - [INFO] - [E:425| 200]: Train Loss:0.001489, Val MRR:0.45597, ice14ws_128
2023-05-16 11:26:06,313 - ice14ws_128 - [INFO] - [E:425| 300]: Train Loss:0.001489, Val MRR:0.45597, ice14ws_128
2023-05-16 11:27:37,749 - ice14ws_128 - [INFO] - [E:425| 400]: Train Loss:0.001489, Val MRR:0.45597, ice14ws_128
2023-05-16 11:29:20,392 - ice14ws_128 - [INFO] - [E:425| 500]: Train Loss:0.0014891, Val MRR:0.45597, ice14ws_128
2023-05-16 11:31:03,217 - ice14ws_128 - [INFO] - [E:425| 600]: Train Loss:0.0014891, Val MRR:0.45597, ice14ws_128
2023-05-16 11:32:46,637 - ice14ws_128 - [INFO] - [E:425| 700]: Train Loss:0.0014891, Val MRR:0.45597, ice14ws_128
2023-05-16 11:34:29,602 - ice14ws_128 - [INFO] - [E:425| 800]: Train Loss:0.001489, Val MRR:0.45597, ice14ws_128
2023-05-16 11:36:06,376 - ice14ws_128 - [INFO] - [E:425| 900]: Train Loss:0.0014889, Val MRR:0.45597, ice14ws_128
2023-05-16 11:37:15,422 - ice14ws_128 - [INFO] - [Epoch:425]: Training Loss:0.001489
2023-05-16 11:37:15,684 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 11:37:38,301 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 11:38:00,448 - ice14ws_128 - [INFO] - [Evaluating Epoch 425 valid]:
MRR: Tail : 0.47321, Head : 0.42451, Avg : 0.44886
2023-05-16 11:38:00,448 - ice14ws_128 - [INFO] - [Epoch 425]: Training Loss: 0.001489, Valid MRR: 0.45597,
2023-05-16 11:38:01,649 - ice14ws_128 - [INFO] - [E:426| 0]: Train Loss:0.0015039, Val MRR:0.45597, ice14ws_128
2023-05-16 11:39:42,562 - ice14ws_128 - [INFO] - [E:426| 100]: Train Loss:0.0014889, Val MRR:0.45597, ice14ws_128
2023-05-16 11:41:25,064 - ice14ws_128 - [INFO] - [E:426| 200]: Train Loss:0.0014886, Val MRR:0.45597, ice14ws_128
2023-05-16 11:43:07,188 - ice14ws_128 - [INFO] - [E:426| 300]: Train Loss:0.0014887, Val MRR:0.45597, ice14ws_128
2023-05-16 11:44:40,522 - ice14ws_128 - [INFO] - [E:426| 400]: Train Loss:0.0014887, Val MRR:0.45597, ice14ws_128
2023-05-16 11:46:21,750 - ice14ws_128 - [INFO] - [E:426| 500]: Train Loss:0.0014886, Val MRR:0.45597, ice14ws_128
2023-05-16 11:48:03,673 - ice14ws_128 - [INFO] - [E:426| 600]: Train Loss:0.0014886, Val MRR:0.45597, ice14ws_128
2023-05-16 11:49:46,380 - ice14ws_128 - [INFO] - [E:426| 700]: Train Loss:0.0014886, Val MRR:0.45597, ice14ws_128
2023-05-16 11:51:29,314 - ice14ws_128 - [INFO] - [E:426| 800]: Train Loss:0.0014887, Val MRR:0.45597, ice14ws_128
2023-05-16 11:53:03,495 - ice14ws_128 - [INFO] - [E:426| 900]: Train Loss:0.0014888, Val MRR:0.45597, ice14ws_128
2023-05-16 11:54:11,115 - ice14ws_128 - [INFO] - [Epoch:426]: Training Loss:0.001489
2023-05-16 11:54:11,455 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 11:54:34,734 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 11:54:57,834 - ice14ws_128 - [INFO] - [Evaluating Epoch 426 valid]:
MRR: Tail : 0.47685, Head : 0.42719, Avg : 0.45202
2023-05-16 11:54:57,834 - ice14ws_128 - [INFO] - [Epoch 426]: Training Loss: 0.0014888, Valid MRR: 0.45597,
2023-05-16 11:54:58,833 - ice14ws_128 - [INFO] - [E:427| 0]: Train Loss:0.0014962, Val MRR:0.45597, ice14ws_128
2023-05-16 11:56:40,634 - ice14ws_128 - [INFO] - [E:427| 100]: Train Loss:0.0014894, Val MRR:0.45597, ice14ws_128
2023-05-16 11:58:22,382 - ice14ws_128 - [INFO] - [E:427| 200]: Train Loss:0.0014892, Val MRR:0.45597, ice14ws_128
2023-05-16 12:00:04,588 - ice14ws_128 - [INFO] - [E:427| 300]: Train Loss:0.0014889, Val MRR:0.45597, ice14ws_128
2023-05-16 12:01:37,834 - ice14ws_128 - [INFO] - [E:427| 400]: Train Loss:0.0014889, Val MRR:0.45597, ice14ws_128
2023-05-16 12:03:23,348 - ice14ws_128 - [INFO] - [E:427| 500]: Train Loss:0.0014889, Val MRR:0.45597, ice14ws_128
2023-05-16 12:05:06,120 - ice14ws_128 - [INFO] - [E:427| 600]: Train Loss:0.0014888, Val MRR:0.45597, ice14ws_128
2023-05-16 12:06:48,089 - ice14ws_128 - [INFO] - [E:427| 700]: Train Loss:0.0014887, Val MRR:0.45597, ice14ws_128
2023-05-16 12:08:29,487 - ice14ws_128 - [INFO] - [E:427| 800]: Train Loss:0.0014886, Val MRR:0.45597, ice14ws_128
2023-05-16 12:10:08,699 - ice14ws_128 - [INFO] - [E:427| 900]: Train Loss:0.0014888, Val MRR:0.45597, ice14ws_128
2023-05-16 12:11:13,058 - ice14ws_128 - [INFO] - [Epoch:427]: Training Loss:0.001489
2023-05-16 12:11:13,321 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 12:11:36,813 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 12:11:59,757 - ice14ws_128 - [INFO] - [Evaluating Epoch 427 valid]:
MRR: Tail : 0.47763, Head : 0.43116, Avg : 0.45439
2023-05-16 12:11:59,757 - ice14ws_128 - [INFO] - [Epoch 427]: Training Loss: 0.0014888, Valid MRR: 0.45597,
2023-05-16 12:12:00,936 - ice14ws_128 - [INFO] - [E:428| 0]: Train Loss:0.0014849, Val MRR:0.45597, ice14ws_128
2023-05-16 12:13:43,420 - ice14ws_128 - [INFO] - [E:428| 100]: Train Loss:0.0014871, Val MRR:0.45597, ice14ws_128
2023-05-16 12:15:25,571 - ice14ws_128 - [INFO] - [E:428| 200]: Train Loss:0.0014877, Val MRR:0.45597, ice14ws_128
2023-05-16 12:17:07,767 - ice14ws_128 - [INFO] - [E:428| 300]: Train Loss:0.0014876, Val MRR:0.45597, ice14ws_128
2023-05-16 12:18:45,988 - ice14ws_128 - [INFO] - [E:428| 400]: Train Loss:0.0014878, Val MRR:0.45597, ice14ws_128
2023-05-16 12:20:21,790 - ice14ws_128 - [INFO] - [E:428| 500]: Train Loss:0.001488, Val MRR:0.45597, ice14ws_128
2023-05-16 12:22:03,079 - ice14ws_128 - [INFO] - [E:428| 600]: Train Loss:0.0014882, Val MRR:0.45597, ice14ws_128
2023-05-16 12:23:44,818 - ice14ws_128 - [INFO] - [E:428| 700]: Train Loss:0.0014883, Val MRR:0.45597, ice14ws_128
2023-05-16 12:25:27,304 - ice14ws_128 - [INFO] - [E:428| 800]: Train Loss:0.0014887, Val MRR:0.45597, ice14ws_128
2023-05-16 12:27:08,417 - ice14ws_128 - [INFO] - [E:428| 900]: Train Loss:0.0014887, Val MRR:0.45597, ice14ws_128
2023-05-16 12:28:12,029 - ice14ws_128 - [INFO] - [Epoch:428]: Training Loss:0.001489
2023-05-16 12:28:12,528 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 12:28:35,703 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 12:28:58,803 - ice14ws_128 - [INFO] - [Evaluating Epoch 428 valid]:
MRR: Tail : 0.47991, Head : 0.42436, Avg : 0.45214
2023-05-16 12:28:58,803 - ice14ws_128 - [INFO] - [Epoch 428]: Training Loss: 0.0014887, Valid MRR: 0.45597,
2023-05-16 12:28:59,882 - ice14ws_128 - [INFO] - [E:429| 0]: Train Loss:0.0014792, Val MRR:0.45597, ice14ws_128
2023-05-16 12:30:42,482 - ice14ws_128 - [INFO] - [E:429| 100]: Train Loss:0.0014879, Val MRR:0.45597, ice14ws_128
2023-05-16 12:32:25,471 - ice14ws_128 - [INFO] - [E:429| 200]: Train Loss:0.0014879, Val MRR:0.45597, ice14ws_128
2023-05-16 12:34:07,987 - ice14ws_128 - [INFO] - [E:429| 300]: Train Loss:0.0014882, Val MRR:0.45597, ice14ws_128
2023-05-16 12:35:47,180 - ice14ws_128 - [INFO] - [E:429| 400]: Train Loss:0.0014882, Val MRR:0.45597, ice14ws_128
2023-05-16 12:37:20,947 - ice14ws_128 - [INFO] - [E:429| 500]: Train Loss:0.0014882, Val MRR:0.45597, ice14ws_128
2023-05-16 12:39:03,664 - ice14ws_128 - [INFO] - [E:429| 600]: Train Loss:0.0014882, Val MRR:0.45597, ice14ws_128
2023-05-16 12:40:45,524 - ice14ws_128 - [INFO] - [E:429| 700]: Train Loss:0.0014884, Val MRR:0.45597, ice14ws_128
2023-05-16 12:42:27,106 - ice14ws_128 - [INFO] - [E:429| 800]: Train Loss:0.0014885, Val MRR:0.45597, ice14ws_128
2023-05-16 12:44:08,829 - ice14ws_128 - [INFO] - [E:429| 900]: Train Loss:0.0014886, Val MRR:0.45597, ice14ws_128
2023-05-16 12:45:10,447 - ice14ws_128 - [INFO] - [Epoch:429]: Training Loss:0.001489
2023-05-16 12:45:10,948 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 12:45:34,020 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 12:45:57,238 - ice14ws_128 - [INFO] - [Evaluating Epoch 429 valid]:
MRR: Tail : 0.47911, Head : 0.42613, Avg : 0.45262
MR: Tail : 595.13, Head : 661.37, Avg : 628.25
Hit-1: Tail : 0.4009, Head : 0.34677, Avg : 0.37383
Hit-3: Tail : 0.52154, Head : 0.46219, Avg : 0.49187
Hit-10: Tail : 0.62532, Head : 0.57616, Avg : 0.60074
2023-05-16 12:45:57,238 - ice14ws_128 - [INFO] - [Epoch 429]: Training Loss: 0.0014886, Valid MRR: 0.45597,
2023-05-16 12:45:58,084 - ice14ws_128 - [INFO] - [E:430| 0]: Train Loss:0.0014857, Val MRR:0.45597, ice14ws_128
2023-05-16 12:47:40,183 - ice14ws_128 - [INFO] - [E:430| 100]: Train Loss:0.0014881, Val MRR:0.45597, ice14ws_128
2023-05-16 12:49:21,753 - ice14ws_128 - [INFO] - [E:430| 200]: Train Loss:0.0014884, Val MRR:0.45597, ice14ws_128
2023-05-16 12:51:07,539 - ice14ws_128 - [INFO] - [E:430| 300]: Train Loss:0.0014885, Val MRR:0.45597, ice14ws_128
2023-05-16 12:52:49,246 - ice14ws_128 - [INFO] - [E:430| 400]: Train Loss:0.0014887, Val MRR:0.45597, ice14ws_128
2023-05-16 12:54:21,560 - ice14ws_128 - [INFO] - [E:430| 500]: Train Loss:0.0014887, Val MRR:0.45597, ice14ws_128
2023-05-16 12:56:04,223 - ice14ws_128 - [INFO] - [E:430| 600]: Train Loss:0.0014887, Val MRR:0.45597, ice14ws_128
2023-05-16 12:57:46,686 - ice14ws_128 - [INFO] - [E:430| 700]: Train Loss:0.0014886, Val MRR:0.45597, ice14ws_128
2023-05-16 12:59:28,831 - ice14ws_128 - [INFO] - [E:430| 800]: Train Loss:0.0014886, Val MRR:0.45597, ice14ws_128
2023-05-16 13:01:11,351 - ice14ws_128 - [INFO] - [E:430| 900]: Train Loss:0.0014887, Val MRR:0.45597, ice14ws_128
2023-05-16 13:02:13,002 - ice14ws_128 - [INFO] - [Epoch:430]: Training Loss:0.001489
2023-05-16 13:02:13,349 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 13:02:36,946 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 13:02:59,537 - ice14ws_128 - [INFO] - [Evaluating Epoch 430 valid]:
MRR: Tail : 0.47347, Head : 0.42582, Avg : 0.44965
2023-05-16 13:02:59,537 - ice14ws_128 - [INFO] - [Epoch 430]: Training Loss: 0.0014887, Valid MRR: 0.45597,
2023-05-16 13:03:00,744 - ice14ws_128 - [INFO] - [E:431| 0]: Train Loss:0.0014924, Val MRR:0.45597, ice14ws_128
2023-05-16 13:04:42,279 - ice14ws_128 - [INFO] - [E:431| 100]: Train Loss:0.0014896, Val MRR:0.45597, ice14ws_128
2023-05-16 13:06:24,142 - ice14ws_128 - [INFO] - [E:431| 200]: Train Loss:0.0014896, Val MRR:0.45597, ice14ws_128
2023-05-16 13:08:07,201 - ice14ws_128 - [INFO] - [E:431| 300]: Train Loss:0.0014893, Val MRR:0.45597, ice14ws_128
2023-05-16 13:09:49,084 - ice14ws_128 - [INFO] - [E:431| 400]: Train Loss:0.0014888, Val MRR:0.45597, ice14ws_128
2023-05-16 13:11:20,704 - ice14ws_128 - [INFO] - [E:431| 500]: Train Loss:0.0014885, Val MRR:0.45597, ice14ws_128
2023-05-16 13:13:02,226 - ice14ws_128 - [INFO] - [E:431| 600]: Train Loss:0.0014887, Val MRR:0.45597, ice14ws_128
2023-05-16 13:14:43,658 - ice14ws_128 - [INFO] - [E:431| 700]: Train Loss:0.0014886, Val MRR:0.45597, ice14ws_128
2023-05-16 13:16:25,260 - ice14ws_128 - [INFO] - [E:431| 800]: Train Loss:0.0014886, Val MRR:0.45597, ice14ws_128
2023-05-16 13:18:07,021 - ice14ws_128 - [INFO] - [E:431| 900]: Train Loss:0.0014886, Val MRR:0.45597, ice14ws_128
2023-05-16 13:19:07,773 - ice14ws_128 - [INFO] - [Epoch:431]: Training Loss:0.001489
2023-05-16 13:19:08,117 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 13:19:30,660 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 13:19:52,756 - ice14ws_128 - [INFO] - [Evaluating Epoch 431 valid]:
MRR: Tail : 0.47509, Head : 0.427, Avg : 0.45105
2023-05-16 13:19:52,756 - ice14ws_128 - [INFO] - [Epoch 431]: Training Loss: 0.0014886, Valid MRR: 0.45597,
2023-05-16 13:19:53,777 - ice14ws_128 - [INFO] - [E:432| 0]: Train Loss:0.0014902, Val MRR:0.45597, ice14ws_128
2023-05-16 13:21:34,978 - ice14ws_128 - [INFO] - [E:432| 100]: Train Loss:0.0014882, Val MRR:0.45597, ice14ws_128
2023-05-16 13:23:17,465 - ice14ws_128 - [INFO] - [E:432| 200]: Train Loss:0.001488, Val MRR:0.45597, ice14ws_128
2023-05-16 13:24:59,966 - ice14ws_128 - [INFO] - [E:432| 300]: Train Loss:0.0014882, Val MRR:0.45597, ice14ws_128
2023-05-16 13:26:42,687 - ice14ws_128 - [INFO] - [E:432| 400]: Train Loss:0.0014882, Val MRR:0.45597, ice14ws_128
2023-05-16 13:28:15,233 - ice14ws_128 - [INFO] - [E:432| 500]: Train Loss:0.0014883, Val MRR:0.45597, ice14ws_128
2023-05-16 13:29:58,702 - ice14ws_128 - [INFO] - [E:432| 600]: Train Loss:0.0014883, Val MRR:0.45597, ice14ws_128
2023-05-16 13:31:42,090 - ice14ws_128 - [INFO] - [E:432| 700]: Train Loss:0.0014884, Val MRR:0.45597, ice14ws_128
2023-05-16 13:33:23,834 - ice14ws_128 - [INFO] - [E:432| 800]: Train Loss:0.0014884, Val MRR:0.45597, ice14ws_128
2023-05-16 13:35:05,947 - ice14ws_128 - [INFO] - [E:432| 900]: Train Loss:0.0014885, Val MRR:0.45597, ice14ws_128
2023-05-16 13:36:07,936 - ice14ws_128 - [INFO] - [Epoch:432]: Training Loss:0.001489
2023-05-16 13:36:08,266 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 13:36:30,912 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 13:36:53,834 - ice14ws_128 - [INFO] - [Evaluating Epoch 432 valid]:
MRR: Tail : 0.47555, Head : 0.42499, Avg : 0.45027
2023-05-16 13:36:53,834 - ice14ws_128 - [INFO] - [Epoch 432]: Training Loss: 0.0014886, Valid MRR: 0.45597,
2023-05-16 13:36:54,615 - ice14ws_128 - [INFO] - [E:433| 0]: Train Loss:0.0014789, Val MRR:0.45597, ice14ws_128
2023-05-16 13:38:41,398 - ice14ws_128 - [INFO] - [E:433| 100]: Train Loss:0.0014878, Val MRR:0.45597, ice14ws_128
2023-05-16 13:40:24,935 - ice14ws_128 - [INFO] - [E:433| 200]: Train Loss:0.0014878, Val MRR:0.45597, ice14ws_128
2023-05-16 13:42:08,071 - ice14ws_128 - [INFO] - [E:433| 300]: Train Loss:0.0014877, Val MRR:0.45597, ice14ws_128
2023-05-16 13:43:50,642 - ice14ws_128 - [INFO] - [E:433| 400]: Train Loss:0.0014877, Val MRR:0.45597, ice14ws_128
2023-05-16 13:45:22,493 - ice14ws_128 - [INFO] - [E:433| 500]: Train Loss:0.0014882, Val MRR:0.45597, ice14ws_128
2023-05-16 13:47:04,401 - ice14ws_128 - [INFO] - [E:433| 600]: Train Loss:0.0014883, Val MRR:0.45597, ice14ws_128
2023-05-16 13:48:45,312 - ice14ws_128 - [INFO] - [E:433| 700]: Train Loss:0.0014884, Val MRR:0.45597, ice14ws_128
2023-05-16 13:50:26,926 - ice14ws_128 - [INFO] - [E:433| 800]: Train Loss:0.0014885, Val MRR:0.45597, ice14ws_128
2023-05-16 13:52:08,830 - ice14ws_128 - [INFO] - [E:433| 900]: Train Loss:0.0014885, Val MRR:0.45597, ice14ws_128
2023-05-16 13:53:12,134 - ice14ws_128 - [INFO] - [Epoch:433]: Training Loss:0.001488
2023-05-16 13:53:12,358 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 13:53:33,719 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 13:53:56,597 - ice14ws_128 - [INFO] - [Evaluating Epoch 433 valid]:
MRR: Tail : 0.47709, Head : 0.42634, Avg : 0.45172
2023-05-16 13:53:56,597 - ice14ws_128 - [INFO] - [Epoch 433]: Training Loss: 0.0014885, Valid MRR: 0.45597,
2023-05-16 13:53:57,776 - ice14ws_128 - [INFO] - [E:434| 0]: Train Loss:0.0014855, Val MRR:0.45597, ice14ws_128
2023-05-16 13:55:40,264 - ice14ws_128 - [INFO] - [E:434| 100]: Train Loss:0.0014884, Val MRR:0.45597, ice14ws_128
2023-05-16 13:57:24,153 - ice14ws_128 - [INFO] - [E:434| 200]: Train Loss:0.0014883, Val MRR:0.45597, ice14ws_128
2023-05-16 13:59:06,669 - ice14ws_128 - [INFO] - [E:434| 300]: Train Loss:0.0014882, Val MRR:0.45597, ice14ws_128
2023-05-16 14:00:49,008 - ice14ws_128 - [INFO] - [E:434| 400]: Train Loss:0.0014882, Val MRR:0.45597, ice14ws_128
2023-05-16 14:02:19,619 - ice14ws_128 - [INFO] - [E:434| 500]: Train Loss:0.0014882, Val MRR:0.45597, ice14ws_128
2023-05-16 14:04:00,978 - ice14ws_128 - [INFO] - [E:434| 600]: Train Loss:0.0014881, Val MRR:0.45597, ice14ws_128
2023-05-16 14:05:43,189 - ice14ws_128 - [INFO] - [E:434| 700]: Train Loss:0.0014882, Val MRR:0.45597, ice14ws_128
2023-05-16 14:07:25,123 - ice14ws_128 - [INFO] - [E:434| 800]: Train Loss:0.0014884, Val MRR:0.45597, ice14ws_128
2023-05-16 14:09:07,028 - ice14ws_128 - [INFO] - [E:434| 900]: Train Loss:0.0014884, Val MRR:0.45597, ice14ws_128
2023-05-16 14:10:13,409 - ice14ws_128 - [INFO] - [Epoch:434]: Training Loss:0.001489
2023-05-16 14:10:13,626 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 14:10:31,438 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 14:10:54,202 - ice14ws_128 - [INFO] - [Evaluating Epoch 434 valid]:
MRR: Tail : 0.47485, Head : 0.4239, Avg : 0.44937
2023-05-16 14:10:54,202 - ice14ws_128 - [INFO] - [Epoch 434]: Training Loss: 0.0014885, Valid MRR: 0.45597,
2023-05-16 14:10:55,353 - ice14ws_128 - [INFO] - [E:435| 0]: Train Loss:0.0014856, Val MRR:0.45597, ice14ws_128
2023-05-16 14:12:37,628 - ice14ws_128 - [INFO] - [E:435| 100]: Train Loss:0.0014875, Val MRR:0.45597, ice14ws_128
2023-05-16 14:14:20,170 - ice14ws_128 - [INFO] - [E:435| 200]: Train Loss:0.0014872, Val MRR:0.45597, ice14ws_128
2023-05-16 14:16:02,083 - ice14ws_128 - [INFO] - [E:435| 300]: Train Loss:0.0014877, Val MRR:0.45597, ice14ws_128
2023-05-16 14:17:43,262 - ice14ws_128 - [INFO] - [E:435| 400]: Train Loss:0.001488, Val MRR:0.45597, ice14ws_128
2023-05-16 14:19:14,951 - ice14ws_128 - [INFO] - [E:435| 500]: Train Loss:0.0014879, Val MRR:0.45597, ice14ws_128
2023-05-16 14:20:57,860 - ice14ws_128 - [INFO] - [E:435| 600]: Train Loss:0.0014879, Val MRR:0.45597, ice14ws_128
2023-05-16 14:22:41,010 - ice14ws_128 - [INFO] - [E:435| 700]: Train Loss:0.0014883, Val MRR:0.45597, ice14ws_128
2023-05-16 14:24:26,740 - ice14ws_128 - [INFO] - [E:435| 800]: Train Loss:0.0014883, Val MRR:0.45597, ice14ws_128
2023-05-16 14:26:10,077 - ice14ws_128 - [INFO] - [E:435| 900]: Train Loss:0.0014883, Val MRR:0.45597, ice14ws_128
2023-05-16 14:27:22,543 - ice14ws_128 - [INFO] - [Epoch:435]: Training Loss:0.001488
2023-05-16 14:27:23,008 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 14:27:38,033 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 14:27:57,116 - ice14ws_128 - [INFO] - [Evaluating Epoch 435 valid]:
MRR: Tail : 0.4755, Head : 0.42388, Avg : 0.44969
2023-05-16 14:27:57,116 - ice14ws_128 - [INFO] - [Epoch 435]: Training Loss: 0.0014884, Valid MRR: 0.45597,
2023-05-16 14:27:57,923 - ice14ws_128 - [INFO] - [E:436| 0]: Train Loss:0.0014793, Val MRR:0.45597, ice14ws_128
2023-05-16 14:29:40,905 - ice14ws_128 - [INFO] - [E:436| 100]: Train Loss:0.0014884, Val MRR:0.45597, ice14ws_128
2023-05-16 14:31:22,458 - ice14ws_128 - [INFO] - [E:436| 200]: Train Loss:0.0014881, Val MRR:0.45597, ice14ws_128
2023-05-16 14:33:04,363 - ice14ws_128 - [INFO] - [E:436| 300]: Train Loss:0.0014878, Val MRR:0.45597, ice14ws_128
2023-05-16 14:34:46,830 - ice14ws_128 - [INFO] - [E:436| 400]: Train Loss:0.0014878, Val MRR:0.45597, ice14ws_128
2023-05-16 14:36:18,753 - ice14ws_128 - [INFO] - [E:436| 500]: Train Loss:0.001488, Val MRR:0.45597, ice14ws_128
2023-05-16 14:38:00,631 - ice14ws_128 - [INFO] - [E:436| 600]: Train Loss:0.0014881, Val MRR:0.45597, ice14ws_128
2023-05-16 14:39:42,693 - ice14ws_128 - [INFO] - [E:436| 700]: Train Loss:0.0014882, Val MRR:0.45597, ice14ws_128
2023-05-16 14:41:24,760 - ice14ws_128 - [INFO] - [E:436| 800]: Train Loss:0.0014882, Val MRR:0.45597, ice14ws_128
2023-05-16 14:43:06,996 - ice14ws_128 - [INFO] - [E:436| 900]: Train Loss:0.0014884, Val MRR:0.45597, ice14ws_128
2023-05-16 14:44:19,513 - ice14ws_128 - [INFO] - [Epoch:436]: Training Loss:0.001488
2023-05-16 14:44:19,888 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 14:44:38,088 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 14:44:53,880 - ice14ws_128 - [INFO] - [Evaluating Epoch 436 valid]:
MRR: Tail : 0.47624, Head : 0.42545, Avg : 0.45085
2023-05-16 14:44:53,880 - ice14ws_128 - [INFO] - [Epoch 436]: Training Loss: 0.0014884, Valid MRR: 0.45597,
2023-05-16 14:44:55,083 - ice14ws_128 - [INFO] - [E:437| 0]: Train Loss:0.0014809, Val MRR:0.45597, ice14ws_128
2023-05-16 14:46:36,566 - ice14ws_128 - [INFO] - [E:437| 100]: Train Loss:0.0014877, Val MRR:0.45597, ice14ws_128
2023-05-16 14:48:19,867 - ice14ws_128 - [INFO] - [E:437| 200]: Train Loss:0.0014883, Val MRR:0.45597, ice14ws_128
2023-05-16 14:50:02,714 - ice14ws_128 - [INFO] - [E:437| 300]: Train Loss:0.0014879, Val MRR:0.45597, ice14ws_128
2023-05-16 14:51:45,321 - ice14ws_128 - [INFO] - [E:437| 400]: Train Loss:0.001488, Val MRR:0.45597, ice14ws_128
2023-05-16 14:53:18,254 - ice14ws_128 - [INFO] - [E:437| 500]: Train Loss:0.001488, Val MRR:0.45597, ice14ws_128
2023-05-16 14:55:00,109 - ice14ws_128 - [INFO] - [E:437| 600]: Train Loss:0.0014882, Val MRR:0.45597, ice14ws_128
2023-05-16 14:56:42,437 - ice14ws_128 - [INFO] - [E:437| 700]: Train Loss:0.0014883, Val MRR:0.45597, ice14ws_128
2023-05-16 14:58:24,269 - ice14ws_128 - [INFO] - [E:437| 800]: Train Loss:0.0014884, Val MRR:0.45597, ice14ws_128
2023-05-16 15:00:05,808 - ice14ws_128 - [INFO] - [E:437| 900]: Train Loss:0.0014882, Val MRR:0.45597, ice14ws_128
2023-05-16 15:01:17,123 - ice14ws_128 - [INFO] - [Epoch:437]: Training Loss:0.001488
2023-05-16 15:01:17,645 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 15:01:36,103 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 15:01:51,712 - ice14ws_128 - [INFO] - [Evaluating Epoch 437 valid]:
MRR: Tail : 0.47612, Head : 0.42823, Avg : 0.45218
2023-05-16 15:01:51,712 - ice14ws_128 - [INFO] - [Epoch 437]: Training Loss: 0.0014883, Valid MRR: 0.45597,
2023-05-16 15:01:52,535 - ice14ws_128 - [INFO] - [E:438| 0]: Train Loss:0.0014933, Val MRR:0.45597, ice14ws_128
2023-05-16 15:03:35,294 - ice14ws_128 - [INFO] - [E:438| 100]: Train Loss:0.0014874, Val MRR:0.45597, ice14ws_128
2023-05-16 15:05:17,637 - ice14ws_128 - [INFO] - [E:438| 200]: Train Loss:0.0014878, Val MRR:0.45597, ice14ws_128
2023-05-16 15:07:00,795 - ice14ws_128 - [INFO] - [E:438| 300]: Train Loss:0.0014879, Val MRR:0.45597, ice14ws_128
2023-05-16 15:08:43,708 - ice14ws_128 - [INFO] - [E:438| 400]: Train Loss:0.0014879, Val MRR:0.45597, ice14ws_128
2023-05-16 15:10:20,297 - ice14ws_128 - [INFO] - [E:438| 500]: Train Loss:0.0014879, Val MRR:0.45597, ice14ws_128
2023-05-16 15:11:59,072 - ice14ws_128 - [INFO] - [E:438| 600]: Train Loss:0.0014878, Val MRR:0.45597, ice14ws_128
2023-05-16 15:13:42,214 - ice14ws_128 - [INFO] - [E:438| 700]: Train Loss:0.0014878, Val MRR:0.45597, ice14ws_128
2023-05-16 15:15:22,929 - ice14ws_128 - [INFO] - [E:438| 800]: Train Loss:0.0014879, Val MRR:0.45597, ice14ws_128
2023-05-16 15:17:04,833 - ice14ws_128 - [INFO] - [E:438| 900]: Train Loss:0.0014881, Val MRR:0.45597, ice14ws_128
2023-05-16 15:18:16,662 - ice14ws_128 - [INFO] - [Epoch:438]: Training Loss:0.001488
2023-05-16 15:18:17,007 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 15:18:40,297 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 15:18:57,385 - ice14ws_128 - [INFO] - [Evaluating Epoch 438 valid]:
MRR: Tail : 0.47714, Head : 0.42534, Avg : 0.45124
2023-05-16 15:18:57,386 - ice14ws_128 - [INFO] - [Epoch 438]: Training Loss: 0.0014881, Valid MRR: 0.45597,
2023-05-16 15:18:58,040 - ice14ws_128 - [INFO] - [E:439| 0]: Train Loss:0.0014852, Val MRR:0.45597, ice14ws_128
2023-05-16 15:20:35,053 - ice14ws_128 - [INFO] - [E:439| 100]: Train Loss:0.0014878, Val MRR:0.45597, ice14ws_128
2023-05-16 15:22:17,660 - ice14ws_128 - [INFO] - [E:439| 200]: Train Loss:0.0014876, Val MRR:0.45597, ice14ws_128
2023-05-16 15:24:00,109 - ice14ws_128 - [INFO] - [E:439| 300]: Train Loss:0.0014878, Val MRR:0.45597, ice14ws_128
2023-05-16 15:25:42,614 - ice14ws_128 - [INFO] - [E:439| 400]: Train Loss:0.0014878, Val MRR:0.45597, ice14ws_128
2023-05-16 15:27:24,896 - ice14ws_128 - [INFO] - [E:439| 500]: Train Loss:0.0014879, Val MRR:0.45597, ice14ws_128
2023-05-16 15:28:56,214 - ice14ws_128 - [INFO] - [E:439| 600]: Train Loss:0.0014881, Val MRR:0.45597, ice14ws_128
2023-05-16 15:30:38,618 - ice14ws_128 - [INFO] - [E:439| 700]: Train Loss:0.0014883, Val MRR:0.45597, ice14ws_128
2023-05-16 15:32:22,474 - ice14ws_128 - [INFO] - [E:439| 800]: Train Loss:0.0014883, Val MRR:0.45597, ice14ws_128
2023-05-16 15:34:06,009 - ice14ws_128 - [INFO] - [E:439| 900]: Train Loss:0.0014883, Val MRR:0.45597, ice14ws_128
2023-05-16 15:35:18,568 - ice14ws_128 - [INFO] - [Epoch:439]: Training Loss:0.001488
2023-05-16 15:35:19,066 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 15:35:42,338 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 15:36:01,028 - ice14ws_128 - [INFO] - [Evaluating Epoch 439 valid]:
MRR: Tail : 0.47799, Head : 0.4267, Avg : 0.45235
MR: Tail : 576.75, Head : 660.11, Avg : 618.43
Hit-1: Tail : 0.39799, Head : 0.3464, Avg : 0.37219
Hit-3: Tail : 0.51887, Head : 0.46632, Avg : 0.4926
Hit-10: Tail : 0.62762, Head : 0.5798, Avg : 0.60371
2023-05-16 15:36:01,028 - ice14ws_128 - [INFO] - [Epoch 439]: Training Loss: 0.0014883, Valid MRR: 0.45597,
2023-05-16 15:36:01,685 - ice14ws_128 - [INFO] - [E:440| 0]: Train Loss:0.0014928, Val MRR:0.45597, ice14ws_128
2023-05-16 15:37:37,988 - ice14ws_128 - [INFO] - [E:440| 100]: Train Loss:0.0014883, Val MRR:0.45597, ice14ws_128
2023-05-16 15:39:20,180 - ice14ws_128 - [INFO] - [E:440| 200]: Train Loss:0.0014879, Val MRR:0.45597, ice14ws_128
2023-05-16 15:41:03,619 - ice14ws_128 - [INFO] - [E:440| 300]: Train Loss:0.0014883, Val MRR:0.45597, ice14ws_128
2023-05-16 15:42:46,088 - ice14ws_128 - [INFO] - [E:440| 400]: Train Loss:0.0014882, Val MRR:0.45597, ice14ws_128
2023-05-16 15:44:24,984 - ice14ws_128 - [INFO] - [E:440| 500]: Train Loss:0.001488, Val MRR:0.45597, ice14ws_128
2023-05-16 15:45:59,079 - ice14ws_128 - [INFO] - [E:440| 600]: Train Loss:0.0014879, Val MRR:0.45597, ice14ws_128
2023-05-16 15:47:41,709 - ice14ws_128 - [INFO] - [E:440| 700]: Train Loss:0.001488, Val MRR:0.45597, ice14ws_128
2023-05-16 15:49:24,915 - ice14ws_128 - [INFO] - [E:440| 800]: Train Loss:0.0014881, Val MRR:0.45597, ice14ws_128
2023-05-16 15:51:08,116 - ice14ws_128 - [INFO] - [E:440| 900]: Train Loss:0.0014881, Val MRR:0.45597, ice14ws_128
2023-05-16 15:52:20,544 - ice14ws_128 - [INFO] - [Epoch:440]: Training Loss:0.001488
2023-05-16 15:52:21,062 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 15:52:44,023 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 15:53:04,110 - ice14ws_128 - [INFO] - [Evaluating Epoch 440 valid]:
MRR: Tail : 0.47574, Head : 0.42686, Avg : 0.4513
2023-05-16 15:53:04,111 - ice14ws_128 - [INFO] - [Epoch 440]: Training Loss: 0.0014881, Valid MRR: 0.45597,
2023-05-16 15:53:04,758 - ice14ws_128 - [INFO] - [E:441| 0]: Train Loss:0.0014908, Val MRR:0.45597, ice14ws_128
2023-05-16 15:54:39,157 - ice14ws_128 - [INFO] - [E:441| 100]: Train Loss:0.0014873, Val MRR:0.45597, ice14ws_128
2023-05-16 15:56:20,872 - ice14ws_128 - [INFO] - [E:441| 200]: Train Loss:0.0014876, Val MRR:0.45597, ice14ws_128
2023-05-16 15:58:01,980 - ice14ws_128 - [INFO] - [E:441| 300]: Train Loss:0.0014878, Val MRR:0.45597, ice14ws_128
2023-05-16 15:59:46,121 - ice14ws_128 - [INFO] - [E:441| 400]: Train Loss:0.0014877, Val MRR:0.45597, ice14ws_128
2023-05-16 16:01:28,732 - ice14ws_128 - [INFO] - [E:441| 500]: Train Loss:0.0014879, Val MRR:0.45597, ice14ws_128
2023-05-16 16:03:00,854 - ice14ws_128 - [INFO] - [E:441| 600]: Train Loss:0.0014879, Val MRR:0.45597, ice14ws_128
2023-05-16 16:04:44,478 - ice14ws_128 - [INFO] - [E:441| 700]: Train Loss:0.0014879, Val MRR:0.45597, ice14ws_128
2023-05-16 16:06:27,207 - ice14ws_128 - [INFO] - [E:441| 800]: Train Loss:0.001488, Val MRR:0.45597, ice14ws_128
2023-05-16 16:08:10,912 - ice14ws_128 - [INFO] - [E:441| 900]: Train Loss:0.001488, Val MRR:0.45597, ice14ws_128
2023-05-16 16:09:24,028 - ice14ws_128 - [INFO] - [Epoch:441]: Training Loss:0.001488
2023-05-16 16:09:24,291 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 16:09:48,042 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 16:10:10,915 - ice14ws_128 - [INFO] - [Evaluating Epoch 441 valid]:
MRR: Tail : 0.47744, Head : 0.427, Avg : 0.45222
2023-05-16 16:10:10,915 - ice14ws_128 - [INFO] - [Epoch 441]: Training Loss: 0.001488, Valid MRR: 0.45597,
2023-05-16 16:10:12,043 - ice14ws_128 - [INFO] - [E:442| 0]: Train Loss:0.0014897, Val MRR:0.45597, ice14ws_128
2023-05-16 16:11:43,296 - ice14ws_128 - [INFO] - [E:442| 100]: Train Loss:0.0014874, Val MRR:0.45597, ice14ws_128
2023-05-16 16:13:24,809 - ice14ws_128 - [INFO] - [E:442| 200]: Train Loss:0.0014874, Val MRR:0.45597, ice14ws_128
2023-05-16 16:15:07,082 - ice14ws_128 - [INFO] - [E:442| 300]: Train Loss:0.0014876, Val MRR:0.45597, ice14ws_128
2023-05-16 16:16:49,440 - ice14ws_128 - [INFO] - [E:442| 400]: Train Loss:0.0014877, Val MRR:0.45597, ice14ws_128
2023-05-16 16:18:32,774 - ice14ws_128 - [INFO] - [E:442| 500]: Train Loss:0.0014875, Val MRR:0.45597, ice14ws_128
2023-05-16 16:20:04,696 - ice14ws_128 - [INFO] - [E:442| 600]: Train Loss:0.0014876, Val MRR:0.45597, ice14ws_128
2023-05-16 16:21:46,550 - ice14ws_128 - [INFO] - [E:442| 700]: Train Loss:0.0014877, Val MRR:0.45597, ice14ws_128
2023-05-16 16:23:28,516 - ice14ws_128 - [INFO] - [E:442| 800]: Train Loss:0.0014878, Val MRR:0.45597, ice14ws_128
2023-05-16 16:25:11,397 - ice14ws_128 - [INFO] - [E:442| 900]: Train Loss:0.001488, Val MRR:0.45597, ice14ws_128
2023-05-16 16:26:22,843 - ice14ws_128 - [INFO] - [Epoch:442]: Training Loss:0.001488
2023-05-16 16:26:23,222 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 16:26:45,481 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 16:27:07,598 - ice14ws_128 - [INFO] - [Evaluating Epoch 442 valid]:
MRR: Tail : 0.47284, Head : 0.42498, Avg : 0.44891
2023-05-16 16:27:07,598 - ice14ws_128 - [INFO] - [Epoch 442]: Training Loss: 0.0014881, Valid MRR: 0.45597,
2023-05-16 16:27:08,247 - ice14ws_128 - [INFO] - [E:443| 0]: Train Loss:0.0014961, Val MRR:0.45597, ice14ws_128
2023-05-16 16:28:41,067 - ice14ws_128 - [INFO] - [E:443| 100]: Train Loss:0.0014878, Val MRR:0.45597, ice14ws_128
2023-05-16 16:30:23,930 - ice14ws_128 - [INFO] - [E:443| 200]: Train Loss:0.0014875, Val MRR:0.45597, ice14ws_128
2023-05-16 16:32:06,833 - ice14ws_128 - [INFO] - [E:443| 300]: Train Loss:0.0014875, Val MRR:0.45597, ice14ws_128
2023-05-16 16:33:49,980 - ice14ws_128 - [INFO] - [E:443| 400]: Train Loss:0.0014876, Val MRR:0.45597, ice14ws_128
2023-05-16 16:35:33,518 - ice14ws_128 - [INFO] - [E:443| 500]: Train Loss:0.0014878, Val MRR:0.45597, ice14ws_128
2023-05-16 16:37:05,770 - ice14ws_128 - [INFO] - [E:443| 600]: Train Loss:0.0014878, Val MRR:0.45597, ice14ws_128
2023-05-16 16:38:49,627 - ice14ws_128 - [INFO] - [E:443| 700]: Train Loss:0.0014877, Val MRR:0.45597, ice14ws_128
2023-05-16 16:40:32,103 - ice14ws_128 - [INFO] - [E:443| 800]: Train Loss:0.0014878, Val MRR:0.45597, ice14ws_128
2023-05-16 16:42:13,692 - ice14ws_128 - [INFO] - [E:443| 900]: Train Loss:0.0014879, Val MRR:0.45597, ice14ws_128
2023-05-16 16:43:25,113 - ice14ws_128 - [INFO] - [Epoch:443]: Training Loss:0.001488
2023-05-16 16:43:25,376 - ice14ws_128 - [INFO] - [Valid, Tail_Batch Step 0] ice14ws_128
2023-05-16 16:43:48,778 - ice14ws_128 - [INFO] - [Valid, Head_Batch Step 0] ice14ws_128
2023-05-16 16:44:11,137 - ice14ws_128 - [INFO] - [Evaluating Epoch 443 valid]:
MRR: Tail : 0.47953, Head : 0.4295, Avg : 0.45452
2023-05-16 16:44:11,137 - ice14ws_128 - [INFO] - [Epoch 443]: Training Loss: 0.0014881, Valid MRR: 0.45597,
2023-05-16 16:44:12,336 - ice14ws_128 - [INFO] - [E:444| 0]: Train Loss:0.0014835, Val MRR:0.45597, ice14ws_128
2023-05-16 16:45:43,575 - ice14ws_128 - [INFO] - [E:444| 100]: Train Loss:0.0014863, Val MRR:0.45597, ice14ws_128
2023-05-16 16:47:27,988 - ice14ws_128 - [INFO] - [E:444| 200]: Train Loss:0.0014872, Val MRR:0.45597, ice14ws_128
2023-05-16 16:49:09,806 - ice14ws_128 - [INFO] - [E:444| 300]: Train Loss:0.0014875, Val MRR:0.45597, ice14ws_128
2023-05-16 16:50:51,723 - ice14ws_128 - [INFO] - [E:444| 400]: Train Loss:0.0014874, Val MRR:0.45597, ice14ws_128
2023-05-16 16:52:33,634 - ice14ws_128 - [INFO] - [E:444| 500]: Train Loss:0.0014878, Val MRR:0.45597, ice14ws_128
2023-05-16 16:54:05,313 - ice14ws_128 - [INFO] - [E:444| 600]: Train Loss:0.0014879, Val MRR:0.45597, ice14ws_128
2023-05-16 16:55:46,734 - ice14ws_128 - [INFO] - [E:444| 700]: Train Loss:0.0014881, Val MRR:0.45597, ice14ws_128