Thesis/yago11k.out

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2023-06-24 04:11:17 +00:00
nohup: ignoring input
2023-05-07 11:04:26,457 - [INFO] - {'dataset': 'yago11k', 'name': 'yago11k', '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}
{'batch_size': 128,
'bias': False,
'config_dir': './config/',
'dataset': 'yago11k',
'drop': 0.0,
'drop_path': 0.0,
'embed_dim': 400,
'ent_vec_dim': 400,
'expansion_factor': 4,
'expansion_factor_token': 0.5,
'feat_drop': 0.2,
'filt_h': 1,
'filt_w': 9,
'form': 'plain',
'gpu': '3',
'hid_drop': 0.5,
'image_h': 128,
'image_w': 128,
'in_channels': 1,
'inp_drop': 0.2,
'k_h': 20,
'k_w': 10,
'ker_sz': 9,
'l2': 0.0,
'lbl_smooth': 0.1,
'log_dir': './log/',
'lr': 0.0001,
'max_epochs': 500,
'mixer_depth': 16,
'mixer_dim': 256,
'mixer_dropout': 0.2,
'name': 'yago11k',
'neg_num': 1000,
'num_filt': 96,
'num_workers': 0,
'opt': 'adam',
'out_channels': 32,
'patch_size': 8,
'perm': 1,
'rel_vec_dim': 400,
'restore': False,
'seed': 42,
'test_only': False,
'train_strategy': 'one_to_n'}
2023-05-07 11:04:34,858 - [INFO] - [E:0| 0]: Train Loss:0.69844, Val MRR:0.0, yago11k
2023-05-07 11:06:18,572 - [INFO] - [E:0| 100]: Train Loss:0.36829, Val MRR:0.0, yago11k
2023-05-07 11:07:58,619 - [INFO] - [E:0| 200]: Train Loss:0.24104, Val MRR:0.0, yago11k
2023-05-07 11:09:34,014 - [INFO] - [E:0| 300]: Train Loss:0.17894, Val MRR:0.0, yago11k
2023-05-07 11:11:17,658 - [INFO] - [E:0| 400]: Train Loss:0.14244, Val MRR:0.0, yago11k
2023-05-07 11:13:00,933 - [INFO] - [E:0| 500]: Train Loss:0.11843, Val MRR:0.0, yago11k
2023-05-07 11:14:43,404 - [INFO] - [E:0| 600]: Train Loss:0.10144, Val MRR:0.0, yago11k
2023-05-07 11:14:43,404 - [INFO] - [Epoch:0]: Training Loss:0.1014
2023-05-07 11:14:43,854 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 11:15:04,525 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 11:15:25,678 - [INFO] - [Evaluating Epoch 0 valid]:
MRR: Tail : 0.05621, Head : 0.00092, Avg : 0.02857
2023-05-07 11:15:26,584 - [INFO] - [Epoch 0]: Training Loss: 0.10144, Valid MRR: 0.02857,
2023-05-07 11:15:27,998 - [INFO] - [E:1| 0]: Train Loss:0.014098, Val MRR:0.02857, yago11k
2023-05-07 11:17:00,743 - [INFO] - [E:1| 100]: Train Loss:0.012657, Val MRR:0.02857, yago11k
2023-05-07 11:18:43,373 - [INFO] - [E:1| 200]: Train Loss:0.011443, Val MRR:0.02857, yago11k
2023-05-07 11:20:26,361 - [INFO] - [E:1| 300]: Train Loss:0.010472, Val MRR:0.02857, yago11k
2023-05-07 11:22:09,937 - [INFO] - [E:1| 400]: Train Loss:0.0096771, Val MRR:0.02857, yago11k
2023-05-07 11:23:52,642 - [INFO] - [E:1| 500]: Train Loss:0.0090146, Val MRR:0.02857, yago11k
2023-05-07 11:25:27,557 - [INFO] - [E:1| 600]: Train Loss:0.0084551, Val MRR:0.02857, yago11k
2023-05-07 11:25:27,557 - [INFO] - [Epoch:1]: Training Loss:0.008455
2023-05-07 11:25:27,780 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 11:25:44,421 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 11:26:04,998 - [INFO] - [Evaluating Epoch 1 valid]:
MRR: Tail : 0.07203, Head : 0.00071, Avg : 0.03637
2023-05-07 11:26:05,930 - [INFO] - [Epoch 1]: Training Loss: 0.0084551, Valid MRR: 0.03637,
2023-05-07 11:26:07,286 - [INFO] - [E:2| 0]: Train Loss:0.0053897, Val MRR:0.03637, yago11k
2023-05-07 11:27:48,943 - [INFO] - [E:2| 100]: Train Loss:0.0050596, Val MRR:0.03637, yago11k
2023-05-07 11:29:32,305 - [INFO] - [E:2| 200]: Train Loss:0.0048453, Val MRR:0.03637, yago11k
2023-05-07 11:31:15,396 - [INFO] - [E:2| 300]: Train Loss:0.0046579, Val MRR:0.03637, yago11k
2023-05-07 11:32:58,534 - [INFO] - [E:2| 400]: Train Loss:0.0044834, Val MRR:0.03637, yago11k
2023-05-07 11:34:31,642 - [INFO] - [E:2| 500]: Train Loss:0.0043295, Val MRR:0.03637, yago11k
2023-05-07 11:36:14,421 - [INFO] - [E:2| 600]: Train Loss:0.0041901, Val MRR:0.03637, yago11k
2023-05-07 11:36:14,422 - [INFO] - [Epoch:2]: Training Loss:0.00419
2023-05-07 11:36:14,899 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 11:36:35,815 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 11:36:57,446 - [INFO] - [Evaluating Epoch 2 valid]:
MRR: Tail : 0.07364, Head : 0.00065, Avg : 0.03714
2023-05-07 11:36:58,433 - [INFO] - [Epoch 2]: Training Loss: 0.0041901, Valid MRR: 0.03714,
2023-05-07 11:36:59,816 - [INFO] - [E:3| 0]: Train Loss:0.0034169, Val MRR:0.03714, yago11k
2023-05-07 11:38:43,039 - [INFO] - [E:3| 100]: Train Loss:0.0033231, Val MRR:0.03714, yago11k
2023-05-07 11:40:26,791 - [INFO] - [E:3| 200]: Train Loss:0.003252, Val MRR:0.03714, yago11k
2023-05-07 11:42:10,149 - [INFO] - [E:3| 300]: Train Loss:0.0031852, Val MRR:0.03714, yago11k
2023-05-07 11:43:42,877 - [INFO] - [E:3| 400]: Train Loss:0.0031191, Val MRR:0.03714, yago11k
2023-05-07 11:45:28,055 - [INFO] - [E:3| 500]: Train Loss:0.00306, Val MRR:0.03714, yago11k
2023-05-07 11:47:10,715 - [INFO] - [E:3| 600]: Train Loss:0.0030103, Val MRR:0.03714, yago11k
2023-05-07 11:47:10,715 - [INFO] - [Epoch:3]: Training Loss:0.00301
2023-05-07 11:47:11,000 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 11:47:32,098 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 11:47:53,195 - [INFO] - [Evaluating Epoch 3 valid]:
MRR: Tail : 0.06552, Head : 0.00061, Avg : 0.03306
2023-05-07 11:47:53,195 - [INFO] - [Epoch 3]: Training Loss: 0.0030103, Valid MRR: 0.03714,
2023-05-07 11:47:54,373 - [INFO] - [E:4| 0]: Train Loss:0.0026698, Val MRR:0.03714, yago11k
2023-05-07 11:49:37,580 - [INFO] - [E:4| 100]: Train Loss:0.0026825, Val MRR:0.03714, yago11k
2023-05-07 11:51:16,921 - [INFO] - [E:4| 200]: Train Loss:0.0026365, Val MRR:0.03714, yago11k
2023-05-07 11:52:53,430 - [INFO] - [E:4| 300]: Train Loss:0.0026079, Val MRR:0.03714, yago11k
2023-05-07 11:54:37,325 - [INFO] - [E:4| 400]: Train Loss:0.002583, Val MRR:0.03714, yago11k
2023-05-07 11:56:20,606 - [INFO] - [E:4| 500]: Train Loss:0.0025611, Val MRR:0.03714, yago11k
2023-05-07 11:58:03,807 - [INFO] - [E:4| 600]: Train Loss:0.0025447, Val MRR:0.03714, yago11k
2023-05-07 11:58:03,808 - [INFO] - [Epoch:4]: Training Loss:0.002545
2023-05-07 11:58:04,149 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 11:58:25,040 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 11:58:46,611 - [INFO] - [Evaluating Epoch 4 valid]:
MRR: Tail : 0.07528, Head : 0.00075, Avg : 0.03802
2023-05-07 11:58:47,559 - [INFO] - [Epoch 4]: Training Loss: 0.0025447, Valid MRR: 0.03802,
2023-05-07 11:58:48,759 - [INFO] - [E:5| 0]: Train Loss:0.0023094, Val MRR:0.03802, yago11k
2023-05-07 12:00:22,480 - [INFO] - [E:5| 100]: Train Loss:0.002405, Val MRR:0.03802, yago11k
2023-05-07 12:02:06,448 - [INFO] - [E:5| 200]: Train Loss:0.0023851, Val MRR:0.03802, yago11k
2023-05-07 12:03:50,611 - [INFO] - [E:5| 300]: Train Loss:0.0023725, Val MRR:0.03802, yago11k
2023-05-07 12:05:33,997 - [INFO] - [E:5| 400]: Train Loss:0.0023596, Val MRR:0.03802, yago11k
2023-05-07 12:07:17,367 - [INFO] - [E:5| 500]: Train Loss:0.0023456, Val MRR:0.03802, yago11k
2023-05-07 12:08:50,085 - [INFO] - [E:5| 600]: Train Loss:0.0023323, Val MRR:0.03802, yago11k
2023-05-07 12:08:50,085 - [INFO] - [Epoch:5]: Training Loss:0.002332
2023-05-07 12:08:50,433 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 12:09:11,714 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 12:09:32,908 - [INFO] - [Evaluating Epoch 5 valid]:
MRR: Tail : 0.07903, Head : 0.00081, Avg : 0.03992
2023-05-07 12:09:33,906 - [INFO] - [Epoch 5]: Training Loss: 0.0023323, Valid MRR: 0.03992,
2023-05-07 12:09:35,155 - [INFO] - [E:6| 0]: Train Loss:0.0025447, Val MRR:0.03992, yago11k
2023-05-07 12:11:18,793 - [INFO] - [E:6| 100]: Train Loss:0.0022506, Val MRR:0.03992, yago11k
2023-05-07 12:13:03,018 - [INFO] - [E:6| 200]: Train Loss:0.0022383, Val MRR:0.03992, yago11k
2023-05-07 12:14:47,423 - [INFO] - [E:6| 300]: Train Loss:0.0022347, Val MRR:0.03992, yago11k
2023-05-07 12:16:30,756 - [INFO] - [E:6| 400]: Train Loss:0.0022311, Val MRR:0.03992, yago11k
2023-05-07 12:18:03,809 - [INFO] - [E:6| 500]: Train Loss:0.0022302, Val MRR:0.03992, yago11k
2023-05-07 12:19:46,810 - [INFO] - [E:6| 600]: Train Loss:0.0022295, Val MRR:0.03992, yago11k
2023-05-07 12:19:46,810 - [INFO] - [Epoch:6]: Training Loss:0.00223
2023-05-07 12:19:47,323 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 12:20:08,340 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 12:20:29,581 - [INFO] - [Evaluating Epoch 6 valid]:
MRR: Tail : 0.07508, Head : 0.00092, Avg : 0.038
2023-05-07 12:20:29,581 - [INFO] - [Epoch 6]: Training Loss: 0.0022295, Valid MRR: 0.03992,
2023-05-07 12:20:30,753 - [INFO] - [E:7| 0]: Train Loss:0.0021228, Val MRR:0.03992, yago11k
2023-05-07 12:22:14,227 - [INFO] - [E:7| 100]: Train Loss:0.0021803, Val MRR:0.03992, yago11k
2023-05-07 12:23:57,110 - [INFO] - [E:7| 200]: Train Loss:0.0021782, Val MRR:0.03992, yago11k
2023-05-07 12:25:40,142 - [INFO] - [E:7| 300]: Train Loss:0.0021829, Val MRR:0.03992, yago11k
2023-05-07 12:27:13,167 - [INFO] - [E:7| 400]: Train Loss:0.0021847, Val MRR:0.03992, yago11k
2023-05-07 12:28:57,284 - [INFO] - [E:7| 500]: Train Loss:0.0021826, Val MRR:0.03992, yago11k
2023-05-07 12:30:40,411 - [INFO] - [E:7| 600]: Train Loss:0.0021781, Val MRR:0.03992, yago11k
2023-05-07 12:30:40,412 - [INFO] - [Epoch:7]: Training Loss:0.002178
2023-05-07 12:30:40,903 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 12:31:01,733 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 12:31:22,845 - [INFO] - [Evaluating Epoch 7 valid]:
MRR: Tail : 0.07258, Head : 0.00096, Avg : 0.03677
2023-05-07 12:31:22,845 - [INFO] - [Epoch 7]: Training Loss: 0.0021781, Valid MRR: 0.03992,
2023-05-07 12:31:24,022 - [INFO] - [E:8| 0]: Train Loss:0.0022541, Val MRR:0.03992, yago11k
2023-05-07 12:33:09,689 - [INFO] - [E:8| 100]: Train Loss:0.0021498, Val MRR:0.03992, yago11k
2023-05-07 12:34:47,196 - [INFO] - [E:8| 200]: Train Loss:0.0021634, Val MRR:0.03992, yago11k
2023-05-07 12:36:26,152 - [INFO] - [E:8| 300]: Train Loss:0.002157, Val MRR:0.03992, yago11k
2023-05-07 12:38:09,885 - [INFO] - [E:8| 400]: Train Loss:0.0021542, Val MRR:0.03992, yago11k
2023-05-07 12:39:53,806 - [INFO] - [E:8| 500]: Train Loss:0.0021538, Val MRR:0.03992, yago11k
2023-05-07 12:41:36,781 - [INFO] - [E:8| 600]: Train Loss:0.0021537, Val MRR:0.03992, yago11k
2023-05-07 12:41:36,782 - [INFO] - [Epoch:8]: Training Loss:0.002154
2023-05-07 12:41:37,127 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 12:41:58,499 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 12:42:19,977 - [INFO] - [Evaluating Epoch 8 valid]:
MRR: Tail : 0.08409, Head : 0.00115, Avg : 0.04262
2023-05-07 12:42:20,927 - [INFO] - [Epoch 8]: Training Loss: 0.0021537, Valid MRR: 0.04262,
2023-05-07 12:42:22,118 - [INFO] - [E:9| 0]: Train Loss:0.0021061, Val MRR:0.04262, yago11k
2023-05-07 12:43:55,742 - [INFO] - [E:9| 100]: Train Loss:0.0021548, Val MRR:0.04262, yago11k
2023-05-07 12:45:39,639 - [INFO] - [E:9| 200]: Train Loss:0.0021475, Val MRR:0.04262, yago11k
2023-05-07 12:47:23,401 - [INFO] - [E:9| 300]: Train Loss:0.0021463, Val MRR:0.04262, yago11k
2023-05-07 12:49:06,802 - [INFO] - [E:9| 400]: Train Loss:0.0021434, Val MRR:0.04262, yago11k
2023-05-07 12:50:50,991 - [INFO] - [E:9| 500]: Train Loss:0.0021417, Val MRR:0.04262, yago11k
2023-05-07 12:52:23,935 - [INFO] - [E:9| 600]: Train Loss:0.0021408, Val MRR:0.04262, yago11k
2023-05-07 12:52:23,936 - [INFO] - [Epoch:9]: Training Loss:0.002141
2023-05-07 12:52:24,197 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 12:52:45,197 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 12:53:06,106 - [INFO] - [Evaluating Epoch 9 valid]:
MRR: Tail : 0.09668, Head : 0.00141, Avg : 0.04905
MR: Tail : 2236.6, Head : 3426.5, Avg : 2831.5
Hit-1: Tail : 0.05765, Head : 0.0, Avg : 0.02883
Hit-3: Tail : 0.09489, Head : 0.0, Avg : 0.04744
Hit-10: Tail : 0.17644, Head : 0.0, Avg : 0.08822
2023-05-07 12:53:07,045 - [INFO] - [Epoch 9]: Training Loss: 0.0021408, Valid MRR: 0.04905,
2023-05-07 12:53:08,250 - [INFO] - [E:10| 0]: Train Loss:0.0020497, Val MRR:0.04905, yago11k
2023-05-07 12:54:51,547 - [INFO] - [E:10| 100]: Train Loss:0.0021407, Val MRR:0.04905, yago11k
2023-05-07 12:56:34,570 - [INFO] - [E:10| 200]: Train Loss:0.0021328, Val MRR:0.04905, yago11k
2023-05-07 12:58:16,104 - [INFO] - [E:10| 300]: Train Loss:0.0021293, Val MRR:0.04905, yago11k
2023-05-07 12:59:58,819 - [INFO] - [E:10| 400]: Train Loss:0.0021279, Val MRR:0.04905, yago11k
2023-05-07 13:01:31,389 - [INFO] - [E:10| 500]: Train Loss:0.0021285, Val MRR:0.04905, yago11k
2023-05-07 13:03:14,608 - [INFO] - [E:10| 600]: Train Loss:0.0021274, Val MRR:0.04905, yago11k
2023-05-07 13:03:14,608 - [INFO] - [Epoch:10]: Training Loss:0.002127
2023-05-07 13:03:14,870 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 13:03:36,166 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 13:03:56,997 - [INFO] - [Evaluating Epoch 10 valid]:
MRR: Tail : 0.11586, Head : 0.00281, Avg : 0.05934
2023-05-07 13:03:57,964 - [INFO] - [Epoch 10]: Training Loss: 0.0021274, Valid MRR: 0.05934,
2023-05-07 13:03:59,135 - [INFO] - [E:11| 0]: Train Loss:0.0021802, Val MRR:0.05934, yago11k
2023-05-07 13:05:43,564 - [INFO] - [E:11| 100]: Train Loss:0.0021032, Val MRR:0.05934, yago11k
2023-05-07 13:07:28,013 - [INFO] - [E:11| 200]: Train Loss:0.0021092, Val MRR:0.05934, yago11k
2023-05-07 13:09:08,858 - [INFO] - [E:11| 300]: Train Loss:0.0021084, Val MRR:0.05934, yago11k
2023-05-07 13:10:45,338 - [INFO] - [E:11| 400]: Train Loss:0.0021039, Val MRR:0.05934, yago11k
2023-05-07 13:12:29,317 - [INFO] - [E:11| 500]: Train Loss:0.0020986, Val MRR:0.05934, yago11k
2023-05-07 13:14:12,714 - [INFO] - [E:11| 600]: Train Loss:0.0020981, Val MRR:0.05934, yago11k
2023-05-07 13:14:12,714 - [INFO] - [Epoch:11]: Training Loss:0.002098
2023-05-07 13:14:13,234 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 13:14:34,443 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 13:14:55,796 - [INFO] - [Evaluating Epoch 11 valid]:
MRR: Tail : 0.12964, Head : 0.00329, Avg : 0.06647
2023-05-07 13:14:56,754 - [INFO] - [Epoch 11]: Training Loss: 0.0020981, Valid MRR: 0.06647,
2023-05-07 13:14:57,979 - [INFO] - [E:12| 0]: Train Loss:0.0019769, Val MRR:0.06647, yago11k
2023-05-07 13:16:41,898 - [INFO] - [E:12| 100]: Train Loss:0.0020848, Val MRR:0.06647, yago11k
2023-05-07 13:18:15,554 - [INFO] - [E:12| 200]: Train Loss:0.0020907, Val MRR:0.06647, yago11k
2023-05-07 13:19:59,980 - [INFO] - [E:12| 300]: Train Loss:0.0020877, Val MRR:0.06647, yago11k
2023-05-07 13:21:45,453 - [INFO] - [E:12| 400]: Train Loss:0.0020815, Val MRR:0.06647, yago11k
2023-05-07 13:23:28,362 - [INFO] - [E:12| 500]: Train Loss:0.0020756, Val MRR:0.06647, yago11k
2023-05-07 13:25:11,167 - [INFO] - [E:12| 600]: Train Loss:0.0020709, Val MRR:0.06647, yago11k
2023-05-07 13:25:11,167 - [INFO] - [Epoch:12]: Training Loss:0.002071
2023-05-07 13:25:11,563 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 13:25:32,611 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 13:25:54,215 - [INFO] - [Evaluating Epoch 12 valid]:
MRR: Tail : 0.13661, Head : 0.00381, Avg : 0.07021
2023-05-07 13:25:55,178 - [INFO] - [Epoch 12]: Training Loss: 0.0020709, Valid MRR: 0.07021,
2023-05-07 13:25:56,401 - [INFO] - [E:13| 0]: Train Loss:0.0019609, Val MRR:0.07021, yago11k
2023-05-07 13:27:29,239 - [INFO] - [E:13| 100]: Train Loss:0.0020649, Val MRR:0.07021, yago11k
2023-05-07 13:29:12,507 - [INFO] - [E:13| 200]: Train Loss:0.0020542, Val MRR:0.07021, yago11k
2023-05-07 13:30:56,470 - [INFO] - [E:13| 300]: Train Loss:0.0020535, Val MRR:0.07021, yago11k
2023-05-07 13:32:40,492 - [INFO] - [E:13| 400]: Train Loss:0.0020522, Val MRR:0.07021, yago11k
2023-05-07 13:34:23,586 - [INFO] - [E:13| 500]: Train Loss:0.0020507, Val MRR:0.07021, yago11k
2023-05-07 13:35:55,505 - [INFO] - [E:13| 600]: Train Loss:0.0020487, Val MRR:0.07021, yago11k
2023-05-07 13:35:55,505 - [INFO] - [Epoch:13]: Training Loss:0.002049
2023-05-07 13:35:56,014 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 13:36:16,864 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 13:36:37,929 - [INFO] - [Evaluating Epoch 13 valid]:
MRR: Tail : 0.15179, Head : 0.00401, Avg : 0.0779
2023-05-07 13:36:38,960 - [INFO] - [Epoch 13]: Training Loss: 0.0020487, Valid MRR: 0.0779,
2023-05-07 13:36:40,386 - [INFO] - [E:14| 0]: Train Loss:0.0021393, Val MRR:0.0779, yago11k
2023-05-07 13:38:23,408 - [INFO] - [E:14| 100]: Train Loss:0.0020289, Val MRR:0.0779, yago11k
2023-05-07 13:40:06,665 - [INFO] - [E:14| 200]: Train Loss:0.0020338, Val MRR:0.0779, yago11k
2023-05-07 13:41:49,561 - [INFO] - [E:14| 300]: Train Loss:0.0020335, Val MRR:0.0779, yago11k
2023-05-07 13:43:32,988 - [INFO] - [E:14| 400]: Train Loss:0.002032, Val MRR:0.0779, yago11k
2023-05-07 13:45:06,393 - [INFO] - [E:14| 500]: Train Loss:0.0020268, Val MRR:0.0779, yago11k
2023-05-07 13:46:49,198 - [INFO] - [E:14| 600]: Train Loss:0.0020298, Val MRR:0.0779, yago11k
2023-05-07 13:46:49,198 - [INFO] - [Epoch:14]: Training Loss:0.00203
2023-05-07 13:46:49,461 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 13:47:10,210 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 13:47:31,425 - [INFO] - [Evaluating Epoch 14 valid]:
MRR: Tail : 0.15848, Head : 0.00509, Avg : 0.08179
2023-05-07 13:47:32,397 - [INFO] - [Epoch 14]: Training Loss: 0.0020298, Valid MRR: 0.08179,
2023-05-07 13:47:33,634 - [INFO] - [E:15| 0]: Train Loss:0.0019829, Val MRR:0.08179, yago11k
2023-05-07 13:49:17,446 - [INFO] - [E:15| 100]: Train Loss:0.0020135, Val MRR:0.08179, yago11k
2023-05-07 13:51:01,599 - [INFO] - [E:15| 200]: Train Loss:0.0020075, Val MRR:0.08179, yago11k
2023-05-07 13:52:39,140 - [INFO] - [E:15| 300]: Train Loss:0.0020119, Val MRR:0.08179, yago11k
2023-05-07 13:54:19,498 - [INFO] - [E:15| 400]: Train Loss:0.00201, Val MRR:0.08179, yago11k
2023-05-07 13:56:04,222 - [INFO] - [E:15| 500]: Train Loss:0.0020078, Val MRR:0.08179, yago11k
2023-05-07 13:57:47,775 - [INFO] - [E:15| 600]: Train Loss:0.0020085, Val MRR:0.08179, yago11k
2023-05-07 13:57:47,775 - [INFO] - [Epoch:15]: Training Loss:0.002009
2023-05-07 13:57:48,071 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 13:58:09,272 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 13:58:30,542 - [INFO] - [Evaluating Epoch 15 valid]:
MRR: Tail : 0.17517, Head : 0.00815, Avg : 0.09166
2023-05-07 13:58:31,583 - [INFO] - [Epoch 15]: Training Loss: 0.0020085, Valid MRR: 0.09166,
2023-05-07 13:58:32,766 - [INFO] - [E:16| 0]: Train Loss:0.0020151, Val MRR:0.09166, yago11k
2023-05-07 14:00:15,911 - [INFO] - [E:16| 100]: Train Loss:0.0019851, Val MRR:0.09166, yago11k
2023-05-07 14:01:48,767 - [INFO] - [E:16| 200]: Train Loss:0.0019912, Val MRR:0.09166, yago11k
2023-05-07 14:03:31,739 - [INFO] - [E:16| 300]: Train Loss:0.0019926, Val MRR:0.09166, yago11k
2023-05-07 14:05:14,473 - [INFO] - [E:16| 400]: Train Loss:0.0019889, Val MRR:0.09166, yago11k
2023-05-07 14:06:57,715 - [INFO] - [E:16| 500]: Train Loss:0.0019895, Val MRR:0.09166, yago11k
2023-05-07 14:08:42,002 - [INFO] - [E:16| 600]: Train Loss:0.0019866, Val MRR:0.09166, yago11k
2023-05-07 14:08:42,003 - [INFO] - [Epoch:16]: Training Loss:0.001987
2023-05-07 14:08:42,517 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 14:09:03,195 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 14:09:24,304 - [INFO] - [Evaluating Epoch 16 valid]:
MRR: Tail : 0.17687, Head : 0.00941, Avg : 0.09314
2023-05-07 14:09:25,268 - [INFO] - [Epoch 16]: Training Loss: 0.0019866, Valid MRR: 0.09314,
2023-05-07 14:09:26,456 - [INFO] - [E:17| 0]: Train Loss:0.0019333, Val MRR:0.09314, yago11k
2023-05-07 14:10:59,445 - [INFO] - [E:17| 100]: Train Loss:0.0019763, Val MRR:0.09314, yago11k
2023-05-07 14:12:43,176 - [INFO] - [E:17| 200]: Train Loss:0.0019642, Val MRR:0.09314, yago11k
2023-05-07 14:14:26,521 - [INFO] - [E:17| 300]: Train Loss:0.0019694, Val MRR:0.09314, yago11k
2023-05-07 14:16:09,485 - [INFO] - [E:17| 400]: Train Loss:0.0019709, Val MRR:0.09314, yago11k
2023-05-07 14:17:53,039 - [INFO] - [E:17| 500]: Train Loss:0.0019665, Val MRR:0.09314, yago11k
2023-05-07 14:19:25,031 - [INFO] - [E:17| 600]: Train Loss:0.0019626, Val MRR:0.09314, yago11k
2023-05-07 14:19:25,031 - [INFO] - [Epoch:17]: Training Loss:0.001963
2023-05-07 14:19:25,428 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 14:19:46,532 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 14:20:07,902 - [INFO] - [Evaluating Epoch 17 valid]:
MRR: Tail : 0.18024, Head : 0.01324, Avg : 0.09674
2023-05-07 14:20:08,868 - [INFO] - [Epoch 17]: Training Loss: 0.0019626, Valid MRR: 0.09674,
2023-05-07 14:20:10,067 - [INFO] - [E:18| 0]: Train Loss:0.0019648, Val MRR:0.09674, yago11k
2023-05-07 14:21:54,140 - [INFO] - [E:18| 100]: Train Loss:0.0019498, Val MRR:0.09674, yago11k
2023-05-07 14:23:38,177 - [INFO] - [E:18| 200]: Train Loss:0.0019508, Val MRR:0.09674, yago11k
2023-05-07 14:25:22,163 - [INFO] - [E:18| 300]: Train Loss:0.0019502, Val MRR:0.09674, yago11k
2023-05-07 14:27:05,637 - [INFO] - [E:18| 400]: Train Loss:0.0019477, Val MRR:0.09674, yago11k
2023-05-07 14:28:36,891 - [INFO] - [E:18| 500]: Train Loss:0.0019409, Val MRR:0.09674, yago11k
2023-05-07 14:30:17,706 - [INFO] - [E:18| 600]: Train Loss:0.0019391, Val MRR:0.09674, yago11k
2023-05-07 14:30:17,706 - [INFO] - [Epoch:18]: Training Loss:0.001939
2023-05-07 14:30:18,176 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 14:30:39,308 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 14:31:00,393 - [INFO] - [Evaluating Epoch 18 valid]:
MRR: Tail : 0.18341, Head : 0.01697, Avg : 0.10019
2023-05-07 14:31:01,348 - [INFO] - [Epoch 18]: Training Loss: 0.0019391, Valid MRR: 0.10019,
2023-05-07 14:31:02,570 - [INFO] - [E:19| 0]: Train Loss:0.0020229, Val MRR:0.10019, yago11k
2023-05-07 14:32:46,393 - [INFO] - [E:19| 100]: Train Loss:0.001928, Val MRR:0.10019, yago11k
2023-05-07 14:34:30,927 - [INFO] - [E:19| 200]: Train Loss:0.001927, Val MRR:0.10019, yago11k
2023-05-07 14:36:04,120 - [INFO] - [E:19| 300]: Train Loss:0.0019232, Val MRR:0.10019, yago11k
2023-05-07 14:37:48,282 - [INFO] - [E:19| 400]: Train Loss:0.0019186, Val MRR:0.10019, yago11k
2023-05-07 14:39:31,417 - [INFO] - [E:19| 500]: Train Loss:0.0019161, Val MRR:0.10019, yago11k
2023-05-07 14:41:14,533 - [INFO] - [E:19| 600]: Train Loss:0.0019145, Val MRR:0.10019, yago11k
2023-05-07 14:41:14,534 - [INFO] - [Epoch:19]: Training Loss:0.001915
2023-05-07 14:41:14,981 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 14:41:35,694 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 14:41:56,933 - [INFO] - [Evaluating Epoch 19 valid]:
MRR: Tail : 0.18232, Head : 0.0214, Avg : 0.10186
MR: Tail : 583.17, Head : 1120.8, Avg : 851.96
Hit-1: Tail : 0.11517, Head : 0.00528, Avg : 0.06023
Hit-3: Tail : 0.19366, Head : 0.01292, Avg : 0.10329
Hit-10: Tail : 0.31412, Head : 0.04418, Avg : 0.17915
2023-05-07 14:41:57,883 - [INFO] - [Epoch 19]: Training Loss: 0.0019145, Valid MRR: 0.10186,
2023-05-07 14:41:59,066 - [INFO] - [E:20| 0]: Train Loss:0.0018055, Val MRR:0.10186, yago11k
2023-05-07 14:43:42,008 - [INFO] - [E:20| 100]: Train Loss:0.0018947, Val MRR:0.10186, yago11k
2023-05-07 14:45:14,696 - [INFO] - [E:20| 200]: Train Loss:0.0018972, Val MRR:0.10186, yago11k
2023-05-07 14:46:58,619 - [INFO] - [E:20| 300]: Train Loss:0.0018955, Val MRR:0.10186, yago11k
2023-05-07 14:48:42,883 - [INFO] - [E:20| 400]: Train Loss:0.0018928, Val MRR:0.10186, yago11k
2023-05-07 14:50:27,065 - [INFO] - [E:20| 500]: Train Loss:0.0018887, Val MRR:0.10186, yago11k
2023-05-07 14:52:09,832 - [INFO] - [E:20| 600]: Train Loss:0.0018885, Val MRR:0.10186, yago11k
2023-05-07 14:52:09,833 - [INFO] - [Epoch:20]: Training Loss:0.001889
2023-05-07 14:52:10,178 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 14:52:31,346 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 14:52:51,970 - [INFO] - [Evaluating Epoch 20 valid]:
MRR: Tail : 0.18755, Head : 0.02308, Avg : 0.10531
2023-05-07 14:52:53,035 - [INFO] - [Epoch 20]: Training Loss: 0.0018885, Valid MRR: 0.10531,
2023-05-07 14:52:53,682 - [INFO] - [E:21| 0]: Train Loss:0.0018059, Val MRR:0.10531, yago11k
2023-05-07 14:54:27,909 - [INFO] - [E:21| 100]: Train Loss:0.0018555, Val MRR:0.10531, yago11k
2023-05-07 14:56:12,948 - [INFO] - [E:21| 200]: Train Loss:0.0018627, Val MRR:0.10531, yago11k
2023-05-07 14:57:56,802 - [INFO] - [E:21| 300]: Train Loss:0.0018617, Val MRR:0.10531, yago11k
2023-05-07 14:59:41,060 - [INFO] - [E:21| 400]: Train Loss:0.0018609, Val MRR:0.10531, yago11k
2023-05-07 15:01:24,973 - [INFO] - [E:21| 500]: Train Loss:0.0018628, Val MRR:0.10531, yago11k
2023-05-07 15:02:56,870 - [INFO] - [E:21| 600]: Train Loss:0.001863, Val MRR:0.10531, yago11k
2023-05-07 15:02:56,870 - [INFO] - [Epoch:21]: Training Loss:0.001863
2023-05-07 15:02:57,203 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 15:03:18,544 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 15:03:39,324 - [INFO] - [Evaluating Epoch 21 valid]:
MRR: Tail : 0.18825, Head : 0.02455, Avg : 0.1064
2023-05-07 15:03:40,277 - [INFO] - [Epoch 21]: Training Loss: 0.001863, Valid MRR: 0.1064,
2023-05-07 15:03:41,699 - [INFO] - [E:22| 0]: Train Loss:0.001819, Val MRR:0.1064, yago11k
2023-05-07 15:05:24,952 - [INFO] - [E:22| 100]: Train Loss:0.0018519, Val MRR:0.1064, yago11k
2023-05-07 15:07:07,947 - [INFO] - [E:22| 200]: Train Loss:0.0018454, Val MRR:0.1064, yago11k
2023-05-07 15:08:51,251 - [INFO] - [E:22| 300]: Train Loss:0.0018433, Val MRR:0.1064, yago11k
2023-05-07 15:10:28,676 - [INFO] - [E:22| 400]: Train Loss:0.0018405, Val MRR:0.1064, yago11k
2023-05-07 15:12:07,157 - [INFO] - [E:22| 500]: Train Loss:0.00184, Val MRR:0.1064, yago11k
2023-05-07 15:13:49,807 - [INFO] - [E:22| 600]: Train Loss:0.0018382, Val MRR:0.1064, yago11k
2023-05-07 15:13:49,807 - [INFO] - [Epoch:22]: Training Loss:0.001838
2023-05-07 15:13:50,322 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 15:14:11,100 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 15:14:32,689 - [INFO] - [Evaluating Epoch 22 valid]:
MRR: Tail : 0.18878, Head : 0.03076, Avg : 0.10977
2023-05-07 15:14:33,657 - [INFO] - [Epoch 22]: Training Loss: 0.0018382, Valid MRR: 0.10977,
2023-05-07 15:14:34,855 - [INFO] - [E:23| 0]: Train Loss:0.0018549, Val MRR:0.10977, yago11k
2023-05-07 15:16:18,659 - [INFO] - [E:23| 100]: Train Loss:0.0018154, Val MRR:0.10977, yago11k
2023-05-07 15:18:02,943 - [INFO] - [E:23| 200]: Train Loss:0.001815, Val MRR:0.10977, yago11k
2023-05-07 15:19:36,058 - [INFO] - [E:23| 300]: Train Loss:0.0018131, Val MRR:0.10977, yago11k
2023-05-07 15:21:19,509 - [INFO] - [E:23| 400]: Train Loss:0.0018163, Val MRR:0.10977, yago11k
2023-05-07 15:23:02,695 - [INFO] - [E:23| 500]: Train Loss:0.0018139, Val MRR:0.10977, yago11k
2023-05-07 15:24:45,609 - [INFO] - [E:23| 600]: Train Loss:0.0018126, Val MRR:0.10977, yago11k
2023-05-07 15:24:45,609 - [INFO] - [Epoch:23]: Training Loss:0.001813
2023-05-07 15:24:45,937 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 15:25:06,874 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 15:25:28,339 - [INFO] - [Evaluating Epoch 23 valid]:
MRR: Tail : 0.18, Head : 0.03602, Avg : 0.10801
2023-05-07 15:25:28,339 - [INFO] - [Epoch 23]: Training Loss: 0.0018126, Valid MRR: 0.10977,
2023-05-07 15:25:29,142 - [INFO] - [E:24| 0]: Train Loss:0.0018262, Val MRR:0.10977, yago11k
2023-05-07 15:27:12,810 - [INFO] - [E:24| 100]: Train Loss:0.0018016, Val MRR:0.10977, yago11k
2023-05-07 15:28:45,802 - [INFO] - [E:24| 200]: Train Loss:0.0017946, Val MRR:0.10977, yago11k
2023-05-07 15:30:29,227 - [INFO] - [E:24| 300]: Train Loss:0.0017923, Val MRR:0.10977, yago11k
2023-05-07 15:32:12,600 - [INFO] - [E:24| 400]: Train Loss:0.0017917, Val MRR:0.10977, yago11k
2023-05-07 15:33:56,041 - [INFO] - [E:24| 500]: Train Loss:0.0017908, Val MRR:0.10977, yago11k
2023-05-07 15:35:39,084 - [INFO] - [E:24| 600]: Train Loss:0.0017877, Val MRR:0.10977, yago11k
2023-05-07 15:35:39,084 - [INFO] - [Epoch:24]: Training Loss:0.001788
2023-05-07 15:35:39,582 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 15:36:00,306 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 15:36:20,439 - [INFO] - [Evaluating Epoch 24 valid]:
MRR: Tail : 0.17812, Head : 0.0392, Avg : 0.10866
2023-05-07 15:36:20,440 - [INFO] - [Epoch 24]: Training Loss: 0.0017877, Valid MRR: 0.10977,
2023-05-07 15:36:21,090 - [INFO] - [E:25| 0]: Train Loss:0.0018176, Val MRR:0.10977, yago11k
2023-05-07 15:37:55,561 - [INFO] - [E:25| 100]: Train Loss:0.0017644, Val MRR:0.10977, yago11k
2023-05-07 15:39:38,417 - [INFO] - [E:25| 200]: Train Loss:0.0017726, Val MRR:0.10977, yago11k
2023-05-07 15:41:21,733 - [INFO] - [E:25| 300]: Train Loss:0.001769, Val MRR:0.10977, yago11k
2023-05-07 15:43:05,094 - [INFO] - [E:25| 400]: Train Loss:0.0017672, Val MRR:0.10977, yago11k
2023-05-07 15:44:51,094 - [INFO] - [E:25| 500]: Train Loss:0.0017617, Val MRR:0.10977, yago11k
2023-05-07 15:46:23,430 - [INFO] - [E:25| 600]: Train Loss:0.0017605, Val MRR:0.10977, yago11k
2023-05-07 15:46:23,430 - [INFO] - [Epoch:25]: Training Loss:0.001761
2023-05-07 15:46:23,948 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 15:46:44,870 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 15:47:06,015 - [INFO] - [Evaluating Epoch 25 valid]:
MRR: Tail : 0.19042, Head : 0.04369, Avg : 0.11706
2023-05-07 15:47:06,983 - [INFO] - [Epoch 25]: Training Loss: 0.0017605, Valid MRR: 0.11706,
2023-05-07 15:47:08,239 - [INFO] - [E:26| 0]: Train Loss:0.0016713, Val MRR:0.11706, yago11k
2023-05-07 15:48:51,200 - [INFO] - [E:26| 100]: Train Loss:0.0017438, Val MRR:0.11706, yago11k
2023-05-07 15:50:34,633 - [INFO] - [E:26| 200]: Train Loss:0.0017417, Val MRR:0.11706, yago11k
2023-05-07 15:52:18,510 - [INFO] - [E:26| 300]: Train Loss:0.0017424, Val MRR:0.11706, yago11k
2023-05-07 15:53:56,808 - [INFO] - [E:26| 400]: Train Loss:0.0017401, Val MRR:0.11706, yago11k
2023-05-07 15:55:35,751 - [INFO] - [E:26| 500]: Train Loss:0.0017365, Val MRR:0.11706, yago11k
2023-05-07 15:57:19,046 - [INFO] - [E:26| 600]: Train Loss:0.0017351, Val MRR:0.11706, yago11k
2023-05-07 15:57:19,046 - [INFO] - [Epoch:26]: Training Loss:0.001735
2023-05-07 15:57:19,399 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 15:57:40,695 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 15:58:01,891 - [INFO] - [Evaluating Epoch 26 valid]:
MRR: Tail : 0.20449, Head : 0.0497, Avg : 0.12709
2023-05-07 15:58:02,859 - [INFO] - [Epoch 26]: Training Loss: 0.0017351, Valid MRR: 0.12709,
2023-05-07 15:58:04,222 - [INFO] - [E:27| 0]: Train Loss:0.0017051, Val MRR:0.12709, yago11k
2023-05-07 15:59:46,169 - [INFO] - [E:27| 100]: Train Loss:0.0017154, Val MRR:0.12709, yago11k
2023-05-07 16:01:28,310 - [INFO] - [E:27| 200]: Train Loss:0.0017132, Val MRR:0.12709, yago11k
2023-05-07 16:03:00,905 - [INFO] - [E:27| 300]: Train Loss:0.0017163, Val MRR:0.12709, yago11k
2023-05-07 16:04:44,594 - [INFO] - [E:27| 400]: Train Loss:0.0017129, Val MRR:0.12709, yago11k
2023-05-07 16:06:28,273 - [INFO] - [E:27| 500]: Train Loss:0.0017112, Val MRR:0.12709, yago11k
2023-05-07 16:08:11,124 - [INFO] - [E:27| 600]: Train Loss:0.0017109, Val MRR:0.12709, yago11k
2023-05-07 16:08:11,125 - [INFO] - [Epoch:27]: Training Loss:0.001711
2023-05-07 16:08:11,478 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 16:08:32,707 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 16:08:54,135 - [INFO] - [Evaluating Epoch 27 valid]:
MRR: Tail : 0.19792, Head : 0.05361, Avg : 0.12577
2023-05-07 16:08:54,135 - [INFO] - [Epoch 27]: Training Loss: 0.0017109, Valid MRR: 0.12709,
2023-05-07 16:08:55,229 - [INFO] - [E:28| 0]: Train Loss:0.0016293, Val MRR:0.12709, yago11k
2023-05-07 16:10:37,922 - [INFO] - [E:28| 100]: Train Loss:0.0016881, Val MRR:0.12709, yago11k
2023-05-07 16:12:11,049 - [INFO] - [E:28| 200]: Train Loss:0.0016874, Val MRR:0.12709, yago11k
2023-05-07 16:13:54,056 - [INFO] - [E:28| 300]: Train Loss:0.0016872, Val MRR:0.12709, yago11k
2023-05-07 16:15:37,244 - [INFO] - [E:28| 400]: Train Loss:0.0016894, Val MRR:0.12709, yago11k
2023-05-07 16:17:20,139 - [INFO] - [E:28| 500]: Train Loss:0.0016875, Val MRR:0.12709, yago11k
2023-05-07 16:19:03,189 - [INFO] - [E:28| 600]: Train Loss:0.001686, Val MRR:0.12709, yago11k
2023-05-07 16:19:03,189 - [INFO] - [Epoch:28]: Training Loss:0.001686
2023-05-07 16:19:03,535 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 16:19:24,934 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 16:19:39,737 - [INFO] - [Evaluating Epoch 28 valid]:
MRR: Tail : 0.2142, Head : 0.06249, Avg : 0.13835
2023-05-07 16:19:40,831 - [INFO] - [Epoch 28]: Training Loss: 0.001686, Valid MRR: 0.13835,
2023-05-07 16:19:41,478 - [INFO] - [E:29| 0]: Train Loss:0.0016233, Val MRR:0.13835, yago11k
2023-05-07 16:21:21,086 - [INFO] - [E:29| 100]: Train Loss:0.0016722, Val MRR:0.13835, yago11k
2023-05-07 16:23:05,536 - [INFO] - [E:29| 200]: Train Loss:0.0016688, Val MRR:0.13835, yago11k
2023-05-07 16:24:50,251 - [INFO] - [E:29| 300]: Train Loss:0.0016656, Val MRR:0.13835, yago11k
2023-05-07 16:26:34,919 - [INFO] - [E:29| 400]: Train Loss:0.0016651, Val MRR:0.13835, yago11k
2023-05-07 16:28:16,218 - [INFO] - [E:29| 500]: Train Loss:0.001665, Val MRR:0.13835, yago11k
2023-05-07 16:29:51,895 - [INFO] - [E:29| 600]: Train Loss:0.0016629, Val MRR:0.13835, yago11k
2023-05-07 16:29:51,896 - [INFO] - [Epoch:29]: Training Loss:0.001663
2023-05-07 16:29:52,242 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 16:30:13,532 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 16:30:34,868 - [INFO] - [Evaluating Epoch 29 valid]:
MRR: Tail : 0.22043, Head : 0.07447, Avg : 0.14745
MR: Tail : 206.62, Head : 653.85, Avg : 430.23
Hit-1: Tail : 0.11864, Head : 0.02667, Avg : 0.07266
Hit-3: Tail : 0.25299, Head : 0.06891, Avg : 0.16095
Hit-10: Tail : 0.41901, Head : 0.16421, Avg : 0.29161
2023-05-07 16:30:35,819 - [INFO] - [Epoch 29]: Training Loss: 0.0016629, Valid MRR: 0.14745,
2023-05-07 16:30:37,024 - [INFO] - [E:30| 0]: Train Loss:0.0016335, Val MRR:0.14745, yago11k
2023-05-07 16:32:22,669 - [INFO] - [E:30| 100]: Train Loss:0.0016397, Val MRR:0.14745, yago11k
2023-05-07 16:34:06,581 - [INFO] - [E:30| 200]: Train Loss:0.0016463, Val MRR:0.14745, yago11k
2023-05-07 16:35:50,444 - [INFO] - [E:30| 300]: Train Loss:0.0016457, Val MRR:0.14745, yago11k
2023-05-07 16:37:23,350 - [INFO] - [E:30| 400]: Train Loss:0.001645, Val MRR:0.14745, yago11k
2023-05-07 16:39:06,375 - [INFO] - [E:30| 500]: Train Loss:0.0016417, Val MRR:0.14745, yago11k
2023-05-07 16:40:48,912 - [INFO] - [E:30| 600]: Train Loss:0.0016406, Val MRR:0.14745, yago11k
2023-05-07 16:40:48,913 - [INFO] - [Epoch:30]: Training Loss:0.001641
2023-05-07 16:40:49,336 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 16:41:09,979 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 16:41:30,707 - [INFO] - [Evaluating Epoch 30 valid]:
MRR: Tail : 0.24147, Head : 0.08289, Avg : 0.16218
2023-05-07 16:41:31,671 - [INFO] - [Epoch 30]: Training Loss: 0.0016406, Valid MRR: 0.16218,
2023-05-07 16:41:32,894 - [INFO] - [E:31| 0]: Train Loss:0.0017034, Val MRR:0.16218, yago11k
2023-05-07 16:43:16,281 - [INFO] - [E:31| 100]: Train Loss:0.0016288, Val MRR:0.16218, yago11k
2023-05-07 16:44:59,724 - [INFO] - [E:31| 200]: Train Loss:0.0016227, Val MRR:0.16218, yago11k
2023-05-07 16:46:32,829 - [INFO] - [E:31| 300]: Train Loss:0.0016211, Val MRR:0.16218, yago11k
2023-05-07 16:48:16,659 - [INFO] - [E:31| 400]: Train Loss:0.00162, Val MRR:0.16218, yago11k
2023-05-07 16:50:01,023 - [INFO] - [E:31| 500]: Train Loss:0.0016193, Val MRR:0.16218, yago11k
2023-05-07 16:51:44,265 - [INFO] - [E:31| 600]: Train Loss:0.0016183, Val MRR:0.16218, yago11k
2023-05-07 16:51:44,266 - [INFO] - [Epoch:31]: Training Loss:0.001618
2023-05-07 16:51:44,749 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 16:52:05,695 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 16:52:26,908 - [INFO] - [Evaluating Epoch 31 valid]:
MRR: Tail : 0.24721, Head : 0.0963, Avg : 0.17175
2023-05-07 16:52:27,873 - [INFO] - [Epoch 31]: Training Loss: 0.0016183, Valid MRR: 0.17175,
2023-05-07 16:52:29,064 - [INFO] - [E:32| 0]: Train Loss:0.0015903, Val MRR:0.17175, yago11k
2023-05-07 16:54:13,002 - [INFO] - [E:32| 100]: Train Loss:0.0016033, Val MRR:0.17175, yago11k
2023-05-07 16:55:46,137 - [INFO] - [E:32| 200]: Train Loss:0.0016056, Val MRR:0.17175, yago11k
2023-05-07 16:57:29,384 - [INFO] - [E:32| 300]: Train Loss:0.001604, Val MRR:0.17175, yago11k
2023-05-07 16:59:12,692 - [INFO] - [E:32| 400]: Train Loss:0.0016008, Val MRR:0.17175, yago11k
2023-05-07 17:00:57,030 - [INFO] - [E:32| 500]: Train Loss:0.0015999, Val MRR:0.17175, yago11k
2023-05-07 17:02:40,352 - [INFO] - [E:32| 600]: Train Loss:0.0015977, Val MRR:0.17175, yago11k
2023-05-07 17:02:40,352 - [INFO] - [Epoch:32]: Training Loss:0.001598
2023-05-07 17:02:40,614 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 17:02:57,446 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 17:03:09,783 - [INFO] - [Evaluating Epoch 32 valid]:
MRR: Tail : 0.25964, Head : 0.10648, Avg : 0.18306
2023-05-07 17:03:10,755 - [INFO] - [Epoch 32]: Training Loss: 0.0015977, Valid MRR: 0.18306,
2023-05-07 17:03:11,895 - [INFO] - [E:33| 0]: Train Loss:0.0016469, Val MRR:0.18306, yago11k
2023-05-07 17:04:55,230 - [INFO] - [E:33| 100]: Train Loss:0.0015827, Val MRR:0.18306, yago11k
2023-05-07 17:06:37,987 - [INFO] - [E:33| 200]: Train Loss:0.0015772, Val MRR:0.18306, yago11k
2023-05-07 17:08:21,762 - [INFO] - [E:33| 300]: Train Loss:0.0015776, Val MRR:0.18306, yago11k
2023-05-07 17:10:05,342 - [INFO] - [E:33| 400]: Train Loss:0.0015778, Val MRR:0.18306, yago11k
2023-05-07 17:11:42,307 - [INFO] - [E:33| 500]: Train Loss:0.0015784, Val MRR:0.18306, yago11k
2023-05-07 17:13:21,523 - [INFO] - [E:33| 600]: Train Loss:0.0015784, Val MRR:0.18306, yago11k
2023-05-07 17:13:21,523 - [INFO] - [Epoch:33]: Training Loss:0.001578
2023-05-07 17:13:21,867 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 17:13:43,019 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 17:14:04,192 - [INFO] - [Evaluating Epoch 33 valid]:
MRR: Tail : 0.2859, Head : 0.11851, Avg : 0.2022
2023-05-07 17:14:05,149 - [INFO] - [Epoch 33]: Training Loss: 0.0015784, Valid MRR: 0.2022,
2023-05-07 17:14:06,386 - [INFO] - [E:34| 0]: Train Loss:0.0015723, Val MRR:0.2022, yago11k
2023-05-07 17:15:49,430 - [INFO] - [E:34| 100]: Train Loss:0.0015751, Val MRR:0.2022, yago11k
2023-05-07 17:17:32,489 - [INFO] - [E:34| 200]: Train Loss:0.0015682, Val MRR:0.2022, yago11k
2023-05-07 17:19:16,382 - [INFO] - [E:34| 300]: Train Loss:0.0015648, Val MRR:0.2022, yago11k
2023-05-07 17:20:50,144 - [INFO] - [E:34| 400]: Train Loss:0.0015642, Val MRR:0.2022, yago11k
2023-05-07 17:22:34,302 - [INFO] - [E:34| 500]: Train Loss:0.0015614, Val MRR:0.2022, yago11k
2023-05-07 17:24:18,246 - [INFO] - [E:34| 600]: Train Loss:0.0015596, Val MRR:0.2022, yago11k
2023-05-07 17:24:18,247 - [INFO] - [Epoch:34]: Training Loss:0.00156
2023-05-07 17:24:18,770 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 17:24:39,756 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 17:25:00,935 - [INFO] - [Evaluating Epoch 34 valid]:
MRR: Tail : 0.2822, Head : 0.12347, Avg : 0.20284
2023-05-07 17:25:01,893 - [INFO] - [Epoch 34]: Training Loss: 0.0015596, Valid MRR: 0.20284,
2023-05-07 17:25:03,093 - [INFO] - [E:35| 0]: Train Loss:0.0016254, Val MRR:0.20284, yago11k
2023-05-07 17:26:47,103 - [INFO] - [E:35| 100]: Train Loss:0.0015528, Val MRR:0.20284, yago11k
2023-05-07 17:28:31,564 - [INFO] - [E:35| 200]: Train Loss:0.0015478, Val MRR:0.20284, yago11k
2023-05-07 17:30:04,134 - [INFO] - [E:35| 300]: Train Loss:0.001545, Val MRR:0.20284, yago11k
2023-05-07 17:31:45,826 - [INFO] - [E:35| 400]: Train Loss:0.0015443, Val MRR:0.20284, yago11k
2023-05-07 17:33:28,163 - [INFO] - [E:35| 500]: Train Loss:0.0015426, Val MRR:0.20284, yago11k
2023-05-07 17:35:10,647 - [INFO] - [E:35| 600]: Train Loss:0.0015413, Val MRR:0.20284, yago11k
2023-05-07 17:35:10,648 - [INFO] - [Epoch:35]: Training Loss:0.001541
2023-05-07 17:35:10,982 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 17:35:32,169 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 17:35:53,221 - [INFO] - [Evaluating Epoch 35 valid]:
MRR: Tail : 0.28984, Head : 0.13855, Avg : 0.21419
2023-05-07 17:35:54,168 - [INFO] - [Epoch 35]: Training Loss: 0.0015413, Valid MRR: 0.21419,
2023-05-07 17:35:55,591 - [INFO] - [E:36| 0]: Train Loss:0.0015247, Val MRR:0.21419, yago11k
2023-05-07 17:37:32,803 - [INFO] - [E:36| 100]: Train Loss:0.0015275, Val MRR:0.21419, yago11k
2023-05-07 17:39:12,748 - [INFO] - [E:36| 200]: Train Loss:0.0015288, Val MRR:0.21419, yago11k
2023-05-07 17:40:55,881 - [INFO] - [E:36| 300]: Train Loss:0.0015283, Val MRR:0.21419, yago11k
2023-05-07 17:42:38,704 - [INFO] - [E:36| 400]: Train Loss:0.0015266, Val MRR:0.21419, yago11k
2023-05-07 17:44:21,885 - [INFO] - [E:36| 500]: Train Loss:0.0015277, Val MRR:0.21419, yago11k
2023-05-07 17:46:04,332 - [INFO] - [E:36| 600]: Train Loss:0.0015261, Val MRR:0.21419, yago11k
2023-05-07 17:46:04,332 - [INFO] - [Epoch:36]: Training Loss:0.001526
2023-05-07 17:46:04,551 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 17:46:16,770 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 17:46:34,388 - [INFO] - [Evaluating Epoch 36 valid]:
MRR: Tail : 0.29453, Head : 0.13671, Avg : 0.21562
2023-05-07 17:46:35,349 - [INFO] - [Epoch 36]: Training Loss: 0.0015261, Valid MRR: 0.21562,
2023-05-07 17:46:36,767 - [INFO] - [E:37| 0]: Train Loss:0.0014882, Val MRR:0.21562, yago11k
2023-05-07 17:48:20,924 - [INFO] - [E:37| 100]: Train Loss:0.0015124, Val MRR:0.21562, yago11k
2023-05-07 17:50:05,092 - [INFO] - [E:37| 200]: Train Loss:0.0015139, Val MRR:0.21562, yago11k
2023-05-07 17:51:48,916 - [INFO] - [E:37| 300]: Train Loss:0.0015134, Val MRR:0.21562, yago11k
2023-05-07 17:53:33,170 - [INFO] - [E:37| 400]: Train Loss:0.001513, Val MRR:0.21562, yago11k
2023-05-07 17:55:06,531 - [INFO] - [E:37| 500]: Train Loss:0.0015127, Val MRR:0.21562, yago11k
2023-05-07 17:56:49,787 - [INFO] - [E:37| 600]: Train Loss:0.0015098, Val MRR:0.21562, yago11k
2023-05-07 17:56:49,787 - [INFO] - [Epoch:37]: Training Loss:0.00151
2023-05-07 17:56:50,128 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 17:57:11,176 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 17:57:32,294 - [INFO] - [Evaluating Epoch 37 valid]:
MRR: Tail : 0.2957, Head : 0.1454, Avg : 0.22055
2023-05-07 17:57:33,241 - [INFO] - [Epoch 37]: Training Loss: 0.0015098, Valid MRR: 0.22055,
2023-05-07 17:57:34,647 - [INFO] - [E:38| 0]: Train Loss:0.0014486, Val MRR:0.22055, yago11k
2023-05-07 17:59:17,781 - [INFO] - [E:38| 100]: Train Loss:0.0015016, Val MRR:0.22055, yago11k
2023-05-07 18:01:00,563 - [INFO] - [E:38| 200]: Train Loss:0.0014999, Val MRR:0.22055, yago11k
2023-05-07 18:02:43,826 - [INFO] - [E:38| 300]: Train Loss:0.0014988, Val MRR:0.22055, yago11k
2023-05-07 18:04:16,932 - [INFO] - [E:38| 400]: Train Loss:0.0014968, Val MRR:0.22055, yago11k
2023-05-07 18:06:00,538 - [INFO] - [E:38| 500]: Train Loss:0.0014968, Val MRR:0.22055, yago11k
2023-05-07 18:07:44,677 - [INFO] - [E:38| 600]: Train Loss:0.0014958, Val MRR:0.22055, yago11k
2023-05-07 18:07:44,678 - [INFO] - [Epoch:38]: Training Loss:0.001496
2023-05-07 18:07:45,023 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 18:08:06,431 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 18:08:27,479 - [INFO] - [Evaluating Epoch 38 valid]:
MRR: Tail : 0.31033, Head : 0.15121, Avg : 0.23077
2023-05-07 18:08:28,422 - [INFO] - [Epoch 38]: Training Loss: 0.0014958, Valid MRR: 0.23077,
2023-05-07 18:08:29,817 - [INFO] - [E:39| 0]: Train Loss:0.0014858, Val MRR:0.23077, yago11k
2023-05-07 18:10:12,915 - [INFO] - [E:39| 100]: Train Loss:0.0014827, Val MRR:0.23077, yago11k
2023-05-07 18:11:56,511 - [INFO] - [E:39| 200]: Train Loss:0.0014836, Val MRR:0.23077, yago11k
2023-05-07 18:13:29,777 - [INFO] - [E:39| 300]: Train Loss:0.0014839, Val MRR:0.23077, yago11k
2023-05-07 18:15:13,012 - [INFO] - [E:39| 400]: Train Loss:0.0014832, Val MRR:0.23077, yago11k
2023-05-07 18:16:55,954 - [INFO] - [E:39| 500]: Train Loss:0.0014814, Val MRR:0.23077, yago11k
2023-05-07 18:18:38,665 - [INFO] - [E:39| 600]: Train Loss:0.0014814, Val MRR:0.23077, yago11k
2023-05-07 18:18:38,665 - [INFO] - [Epoch:39]: Training Loss:0.001481
2023-05-07 18:18:39,154 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 18:18:59,885 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 18:19:21,132 - [INFO] - [Evaluating Epoch 39 valid]:
MRR: Tail : 0.32739, Head : 0.16107, Avg : 0.24423
MR: Tail : 249.29, Head : 614.69, Avg : 431.99
Hit-1: Tail : 0.2252, Head : 0.10864, Avg : 0.16692
Hit-3: Tail : 0.36955, Head : 0.16477, Avg : 0.26716
Hit-10: Tail : 0.53543, Head : 0.26216, Avg : 0.39879
2023-05-07 18:19:22,092 - [INFO] - [Epoch 39]: Training Loss: 0.0014814, Valid MRR: 0.24423,
2023-05-07 18:19:23,273 - [INFO] - [E:40| 0]: Train Loss:0.0014528, Val MRR:0.24423, yago11k
2023-05-07 18:21:02,367 - [INFO] - [E:40| 100]: Train Loss:0.0014586, Val MRR:0.24423, yago11k
2023-05-07 18:22:41,549 - [INFO] - [E:40| 200]: Train Loss:0.0014642, Val MRR:0.24423, yago11k
2023-05-07 18:24:25,958 - [INFO] - [E:40| 300]: Train Loss:0.001468, Val MRR:0.24423, yago11k
2023-05-07 18:26:10,483 - [INFO] - [E:40| 400]: Train Loss:0.0014681, Val MRR:0.24423, yago11k
2023-05-07 18:27:53,578 - [INFO] - [E:40| 500]: Train Loss:0.0014691, Val MRR:0.24423, yago11k
2023-05-07 18:29:35,603 - [INFO] - [E:40| 600]: Train Loss:0.001469, Val MRR:0.24423, yago11k
2023-05-07 18:29:35,603 - [INFO] - [Epoch:40]: Training Loss:0.001469
2023-05-07 18:29:35,824 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 18:29:48,027 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 18:30:06,213 - [INFO] - [Evaluating Epoch 40 valid]:
MRR: Tail : 0.33048, Head : 0.16469, Avg : 0.24759
2023-05-07 18:30:07,173 - [INFO] - [Epoch 40]: Training Loss: 0.001469, Valid MRR: 0.24759,
2023-05-07 18:30:08,201 - [INFO] - [E:41| 0]: Train Loss:0.0013983, Val MRR:0.24759, yago11k
2023-05-07 18:31:52,437 - [INFO] - [E:41| 100]: Train Loss:0.0014626, Val MRR:0.24759, yago11k
2023-05-07 18:33:36,494 - [INFO] - [E:41| 200]: Train Loss:0.0014596, Val MRR:0.24759, yago11k
2023-05-07 18:35:20,593 - [INFO] - [E:41| 300]: Train Loss:0.0014585, Val MRR:0.24759, yago11k
2023-05-07 18:37:04,618 - [INFO] - [E:41| 400]: Train Loss:0.0014583, Val MRR:0.24759, yago11k
2023-05-07 18:38:38,467 - [INFO] - [E:41| 500]: Train Loss:0.0014585, Val MRR:0.24759, yago11k
2023-05-07 18:40:21,439 - [INFO] - [E:41| 600]: Train Loss:0.0014571, Val MRR:0.24759, yago11k
2023-05-07 18:40:21,439 - [INFO] - [Epoch:41]: Training Loss:0.001457
2023-05-07 18:40:21,879 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 18:40:42,682 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 18:41:03,508 - [INFO] - [Evaluating Epoch 41 valid]:
MRR: Tail : 0.32566, Head : 0.1693, Avg : 0.24748
2023-05-07 18:41:03,508 - [INFO] - [Epoch 41]: Training Loss: 0.0014571, Valid MRR: 0.24759,
2023-05-07 18:41:04,685 - [INFO] - [E:42| 0]: Train Loss:0.001499, Val MRR:0.24759, yago11k
2023-05-07 18:42:48,630 - [INFO] - [E:42| 100]: Train Loss:0.0014562, Val MRR:0.24759, yago11k
2023-05-07 18:44:32,229 - [INFO] - [E:42| 200]: Train Loss:0.00145, Val MRR:0.24759, yago11k
2023-05-07 18:46:16,360 - [INFO] - [E:42| 300]: Train Loss:0.0014506, Val MRR:0.24759, yago11k
2023-05-07 18:47:49,398 - [INFO] - [E:42| 400]: Train Loss:0.0014479, Val MRR:0.24759, yago11k
2023-05-07 18:49:33,531 - [INFO] - [E:42| 500]: Train Loss:0.0014475, Val MRR:0.24759, yago11k
2023-05-07 18:51:16,240 - [INFO] - [E:42| 600]: Train Loss:0.0014463, Val MRR:0.24759, yago11k
2023-05-07 18:51:16,240 - [INFO] - [Epoch:42]: Training Loss:0.001446
2023-05-07 18:51:16,585 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 18:51:37,898 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 18:51:59,149 - [INFO] - [Evaluating Epoch 42 valid]:
MRR: Tail : 0.32798, Head : 0.17264, Avg : 0.25031
2023-05-07 18:52:00,118 - [INFO] - [Epoch 42]: Training Loss: 0.0014463, Valid MRR: 0.25031,
2023-05-07 18:52:01,501 - [INFO] - [E:43| 0]: Train Loss:0.0014214, Val MRR:0.25031, yago11k
2023-05-07 18:53:45,516 - [INFO] - [E:43| 100]: Train Loss:0.0014362, Val MRR:0.25031, yago11k
2023-05-07 18:55:31,088 - [INFO] - [E:43| 200]: Train Loss:0.0014385, Val MRR:0.25031, yago11k
2023-05-07 18:57:04,252 - [INFO] - [E:43| 300]: Train Loss:0.0014367, Val MRR:0.25031, yago11k
2023-05-07 18:58:47,852 - [INFO] - [E:43| 400]: Train Loss:0.0014358, Val MRR:0.25031, yago11k
2023-05-07 19:00:31,366 - [INFO] - [E:43| 500]: Train Loss:0.0014346, Val MRR:0.25031, yago11k
2023-05-07 19:02:12,922 - [INFO] - [E:43| 600]: Train Loss:0.0014347, Val MRR:0.25031, yago11k
2023-05-07 19:02:12,923 - [INFO] - [Epoch:43]: Training Loss:0.001435
2023-05-07 19:02:13,339 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 19:02:33,603 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 19:02:53,743 - [INFO] - [Evaluating Epoch 43 valid]:
MRR: Tail : 0.33572, Head : 0.17928, Avg : 0.2575
2023-05-07 19:02:54,691 - [INFO] - [Epoch 43]: Training Loss: 0.0014347, Valid MRR: 0.2575,
2023-05-07 19:02:55,756 - [INFO] - [E:44| 0]: Train Loss:0.0013915, Val MRR:0.2575, yago11k
2023-05-07 19:04:27,858 - [INFO] - [E:44| 100]: Train Loss:0.0014281, Val MRR:0.2575, yago11k
2023-05-07 19:06:11,213 - [INFO] - [E:44| 200]: Train Loss:0.0014276, Val MRR:0.2575, yago11k
2023-05-07 19:07:55,663 - [INFO] - [E:44| 300]: Train Loss:0.0014254, Val MRR:0.2575, yago11k
2023-05-07 19:09:39,681 - [INFO] - [E:44| 400]: Train Loss:0.001426, Val MRR:0.2575, yago11k
2023-05-07 19:11:23,609 - [INFO] - [E:44| 500]: Train Loss:0.0014256, Val MRR:0.2575, yago11k
2023-05-07 19:12:56,333 - [INFO] - [E:44| 600]: Train Loss:0.0014254, Val MRR:0.2575, yago11k
2023-05-07 19:12:56,334 - [INFO] - [Epoch:44]: Training Loss:0.001425
2023-05-07 19:12:56,596 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 19:13:18,009 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 19:13:39,159 - [INFO] - [Evaluating Epoch 44 valid]:
MRR: Tail : 0.33245, Head : 0.18303, Avg : 0.25774
2023-05-07 19:13:40,113 - [INFO] - [Epoch 44]: Training Loss: 0.0014254, Valid MRR: 0.25774,
2023-05-07 19:13:41,161 - [INFO] - [E:45| 0]: Train Loss:0.0013914, Val MRR:0.25774, yago11k
2023-05-07 19:15:24,806 - [INFO] - [E:45| 100]: Train Loss:0.0014194, Val MRR:0.25774, yago11k
2023-05-07 19:17:08,138 - [INFO] - [E:45| 200]: Train Loss:0.0014163, Val MRR:0.25774, yago11k
2023-05-07 19:18:51,534 - [INFO] - [E:45| 300]: Train Loss:0.0014172, Val MRR:0.25774, yago11k
2023-05-07 19:20:35,109 - [INFO] - [E:45| 400]: Train Loss:0.0014173, Val MRR:0.25774, yago11k
2023-05-07 19:22:08,143 - [INFO] - [E:45| 500]: Train Loss:0.0014163, Val MRR:0.25774, yago11k
2023-05-07 19:23:50,459 - [INFO] - [E:45| 600]: Train Loss:0.0014155, Val MRR:0.25774, yago11k
2023-05-07 19:23:50,459 - [INFO] - [Epoch:45]: Training Loss:0.001416
2023-05-07 19:23:50,973 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 19:24:11,801 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 19:24:33,244 - [INFO] - [Evaluating Epoch 45 valid]:
MRR: Tail : 0.35204, Head : 0.18608, Avg : 0.26906
2023-05-07 19:24:34,284 - [INFO] - [Epoch 45]: Training Loss: 0.0014155, Valid MRR: 0.26906,
2023-05-07 19:24:35,493 - [INFO] - [E:46| 0]: Train Loss:0.0013849, Val MRR:0.26906, yago11k
2023-05-07 19:26:18,511 - [INFO] - [E:46| 100]: Train Loss:0.0014002, Val MRR:0.26906, yago11k
2023-05-07 19:28:01,903 - [INFO] - [E:46| 200]: Train Loss:0.0014046, Val MRR:0.26906, yago11k
2023-05-07 19:29:45,897 - [INFO] - [E:46| 300]: Train Loss:0.0014084, Val MRR:0.26906, yago11k
2023-05-07 19:31:19,037 - [INFO] - [E:46| 400]: Train Loss:0.0014077, Val MRR:0.26906, yago11k
2023-05-07 19:33:01,863 - [INFO] - [E:46| 500]: Train Loss:0.0014083, Val MRR:0.26906, yago11k
2023-05-07 19:34:44,533 - [INFO] - [E:46| 600]: Train Loss:0.0014073, Val MRR:0.26906, yago11k
2023-05-07 19:34:44,533 - [INFO] - [Epoch:46]: Training Loss:0.001407
2023-05-07 19:34:45,053 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 19:35:05,923 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 19:35:27,270 - [INFO] - [Evaluating Epoch 46 valid]:
MRR: Tail : 0.34568, Head : 0.18739, Avg : 0.26653
2023-05-07 19:35:27,270 - [INFO] - [Epoch 46]: Training Loss: 0.0014073, Valid MRR: 0.26906,
2023-05-07 19:35:28,448 - [INFO] - [E:47| 0]: Train Loss:0.0013648, Val MRR:0.26906, yago11k
2023-05-07 19:37:12,638 - [INFO] - [E:47| 100]: Train Loss:0.0014006, Val MRR:0.26906, yago11k
2023-05-07 19:38:48,510 - [INFO] - [E:47| 200]: Train Loss:0.001398, Val MRR:0.26906, yago11k
2023-05-07 19:40:30,201 - [INFO] - [E:47| 300]: Train Loss:0.0013985, Val MRR:0.26906, yago11k
2023-05-07 19:42:13,837 - [INFO] - [E:47| 400]: Train Loss:0.0013985, Val MRR:0.26906, yago11k
2023-05-07 19:43:58,939 - [INFO] - [E:47| 500]: Train Loss:0.0013985, Val MRR:0.26906, yago11k
2023-05-07 19:45:41,439 - [INFO] - [E:47| 600]: Train Loss:0.0013983, Val MRR:0.26906, yago11k
2023-05-07 19:45:41,439 - [INFO] - [Epoch:47]: Training Loss:0.001398
2023-05-07 19:45:41,704 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 19:46:02,771 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 19:46:23,700 - [INFO] - [Evaluating Epoch 47 valid]:
MRR: Tail : 0.35947, Head : 0.1886, Avg : 0.27403
2023-05-07 19:46:24,643 - [INFO] - [Epoch 47]: Training Loss: 0.0013983, Valid MRR: 0.27403,
2023-05-07 19:46:25,832 - [INFO] - [E:48| 0]: Train Loss:0.0014319, Val MRR:0.27403, yago11k
2023-05-07 19:47:58,387 - [INFO] - [E:48| 100]: Train Loss:0.001391, Val MRR:0.27403, yago11k
2023-05-07 19:49:41,012 - [INFO] - [E:48| 200]: Train Loss:0.001388, Val MRR:0.27403, yago11k
2023-05-07 19:51:23,951 - [INFO] - [E:48| 300]: Train Loss:0.0013902, Val MRR:0.27403, yago11k
2023-05-07 19:53:07,179 - [INFO] - [E:48| 400]: Train Loss:0.0013905, Val MRR:0.27403, yago11k
2023-05-07 19:54:50,085 - [INFO] - [E:48| 500]: Train Loss:0.0013901, Val MRR:0.27403, yago11k
2023-05-07 19:56:22,071 - [INFO] - [E:48| 600]: Train Loss:0.0013911, Val MRR:0.27403, yago11k
2023-05-07 19:56:22,072 - [INFO] - [Epoch:48]: Training Loss:0.001391
2023-05-07 19:56:22,384 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 19:56:43,417 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 19:57:04,441 - [INFO] - [Evaluating Epoch 48 valid]:
MRR: Tail : 0.35894, Head : 0.19248, Avg : 0.27571
2023-05-07 19:57:05,399 - [INFO] - [Epoch 48]: Training Loss: 0.0013911, Valid MRR: 0.27571,
2023-05-07 19:57:06,522 - [INFO] - [E:49| 0]: Train Loss:0.0013308, Val MRR:0.27571, yago11k
2023-05-07 19:58:49,894 - [INFO] - [E:49| 100]: Train Loss:0.0013843, Val MRR:0.27571, yago11k
2023-05-07 20:00:33,205 - [INFO] - [E:49| 200]: Train Loss:0.0013811, Val MRR:0.27571, yago11k
2023-05-07 20:02:16,179 - [INFO] - [E:49| 300]: Train Loss:0.0013847, Val MRR:0.27571, yago11k
2023-05-07 20:03:59,627 - [INFO] - [E:49| 400]: Train Loss:0.0013855, Val MRR:0.27571, yago11k
2023-05-07 20:05:32,956 - [INFO] - [E:49| 500]: Train Loss:0.0013841, Val MRR:0.27571, yago11k
2023-05-07 20:07:16,470 - [INFO] - [E:49| 600]: Train Loss:0.0013829, Val MRR:0.27571, yago11k
2023-05-07 20:07:16,471 - [INFO] - [Epoch:49]: Training Loss:0.001383
2023-05-07 20:07:16,732 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 20:07:38,128 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 20:07:59,017 - [INFO] - [Evaluating Epoch 49 valid]:
MRR: Tail : 0.36109, Head : 0.19619, Avg : 0.27864
MR: Tail : 298.11, Head : 629.29, Avg : 463.7
Hit-1: Tail : 0.25979, Head : 0.15046, Avg : 0.20513
Hit-3: Tail : 0.41053, Head : 0.19116, Avg : 0.30085
Hit-10: Tail : 0.55891, Head : 0.293, Avg : 0.42595
2023-05-07 20:07:59,959 - [INFO] - [Epoch 49]: Training Loss: 0.0013829, Valid MRR: 0.27864,
2023-05-07 20:08:01,105 - [INFO] - [E:50| 0]: Train Loss:0.0013244, Val MRR:0.27864, yago11k
2023-05-07 20:09:44,323 - [INFO] - [E:50| 100]: Train Loss:0.0013699, Val MRR:0.27864, yago11k
2023-05-07 20:11:28,293 - [INFO] - [E:50| 200]: Train Loss:0.0013722, Val MRR:0.27864, yago11k
2023-05-07 20:13:11,752 - [INFO] - [E:50| 300]: Train Loss:0.0013741, Val MRR:0.27864, yago11k
2023-05-07 20:14:44,580 - [INFO] - [E:50| 400]: Train Loss:0.0013749, Val MRR:0.27864, yago11k
2023-05-07 20:16:27,904 - [INFO] - [E:50| 500]: Train Loss:0.0013751, Val MRR:0.27864, yago11k
2023-05-07 20:18:10,396 - [INFO] - [E:50| 600]: Train Loss:0.0013757, Val MRR:0.27864, yago11k
2023-05-07 20:18:10,397 - [INFO] - [Epoch:50]: Training Loss:0.001376
2023-05-07 20:18:10,913 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 20:18:31,670 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 20:18:52,965 - [INFO] - [Evaluating Epoch 50 valid]:
MRR: Tail : 0.36382, Head : 0.19798, Avg : 0.2809
2023-05-07 20:18:53,918 - [INFO] - [Epoch 50]: Training Loss: 0.0013757, Valid MRR: 0.2809,
2023-05-07 20:18:55,104 - [INFO] - [E:51| 0]: Train Loss:0.0013666, Val MRR:0.2809, yago11k
2023-05-07 20:20:38,310 - [INFO] - [E:51| 100]: Train Loss:0.0013667, Val MRR:0.2809, yago11k
2023-05-07 20:22:13,038 - [INFO] - [E:51| 200]: Train Loss:0.0013675, Val MRR:0.2809, yago11k
2023-05-07 20:23:54,034 - [INFO] - [E:51| 300]: Train Loss:0.0013671, Val MRR:0.2809, yago11k
2023-05-07 20:25:37,453 - [INFO] - [E:51| 400]: Train Loss:0.0013687, Val MRR:0.2809, yago11k
2023-05-07 20:27:20,851 - [INFO] - [E:51| 500]: Train Loss:0.0013687, Val MRR:0.2809, yago11k
2023-05-07 20:29:03,975 - [INFO] - [E:51| 600]: Train Loss:0.0013696, Val MRR:0.2809, yago11k
2023-05-07 20:29:03,976 - [INFO] - [Epoch:51]: Training Loss:0.00137
2023-05-07 20:29:04,488 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 20:29:25,367 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 20:29:46,409 - [INFO] - [Evaluating Epoch 51 valid]:
MRR: Tail : 0.36128, Head : 0.19581, Avg : 0.27854
2023-05-07 20:29:46,409 - [INFO] - [Epoch 51]: Training Loss: 0.0013696, Valid MRR: 0.2809,
2023-05-07 20:29:47,512 - [INFO] - [E:52| 0]: Train Loss:0.0013417, Val MRR:0.2809, yago11k
2023-05-07 20:31:22,805 - [INFO] - [E:52| 100]: Train Loss:0.0013642, Val MRR:0.2809, yago11k
2023-05-07 20:33:05,162 - [INFO] - [E:52| 200]: Train Loss:0.0013615, Val MRR:0.2809, yago11k
2023-05-07 20:34:46,877 - [INFO] - [E:52| 300]: Train Loss:0.0013645, Val MRR:0.2809, yago11k
2023-05-07 20:36:31,175 - [INFO] - [E:52| 400]: Train Loss:0.0013637, Val MRR:0.2809, yago11k
2023-05-07 20:38:14,895 - [INFO] - [E:52| 500]: Train Loss:0.0013631, Val MRR:0.2809, yago11k
2023-05-07 20:39:46,779 - [INFO] - [E:52| 600]: Train Loss:0.0013629, Val MRR:0.2809, yago11k
2023-05-07 20:39:46,780 - [INFO] - [Epoch:52]: Training Loss:0.001363
2023-05-07 20:39:47,125 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 20:40:08,341 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 20:40:29,157 - [INFO] - [Evaluating Epoch 52 valid]:
MRR: Tail : 0.36653, Head : 0.19822, Avg : 0.28238
2023-05-07 20:40:30,171 - [INFO] - [Epoch 52]: Training Loss: 0.0013629, Valid MRR: 0.28238,
2023-05-07 20:40:31,369 - [INFO] - [E:53| 0]: Train Loss:0.0013612, Val MRR:0.28238, yago11k
2023-05-07 20:42:14,794 - [INFO] - [E:53| 100]: Train Loss:0.0013537, Val MRR:0.28238, yago11k
2023-05-07 20:43:58,976 - [INFO] - [E:53| 200]: Train Loss:0.0013547, Val MRR:0.28238, yago11k
2023-05-07 20:45:42,698 - [INFO] - [E:53| 300]: Train Loss:0.0013548, Val MRR:0.28238, yago11k
2023-05-07 20:47:27,012 - [INFO] - [E:53| 400]: Train Loss:0.0013554, Val MRR:0.28238, yago11k
2023-05-07 20:49:00,203 - [INFO] - [E:53| 500]: Train Loss:0.001355, Val MRR:0.28238, yago11k
2023-05-07 20:50:42,646 - [INFO] - [E:53| 600]: Train Loss:0.0013566, Val MRR:0.28238, yago11k
2023-05-07 20:50:42,646 - [INFO] - [Epoch:53]: Training Loss:0.001357
2023-05-07 20:50:43,132 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 20:51:03,969 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 20:51:25,191 - [INFO] - [Evaluating Epoch 53 valid]:
MRR: Tail : 0.37122, Head : 0.20021, Avg : 0.28571
2023-05-07 20:51:26,140 - [INFO] - [Epoch 53]: Training Loss: 0.0013566, Valid MRR: 0.28571,
2023-05-07 20:51:27,332 - [INFO] - [E:54| 0]: Train Loss:0.0013067, Val MRR:0.28571, yago11k
2023-05-07 20:53:10,871 - [INFO] - [E:54| 100]: Train Loss:0.0013518, Val MRR:0.28571, yago11k
2023-05-07 20:54:54,013 - [INFO] - [E:54| 200]: Train Loss:0.0013497, Val MRR:0.28571, yago11k
2023-05-07 20:56:31,874 - [INFO] - [E:54| 300]: Train Loss:0.0013495, Val MRR:0.28571, yago11k
2023-05-07 20:58:09,631 - [INFO] - [E:54| 400]: Train Loss:0.0013503, Val MRR:0.28571, yago11k
2023-05-07 20:59:52,831 - [INFO] - [E:54| 500]: Train Loss:0.0013493, Val MRR:0.28571, yago11k
2023-05-07 21:01:35,494 - [INFO] - [E:54| 600]: Train Loss:0.0013512, Val MRR:0.28571, yago11k
2023-05-07 21:01:35,494 - [INFO] - [Epoch:54]: Training Loss:0.001351
2023-05-07 21:01:35,946 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 21:01:56,817 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 21:02:18,302 - [INFO] - [Evaluating Epoch 54 valid]:
MRR: Tail : 0.36589, Head : 0.20332, Avg : 0.28461
2023-05-07 21:02:18,303 - [INFO] - [Epoch 54]: Training Loss: 0.0013512, Valid MRR: 0.28571,
2023-05-07 21:02:19,231 - [INFO] - [E:55| 0]: Train Loss:0.0013707, Val MRR:0.28571, yago11k
2023-05-07 21:04:02,645 - [INFO] - [E:55| 100]: Train Loss:0.0013484, Val MRR:0.28571, yago11k
2023-05-07 21:05:35,592 - [INFO] - [E:55| 200]: Train Loss:0.0013464, Val MRR:0.28571, yago11k
2023-05-07 21:07:19,121 - [INFO] - [E:55| 300]: Train Loss:0.0013466, Val MRR:0.28571, yago11k
2023-05-07 21:09:02,316 - [INFO] - [E:55| 400]: Train Loss:0.001346, Val MRR:0.28571, yago11k
2023-05-07 21:10:45,371 - [INFO] - [E:55| 500]: Train Loss:0.0013455, Val MRR:0.28571, yago11k
2023-05-07 21:12:27,426 - [INFO] - [E:55| 600]: Train Loss:0.0013453, Val MRR:0.28571, yago11k
2023-05-07 21:12:27,426 - [INFO] - [Epoch:55]: Training Loss:0.001345
2023-05-07 21:12:27,691 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 21:12:48,650 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 21:13:09,920 - [INFO] - [Evaluating Epoch 55 valid]:
MRR: Tail : 0.37269, Head : 0.20251, Avg : 0.2876
2023-05-07 21:13:10,859 - [INFO] - [Epoch 55]: Training Loss: 0.0013453, Valid MRR: 0.2876,
2023-05-07 21:13:12,061 - [INFO] - [E:56| 0]: Train Loss:0.0012799, Val MRR:0.2876, yago11k
2023-05-07 21:14:45,555 - [INFO] - [E:56| 100]: Train Loss:0.0013425, Val MRR:0.2876, yago11k
2023-05-07 21:16:29,941 - [INFO] - [E:56| 200]: Train Loss:0.0013413, Val MRR:0.2876, yago11k
2023-05-07 21:18:14,345 - [INFO] - [E:56| 300]: Train Loss:0.0013389, Val MRR:0.2876, yago11k
2023-05-07 21:19:59,112 - [INFO] - [E:56| 400]: Train Loss:0.001339, Val MRR:0.2876, yago11k
2023-05-07 21:21:42,718 - [INFO] - [E:56| 500]: Train Loss:0.0013388, Val MRR:0.2876, yago11k
2023-05-07 21:23:15,570 - [INFO] - [E:56| 600]: Train Loss:0.0013391, Val MRR:0.2876, yago11k
2023-05-07 21:23:15,570 - [INFO] - [Epoch:56]: Training Loss:0.001339
2023-05-07 21:23:15,832 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 21:23:37,137 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 21:23:58,093 - [INFO] - [Evaluating Epoch 56 valid]:
MRR: Tail : 0.37002, Head : 0.20462, Avg : 0.28732
2023-05-07 21:23:58,093 - [INFO] - [Epoch 56]: Training Loss: 0.0013391, Valid MRR: 0.2876,
2023-05-07 21:23:59,303 - [INFO] - [E:57| 0]: Train Loss:0.0014582, Val MRR:0.2876, yago11k
2023-05-07 21:25:43,553 - [INFO] - [E:57| 100]: Train Loss:0.0013313, Val MRR:0.2876, yago11k
2023-05-07 21:27:27,854 - [INFO] - [E:57| 200]: Train Loss:0.0013345, Val MRR:0.2876, yago11k
2023-05-07 21:29:12,249 - [INFO] - [E:57| 300]: Train Loss:0.0013358, Val MRR:0.2876, yago11k
2023-05-07 21:30:55,963 - [INFO] - [E:57| 400]: Train Loss:0.0013357, Val MRR:0.2876, yago11k
2023-05-07 21:32:28,924 - [INFO] - [E:57| 500]: Train Loss:0.0013351, Val MRR:0.2876, yago11k
2023-05-07 21:34:11,506 - [INFO] - [E:57| 600]: Train Loss:0.0013349, Val MRR:0.2876, yago11k
2023-05-07 21:34:11,507 - [INFO] - [Epoch:57]: Training Loss:0.001335
2023-05-07 21:34:11,837 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 21:34:32,970 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 21:34:54,249 - [INFO] - [Evaluating Epoch 57 valid]:
MRR: Tail : 0.37077, Head : 0.20704, Avg : 0.2889
2023-05-07 21:34:55,200 - [INFO] - [Epoch 57]: Training Loss: 0.0013349, Valid MRR: 0.2889,
2023-05-07 21:34:55,984 - [INFO] - [E:58| 0]: Train Loss:0.0013804, Val MRR:0.2889, yago11k
2023-05-07 21:36:39,050 - [INFO] - [E:58| 100]: Train Loss:0.001331, Val MRR:0.2889, yago11k
2023-05-07 21:38:22,154 - [INFO] - [E:58| 200]: Train Loss:0.0013306, Val MRR:0.2889, yago11k
2023-05-07 21:39:59,983 - [INFO] - [E:58| 300]: Train Loss:0.0013306, Val MRR:0.2889, yago11k
2023-05-07 21:41:38,534 - [INFO] - [E:58| 400]: Train Loss:0.0013289, Val MRR:0.2889, yago11k
2023-05-07 21:43:22,408 - [INFO] - [E:58| 500]: Train Loss:0.0013289, Val MRR:0.2889, yago11k
2023-05-07 21:45:06,105 - [INFO] - [E:58| 600]: Train Loss:0.0013296, Val MRR:0.2889, yago11k
2023-05-07 21:45:06,105 - [INFO] - [Epoch:58]: Training Loss:0.00133
2023-05-07 21:45:06,617 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 21:45:27,678 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 21:45:48,905 - [INFO] - [Evaluating Epoch 58 valid]:
MRR: Tail : 0.37109, Head : 0.21075, Avg : 0.29092
2023-05-07 21:45:49,860 - [INFO] - [Epoch 58]: Training Loss: 0.0013296, Valid MRR: 0.29092,
2023-05-07 21:45:51,109 - [INFO] - [E:59| 0]: Train Loss:0.0012828, Val MRR:0.29092, yago11k
2023-05-07 21:47:35,218 - [INFO] - [E:59| 100]: Train Loss:0.0013262, Val MRR:0.29092, yago11k
2023-05-07 21:49:09,009 - [INFO] - [E:59| 200]: Train Loss:0.001323, Val MRR:0.29092, yago11k
2023-05-07 21:50:52,039 - [INFO] - [E:59| 300]: Train Loss:0.0013245, Val MRR:0.29092, yago11k
2023-05-07 21:52:35,017 - [INFO] - [E:59| 400]: Train Loss:0.0013248, Val MRR:0.29092, yago11k
2023-05-07 21:54:18,288 - [INFO] - [E:59| 500]: Train Loss:0.0013239, Val MRR:0.29092, yago11k
2023-05-07 21:56:00,832 - [INFO] - [E:59| 600]: Train Loss:0.0013252, Val MRR:0.29092, yago11k
2023-05-07 21:56:00,832 - [INFO] - [Epoch:59]: Training Loss:0.001325
2023-05-07 21:56:01,177 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 21:56:22,474 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 21:56:43,477 - [INFO] - [Evaluating Epoch 59 valid]:
MRR: Tail : 0.37309, Head : 0.21263, Avg : 0.29286
MR: Tail : 299.61, Head : 632.74, Avg : 466.18
Hit-1: Tail : 0.26785, Head : 0.16977, Avg : 0.21881
Hit-3: Tail : 0.4372, Head : 0.20381, Avg : 0.32051
Hit-10: Tail : 0.55821, Head : 0.29675, Avg : 0.42748
2023-05-07 21:56:44,421 - [INFO] - [Epoch 59]: Training Loss: 0.0013252, Valid MRR: 0.29286,
2023-05-07 21:56:45,851 - [INFO] - [E:60| 0]: Train Loss:0.0012939, Val MRR:0.29286, yago11k
2023-05-07 21:58:19,186 - [INFO] - [E:60| 100]: Train Loss:0.0013179, Val MRR:0.29286, yago11k
2023-05-07 22:00:01,709 - [INFO] - [E:60| 200]: Train Loss:0.0013213, Val MRR:0.29286, yago11k
2023-05-07 22:01:44,589 - [INFO] - [E:60| 300]: Train Loss:0.0013189, Val MRR:0.29286, yago11k
2023-05-07 22:03:27,690 - [INFO] - [E:60| 400]: Train Loss:0.0013194, Val MRR:0.29286, yago11k
2023-05-07 22:05:08,819 - [INFO] - [E:60| 500]: Train Loss:0.0013195, Val MRR:0.29286, yago11k
2023-05-07 22:06:42,568 - [INFO] - [E:60| 600]: Train Loss:0.0013202, Val MRR:0.29286, yago11k
2023-05-07 22:06:42,569 - [INFO] - [Epoch:60]: Training Loss:0.00132
2023-05-07 22:06:43,078 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 22:07:03,985 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 22:07:25,111 - [INFO] - [Evaluating Epoch 60 valid]:
MRR: Tail : 0.37724, Head : 0.21167, Avg : 0.29446
2023-05-07 22:07:26,053 - [INFO] - [Epoch 60]: Training Loss: 0.0013202, Valid MRR: 0.29446,
2023-05-07 22:07:27,470 - [INFO] - [E:61| 0]: Train Loss:0.0013194, Val MRR:0.29446, yago11k
2023-05-07 22:09:10,654 - [INFO] - [E:61| 100]: Train Loss:0.0013152, Val MRR:0.29446, yago11k
2023-05-07 22:10:53,849 - [INFO] - [E:61| 200]: Train Loss:0.0013164, Val MRR:0.29446, yago11k
2023-05-07 22:12:36,808 - [INFO] - [E:61| 300]: Train Loss:0.0013149, Val MRR:0.29446, yago11k
2023-05-07 22:14:20,081 - [INFO] - [E:61| 400]: Train Loss:0.001316, Val MRR:0.29446, yago11k
2023-05-07 22:15:53,414 - [INFO] - [E:61| 500]: Train Loss:0.0013162, Val MRR:0.29446, yago11k
2023-05-07 22:17:36,216 - [INFO] - [E:61| 600]: Train Loss:0.0013165, Val MRR:0.29446, yago11k
2023-05-07 22:17:36,216 - [INFO] - [Epoch:61]: Training Loss:0.001316
2023-05-07 22:17:36,570 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 22:17:57,730 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 22:18:18,991 - [INFO] - [Evaluating Epoch 61 valid]:
MRR: Tail : 0.37716, Head : 0.21371, Avg : 0.29543
2023-05-07 22:18:19,934 - [INFO] - [Epoch 61]: Training Loss: 0.0013165, Valid MRR: 0.29543,
2023-05-07 22:18:20,772 - [INFO] - [E:62| 0]: Train Loss:0.0012647, Val MRR:0.29543, yago11k
2023-05-07 22:20:03,664 - [INFO] - [E:62| 100]: Train Loss:0.0013064, Val MRR:0.29543, yago11k
2023-05-07 22:21:47,115 - [INFO] - [E:62| 200]: Train Loss:0.0013097, Val MRR:0.29543, yago11k
2023-05-07 22:23:20,126 - [INFO] - [E:62| 300]: Train Loss:0.0013098, Val MRR:0.29543, yago11k
2023-05-07 22:25:03,746 - [INFO] - [E:62| 400]: Train Loss:0.0013117, Val MRR:0.29543, yago11k
2023-05-07 22:26:46,915 - [INFO] - [E:62| 500]: Train Loss:0.0013132, Val MRR:0.29543, yago11k
2023-05-07 22:28:29,696 - [INFO] - [E:62| 600]: Train Loss:0.0013123, Val MRR:0.29543, yago11k
2023-05-07 22:28:29,696 - [INFO] - [Epoch:62]: Training Loss:0.001312
2023-05-07 22:28:30,041 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 22:28:51,287 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 22:29:12,188 - [INFO] - [Evaluating Epoch 62 valid]:
MRR: Tail : 0.37823, Head : 0.2155, Avg : 0.29686
2023-05-07 22:29:13,144 - [INFO] - [Epoch 62]: Training Loss: 0.0013123, Valid MRR: 0.29686,
2023-05-07 22:29:14,204 - [INFO] - [E:63| 0]: Train Loss:0.0013029, Val MRR:0.29686, yago11k
2023-05-07 22:30:58,054 - [INFO] - [E:63| 100]: Train Loss:0.0013077, Val MRR:0.29686, yago11k
2023-05-07 22:32:31,555 - [INFO] - [E:63| 200]: Train Loss:0.0013077, Val MRR:0.29686, yago11k
2023-05-07 22:34:15,267 - [INFO] - [E:63| 300]: Train Loss:0.0013063, Val MRR:0.29686, yago11k
2023-05-07 22:35:58,863 - [INFO] - [E:63| 400]: Train Loss:0.0013079, Val MRR:0.29686, yago11k
2023-05-07 22:37:42,003 - [INFO] - [E:63| 500]: Train Loss:0.0013074, Val MRR:0.29686, yago11k
2023-05-07 22:39:24,386 - [INFO] - [E:63| 600]: Train Loss:0.0013078, Val MRR:0.29686, yago11k
2023-05-07 22:39:24,387 - [INFO] - [Epoch:63]: Training Loss:0.001308
2023-05-07 22:39:24,733 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 22:39:46,046 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 22:40:06,635 - [INFO] - [Evaluating Epoch 63 valid]:
MRR: Tail : 0.37956, Head : 0.21526, Avg : 0.29741
2023-05-07 22:40:07,584 - [INFO] - [Epoch 63]: Training Loss: 0.0013078, Valid MRR: 0.29741,
2023-05-07 22:40:08,360 - [INFO] - [E:64| 0]: Train Loss:0.0012802, Val MRR:0.29741, yago11k
2023-05-07 22:41:41,599 - [INFO] - [E:64| 100]: Train Loss:0.0012992, Val MRR:0.29741, yago11k
2023-05-07 22:43:24,723 - [INFO] - [E:64| 200]: Train Loss:0.0012998, Val MRR:0.29741, yago11k
2023-05-07 22:45:07,898 - [INFO] - [E:64| 300]: Train Loss:0.0013012, Val MRR:0.29741, yago11k
2023-05-07 22:46:51,914 - [INFO] - [E:64| 400]: Train Loss:0.0013027, Val MRR:0.29741, yago11k
2023-05-07 22:48:35,813 - [INFO] - [E:64| 500]: Train Loss:0.0013031, Val MRR:0.29741, yago11k
2023-05-07 22:50:08,285 - [INFO] - [E:64| 600]: Train Loss:0.0013042, Val MRR:0.29741, yago11k
2023-05-07 22:50:08,286 - [INFO] - [Epoch:64]: Training Loss:0.001304
2023-05-07 22:50:08,630 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 22:50:29,862 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 22:50:51,235 - [INFO] - [Evaluating Epoch 64 valid]:
MRR: Tail : 0.38586, Head : 0.21675, Avg : 0.30131
2023-05-07 22:50:52,184 - [INFO] - [Epoch 64]: Training Loss: 0.0013042, Valid MRR: 0.30131,
2023-05-07 22:50:53,447 - [INFO] - [E:65| 0]: Train Loss:0.0013265, Val MRR:0.30131, yago11k
2023-05-07 22:52:37,453 - [INFO] - [E:65| 100]: Train Loss:0.0013001, Val MRR:0.30131, yago11k
2023-05-07 22:54:23,215 - [INFO] - [E:65| 200]: Train Loss:0.001298, Val MRR:0.30131, yago11k
2023-05-07 22:56:07,921 - [INFO] - [E:65| 300]: Train Loss:0.0012979, Val MRR:0.30131, yago11k
2023-05-07 22:57:48,231 - [INFO] - [E:65| 400]: Train Loss:0.0012983, Val MRR:0.30131, yago11k
2023-05-07 22:59:25,117 - [INFO] - [E:65| 500]: Train Loss:0.001299, Val MRR:0.30131, yago11k
2023-05-07 23:01:07,906 - [INFO] - [E:65| 600]: Train Loss:0.0013002, Val MRR:0.30131, yago11k
2023-05-07 23:01:07,906 - [INFO] - [Epoch:65]: Training Loss:0.0013
2023-05-07 23:01:08,381 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 23:01:29,263 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 23:01:50,124 - [INFO] - [Evaluating Epoch 65 valid]:
MRR: Tail : 0.38324, Head : 0.21893, Avg : 0.30109
2023-05-07 23:01:50,124 - [INFO] - [Epoch 65]: Training Loss: 0.0013002, Valid MRR: 0.30131,
2023-05-07 23:01:51,296 - [INFO] - [E:66| 0]: Train Loss:0.0013307, Val MRR:0.30131, yago11k
2023-05-07 23:03:35,093 - [INFO] - [E:66| 100]: Train Loss:0.0012968, Val MRR:0.30131, yago11k
2023-05-07 23:05:18,644 - [INFO] - [E:66| 200]: Train Loss:0.0012937, Val MRR:0.30131, yago11k
2023-05-07 23:06:52,416 - [INFO] - [E:66| 300]: Train Loss:0.0012953, Val MRR:0.30131, yago11k
2023-05-07 23:08:36,769 - [INFO] - [E:66| 400]: Train Loss:0.0012966, Val MRR:0.30131, yago11k
2023-05-07 23:10:20,567 - [INFO] - [E:66| 500]: Train Loss:0.0012956, Val MRR:0.30131, yago11k
2023-05-07 23:12:03,843 - [INFO] - [E:66| 600]: Train Loss:0.0012963, Val MRR:0.30131, yago11k
2023-05-07 23:12:03,844 - [INFO] - [Epoch:66]: Training Loss:0.001296
2023-05-07 23:12:04,198 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 23:12:25,416 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 23:12:46,855 - [INFO] - [Evaluating Epoch 66 valid]:
MRR: Tail : 0.38422, Head : 0.21674, Avg : 0.30048
2023-05-07 23:12:46,855 - [INFO] - [Epoch 66]: Training Loss: 0.0012963, Valid MRR: 0.30131,
2023-05-07 23:12:47,968 - [INFO] - [E:67| 0]: Train Loss:0.0012853, Val MRR:0.30131, yago11k
2023-05-07 23:14:31,753 - [INFO] - [E:67| 100]: Train Loss:0.0012928, Val MRR:0.30131, yago11k
2023-05-07 23:16:05,564 - [INFO] - [E:67| 200]: Train Loss:0.0012903, Val MRR:0.30131, yago11k
2023-05-07 23:17:49,387 - [INFO] - [E:67| 300]: Train Loss:0.0012914, Val MRR:0.30131, yago11k
2023-05-07 23:19:33,871 - [INFO] - [E:67| 400]: Train Loss:0.0012926, Val MRR:0.30131, yago11k
2023-05-07 23:21:16,950 - [INFO] - [E:67| 500]: Train Loss:0.001292, Val MRR:0.30131, yago11k
2023-05-07 23:22:59,587 - [INFO] - [E:67| 600]: Train Loss:0.0012923, Val MRR:0.30131, yago11k
2023-05-07 23:22:59,587 - [INFO] - [Epoch:67]: Training Loss:0.001292
2023-05-07 23:23:00,008 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 23:23:20,826 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 23:23:41,843 - [INFO] - [Evaluating Epoch 67 valid]:
MRR: Tail : 0.38346, Head : 0.21883, Avg : 0.30115
2023-05-07 23:23:41,843 - [INFO] - [Epoch 67]: Training Loss: 0.0012923, Valid MRR: 0.30131,
2023-05-07 23:23:42,510 - [INFO] - [E:68| 0]: Train Loss:0.0012853, Val MRR:0.30131, yago11k
2023-05-07 23:25:16,059 - [INFO] - [E:68| 100]: Train Loss:0.0012932, Val MRR:0.30131, yago11k
2023-05-07 23:26:59,921 - [INFO] - [E:68| 200]: Train Loss:0.0012919, Val MRR:0.30131, yago11k
2023-05-07 23:28:44,244 - [INFO] - [E:68| 300]: Train Loss:0.0012902, Val MRR:0.30131, yago11k
2023-05-07 23:30:27,876 - [INFO] - [E:68| 400]: Train Loss:0.0012899, Val MRR:0.30131, yago11k
2023-05-07 23:32:12,027 - [INFO] - [E:68| 500]: Train Loss:0.0012895, Val MRR:0.30131, yago11k
2023-05-07 23:33:44,416 - [INFO] - [E:68| 600]: Train Loss:0.0012894, Val MRR:0.30131, yago11k
2023-05-07 23:33:44,416 - [INFO] - [Epoch:68]: Training Loss:0.001289
2023-05-07 23:33:44,706 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 23:34:05,866 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 23:34:26,466 - [INFO] - [Evaluating Epoch 68 valid]:
MRR: Tail : 0.38724, Head : 0.21907, Avg : 0.30315
2023-05-07 23:34:27,403 - [INFO] - [Epoch 68]: Training Loss: 0.0012894, Valid MRR: 0.30315,
2023-05-07 23:34:28,196 - [INFO] - [E:69| 0]: Train Loss:0.0012858, Val MRR:0.30315, yago11k
2023-05-07 23:36:09,528 - [INFO] - [E:69| 100]: Train Loss:0.0012899, Val MRR:0.30315, yago11k
2023-05-07 23:37:52,748 - [INFO] - [E:69| 200]: Train Loss:0.0012878, Val MRR:0.30315, yago11k
2023-05-07 23:39:36,312 - [INFO] - [E:69| 300]: Train Loss:0.0012871, Val MRR:0.30315, yago11k
2023-05-07 23:41:08,885 - [INFO] - [E:69| 400]: Train Loss:0.0012868, Val MRR:0.30315, yago11k
2023-05-07 23:42:54,505 - [INFO] - [E:69| 500]: Train Loss:0.0012864, Val MRR:0.30315, yago11k
2023-05-07 23:44:37,870 - [INFO] - [E:69| 600]: Train Loss:0.0012864, Val MRR:0.30315, yago11k
2023-05-07 23:44:37,870 - [INFO] - [Epoch:69]: Training Loss:0.001286
2023-05-07 23:44:38,379 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 23:44:59,454 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 23:45:20,788 - [INFO] - [Evaluating Epoch 69 valid]:
MRR: Tail : 0.38295, Head : 0.22008, Avg : 0.30151
MR: Tail : 264.92, Head : 640.25, Avg : 452.58
Hit-1: Tail : 0.28119, Head : 0.17644, Avg : 0.22881
Hit-3: Tail : 0.43846, Head : 0.21353, Avg : 0.32599
Hit-10: Tail : 0.57141, Head : 0.3062, Avg : 0.4388
2023-05-07 23:45:20,788 - [INFO] - [Epoch 69]: Training Loss: 0.0012864, Valid MRR: 0.30315,
2023-05-07 23:45:21,648 - [INFO] - [E:70| 0]: Train Loss:0.0012876, Val MRR:0.30315, yago11k
2023-05-07 23:47:05,483 - [INFO] - [E:70| 100]: Train Loss:0.0012811, Val MRR:0.30315, yago11k
2023-05-07 23:48:48,917 - [INFO] - [E:70| 200]: Train Loss:0.0012791, Val MRR:0.30315, yago11k
2023-05-07 23:50:22,623 - [INFO] - [E:70| 300]: Train Loss:0.00128, Val MRR:0.30315, yago11k
2023-05-07 23:52:06,242 - [INFO] - [E:70| 400]: Train Loss:0.0012811, Val MRR:0.30315, yago11k
2023-05-07 23:53:50,754 - [INFO] - [E:70| 500]: Train Loss:0.0012815, Val MRR:0.30315, yago11k
2023-05-07 23:55:33,988 - [INFO] - [E:70| 600]: Train Loss:0.0012824, Val MRR:0.30315, yago11k
2023-05-07 23:55:33,988 - [INFO] - [Epoch:70]: Training Loss:0.001282
2023-05-07 23:55:34,249 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-07 23:55:55,250 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-07 23:56:16,302 - [INFO] - [Evaluating Epoch 70 valid]:
MRR: Tail : 0.38204, Head : 0.22024, Avg : 0.30114
2023-05-07 23:56:16,302 - [INFO] - [Epoch 70]: Training Loss: 0.0012824, Valid MRR: 0.30315,
2023-05-07 23:56:17,510 - [INFO] - [E:71| 0]: Train Loss:0.0013377, Val MRR:0.30315, yago11k
2023-05-07 23:58:01,627 - [INFO] - [E:71| 100]: Train Loss:0.0012822, Val MRR:0.30315, yago11k
2023-05-07 23:59:34,586 - [INFO] - [E:71| 200]: Train Loss:0.0012796, Val MRR:0.30315, yago11k
2023-05-08 00:01:18,657 - [INFO] - [E:71| 300]: Train Loss:0.001279, Val MRR:0.30315, yago11k
2023-05-08 00:03:01,451 - [INFO] - [E:71| 400]: Train Loss:0.0012809, Val MRR:0.30315, yago11k
2023-05-08 00:04:44,966 - [INFO] - [E:71| 500]: Train Loss:0.0012811, Val MRR:0.30315, yago11k
2023-05-08 00:06:28,102 - [INFO] - [E:71| 600]: Train Loss:0.0012796, Val MRR:0.30315, yago11k
2023-05-08 00:06:28,103 - [INFO] - [Epoch:71]: Training Loss:0.00128
2023-05-08 00:06:28,440 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 00:06:48,399 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 00:07:00,441 - [INFO] - [Evaluating Epoch 71 valid]:
MRR: Tail : 0.38762, Head : 0.22035, Avg : 0.30398
2023-05-08 00:07:01,459 - [INFO] - [Epoch 71]: Training Loss: 0.0012796, Valid MRR: 0.30398,
2023-05-08 00:07:02,104 - [INFO] - [E:72| 0]: Train Loss:0.00129, Val MRR:0.30398, yago11k
2023-05-08 00:08:44,703 - [INFO] - [E:72| 100]: Train Loss:0.0012761, Val MRR:0.30398, yago11k
2023-05-08 00:10:27,518 - [INFO] - [E:72| 200]: Train Loss:0.0012737, Val MRR:0.30398, yago11k
2023-05-08 00:12:11,011 - [INFO] - [E:72| 300]: Train Loss:0.0012746, Val MRR:0.30398, yago11k
2023-05-08 00:13:55,142 - [INFO] - [E:72| 400]: Train Loss:0.0012751, Val MRR:0.30398, yago11k
2023-05-08 00:15:34,978 - [INFO] - [E:72| 500]: Train Loss:0.0012761, Val MRR:0.30398, yago11k
2023-05-08 00:17:11,073 - [INFO] - [E:72| 600]: Train Loss:0.0012767, Val MRR:0.30398, yago11k
2023-05-08 00:17:11,073 - [INFO] - [Epoch:72]: Training Loss:0.001277
2023-05-08 00:17:11,417 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 00:17:33,010 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 00:17:53,847 - [INFO] - [Evaluating Epoch 72 valid]:
MRR: Tail : 0.38376, Head : 0.22308, Avg : 0.30342
2023-05-08 00:17:53,847 - [INFO] - [Epoch 72]: Training Loss: 0.0012767, Valid MRR: 0.30398,
2023-05-08 00:17:54,913 - [INFO] - [E:73| 0]: Train Loss:0.0012608, Val MRR:0.30398, yago11k
2023-05-08 00:19:39,496 - [INFO] - [E:73| 100]: Train Loss:0.0012689, Val MRR:0.30398, yago11k
2023-05-08 00:21:23,811 - [INFO] - [E:73| 200]: Train Loss:0.0012724, Val MRR:0.30398, yago11k
2023-05-08 00:23:08,385 - [INFO] - [E:73| 300]: Train Loss:0.0012736, Val MRR:0.30398, yago11k
2023-05-08 00:24:41,756 - [INFO] - [E:73| 400]: Train Loss:0.0012737, Val MRR:0.30398, yago11k
2023-05-08 00:26:26,431 - [INFO] - [E:73| 500]: Train Loss:0.0012736, Val MRR:0.30398, yago11k
2023-05-08 00:28:10,106 - [INFO] - [E:73| 600]: Train Loss:0.0012741, Val MRR:0.30398, yago11k
2023-05-08 00:28:10,106 - [INFO] - [Epoch:73]: Training Loss:0.001274
2023-05-08 00:28:10,610 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 00:28:31,421 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 00:28:52,435 - [INFO] - [Evaluating Epoch 73 valid]:
MRR: Tail : 0.38495, Head : 0.22347, Avg : 0.30421
2023-05-08 00:28:53,400 - [INFO] - [Epoch 73]: Training Loss: 0.0012741, Valid MRR: 0.30421,
2023-05-08 00:28:54,563 - [INFO] - [E:74| 0]: Train Loss:0.0012588, Val MRR:0.30421, yago11k
2023-05-08 00:30:40,153 - [INFO] - [E:74| 100]: Train Loss:0.0012743, Val MRR:0.30421, yago11k
2023-05-08 00:32:24,063 - [INFO] - [E:74| 200]: Train Loss:0.0012729, Val MRR:0.30421, yago11k
2023-05-08 00:33:57,286 - [INFO] - [E:74| 300]: Train Loss:0.0012719, Val MRR:0.30421, yago11k
2023-05-08 00:35:41,350 - [INFO] - [E:74| 400]: Train Loss:0.0012711, Val MRR:0.30421, yago11k
2023-05-08 00:37:24,668 - [INFO] - [E:74| 500]: Train Loss:0.0012708, Val MRR:0.30421, yago11k
2023-05-08 00:39:07,539 - [INFO] - [E:74| 600]: Train Loss:0.0012712, Val MRR:0.30421, yago11k
2023-05-08 00:39:07,539 - [INFO] - [Epoch:74]: Training Loss:0.001271
2023-05-08 00:39:07,883 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 00:39:28,899 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 00:39:50,234 - [INFO] - [Evaluating Epoch 74 valid]:
MRR: Tail : 0.38612, Head : 0.22196, Avg : 0.30404
2023-05-08 00:39:50,234 - [INFO] - [Epoch 74]: Training Loss: 0.0012712, Valid MRR: 0.30421,
2023-05-08 00:39:51,379 - [INFO] - [E:75| 0]: Train Loss:0.0012754, Val MRR:0.30421, yago11k
2023-05-08 00:41:33,278 - [INFO] - [E:75| 100]: Train Loss:0.0012623, Val MRR:0.30421, yago11k
2023-05-08 00:43:07,367 - [INFO] - [E:75| 200]: Train Loss:0.0012659, Val MRR:0.30421, yago11k
2023-05-08 00:44:50,396 - [INFO] - [E:75| 300]: Train Loss:0.0012669, Val MRR:0.30421, yago11k
2023-05-08 00:46:33,674 - [INFO] - [E:75| 400]: Train Loss:0.001268, Val MRR:0.30421, yago11k
2023-05-08 00:48:16,894 - [INFO] - [E:75| 500]: Train Loss:0.0012684, Val MRR:0.30421, yago11k
2023-05-08 00:49:59,220 - [INFO] - [E:75| 600]: Train Loss:0.0012687, Val MRR:0.30421, yago11k
2023-05-08 00:49:59,221 - [INFO] - [Epoch:75]: Training Loss:0.001269
2023-05-08 00:49:59,557 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 00:50:17,373 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 00:50:29,389 - [INFO] - [Evaluating Epoch 75 valid]:
MRR: Tail : 0.39155, Head : 0.22337, Avg : 0.30746
2023-05-08 00:50:30,381 - [INFO] - [Epoch 75]: Training Loss: 0.0012687, Valid MRR: 0.30746,
2023-05-08 00:50:31,713 - [INFO] - [E:76| 0]: Train Loss:0.0012586, Val MRR:0.30746, yago11k
2023-05-08 00:52:15,300 - [INFO] - [E:76| 100]: Train Loss:0.0012638, Val MRR:0.30746, yago11k
2023-05-08 00:53:59,154 - [INFO] - [E:76| 200]: Train Loss:0.0012621, Val MRR:0.30746, yago11k
2023-05-08 00:55:43,071 - [INFO] - [E:76| 300]: Train Loss:0.0012641, Val MRR:0.30746, yago11k
2023-05-08 00:57:26,472 - [INFO] - [E:76| 400]: Train Loss:0.0012633, Val MRR:0.30746, yago11k
2023-05-08 00:59:03,287 - [INFO] - [E:76| 500]: Train Loss:0.0012652, Val MRR:0.30746, yago11k
2023-05-08 01:00:42,279 - [INFO] - [E:76| 600]: Train Loss:0.0012653, Val MRR:0.30746, yago11k
2023-05-08 01:00:42,279 - [INFO] - [Epoch:76]: Training Loss:0.001265
2023-05-08 01:00:42,759 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 01:01:03,797 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 01:01:25,437 - [INFO] - [Evaluating Epoch 76 valid]:
MRR: Tail : 0.38713, Head : 0.22238, Avg : 0.30476
2023-05-08 01:01:25,437 - [INFO] - [Epoch 76]: Training Loss: 0.0012653, Valid MRR: 0.30746,
2023-05-08 01:01:26,396 - [INFO] - [E:77| 0]: Train Loss:0.0012384, Val MRR:0.30746, yago11k
2023-05-08 01:03:10,687 - [INFO] - [E:77| 100]: Train Loss:0.0012645, Val MRR:0.30746, yago11k
2023-05-08 01:04:54,040 - [INFO] - [E:77| 200]: Train Loss:0.0012657, Val MRR:0.30746, yago11k
2023-05-08 01:06:36,021 - [INFO] - [E:77| 300]: Train Loss:0.0012632, Val MRR:0.30746, yago11k
2023-05-08 01:08:07,160 - [INFO] - [E:77| 400]: Train Loss:0.001263, Val MRR:0.30746, yago11k
2023-05-08 01:09:50,442 - [INFO] - [E:77| 500]: Train Loss:0.0012628, Val MRR:0.30746, yago11k
2023-05-08 01:11:32,806 - [INFO] - [E:77| 600]: Train Loss:0.001263, Val MRR:0.30746, yago11k
2023-05-08 01:11:32,806 - [INFO] - [Epoch:77]: Training Loss:0.001263
2023-05-08 01:11:33,158 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 01:11:54,549 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 01:12:15,663 - [INFO] - [Evaluating Epoch 77 valid]:
MRR: Tail : 0.38781, Head : 0.22324, Avg : 0.30553
2023-05-08 01:12:15,663 - [INFO] - [Epoch 77]: Training Loss: 0.001263, Valid MRR: 0.30746,
2023-05-08 01:12:16,741 - [INFO] - [E:78| 0]: Train Loss:0.0012587, Val MRR:0.30746, yago11k
2023-05-08 01:13:59,548 - [INFO] - [E:78| 100]: Train Loss:0.0012621, Val MRR:0.30746, yago11k
2023-05-08 01:15:42,698 - [INFO] - [E:78| 200]: Train Loss:0.0012612, Val MRR:0.30746, yago11k
2023-05-08 01:17:15,794 - [INFO] - [E:78| 300]: Train Loss:0.0012603, Val MRR:0.30746, yago11k
2023-05-08 01:19:02,416 - [INFO] - [E:78| 400]: Train Loss:0.001259, Val MRR:0.30746, yago11k
2023-05-08 01:20:46,787 - [INFO] - [E:78| 500]: Train Loss:0.0012592, Val MRR:0.30746, yago11k
2023-05-08 01:22:29,312 - [INFO] - [E:78| 600]: Train Loss:0.00126, Val MRR:0.30746, yago11k
2023-05-08 01:22:29,312 - [INFO] - [Epoch:78]: Training Loss:0.00126
2023-05-08 01:22:29,833 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 01:22:50,693 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 01:23:11,937 - [INFO] - [Evaluating Epoch 78 valid]:
MRR: Tail : 0.38931, Head : 0.22264, Avg : 0.30597
2023-05-08 01:23:11,937 - [INFO] - [Epoch 78]: Training Loss: 0.00126, Valid MRR: 0.30746,
2023-05-08 01:23:13,116 - [INFO] - [E:79| 0]: Train Loss:0.0012157, Val MRR:0.30746, yago11k
2023-05-08 01:24:54,037 - [INFO] - [E:79| 100]: Train Loss:0.0012562, Val MRR:0.30746, yago11k
2023-05-08 01:26:30,407 - [INFO] - [E:79| 200]: Train Loss:0.001256, Val MRR:0.30746, yago11k
2023-05-08 01:28:14,736 - [INFO] - [E:79| 300]: Train Loss:0.0012556, Val MRR:0.30746, yago11k
2023-05-08 01:29:59,350 - [INFO] - [E:79| 400]: Train Loss:0.0012564, Val MRR:0.30746, yago11k
2023-05-08 01:31:43,954 - [INFO] - [E:79| 500]: Train Loss:0.0012572, Val MRR:0.30746, yago11k
2023-05-08 01:33:26,984 - [INFO] - [E:79| 600]: Train Loss:0.0012582, Val MRR:0.30746, yago11k
2023-05-08 01:33:26,984 - [INFO] - [Epoch:79]: Training Loss:0.001258
2023-05-08 01:33:27,219 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 01:33:39,402 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 01:33:57,133 - [INFO] - [Evaluating Epoch 79 valid]:
MRR: Tail : 0.3909, Head : 0.2246, Avg : 0.30775
MR: Tail : 304.12, Head : 657.52, Avg : 480.82
Hit-1: Tail : 0.29272, Head : 0.18144, Avg : 0.23708
Hit-3: Tail : 0.43943, Head : 0.21645, Avg : 0.32794
Hit-10: Tail : 0.58155, Head : 0.31231, Avg : 0.44693
2023-05-08 01:33:58,081 - [INFO] - [Epoch 79]: Training Loss: 0.0012582, Valid MRR: 0.30775,
2023-05-08 01:33:59,310 - [INFO] - [E:80| 0]: Train Loss:0.0012311, Val MRR:0.30775, yago11k
2023-05-08 01:35:42,186 - [INFO] - [E:80| 100]: Train Loss:0.0012525, Val MRR:0.30775, yago11k
2023-05-08 01:37:25,528 - [INFO] - [E:80| 200]: Train Loss:0.0012517, Val MRR:0.30775, yago11k
2023-05-08 01:39:08,302 - [INFO] - [E:80| 300]: Train Loss:0.0012544, Val MRR:0.30775, yago11k
2023-05-08 01:40:51,301 - [INFO] - [E:80| 400]: Train Loss:0.0012553, Val MRR:0.30775, yago11k
2023-05-08 01:42:24,478 - [INFO] - [E:80| 500]: Train Loss:0.0012551, Val MRR:0.30775, yago11k
2023-05-08 01:44:06,431 - [INFO] - [E:80| 600]: Train Loss:0.0012556, Val MRR:0.30775, yago11k
2023-05-08 01:44:06,432 - [INFO] - [Epoch:80]: Training Loss:0.001256
2023-05-08 01:44:06,773 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 01:44:28,187 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 01:44:49,576 - [INFO] - [Evaluating Epoch 80 valid]:
MRR: Tail : 0.38552, Head : 0.22465, Avg : 0.30508
2023-05-08 01:44:49,577 - [INFO] - [Epoch 80]: Training Loss: 0.0012556, Valid MRR: 0.30775,
2023-05-08 01:44:50,416 - [INFO] - [E:81| 0]: Train Loss:0.0012571, Val MRR:0.30775, yago11k
2023-05-08 01:46:34,694 - [INFO] - [E:81| 100]: Train Loss:0.0012515, Val MRR:0.30775, yago11k
2023-05-08 01:48:18,480 - [INFO] - [E:81| 200]: Train Loss:0.0012519, Val MRR:0.30775, yago11k
2023-05-08 01:50:02,114 - [INFO] - [E:81| 300]: Train Loss:0.0012522, Val MRR:0.30775, yago11k
2023-05-08 01:51:34,818 - [INFO] - [E:81| 400]: Train Loss:0.0012522, Val MRR:0.30775, yago11k
2023-05-08 01:53:18,014 - [INFO] - [E:81| 500]: Train Loss:0.0012526, Val MRR:0.30775, yago11k
2023-05-08 01:55:00,175 - [INFO] - [E:81| 600]: Train Loss:0.0012528, Val MRR:0.30775, yago11k
2023-05-08 01:55:00,176 - [INFO] - [Epoch:81]: Training Loss:0.001253
2023-05-08 01:55:00,552 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 01:55:21,431 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 01:55:42,589 - [INFO] - [Evaluating Epoch 81 valid]:
MRR: Tail : 0.38942, Head : 0.22444, Avg : 0.30693
2023-05-08 01:55:42,589 - [INFO] - [Epoch 81]: Training Loss: 0.0012528, Valid MRR: 0.30775,
2023-05-08 01:55:43,689 - [INFO] - [E:82| 0]: Train Loss:0.0012708, Val MRR:0.30775, yago11k
2023-05-08 01:57:27,131 - [INFO] - [E:82| 100]: Train Loss:0.001247, Val MRR:0.30775, yago11k
2023-05-08 01:59:10,619 - [INFO] - [E:82| 200]: Train Loss:0.0012485, Val MRR:0.30775, yago11k
2023-05-08 02:00:43,863 - [INFO] - [E:82| 300]: Train Loss:0.0012496, Val MRR:0.30775, yago11k
2023-05-08 02:02:27,921 - [INFO] - [E:82| 400]: Train Loss:0.0012501, Val MRR:0.30775, yago11k
2023-05-08 02:04:12,112 - [INFO] - [E:82| 500]: Train Loss:0.0012512, Val MRR:0.30775, yago11k
2023-05-08 02:05:57,099 - [INFO] - [E:82| 600]: Train Loss:0.001251, Val MRR:0.30775, yago11k
2023-05-08 02:05:57,099 - [INFO] - [Epoch:82]: Training Loss:0.001251
2023-05-08 02:05:57,392 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 02:06:18,305 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 02:06:39,164 - [INFO] - [Evaluating Epoch 82 valid]:
MRR: Tail : 0.38967, Head : 0.22482, Avg : 0.30724
2023-05-08 02:06:39,164 - [INFO] - [Epoch 82]: Training Loss: 0.001251, Valid MRR: 0.30775,
2023-05-08 02:06:40,366 - [INFO] - [E:83| 0]: Train Loss:0.0012854, Val MRR:0.30775, yago11k
2023-05-08 02:08:19,452 - [INFO] - [E:83| 100]: Train Loss:0.0012484, Val MRR:0.30775, yago11k
2023-05-08 02:09:57,128 - [INFO] - [E:83| 200]: Train Loss:0.0012471, Val MRR:0.30775, yago11k
2023-05-08 02:11:40,431 - [INFO] - [E:83| 300]: Train Loss:0.0012457, Val MRR:0.30775, yago11k
2023-05-08 02:13:23,560 - [INFO] - [E:83| 400]: Train Loss:0.0012468, Val MRR:0.30775, yago11k
2023-05-08 02:15:07,628 - [INFO] - [E:83| 500]: Train Loss:0.0012479, Val MRR:0.30775, yago11k
2023-05-08 02:16:51,111 - [INFO] - [E:83| 600]: Train Loss:0.0012484, Val MRR:0.30775, yago11k
2023-05-08 02:16:51,111 - [INFO] - [Epoch:83]: Training Loss:0.001248
2023-05-08 02:16:51,337 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 02:17:03,525 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 02:17:20,902 - [INFO] - [Evaluating Epoch 83 valid]:
MRR: Tail : 0.39523, Head : 0.22374, Avg : 0.30948
2023-05-08 02:17:21,851 - [INFO] - [Epoch 83]: Training Loss: 0.0012484, Valid MRR: 0.30948,
2023-05-08 02:17:23,191 - [INFO] - [E:84| 0]: Train Loss:0.0012143, Val MRR:0.30948, yago11k
2023-05-08 02:19:07,484 - [INFO] - [E:84| 100]: Train Loss:0.0012417, Val MRR:0.30948, yago11k
2023-05-08 02:20:52,524 - [INFO] - [E:84| 200]: Train Loss:0.0012431, Val MRR:0.30948, yago11k
2023-05-08 02:22:35,942 - [INFO] - [E:84| 300]: Train Loss:0.0012435, Val MRR:0.30948, yago11k
2023-05-08 02:24:20,289 - [INFO] - [E:84| 400]: Train Loss:0.0012456, Val MRR:0.30948, yago11k
2023-05-08 02:25:53,532 - [INFO] - [E:84| 500]: Train Loss:0.0012456, Val MRR:0.30948, yago11k
2023-05-08 02:27:35,712 - [INFO] - [E:84| 600]: Train Loss:0.0012466, Val MRR:0.30948, yago11k
2023-05-08 02:27:35,712 - [INFO] - [Epoch:84]: Training Loss:0.001247
2023-05-08 02:27:36,042 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 02:27:57,407 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 02:28:18,241 - [INFO] - [Evaluating Epoch 84 valid]:
MRR: Tail : 0.39091, Head : 0.22492, Avg : 0.30791
2023-05-08 02:28:18,241 - [INFO] - [Epoch 84]: Training Loss: 0.0012466, Valid MRR: 0.30948,
2023-05-08 02:28:19,306 - [INFO] - [E:85| 0]: Train Loss:0.0012598, Val MRR:0.30948, yago11k
2023-05-08 02:30:02,344 - [INFO] - [E:85| 100]: Train Loss:0.0012426, Val MRR:0.30948, yago11k
2023-05-08 02:31:45,455 - [INFO] - [E:85| 200]: Train Loss:0.0012424, Val MRR:0.30948, yago11k
2023-05-08 02:33:28,500 - [INFO] - [E:85| 300]: Train Loss:0.0012431, Val MRR:0.30948, yago11k
2023-05-08 02:35:01,336 - [INFO] - [E:85| 400]: Train Loss:0.0012436, Val MRR:0.30948, yago11k
2023-05-08 02:36:43,607 - [INFO] - [E:85| 500]: Train Loss:0.0012441, Val MRR:0.30948, yago11k
2023-05-08 02:38:24,627 - [INFO] - [E:85| 600]: Train Loss:0.0012446, Val MRR:0.30948, yago11k
2023-05-08 02:38:24,628 - [INFO] - [Epoch:85]: Training Loss:0.001245
2023-05-08 02:38:24,978 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 02:38:45,221 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 02:39:05,713 - [INFO] - [Evaluating Epoch 85 valid]:
MRR: Tail : 0.38863, Head : 0.22506, Avg : 0.30684
2023-05-08 02:39:05,713 - [INFO] - [Epoch 85]: Training Loss: 0.0012446, Valid MRR: 0.30948,
2023-05-08 02:39:06,906 - [INFO] - [E:86| 0]: Train Loss:0.0012665, Val MRR:0.30948, yago11k
2023-05-08 02:40:50,366 - [INFO] - [E:86| 100]: Train Loss:0.0012391, Val MRR:0.30948, yago11k
2023-05-08 02:42:32,764 - [INFO] - [E:86| 200]: Train Loss:0.0012409, Val MRR:0.30948, yago11k
2023-05-08 02:44:06,012 - [INFO] - [E:86| 300]: Train Loss:0.0012412, Val MRR:0.30948, yago11k
2023-05-08 02:45:49,098 - [INFO] - [E:86| 400]: Train Loss:0.0012425, Val MRR:0.30948, yago11k
2023-05-08 02:47:33,199 - [INFO] - [E:86| 500]: Train Loss:0.0012424, Val MRR:0.30948, yago11k
2023-05-08 02:49:16,469 - [INFO] - [E:86| 600]: Train Loss:0.0012425, Val MRR:0.30948, yago11k
2023-05-08 02:49:16,469 - [INFO] - [Epoch:86]: Training Loss:0.001243
2023-05-08 02:49:16,989 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 02:49:37,703 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 02:49:58,917 - [INFO] - [Evaluating Epoch 86 valid]:
MRR: Tail : 0.39393, Head : 0.22597, Avg : 0.30995
2023-05-08 02:49:59,852 - [INFO] - [Epoch 86]: Training Loss: 0.0012425, Valid MRR: 0.30995,
2023-05-08 02:50:01,030 - [INFO] - [E:87| 0]: Train Loss:0.0012195, Val MRR:0.30995, yago11k
2023-05-08 02:51:33,773 - [INFO] - [E:87| 100]: Train Loss:0.0012394, Val MRR:0.30995, yago11k
2023-05-08 02:53:18,450 - [INFO] - [E:87| 200]: Train Loss:0.0012373, Val MRR:0.30995, yago11k
2023-05-08 02:55:01,213 - [INFO] - [E:87| 300]: Train Loss:0.0012381, Val MRR:0.30995, yago11k
2023-05-08 02:56:43,969 - [INFO] - [E:87| 400]: Train Loss:0.0012386, Val MRR:0.30995, yago11k
2023-05-08 02:58:26,929 - [INFO] - [E:87| 500]: Train Loss:0.0012394, Val MRR:0.30995, yago11k
2023-05-08 03:00:05,131 - [INFO] - [E:87| 600]: Train Loss:0.0012401, Val MRR:0.30995, yago11k
2023-05-08 03:00:05,132 - [INFO] - [Epoch:87]: Training Loss:0.00124
2023-05-08 03:00:05,351 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 03:00:19,139 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 03:00:40,286 - [INFO] - [Evaluating Epoch 87 valid]:
MRR: Tail : 0.3923, Head : 0.22652, Avg : 0.30941
2023-05-08 03:00:40,286 - [INFO] - [Epoch 87]: Training Loss: 0.0012401, Valid MRR: 0.30995,
2023-05-08 03:00:41,121 - [INFO] - [E:88| 0]: Train Loss:0.0012184, Val MRR:0.30995, yago11k
2023-05-08 03:02:24,111 - [INFO] - [E:88| 100]: Train Loss:0.0012346, Val MRR:0.30995, yago11k
2023-05-08 03:04:07,287 - [INFO] - [E:88| 200]: Train Loss:0.001234, Val MRR:0.30995, yago11k
2023-05-08 03:05:50,448 - [INFO] - [E:88| 300]: Train Loss:0.0012351, Val MRR:0.30995, yago11k
2023-05-08 03:07:33,474 - [INFO] - [E:88| 400]: Train Loss:0.0012356, Val MRR:0.30995, yago11k
2023-05-08 03:09:06,249 - [INFO] - [E:88| 500]: Train Loss:0.0012359, Val MRR:0.30995, yago11k
2023-05-08 03:10:49,595 - [INFO] - [E:88| 600]: Train Loss:0.0012377, Val MRR:0.30995, yago11k
2023-05-08 03:10:49,595 - [INFO] - [Epoch:88]: Training Loss:0.001238
2023-05-08 03:10:49,927 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 03:11:11,103 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 03:11:32,309 - [INFO] - [Evaluating Epoch 88 valid]:
MRR: Tail : 0.39082, Head : 0.22694, Avg : 0.30888
2023-05-08 03:11:32,309 - [INFO] - [Epoch 88]: Training Loss: 0.0012377, Valid MRR: 0.30995,
2023-05-08 03:11:33,472 - [INFO] - [E:89| 0]: Train Loss:0.0012256, Val MRR:0.30995, yago11k
2023-05-08 03:13:17,202 - [INFO] - [E:89| 100]: Train Loss:0.0012296, Val MRR:0.30995, yago11k
2023-05-08 03:15:00,627 - [INFO] - [E:89| 200]: Train Loss:0.0012323, Val MRR:0.30995, yago11k
2023-05-08 03:16:43,712 - [INFO] - [E:89| 300]: Train Loss:0.0012338, Val MRR:0.30995, yago11k
2023-05-08 03:18:16,991 - [INFO] - [E:89| 400]: Train Loss:0.0012349, Val MRR:0.30995, yago11k
2023-05-08 03:20:00,614 - [INFO] - [E:89| 500]: Train Loss:0.0012355, Val MRR:0.30995, yago11k
2023-05-08 03:21:42,976 - [INFO] - [E:89| 600]: Train Loss:0.0012363, Val MRR:0.30995, yago11k
2023-05-08 03:21:42,977 - [INFO] - [Epoch:89]: Training Loss:0.001236
2023-05-08 03:21:43,488 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 03:22:04,656 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 03:22:25,735 - [INFO] - [Evaluating Epoch 89 valid]:
MRR: Tail : 0.39052, Head : 0.22641, Avg : 0.30847
MR: Tail : 326.99, Head : 673.93, Avg : 500.46
Hit-1: Tail : 0.29105, Head : 0.18255, Avg : 0.2368
Hit-3: Tail : 0.44318, Head : 0.21756, Avg : 0.33037
Hit-10: Tail : 0.57808, Head : 0.3155, Avg : 0.44679
2023-05-08 03:22:25,735 - [INFO] - [Epoch 89]: Training Loss: 0.0012363, Valid MRR: 0.30995,
2023-05-08 03:22:26,822 - [INFO] - [E:90| 0]: Train Loss:0.0012032, Val MRR:0.30995, yago11k
2023-05-08 03:24:10,874 - [INFO] - [E:90| 100]: Train Loss:0.0012309, Val MRR:0.30995, yago11k
2023-05-08 03:25:54,421 - [INFO] - [E:90| 200]: Train Loss:0.001232, Val MRR:0.30995, yago11k
2023-05-08 03:27:27,259 - [INFO] - [E:90| 300]: Train Loss:0.0012331, Val MRR:0.30995, yago11k
2023-05-08 03:29:11,468 - [INFO] - [E:90| 400]: Train Loss:0.0012342, Val MRR:0.30995, yago11k
2023-05-08 03:30:55,446 - [INFO] - [E:90| 500]: Train Loss:0.0012348, Val MRR:0.30995, yago11k
2023-05-08 03:32:38,844 - [INFO] - [E:90| 600]: Train Loss:0.0012344, Val MRR:0.30995, yago11k
2023-05-08 03:32:38,844 - [INFO] - [Epoch:90]: Training Loss:0.001234
2023-05-08 03:32:39,242 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 03:33:00,359 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 03:33:22,036 - [INFO] - [Evaluating Epoch 90 valid]:
MRR: Tail : 0.38807, Head : 0.22703, Avg : 0.30755
2023-05-08 03:33:22,036 - [INFO] - [Epoch 90]: Training Loss: 0.0012344, Valid MRR: 0.30995,
2023-05-08 03:33:22,985 - [INFO] - [E:91| 0]: Train Loss:0.0012487, Val MRR:0.30995, yago11k
2023-05-08 03:34:56,676 - [INFO] - [E:91| 100]: Train Loss:0.0012307, Val MRR:0.30995, yago11k
2023-05-08 03:36:40,410 - [INFO] - [E:91| 200]: Train Loss:0.0012333, Val MRR:0.30995, yago11k
2023-05-08 03:38:24,494 - [INFO] - [E:91| 300]: Train Loss:0.0012326, Val MRR:0.30995, yago11k
2023-05-08 03:40:08,021 - [INFO] - [E:91| 400]: Train Loss:0.0012316, Val MRR:0.30995, yago11k
2023-05-08 03:41:53,206 - [INFO] - [E:91| 500]: Train Loss:0.0012322, Val MRR:0.30995, yago11k
2023-05-08 03:43:30,316 - [INFO] - [E:91| 600]: Train Loss:0.0012325, Val MRR:0.30995, yago11k
2023-05-08 03:43:30,316 - [INFO] - [Epoch:91]: Training Loss:0.001233
2023-05-08 03:43:30,535 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 03:43:46,683 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 03:44:07,796 - [INFO] - [Evaluating Epoch 91 valid]:
MRR: Tail : 0.39203, Head : 0.22682, Avg : 0.30943
2023-05-08 03:44:07,796 - [INFO] - [Epoch 91]: Training Loss: 0.0012325, Valid MRR: 0.30995,
2023-05-08 03:44:08,971 - [INFO] - [E:92| 0]: Train Loss:0.0012154, Val MRR:0.30995, yago11k
2023-05-08 03:45:52,244 - [INFO] - [E:92| 100]: Train Loss:0.0012283, Val MRR:0.30995, yago11k
2023-05-08 03:47:35,316 - [INFO] - [E:92| 200]: Train Loss:0.0012292, Val MRR:0.30995, yago11k
2023-05-08 03:49:18,496 - [INFO] - [E:92| 300]: Train Loss:0.0012302, Val MRR:0.30995, yago11k
2023-05-08 03:51:01,759 - [INFO] - [E:92| 400]: Train Loss:0.0012302, Val MRR:0.30995, yago11k
2023-05-08 03:52:34,375 - [INFO] - [E:92| 500]: Train Loss:0.0012303, Val MRR:0.30995, yago11k
2023-05-08 03:54:16,791 - [INFO] - [E:92| 600]: Train Loss:0.0012303, Val MRR:0.30995, yago11k
2023-05-08 03:54:16,791 - [INFO] - [Epoch:92]: Training Loss:0.00123
2023-05-08 03:54:17,141 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 03:54:38,592 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 03:54:59,266 - [INFO] - [Evaluating Epoch 92 valid]:
MRR: Tail : 0.39046, Head : 0.22821, Avg : 0.30933
2023-05-08 03:54:59,266 - [INFO] - [Epoch 92]: Training Loss: 0.0012303, Valid MRR: 0.30995,
2023-05-08 03:55:00,337 - [INFO] - [E:93| 0]: Train Loss:0.0012263, Val MRR:0.30995, yago11k
2023-05-08 03:56:43,769 - [INFO] - [E:93| 100]: Train Loss:0.0012283, Val MRR:0.30995, yago11k
2023-05-08 03:58:26,959 - [INFO] - [E:93| 200]: Train Loss:0.0012252, Val MRR:0.30995, yago11k
2023-05-08 04:00:10,341 - [INFO] - [E:93| 300]: Train Loss:0.0012262, Val MRR:0.30995, yago11k
2023-05-08 04:01:43,396 - [INFO] - [E:93| 400]: Train Loss:0.0012281, Val MRR:0.30995, yago11k
2023-05-08 04:03:26,721 - [INFO] - [E:93| 500]: Train Loss:0.0012293, Val MRR:0.30995, yago11k
2023-05-08 04:05:09,033 - [INFO] - [E:93| 600]: Train Loss:0.0012293, Val MRR:0.30995, yago11k
2023-05-08 04:05:09,033 - [INFO] - [Epoch:93]: Training Loss:0.001229
2023-05-08 04:05:09,552 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 04:05:30,535 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 04:05:51,828 - [INFO] - [Evaluating Epoch 93 valid]:
MRR: Tail : 0.38945, Head : 0.22682, Avg : 0.30814
2023-05-08 04:05:51,828 - [INFO] - [Epoch 93]: Training Loss: 0.0012293, Valid MRR: 0.30995,
2023-05-08 04:05:53,002 - [INFO] - [E:94| 0]: Train Loss:0.0011981, Val MRR:0.30995, yago11k
2023-05-08 04:07:36,168 - [INFO] - [E:94| 100]: Train Loss:0.0012241, Val MRR:0.30995, yago11k
2023-05-08 04:09:13,698 - [INFO] - [E:94| 200]: Train Loss:0.0012265, Val MRR:0.30995, yago11k
2023-05-08 04:10:49,264 - [INFO] - [E:94| 300]: Train Loss:0.0012262, Val MRR:0.30995, yago11k
2023-05-08 04:12:33,645 - [INFO] - [E:94| 400]: Train Loss:0.001227, Val MRR:0.30995, yago11k
2023-05-08 04:14:17,170 - [INFO] - [E:94| 500]: Train Loss:0.0012278, Val MRR:0.30995, yago11k
2023-05-08 04:16:00,607 - [INFO] - [E:94| 600]: Train Loss:0.0012275, Val MRR:0.30995, yago11k
2023-05-08 04:16:00,607 - [INFO] - [Epoch:94]: Training Loss:0.001227
2023-05-08 04:16:00,914 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 04:16:21,821 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 04:16:43,293 - [INFO] - [Evaluating Epoch 94 valid]:
MRR: Tail : 0.39122, Head : 0.22678, Avg : 0.309
2023-05-08 04:16:43,293 - [INFO] - [Epoch 94]: Training Loss: 0.0012275, Valid MRR: 0.30995,
2023-05-08 04:16:44,272 - [INFO] - [E:95| 0]: Train Loss:0.001184, Val MRR:0.30995, yago11k
2023-05-08 04:18:18,386 - [INFO] - [E:95| 100]: Train Loss:0.0012207, Val MRR:0.30995, yago11k
2023-05-08 04:20:01,659 - [INFO] - [E:95| 200]: Train Loss:0.0012213, Val MRR:0.30995, yago11k
2023-05-08 04:21:45,108 - [INFO] - [E:95| 300]: Train Loss:0.0012222, Val MRR:0.30995, yago11k
2023-05-08 04:23:28,524 - [INFO] - [E:95| 400]: Train Loss:0.0012238, Val MRR:0.30995, yago11k
2023-05-08 04:25:11,957 - [INFO] - [E:95| 500]: Train Loss:0.0012248, Val MRR:0.30995, yago11k
2023-05-08 04:26:44,384 - [INFO] - [E:95| 600]: Train Loss:0.0012255, Val MRR:0.30995, yago11k
2023-05-08 04:26:44,384 - [INFO] - [Epoch:95]: Training Loss:0.001226
2023-05-08 04:26:44,710 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 04:27:06,047 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 04:27:27,398 - [INFO] - [Evaluating Epoch 95 valid]:
MRR: Tail : 0.39679, Head : 0.22703, Avg : 0.31191
2023-05-08 04:27:28,341 - [INFO] - [Epoch 95]: Training Loss: 0.0012255, Valid MRR: 0.31191,
2023-05-08 04:27:29,537 - [INFO] - [E:96| 0]: Train Loss:0.0012285, Val MRR:0.31191, yago11k
2023-05-08 04:29:15,041 - [INFO] - [E:96| 100]: Train Loss:0.0012201, Val MRR:0.31191, yago11k
2023-05-08 04:30:58,533 - [INFO] - [E:96| 200]: Train Loss:0.0012209, Val MRR:0.31191, yago11k
2023-05-08 04:32:42,991 - [INFO] - [E:96| 300]: Train Loss:0.0012211, Val MRR:0.31191, yago11k
2023-05-08 04:34:27,468 - [INFO] - [E:96| 400]: Train Loss:0.0012231, Val MRR:0.31191, yago11k
2023-05-08 04:36:00,540 - [INFO] - [E:96| 500]: Train Loss:0.0012241, Val MRR:0.31191, yago11k
2023-05-08 04:37:43,717 - [INFO] - [E:96| 600]: Train Loss:0.0012243, Val MRR:0.31191, yago11k
2023-05-08 04:37:43,717 - [INFO] - [Epoch:96]: Training Loss:0.001224
2023-05-08 04:37:44,093 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 04:38:05,009 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 04:38:26,578 - [INFO] - [Evaluating Epoch 96 valid]:
MRR: Tail : 0.39133, Head : 0.22575, Avg : 0.30854
2023-05-08 04:38:26,578 - [INFO] - [Epoch 96]: Training Loss: 0.0012243, Valid MRR: 0.31191,
2023-05-08 04:38:27,475 - [INFO] - [E:97| 0]: Train Loss:0.0011991, Val MRR:0.31191, yago11k
2023-05-08 04:40:10,885 - [INFO] - [E:97| 100]: Train Loss:0.0012233, Val MRR:0.31191, yago11k
2023-05-08 04:41:54,155 - [INFO] - [E:97| 200]: Train Loss:0.0012218, Val MRR:0.31191, yago11k
2023-05-08 04:43:37,512 - [INFO] - [E:97| 300]: Train Loss:0.0012216, Val MRR:0.31191, yago11k
2023-05-08 04:45:10,134 - [INFO] - [E:97| 400]: Train Loss:0.0012221, Val MRR:0.31191, yago11k
2023-05-08 04:46:53,808 - [INFO] - [E:97| 500]: Train Loss:0.0012218, Val MRR:0.31191, yago11k
2023-05-08 04:48:36,361 - [INFO] - [E:97| 600]: Train Loss:0.001222, Val MRR:0.31191, yago11k
2023-05-08 04:48:36,361 - [INFO] - [Epoch:97]: Training Loss:0.001222
2023-05-08 04:48:36,758 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 04:48:57,881 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 04:49:19,304 - [INFO] - [Evaluating Epoch 97 valid]:
MRR: Tail : 0.39274, Head : 0.22751, Avg : 0.31013
2023-05-08 04:49:19,304 - [INFO] - [Epoch 97]: Training Loss: 0.001222, Valid MRR: 0.31191,
2023-05-08 04:49:20,140 - [INFO] - [E:98| 0]: Train Loss:0.0012346, Val MRR:0.31191, yago11k
2023-05-08 04:51:03,299 - [INFO] - [E:98| 100]: Train Loss:0.0012219, Val MRR:0.31191, yago11k
2023-05-08 04:52:39,896 - [INFO] - [E:98| 200]: Train Loss:0.0012192, Val MRR:0.31191, yago11k
2023-05-08 04:54:19,643 - [INFO] - [E:98| 300]: Train Loss:0.0012196, Val MRR:0.31191, yago11k
2023-05-08 04:56:02,345 - [INFO] - [E:98| 400]: Train Loss:0.0012194, Val MRR:0.31191, yago11k
2023-05-08 04:57:45,543 - [INFO] - [E:98| 500]: Train Loss:0.0012204, Val MRR:0.31191, yago11k
2023-05-08 04:59:28,677 - [INFO] - [E:98| 600]: Train Loss:0.0012206, Val MRR:0.31191, yago11k
2023-05-08 04:59:28,677 - [INFO] - [Epoch:98]: Training Loss:0.001221
2023-05-08 04:59:29,026 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 04:59:49,848 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 05:00:10,804 - [INFO] - [Evaluating Epoch 98 valid]:
MRR: Tail : 0.40045, Head : 0.22669, Avg : 0.31357
2023-05-08 05:00:11,776 - [INFO] - [Epoch 98]: Training Loss: 0.0012206, Valid MRR: 0.31357,
2023-05-08 05:00:13,002 - [INFO] - [E:99| 0]: Train Loss:0.0012259, Val MRR:0.31357, yago11k
2023-05-08 05:01:46,099 - [INFO] - [E:99| 100]: Train Loss:0.0012222, Val MRR:0.31357, yago11k
2023-05-08 05:03:30,647 - [INFO] - [E:99| 200]: Train Loss:0.0012181, Val MRR:0.31357, yago11k
2023-05-08 05:05:15,189 - [INFO] - [E:99| 300]: Train Loss:0.0012189, Val MRR:0.31357, yago11k
2023-05-08 05:06:59,623 - [INFO] - [E:99| 400]: Train Loss:0.0012196, Val MRR:0.31357, yago11k
2023-05-08 05:08:44,266 - [INFO] - [E:99| 500]: Train Loss:0.0012202, Val MRR:0.31357, yago11k
2023-05-08 05:10:18,041 - [INFO] - [E:99| 600]: Train Loss:0.0012202, Val MRR:0.31357, yago11k
2023-05-08 05:10:18,041 - [INFO] - [Epoch:99]: Training Loss:0.00122
2023-05-08 05:10:18,391 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 05:10:39,206 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 05:11:00,162 - [INFO] - [Evaluating Epoch 99 valid]:
MRR: Tail : 0.40058, Head : 0.22662, Avg : 0.3136
MR: Tail : 320.92, Head : 690.84, Avg : 505.88
Hit-1: Tail : 0.30647, Head : 0.18172, Avg : 0.2441
Hit-3: Tail : 0.44443, Head : 0.22256, Avg : 0.3335
Hit-10: Tail : 0.58433, Head : 0.3137, Avg : 0.44901
2023-05-08 05:11:01,114 - [INFO] - [Epoch 99]: Training Loss: 0.0012202, Valid MRR: 0.3136,
2023-05-08 05:11:02,340 - [INFO] - [E:100| 0]: Train Loss:0.0012279, Val MRR:0.3136, yago11k
2023-05-08 05:12:45,336 - [INFO] - [E:100| 100]: Train Loss:0.0012168, Val MRR:0.3136, yago11k
2023-05-08 05:14:28,428 - [INFO] - [E:100| 200]: Train Loss:0.0012174, Val MRR:0.3136, yago11k
2023-05-08 05:16:11,896 - [INFO] - [E:100| 300]: Train Loss:0.0012177, Val MRR:0.3136, yago11k
2023-05-08 05:17:56,795 - [INFO] - [E:100| 400]: Train Loss:0.0012174, Val MRR:0.3136, yago11k
2023-05-08 05:19:29,635 - [INFO] - [E:100| 500]: Train Loss:0.0012179, Val MRR:0.3136, yago11k
2023-05-08 05:21:12,557 - [INFO] - [E:100| 600]: Train Loss:0.0012177, Val MRR:0.3136, yago11k
2023-05-08 05:21:12,557 - [INFO] - [Epoch:100]: Training Loss:0.001218
2023-05-08 05:21:13,047 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 05:21:34,094 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 05:21:55,600 - [INFO] - [Evaluating Epoch 100 valid]:
MRR: Tail : 0.39727, Head : 0.22792, Avg : 0.3126
2023-05-08 05:21:55,600 - [INFO] - [Epoch 100]: Training Loss: 0.0012177, Valid MRR: 0.3136,
2023-05-08 05:21:56,467 - [INFO] - [E:101| 0]: Train Loss:0.0012128, Val MRR:0.3136, yago11k
2023-05-08 05:23:40,482 - [INFO] - [E:101| 100]: Train Loss:0.0012145, Val MRR:0.3136, yago11k
2023-05-08 05:25:23,813 - [INFO] - [E:101| 200]: Train Loss:0.0012151, Val MRR:0.3136, yago11k
2023-05-08 05:27:07,364 - [INFO] - [E:101| 300]: Train Loss:0.0012146, Val MRR:0.3136, yago11k
2023-05-08 05:28:40,615 - [INFO] - [E:101| 400]: Train Loss:0.0012154, Val MRR:0.3136, yago11k
2023-05-08 05:30:24,522 - [INFO] - [E:101| 500]: Train Loss:0.0012158, Val MRR:0.3136, yago11k
2023-05-08 05:32:07,516 - [INFO] - [E:101| 600]: Train Loss:0.0012159, Val MRR:0.3136, yago11k
2023-05-08 05:32:07,517 - [INFO] - [Epoch:101]: Training Loss:0.001216
2023-05-08 05:32:07,779 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 05:32:29,043 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 05:32:50,083 - [INFO] - [Evaluating Epoch 101 valid]:
MRR: Tail : 0.39003, Head : 0.22841, Avg : 0.30922
2023-05-08 05:32:50,084 - [INFO] - [Epoch 101]: Training Loss: 0.0012159, Valid MRR: 0.3136,
2023-05-08 05:32:51,320 - [INFO] - [E:102| 0]: Train Loss:0.0012215, Val MRR:0.3136, yago11k
2023-05-08 05:34:35,155 - [INFO] - [E:102| 100]: Train Loss:0.0012113, Val MRR:0.3136, yago11k
2023-05-08 05:36:09,159 - [INFO] - [E:102| 200]: Train Loss:0.0012133, Val MRR:0.3136, yago11k
2023-05-08 05:37:51,833 - [INFO] - [E:102| 300]: Train Loss:0.0012144, Val MRR:0.3136, yago11k
2023-05-08 05:39:33,684 - [INFO] - [E:102| 400]: Train Loss:0.0012139, Val MRR:0.3136, yago11k
2023-05-08 05:41:15,662 - [INFO] - [E:102| 500]: Train Loss:0.0012139, Val MRR:0.3136, yago11k
2023-05-08 05:42:58,922 - [INFO] - [E:102| 600]: Train Loss:0.0012149, Val MRR:0.3136, yago11k
2023-05-08 05:42:58,922 - [INFO] - [Epoch:102]: Training Loss:0.001215
2023-05-08 05:42:59,390 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 05:43:20,643 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 05:43:42,141 - [INFO] - [Evaluating Epoch 102 valid]:
MRR: Tail : 0.38966, Head : 0.22794, Avg : 0.3088
2023-05-08 05:43:42,141 - [INFO] - [Epoch 102]: Training Loss: 0.0012149, Valid MRR: 0.3136,
2023-05-08 05:43:43,062 - [INFO] - [E:103| 0]: Train Loss:0.0012384, Val MRR:0.3136, yago11k
2023-05-08 05:45:16,053 - [INFO] - [E:103| 100]: Train Loss:0.0012126, Val MRR:0.3136, yago11k
2023-05-08 05:46:59,170 - [INFO] - [E:103| 200]: Train Loss:0.001212, Val MRR:0.3136, yago11k
2023-05-08 05:48:42,340 - [INFO] - [E:103| 300]: Train Loss:0.0012126, Val MRR:0.3136, yago11k
2023-05-08 05:50:25,084 - [INFO] - [E:103| 400]: Train Loss:0.0012128, Val MRR:0.3136, yago11k
2023-05-08 05:52:08,558 - [INFO] - [E:103| 500]: Train Loss:0.0012131, Val MRR:0.3136, yago11k
2023-05-08 05:53:40,774 - [INFO] - [E:103| 600]: Train Loss:0.0012134, Val MRR:0.3136, yago11k
2023-05-08 05:53:40,775 - [INFO] - [Epoch:103]: Training Loss:0.001213
2023-05-08 05:53:41,134 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 05:54:02,074 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 05:54:23,550 - [INFO] - [Evaluating Epoch 103 valid]:
MRR: Tail : 0.39663, Head : 0.2285, Avg : 0.31257
2023-05-08 05:54:23,550 - [INFO] - [Epoch 103]: Training Loss: 0.0012134, Valid MRR: 0.3136,
2023-05-08 05:54:24,579 - [INFO] - [E:104| 0]: Train Loss:0.0011818, Val MRR:0.3136, yago11k
2023-05-08 05:56:08,857 - [INFO] - [E:104| 100]: Train Loss:0.0012081, Val MRR:0.3136, yago11k
2023-05-08 05:57:53,035 - [INFO] - [E:104| 200]: Train Loss:0.0012094, Val MRR:0.3136, yago11k
2023-05-08 05:59:36,827 - [INFO] - [E:104| 300]: Train Loss:0.0012104, Val MRR:0.3136, yago11k
2023-05-08 06:01:20,838 - [INFO] - [E:104| 400]: Train Loss:0.0012103, Val MRR:0.3136, yago11k
2023-05-08 06:02:54,734 - [INFO] - [E:104| 500]: Train Loss:0.0012107, Val MRR:0.3136, yago11k
2023-05-08 06:04:39,892 - [INFO] - [E:104| 600]: Train Loss:0.0012117, Val MRR:0.3136, yago11k
2023-05-08 06:04:39,893 - [INFO] - [Epoch:104]: Training Loss:0.001212
2023-05-08 06:04:40,239 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 06:05:01,309 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 06:05:22,417 - [INFO] - [Evaluating Epoch 104 valid]:
MRR: Tail : 0.392, Head : 0.22617, Avg : 0.30908
2023-05-08 06:05:22,417 - [INFO] - [Epoch 104]: Training Loss: 0.0012117, Valid MRR: 0.3136,
2023-05-08 06:05:23,488 - [INFO] - [E:105| 0]: Train Loss:0.0012292, Val MRR:0.3136, yago11k
2023-05-08 06:07:06,487 - [INFO] - [E:105| 100]: Train Loss:0.0012115, Val MRR:0.3136, yago11k
2023-05-08 06:08:49,900 - [INFO] - [E:105| 200]: Train Loss:0.0012109, Val MRR:0.3136, yago11k
2023-05-08 06:10:30,688 - [INFO] - [E:105| 300]: Train Loss:0.0012102, Val MRR:0.3136, yago11k
2023-05-08 06:12:06,273 - [INFO] - [E:105| 400]: Train Loss:0.0012101, Val MRR:0.3136, yago11k
2023-05-08 06:13:49,486 - [INFO] - [E:105| 500]: Train Loss:0.0012108, Val MRR:0.3136, yago11k
2023-05-08 06:15:31,981 - [INFO] - [E:105| 600]: Train Loss:0.0012109, Val MRR:0.3136, yago11k
2023-05-08 06:15:31,981 - [INFO] - [Epoch:105]: Training Loss:0.001211
2023-05-08 06:15:32,243 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 06:15:53,273 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 06:16:14,043 - [INFO] - [Evaluating Epoch 105 valid]:
MRR: Tail : 0.39593, Head : 0.22919, Avg : 0.31256
2023-05-08 06:16:14,043 - [INFO] - [Epoch 105]: Training Loss: 0.0012109, Valid MRR: 0.3136,
2023-05-08 06:16:15,107 - [INFO] - [E:106| 0]: Train Loss:0.0011915, Val MRR:0.3136, yago11k
2023-05-08 06:17:58,957 - [INFO] - [E:106| 100]: Train Loss:0.0012071, Val MRR:0.3136, yago11k
2023-05-08 06:19:32,205 - [INFO] - [E:106| 200]: Train Loss:0.0012078, Val MRR:0.3136, yago11k
2023-05-08 06:21:15,582 - [INFO] - [E:106| 300]: Train Loss:0.001207, Val MRR:0.3136, yago11k
2023-05-08 06:22:59,234 - [INFO] - [E:106| 400]: Train Loss:0.0012095, Val MRR:0.3136, yago11k
2023-05-08 06:24:43,244 - [INFO] - [E:106| 500]: Train Loss:0.0012098, Val MRR:0.3136, yago11k
2023-05-08 06:26:26,944 - [INFO] - [E:106| 600]: Train Loss:0.0012094, Val MRR:0.3136, yago11k
2023-05-08 06:26:26,945 - [INFO] - [Epoch:106]: Training Loss:0.001209
2023-05-08 06:26:27,219 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 06:26:48,520 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 06:27:09,756 - [INFO] - [Evaluating Epoch 106 valid]:
MRR: Tail : 0.39939, Head : 0.22932, Avg : 0.31435
2023-05-08 06:27:10,718 - [INFO] - [Epoch 106]: Training Loss: 0.0012094, Valid MRR: 0.31435,
2023-05-08 06:27:11,895 - [INFO] - [E:107| 0]: Train Loss:0.0012015, Val MRR:0.31435, yago11k
2023-05-08 06:28:44,674 - [INFO] - [E:107| 100]: Train Loss:0.0012051, Val MRR:0.31435, yago11k
2023-05-08 06:30:27,796 - [INFO] - [E:107| 200]: Train Loss:0.0012047, Val MRR:0.31435, yago11k
2023-05-08 06:32:11,298 - [INFO] - [E:107| 300]: Train Loss:0.0012056, Val MRR:0.31435, yago11k
2023-05-08 06:33:54,639 - [INFO] - [E:107| 400]: Train Loss:0.0012068, Val MRR:0.31435, yago11k
2023-05-08 06:35:37,869 - [INFO] - [E:107| 500]: Train Loss:0.0012073, Val MRR:0.31435, yago11k
2023-05-08 06:37:09,694 - [INFO] - [E:107| 600]: Train Loss:0.001208, Val MRR:0.31435, yago11k
2023-05-08 06:37:09,694 - [INFO] - [Epoch:107]: Training Loss:0.001208
2023-05-08 06:37:10,059 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 06:37:31,326 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 06:37:52,404 - [INFO] - [Evaluating Epoch 107 valid]:
MRR: Tail : 0.39777, Head : 0.22869, Avg : 0.31323
2023-05-08 06:37:52,404 - [INFO] - [Epoch 107]: Training Loss: 0.001208, Valid MRR: 0.31435,
2023-05-08 06:37:53,609 - [INFO] - [E:108| 0]: Train Loss:0.0012774, Val MRR:0.31435, yago11k
2023-05-08 06:39:37,639 - [INFO] - [E:108| 100]: Train Loss:0.0012062, Val MRR:0.31435, yago11k
2023-05-08 06:41:22,398 - [INFO] - [E:108| 200]: Train Loss:0.001206, Val MRR:0.31435, yago11k
2023-05-08 06:43:07,297 - [INFO] - [E:108| 300]: Train Loss:0.0012056, Val MRR:0.31435, yago11k
2023-05-08 06:44:51,849 - [INFO] - [E:108| 400]: Train Loss:0.0012059, Val MRR:0.31435, yago11k
2023-05-08 06:46:25,031 - [INFO] - [E:108| 500]: Train Loss:0.0012064, Val MRR:0.31435, yago11k
2023-05-08 06:48:06,877 - [INFO] - [E:108| 600]: Train Loss:0.0012063, Val MRR:0.31435, yago11k
2023-05-08 06:48:06,877 - [INFO] - [Epoch:108]: Training Loss:0.001206
2023-05-08 06:48:07,364 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 06:48:28,223 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 06:48:49,321 - [INFO] - [Evaluating Epoch 108 valid]:
MRR: Tail : 0.3997, Head : 0.22755, Avg : 0.31362
2023-05-08 06:48:49,321 - [INFO] - [Epoch 108]: Training Loss: 0.0012063, Valid MRR: 0.31435,
2023-05-08 06:48:50,496 - [INFO] - [E:109| 0]: Train Loss:0.0012447, Val MRR:0.31435, yago11k
2023-05-08 06:50:34,000 - [INFO] - [E:109| 100]: Train Loss:0.0012048, Val MRR:0.31435, yago11k
2023-05-08 06:52:19,980 - [INFO] - [E:109| 200]: Train Loss:0.0012044, Val MRR:0.31435, yago11k
2023-05-08 06:53:59,658 - [INFO] - [E:109| 300]: Train Loss:0.0012043, Val MRR:0.31435, yago11k
2023-05-08 06:55:37,410 - [INFO] - [E:109| 400]: Train Loss:0.0012053, Val MRR:0.31435, yago11k
2023-05-08 06:57:21,035 - [INFO] - [E:109| 500]: Train Loss:0.0012049, Val MRR:0.31435, yago11k
2023-05-08 06:59:03,488 - [INFO] - [E:109| 600]: Train Loss:0.0012054, Val MRR:0.31435, yago11k
2023-05-08 06:59:03,489 - [INFO] - [Epoch:109]: Training Loss:0.001205
2023-05-08 06:59:03,750 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 06:59:24,732 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 06:59:45,384 - [INFO] - [Evaluating Epoch 109 valid]:
MRR: Tail : 0.40414, Head : 0.22759, Avg : 0.31587
MR: Tail : 358.21, Head : 706.75, Avg : 532.48
Hit-1: Tail : 0.31314, Head : 0.18505, Avg : 0.2491
Hit-3: Tail : 0.44526, Head : 0.22242, Avg : 0.33384
Hit-10: Tail : 0.58086, Head : 0.30967, Avg : 0.44526
2023-05-08 06:59:46,339 - [INFO] - [Epoch 109]: Training Loss: 0.0012054, Valid MRR: 0.31587,
2023-05-08 06:59:47,539 - [INFO] - [E:110| 0]: Train Loss:0.0011863, Val MRR:0.31587, yago11k
2023-05-08 07:01:31,627 - [INFO] - [E:110| 100]: Train Loss:0.0012005, Val MRR:0.31587, yago11k
2023-05-08 07:03:04,528 - [INFO] - [E:110| 200]: Train Loss:0.0012033, Val MRR:0.31587, yago11k
2023-05-08 07:04:47,716 - [INFO] - [E:110| 300]: Train Loss:0.0012034, Val MRR:0.31587, yago11k
2023-05-08 07:06:31,239 - [INFO] - [E:110| 400]: Train Loss:0.0012037, Val MRR:0.31587, yago11k
2023-05-08 07:08:14,699 - [INFO] - [E:110| 500]: Train Loss:0.0012043, Val MRR:0.31587, yago11k
2023-05-08 07:09:56,819 - [INFO] - [E:110| 600]: Train Loss:0.0012045, Val MRR:0.31587, yago11k
2023-05-08 07:09:56,819 - [INFO] - [Epoch:110]: Training Loss:0.001204
2023-05-08 07:09:57,081 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 07:10:17,325 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 07:10:37,739 - [INFO] - [Evaluating Epoch 110 valid]:
MRR: Tail : 0.40231, Head : 0.2285, Avg : 0.31541
2023-05-08 07:10:37,739 - [INFO] - [Epoch 110]: Training Loss: 0.0012045, Valid MRR: 0.31587,
2023-05-08 07:10:38,941 - [INFO] - [E:111| 0]: Train Loss:0.0011859, Val MRR:0.31587, yago11k
2023-05-08 07:12:10,556 - [INFO] - [E:111| 100]: Train Loss:0.0012006, Val MRR:0.31587, yago11k
2023-05-08 07:13:53,535 - [INFO] - [E:111| 200]: Train Loss:0.0011993, Val MRR:0.31587, yago11k
2023-05-08 07:15:36,780 - [INFO] - [E:111| 300]: Train Loss:0.0012017, Val MRR:0.31587, yago11k
2023-05-08 07:17:19,895 - [INFO] - [E:111| 400]: Train Loss:0.0012036, Val MRR:0.31587, yago11k
2023-05-08 07:19:03,174 - [INFO] - [E:111| 500]: Train Loss:0.0012042, Val MRR:0.31587, yago11k
2023-05-08 07:20:35,470 - [INFO] - [E:111| 600]: Train Loss:0.0012034, Val MRR:0.31587, yago11k
2023-05-08 07:20:35,471 - [INFO] - [Epoch:111]: Training Loss:0.001203
2023-05-08 07:20:35,803 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 07:20:56,839 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 07:21:18,566 - [INFO] - [Evaluating Epoch 111 valid]:
MRR: Tail : 0.40622, Head : 0.22821, Avg : 0.31721
2023-05-08 07:21:19,536 - [INFO] - [Epoch 111]: Training Loss: 0.0012034, Valid MRR: 0.31721,
2023-05-08 07:21:20,730 - [INFO] - [E:112| 0]: Train Loss:0.0011979, Val MRR:0.31721, yago11k
2023-05-08 07:23:05,410 - [INFO] - [E:112| 100]: Train Loss:0.0011978, Val MRR:0.31721, yago11k
2023-05-08 07:24:49,575 - [INFO] - [E:112| 200]: Train Loss:0.0011982, Val MRR:0.31721, yago11k
2023-05-08 07:26:33,608 - [INFO] - [E:112| 300]: Train Loss:0.0012, Val MRR:0.31721, yago11k
2023-05-08 07:28:17,035 - [INFO] - [E:112| 400]: Train Loss:0.0012009, Val MRR:0.31721, yago11k
2023-05-08 07:29:51,203 - [INFO] - [E:112| 500]: Train Loss:0.0012009, Val MRR:0.31721, yago11k
2023-05-08 07:31:33,458 - [INFO] - [E:112| 600]: Train Loss:0.0012012, Val MRR:0.31721, yago11k
2023-05-08 07:31:33,458 - [INFO] - [Epoch:112]: Training Loss:0.001201
2023-05-08 07:31:33,855 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 07:31:55,023 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 07:32:15,847 - [INFO] - [Evaluating Epoch 112 valid]:
MRR: Tail : 0.40023, Head : 0.22791, Avg : 0.31407
2023-05-08 07:32:15,847 - [INFO] - [Epoch 112]: Training Loss: 0.0012012, Valid MRR: 0.31721,
2023-05-08 07:32:16,904 - [INFO] - [E:113| 0]: Train Loss:0.0012183, Val MRR:0.31721, yago11k
2023-05-08 07:34:01,193 - [INFO] - [E:113| 100]: Train Loss:0.0012015, Val MRR:0.31721, yago11k
2023-05-08 07:35:45,107 - [INFO] - [E:113| 200]: Train Loss:0.0012002, Val MRR:0.31721, yago11k
2023-05-08 07:37:17,652 - [INFO] - [E:113| 300]: Train Loss:0.0012001, Val MRR:0.31721, yago11k
2023-05-08 07:39:00,638 - [INFO] - [E:113| 400]: Train Loss:0.0012009, Val MRR:0.31721, yago11k
2023-05-08 07:40:45,710 - [INFO] - [E:113| 500]: Train Loss:0.0012006, Val MRR:0.31721, yago11k
2023-05-08 07:42:28,641 - [INFO] - [E:113| 600]: Train Loss:0.0012008, Val MRR:0.31721, yago11k
2023-05-08 07:42:28,641 - [INFO] - [Epoch:113]: Training Loss:0.001201
2023-05-08 07:42:28,944 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 07:42:49,841 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 07:43:11,384 - [INFO] - [Evaluating Epoch 113 valid]:
MRR: Tail : 0.39898, Head : 0.23034, Avg : 0.31466
2023-05-08 07:43:11,385 - [INFO] - [Epoch 113]: Training Loss: 0.0012008, Valid MRR: 0.31721,
2023-05-08 07:43:12,561 - [INFO] - [E:114| 0]: Train Loss:0.0011856, Val MRR:0.31721, yago11k
2023-05-08 07:44:56,946 - [INFO] - [E:114| 100]: Train Loss:0.0011976, Val MRR:0.31721, yago11k
2023-05-08 07:46:30,253 - [INFO] - [E:114| 200]: Train Loss:0.001198, Val MRR:0.31721, yago11k
2023-05-08 07:48:13,846 - [INFO] - [E:114| 300]: Train Loss:0.0011975, Val MRR:0.31721, yago11k
2023-05-08 07:49:58,169 - [INFO] - [E:114| 400]: Train Loss:0.0011988, Val MRR:0.31721, yago11k
2023-05-08 07:51:41,703 - [INFO] - [E:114| 500]: Train Loss:0.0011988, Val MRR:0.31721, yago11k
2023-05-08 07:53:24,877 - [INFO] - [E:114| 600]: Train Loss:0.0011992, Val MRR:0.31721, yago11k
2023-05-08 07:53:24,877 - [INFO] - [Epoch:114]: Training Loss:0.001199
2023-05-08 07:53:25,204 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 07:53:46,277 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 07:54:07,188 - [INFO] - [Evaluating Epoch 114 valid]:
MRR: Tail : 0.40152, Head : 0.22981, Avg : 0.31566
2023-05-08 07:54:07,188 - [INFO] - [Epoch 114]: Training Loss: 0.0011992, Valid MRR: 0.31721,
2023-05-08 07:54:08,021 - [INFO] - [E:115| 0]: Train Loss:0.0012072, Val MRR:0.31721, yago11k
2023-05-08 07:55:41,841 - [INFO] - [E:115| 100]: Train Loss:0.0011969, Val MRR:0.31721, yago11k
2023-05-08 07:57:25,213 - [INFO] - [E:115| 200]: Train Loss:0.0011958, Val MRR:0.31721, yago11k
2023-05-08 07:59:09,131 - [INFO] - [E:115| 300]: Train Loss:0.0011968, Val MRR:0.31721, yago11k
2023-05-08 08:00:53,211 - [INFO] - [E:115| 400]: Train Loss:0.0011967, Val MRR:0.31721, yago11k
2023-05-08 08:02:36,922 - [INFO] - [E:115| 500]: Train Loss:0.0011977, Val MRR:0.31721, yago11k
2023-05-08 08:04:09,332 - [INFO] - [E:115| 600]: Train Loss:0.0011976, Val MRR:0.31721, yago11k
2023-05-08 08:04:09,333 - [INFO] - [Epoch:115]: Training Loss:0.001198
2023-05-08 08:04:09,677 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 08:04:31,025 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 08:04:52,280 - [INFO] - [Evaluating Epoch 115 valid]:
MRR: Tail : 0.40061, Head : 0.22862, Avg : 0.31461
2023-05-08 08:04:52,280 - [INFO] - [Epoch 115]: Training Loss: 0.0011976, Valid MRR: 0.31721,
2023-05-08 08:04:53,112 - [INFO] - [E:116| 0]: Train Loss:0.0011721, Val MRR:0.31721, yago11k
2023-05-08 08:06:36,458 - [INFO] - [E:116| 100]: Train Loss:0.0011955, Val MRR:0.31721, yago11k
2023-05-08 08:08:19,518 - [INFO] - [E:116| 200]: Train Loss:0.0011954, Val MRR:0.31721, yago11k
2023-05-08 08:10:02,769 - [INFO] - [E:116| 300]: Train Loss:0.0011955, Val MRR:0.31721, yago11k
2023-05-08 08:11:42,867 - [INFO] - [E:116| 400]: Train Loss:0.0011964, Val MRR:0.31721, yago11k
2023-05-08 08:13:18,679 - [INFO] - [E:116| 500]: Train Loss:0.0011971, Val MRR:0.31721, yago11k
2023-05-08 08:15:01,578 - [INFO] - [E:116| 600]: Train Loss:0.001197, Val MRR:0.31721, yago11k
2023-05-08 08:15:01,578 - [INFO] - [Epoch:116]: Training Loss:0.001197
2023-05-08 08:15:01,909 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 08:15:22,821 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 08:15:44,395 - [INFO] - [Evaluating Epoch 116 valid]:
MRR: Tail : 0.40099, Head : 0.22962, Avg : 0.3153
2023-05-08 08:15:44,395 - [INFO] - [Epoch 116]: Training Loss: 0.001197, Valid MRR: 0.31721,
2023-05-08 08:15:45,263 - [INFO] - [E:117| 0]: Train Loss:0.0011945, Val MRR:0.31721, yago11k
2023-05-08 08:17:29,826 - [INFO] - [E:117| 100]: Train Loss:0.0011918, Val MRR:0.31721, yago11k
2023-05-08 08:19:13,739 - [INFO] - [E:117| 200]: Train Loss:0.001193, Val MRR:0.31721, yago11k
2023-05-08 08:20:46,750 - [INFO] - [E:117| 300]: Train Loss:0.0011938, Val MRR:0.31721, yago11k
2023-05-08 08:22:30,146 - [INFO] - [E:117| 400]: Train Loss:0.0011954, Val MRR:0.31721, yago11k
2023-05-08 08:24:13,375 - [INFO] - [E:117| 500]: Train Loss:0.0011955, Val MRR:0.31721, yago11k
2023-05-08 08:25:55,623 - [INFO] - [E:117| 600]: Train Loss:0.001196, Val MRR:0.31721, yago11k
2023-05-08 08:25:55,623 - [INFO] - [Epoch:117]: Training Loss:0.001196
2023-05-08 08:25:56,116 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 08:26:16,929 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 08:26:38,086 - [INFO] - [Evaluating Epoch 117 valid]:
MRR: Tail : 0.40063, Head : 0.23042, Avg : 0.31553
2023-05-08 08:26:38,087 - [INFO] - [Epoch 117]: Training Loss: 0.001196, Valid MRR: 0.31721,
2023-05-08 08:26:39,261 - [INFO] - [E:118| 0]: Train Loss:0.0012445, Val MRR:0.31721, yago11k
2023-05-08 08:28:25,192 - [INFO] - [E:118| 100]: Train Loss:0.0011891, Val MRR:0.31721, yago11k
2023-05-08 08:29:59,208 - [INFO] - [E:118| 200]: Train Loss:0.0011928, Val MRR:0.31721, yago11k
2023-05-08 08:31:43,759 - [INFO] - [E:118| 300]: Train Loss:0.0011929, Val MRR:0.31721, yago11k
2023-05-08 08:33:28,144 - [INFO] - [E:118| 400]: Train Loss:0.001194, Val MRR:0.31721, yago11k
2023-05-08 08:35:12,474 - [INFO] - [E:118| 500]: Train Loss:0.0011947, Val MRR:0.31721, yago11k
2023-05-08 08:36:56,025 - [INFO] - [E:118| 600]: Train Loss:0.0011951, Val MRR:0.31721, yago11k
2023-05-08 08:36:56,025 - [INFO] - [Epoch:118]: Training Loss:0.001195
2023-05-08 08:36:56,525 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 08:37:17,548 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 08:37:38,653 - [INFO] - [Evaluating Epoch 118 valid]:
MRR: Tail : 0.40197, Head : 0.22888, Avg : 0.31542
2023-05-08 08:37:38,653 - [INFO] - [Epoch 118]: Training Loss: 0.0011951, Valid MRR: 0.31721,
2023-05-08 08:37:39,733 - [INFO] - [E:119| 0]: Train Loss:0.001225, Val MRR:0.31721, yago11k
2023-05-08 08:39:13,532 - [INFO] - [E:119| 100]: Train Loss:0.0011946, Val MRR:0.31721, yago11k
2023-05-08 08:40:56,345 - [INFO] - [E:119| 200]: Train Loss:0.0011934, Val MRR:0.31721, yago11k
2023-05-08 08:42:37,460 - [INFO] - [E:119| 300]: Train Loss:0.0011927, Val MRR:0.31721, yago11k
2023-05-08 08:44:19,692 - [INFO] - [E:119| 400]: Train Loss:0.001193, Val MRR:0.31721, yago11k
2023-05-08 08:46:02,750 - [INFO] - [E:119| 500]: Train Loss:0.0011936, Val MRR:0.31721, yago11k
2023-05-08 08:47:34,706 - [INFO] - [E:119| 600]: Train Loss:0.0011939, Val MRR:0.31721, yago11k
2023-05-08 08:47:34,706 - [INFO] - [Epoch:119]: Training Loss:0.001194
2023-05-08 08:47:35,225 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 08:47:56,028 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 08:48:17,257 - [INFO] - [Evaluating Epoch 119 valid]:
MRR: Tail : 0.39644, Head : 0.22977, Avg : 0.3131
MR: Tail : 375.39, Head : 706.49, Avg : 540.94
Hit-1: Tail : 0.29939, Head : 0.18477, Avg : 0.24208
Hit-3: Tail : 0.4379, Head : 0.2259, Avg : 0.3319
Hit-10: Tail : 0.58752, Head : 0.31439, Avg : 0.45096
2023-05-08 08:48:17,257 - [INFO] - [Epoch 119]: Training Loss: 0.0011939, Valid MRR: 0.31721,
2023-05-08 08:48:18,447 - [INFO] - [E:120| 0]: Train Loss:0.0011678, Val MRR:0.31721, yago11k
2023-05-08 08:50:01,847 - [INFO] - [E:120| 100]: Train Loss:0.0011917, Val MRR:0.31721, yago11k
2023-05-08 08:51:45,408 - [INFO] - [E:120| 200]: Train Loss:0.0011916, Val MRR:0.31721, yago11k
2023-05-08 08:53:28,308 - [INFO] - [E:120| 300]: Train Loss:0.001192, Val MRR:0.31721, yago11k
2023-05-08 08:55:04,106 - [INFO] - [E:120| 400]: Train Loss:0.001192, Val MRR:0.31721, yago11k
2023-05-08 08:56:44,259 - [INFO] - [E:120| 500]: Train Loss:0.0011919, Val MRR:0.31721, yago11k
2023-05-08 08:58:26,697 - [INFO] - [E:120| 600]: Train Loss:0.0011927, Val MRR:0.31721, yago11k
2023-05-08 08:58:26,698 - [INFO] - [Epoch:120]: Training Loss:0.001193
2023-05-08 08:58:26,960 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 08:58:48,110 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 08:59:09,010 - [INFO] - [Evaluating Epoch 120 valid]:
MRR: Tail : 0.39732, Head : 0.22809, Avg : 0.3127
2023-05-08 08:59:09,010 - [INFO] - [Epoch 120]: Training Loss: 0.0011927, Valid MRR: 0.31721,
2023-05-08 08:59:10,211 - [INFO] - [E:121| 0]: Train Loss:0.0012053, Val MRR:0.31721, yago11k
2023-05-08 09:00:53,182 - [INFO] - [E:121| 100]: Train Loss:0.0011889, Val MRR:0.31721, yago11k
2023-05-08 09:02:36,872 - [INFO] - [E:121| 200]: Train Loss:0.0011899, Val MRR:0.31721, yago11k
2023-05-08 09:04:09,119 - [INFO] - [E:121| 300]: Train Loss:0.0011916, Val MRR:0.31721, yago11k
2023-05-08 09:05:52,289 - [INFO] - [E:121| 400]: Train Loss:0.001191, Val MRR:0.31721, yago11k
2023-05-08 09:07:35,991 - [INFO] - [E:121| 500]: Train Loss:0.001191, Val MRR:0.31721, yago11k
2023-05-08 09:09:18,893 - [INFO] - [E:121| 600]: Train Loss:0.0011913, Val MRR:0.31721, yago11k
2023-05-08 09:09:18,894 - [INFO] - [Epoch:121]: Training Loss:0.001191
2023-05-08 09:09:19,212 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 09:09:40,328 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 09:10:01,729 - [INFO] - [Evaluating Epoch 121 valid]:
MRR: Tail : 0.40622, Head : 0.22953, Avg : 0.31788
2023-05-08 09:10:02,681 - [INFO] - [Epoch 121]: Training Loss: 0.0011913, Valid MRR: 0.31788,
2023-05-08 09:10:03,876 - [INFO] - [E:122| 0]: Train Loss:0.0011743, Val MRR:0.31788, yago11k
2023-05-08 09:11:47,271 - [INFO] - [E:122| 100]: Train Loss:0.0011897, Val MRR:0.31788, yago11k
2023-05-08 09:13:20,366 - [INFO] - [E:122| 200]: Train Loss:0.0011894, Val MRR:0.31788, yago11k
2023-05-08 09:15:04,100 - [INFO] - [E:122| 300]: Train Loss:0.0011894, Val MRR:0.31788, yago11k
2023-05-08 09:16:49,397 - [INFO] - [E:122| 400]: Train Loss:0.0011895, Val MRR:0.31788, yago11k
2023-05-08 09:18:33,187 - [INFO] - [E:122| 500]: Train Loss:0.0011898, Val MRR:0.31788, yago11k
2023-05-08 09:20:16,282 - [INFO] - [E:122| 600]: Train Loss:0.0011903, Val MRR:0.31788, yago11k
2023-05-08 09:20:16,282 - [INFO] - [Epoch:122]: Training Loss:0.00119
2023-05-08 09:20:16,544 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 09:20:37,858 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 09:20:58,563 - [INFO] - [Evaluating Epoch 122 valid]:
MRR: Tail : 0.40168, Head : 0.23007, Avg : 0.31587
2023-05-08 09:20:58,563 - [INFO] - [Epoch 122]: Training Loss: 0.0011903, Valid MRR: 0.31788,
2023-05-08 09:20:59,209 - [INFO] - [E:123| 0]: Train Loss:0.0011699, Val MRR:0.31788, yago11k
2023-05-08 09:22:33,351 - [INFO] - [E:123| 100]: Train Loss:0.0011893, Val MRR:0.31788, yago11k
2023-05-08 09:24:17,503 - [INFO] - [E:123| 200]: Train Loss:0.0011875, Val MRR:0.31788, yago11k
2023-05-08 09:26:01,515 - [INFO] - [E:123| 300]: Train Loss:0.0011877, Val MRR:0.31788, yago11k
2023-05-08 09:27:45,914 - [INFO] - [E:123| 400]: Train Loss:0.0011884, Val MRR:0.31788, yago11k
2023-05-08 09:29:30,027 - [INFO] - [E:123| 500]: Train Loss:0.0011892, Val MRR:0.31788, yago11k
2023-05-08 09:31:02,129 - [INFO] - [E:123| 600]: Train Loss:0.001189, Val MRR:0.31788, yago11k
2023-05-08 09:31:02,129 - [INFO] - [Epoch:123]: Training Loss:0.001189
2023-05-08 09:31:02,476 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 09:31:23,523 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 09:31:44,773 - [INFO] - [Evaluating Epoch 123 valid]:
MRR: Tail : 0.40103, Head : 0.22906, Avg : 0.31505
2023-05-08 09:31:44,773 - [INFO] - [Epoch 123]: Training Loss: 0.001189, Valid MRR: 0.31788,
2023-05-08 09:31:45,621 - [INFO] - [E:124| 0]: Train Loss:0.00116, Val MRR:0.31788, yago11k
2023-05-08 09:33:29,026 - [INFO] - [E:124| 100]: Train Loss:0.0011842, Val MRR:0.31788, yago11k
2023-05-08 09:35:12,427 - [INFO] - [E:124| 200]: Train Loss:0.001185, Val MRR:0.31788, yago11k
2023-05-08 09:36:55,620 - [INFO] - [E:124| 300]: Train Loss:0.0011878, Val MRR:0.31788, yago11k
2023-05-08 09:38:29,810 - [INFO] - [E:124| 400]: Train Loss:0.0011884, Val MRR:0.31788, yago11k
2023-05-08 09:40:11,970 - [INFO] - [E:124| 500]: Train Loss:0.0011886, Val MRR:0.31788, yago11k
2023-05-08 09:41:54,724 - [INFO] - [E:124| 600]: Train Loss:0.0011883, Val MRR:0.31788, yago11k
2023-05-08 09:41:54,724 - [INFO] - [Epoch:124]: Training Loss:0.001188
2023-05-08 09:41:55,234 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 09:42:16,188 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 09:42:37,523 - [INFO] - [Evaluating Epoch 124 valid]:
MRR: Tail : 0.40294, Head : 0.2291, Avg : 0.31602
2023-05-08 09:42:37,523 - [INFO] - [Epoch 124]: Training Loss: 0.0011883, Valid MRR: 0.31788,
2023-05-08 09:42:38,376 - [INFO] - [E:125| 0]: Train Loss:0.0011736, Val MRR:0.31788, yago11k
2023-05-08 09:44:21,363 - [INFO] - [E:125| 100]: Train Loss:0.001183, Val MRR:0.31788, yago11k
2023-05-08 09:46:04,237 - [INFO] - [E:125| 200]: Train Loss:0.0011853, Val MRR:0.31788, yago11k
2023-05-08 09:47:37,118 - [INFO] - [E:125| 300]: Train Loss:0.0011867, Val MRR:0.31788, yago11k
2023-05-08 09:49:20,329 - [INFO] - [E:125| 400]: Train Loss:0.0011868, Val MRR:0.31788, yago11k
2023-05-08 09:51:04,676 - [INFO] - [E:125| 500]: Train Loss:0.0011872, Val MRR:0.31788, yago11k
2023-05-08 09:52:46,623 - [INFO] - [E:125| 600]: Train Loss:0.0011871, Val MRR:0.31788, yago11k
2023-05-08 09:52:46,623 - [INFO] - [Epoch:125]: Training Loss:0.001187
2023-05-08 09:52:47,085 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 09:53:07,897 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 09:53:28,921 - [INFO] - [Evaluating Epoch 125 valid]:
MRR: Tail : 0.40153, Head : 0.23045, Avg : 0.31599
2023-05-08 09:53:28,921 - [INFO] - [Epoch 125]: Training Loss: 0.0011871, Valid MRR: 0.31788,
2023-05-08 09:53:30,106 - [INFO] - [E:126| 0]: Train Loss:0.0012263, Val MRR:0.31788, yago11k
2023-05-08 09:55:13,201 - [INFO] - [E:126| 100]: Train Loss:0.0011844, Val MRR:0.31788, yago11k
2023-05-08 09:56:46,331 - [INFO] - [E:126| 200]: Train Loss:0.0011837, Val MRR:0.31788, yago11k
2023-05-08 09:58:29,656 - [INFO] - [E:126| 300]: Train Loss:0.0011846, Val MRR:0.31788, yago11k
2023-05-08 10:00:12,913 - [INFO] - [E:126| 400]: Train Loss:0.0011842, Val MRR:0.31788, yago11k
2023-05-08 10:01:56,008 - [INFO] - [E:126| 500]: Train Loss:0.0011848, Val MRR:0.31788, yago11k
2023-05-08 10:03:40,550 - [INFO] - [E:126| 600]: Train Loss:0.0011858, Val MRR:0.31788, yago11k
2023-05-08 10:03:40,550 - [INFO] - [Epoch:126]: Training Loss:0.001186
2023-05-08 10:03:40,896 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 10:04:02,071 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 10:04:22,754 - [INFO] - [Evaluating Epoch 126 valid]:
MRR: Tail : 0.4024, Head : 0.22848, Avg : 0.31544
2023-05-08 10:04:22,755 - [INFO] - [Epoch 126]: Training Loss: 0.0011858, Valid MRR: 0.31788,
2023-05-08 10:04:23,424 - [INFO] - [E:127| 0]: Train Loss:0.0011688, Val MRR:0.31788, yago11k
2023-05-08 10:05:57,460 - [INFO] - [E:127| 100]: Train Loss:0.0011831, Val MRR:0.31788, yago11k
2023-05-08 10:07:41,309 - [INFO] - [E:127| 200]: Train Loss:0.0011857, Val MRR:0.31788, yago11k
2023-05-08 10:09:24,308 - [INFO] - [E:127| 300]: Train Loss:0.0011849, Val MRR:0.31788, yago11k
2023-05-08 10:11:07,840 - [INFO] - [E:127| 400]: Train Loss:0.0011843, Val MRR:0.31788, yago11k
2023-05-08 10:12:49,477 - [INFO] - [E:127| 500]: Train Loss:0.0011843, Val MRR:0.31788, yago11k
2023-05-08 10:14:21,281 - [INFO] - [E:127| 600]: Train Loss:0.0011849, Val MRR:0.31788, yago11k
2023-05-08 10:14:21,281 - [INFO] - [Epoch:127]: Training Loss:0.001185
2023-05-08 10:14:21,723 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 10:14:42,710 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 10:15:03,864 - [INFO] - [Evaluating Epoch 127 valid]:
MRR: Tail : 0.39703, Head : 0.22917, Avg : 0.3131
2023-05-08 10:15:03,864 - [INFO] - [Epoch 127]: Training Loss: 0.0011849, Valid MRR: 0.31788,
2023-05-08 10:15:04,944 - [INFO] - [E:128| 0]: Train Loss:0.0011895, Val MRR:0.31788, yago11k
2023-05-08 10:16:48,427 - [INFO] - [E:128| 100]: Train Loss:0.0011822, Val MRR:0.31788, yago11k
2023-05-08 10:18:31,985 - [INFO] - [E:128| 200]: Train Loss:0.0011816, Val MRR:0.31788, yago11k
2023-05-08 10:20:15,895 - [INFO] - [E:128| 300]: Train Loss:0.0011831, Val MRR:0.31788, yago11k
2023-05-08 10:21:48,855 - [INFO] - [E:128| 400]: Train Loss:0.0011835, Val MRR:0.31788, yago11k
2023-05-08 10:23:32,207 - [INFO] - [E:128| 500]: Train Loss:0.0011838, Val MRR:0.31788, yago11k
2023-05-08 10:25:15,872 - [INFO] - [E:128| 600]: Train Loss:0.0011836, Val MRR:0.31788, yago11k
2023-05-08 10:25:15,873 - [INFO] - [Epoch:128]: Training Loss:0.001184
2023-05-08 10:25:16,227 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 10:25:37,580 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 10:25:58,797 - [INFO] - [Evaluating Epoch 128 valid]:
MRR: Tail : 0.4009, Head : 0.23036, Avg : 0.31563
2023-05-08 10:25:58,797 - [INFO] - [Epoch 128]: Training Loss: 0.0011836, Valid MRR: 0.31788,
2023-05-08 10:25:59,966 - [INFO] - [E:129| 0]: Train Loss:0.0011961, Val MRR:0.31788, yago11k
2023-05-08 10:27:43,685 - [INFO] - [E:129| 100]: Train Loss:0.0011795, Val MRR:0.31788, yago11k
2023-05-08 10:29:27,916 - [INFO] - [E:129| 200]: Train Loss:0.0011817, Val MRR:0.31788, yago11k
2023-05-08 10:31:00,775 - [INFO] - [E:129| 300]: Train Loss:0.001181, Val MRR:0.31788, yago11k
2023-05-08 10:32:43,754 - [INFO] - [E:129| 400]: Train Loss:0.0011813, Val MRR:0.31788, yago11k
2023-05-08 10:34:26,704 - [INFO] - [E:129| 500]: Train Loss:0.0011818, Val MRR:0.31788, yago11k
2023-05-08 10:36:09,318 - [INFO] - [E:129| 600]: Train Loss:0.001183, Val MRR:0.31788, yago11k
2023-05-08 10:36:09,318 - [INFO] - [Epoch:129]: Training Loss:0.001183
2023-05-08 10:36:09,580 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 10:36:30,450 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 10:36:51,564 - [INFO] - [Evaluating Epoch 129 valid]:
MRR: Tail : 0.39875, Head : 0.22917, Avg : 0.31396
MR: Tail : 381.92, Head : 738.78, Avg : 560.35
Hit-1: Tail : 0.30522, Head : 0.18672, Avg : 0.24597
Hit-3: Tail : 0.43998, Head : 0.22256, Avg : 0.33127
Hit-10: Tail : 0.58447, Head : 0.31495, Avg : 0.44971
2023-05-08 10:36:51,564 - [INFO] - [Epoch 129]: Training Loss: 0.001183, Valid MRR: 0.31788,
2023-05-08 10:36:52,757 - [INFO] - [E:130| 0]: Train Loss:0.001209, Val MRR:0.31788, yago11k
2023-05-08 10:38:36,474 - [INFO] - [E:130| 100]: Train Loss:0.0011833, Val MRR:0.31788, yago11k
2023-05-08 10:40:09,267 - [INFO] - [E:130| 200]: Train Loss:0.0011811, Val MRR:0.31788, yago11k
2023-05-08 10:41:53,078 - [INFO] - [E:130| 300]: Train Loss:0.0011797, Val MRR:0.31788, yago11k
2023-05-08 10:43:36,038 - [INFO] - [E:130| 400]: Train Loss:0.0011801, Val MRR:0.31788, yago11k
2023-05-08 10:45:18,804 - [INFO] - [E:130| 500]: Train Loss:0.0011815, Val MRR:0.31788, yago11k
2023-05-08 10:47:01,517 - [INFO] - [E:130| 600]: Train Loss:0.0011818, Val MRR:0.31788, yago11k
2023-05-08 10:47:01,518 - [INFO] - [Epoch:130]: Training Loss:0.001182
2023-05-08 10:47:01,915 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 10:47:22,879 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 10:47:34,888 - [INFO] - [Evaluating Epoch 130 valid]:
MRR: Tail : 0.40483, Head : 0.23051, Avg : 0.31767
2023-05-08 10:47:34,888 - [INFO] - [Epoch 130]: Training Loss: 0.0011818, Valid MRR: 0.31788,
2023-05-08 10:47:35,533 - [INFO] - [E:131| 0]: Train Loss:0.0011592, Val MRR:0.31788, yago11k
2023-05-08 10:49:16,297 - [INFO] - [E:131| 100]: Train Loss:0.0011781, Val MRR:0.31788, yago11k
2023-05-08 10:50:59,178 - [INFO] - [E:131| 200]: Train Loss:0.0011771, Val MRR:0.31788, yago11k
2023-05-08 10:52:43,788 - [INFO] - [E:131| 300]: Train Loss:0.0011787, Val MRR:0.31788, yago11k
2023-05-08 10:54:27,154 - [INFO] - [E:131| 400]: Train Loss:0.0011796, Val MRR:0.31788, yago11k
2023-05-08 10:56:09,732 - [INFO] - [E:131| 500]: Train Loss:0.0011802, Val MRR:0.31788, yago11k
2023-05-08 10:57:42,695 - [INFO] - [E:131| 600]: Train Loss:0.0011809, Val MRR:0.31788, yago11k
2023-05-08 10:57:42,696 - [INFO] - [Epoch:131]: Training Loss:0.001181
2023-05-08 10:57:43,211 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 10:58:04,148 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 10:58:25,556 - [INFO] - [Evaluating Epoch 131 valid]:
MRR: Tail : 0.40644, Head : 0.22961, Avg : 0.31803
2023-05-08 10:58:26,519 - [INFO] - [Epoch 131]: Training Loss: 0.0011809, Valid MRR: 0.31803,
2023-05-08 10:58:27,717 - [INFO] - [E:132| 0]: Train Loss:0.0012017, Val MRR:0.31803, yago11k
2023-05-08 11:00:12,000 - [INFO] - [E:132| 100]: Train Loss:0.0011829, Val MRR:0.31803, yago11k
2023-05-08 11:01:56,108 - [INFO] - [E:132| 200]: Train Loss:0.0011821, Val MRR:0.31803, yago11k
2023-05-08 11:03:40,366 - [INFO] - [E:132| 300]: Train Loss:0.0011802, Val MRR:0.31803, yago11k
2023-05-08 11:05:13,458 - [INFO] - [E:132| 400]: Train Loss:0.0011794, Val MRR:0.31803, yago11k
2023-05-08 11:06:56,225 - [INFO] - [E:132| 500]: Train Loss:0.0011796, Val MRR:0.31803, yago11k
2023-05-08 11:08:38,924 - [INFO] - [E:132| 600]: Train Loss:0.0011798, Val MRR:0.31803, yago11k
2023-05-08 11:08:38,924 - [INFO] - [Epoch:132]: Training Loss:0.00118
2023-05-08 11:08:39,270 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 11:09:00,134 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 11:09:20,993 - [INFO] - [Evaluating Epoch 132 valid]:
MRR: Tail : 0.40399, Head : 0.22989, Avg : 0.31694
2023-05-08 11:09:20,993 - [INFO] - [Epoch 132]: Training Loss: 0.0011798, Valid MRR: 0.31803,
2023-05-08 11:09:21,811 - [INFO] - [E:133| 0]: Train Loss:0.0011953, Val MRR:0.31803, yago11k
2023-05-08 11:11:05,597 - [INFO] - [E:133| 100]: Train Loss:0.0011781, Val MRR:0.31803, yago11k
2023-05-08 11:12:48,728 - [INFO] - [E:133| 200]: Train Loss:0.0011787, Val MRR:0.31803, yago11k
2023-05-08 11:14:21,287 - [INFO] - [E:133| 300]: Train Loss:0.0011785, Val MRR:0.31803, yago11k
2023-05-08 11:16:04,765 - [INFO] - [E:133| 400]: Train Loss:0.0011788, Val MRR:0.31803, yago11k
2023-05-08 11:17:48,104 - [INFO] - [E:133| 500]: Train Loss:0.0011782, Val MRR:0.31803, yago11k
2023-05-08 11:19:31,027 - [INFO] - [E:133| 600]: Train Loss:0.0011785, Val MRR:0.31803, yago11k
2023-05-08 11:19:31,027 - [INFO] - [Epoch:133]: Training Loss:0.001178
2023-05-08 11:19:31,362 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 11:19:52,858 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 11:20:13,682 - [INFO] - [Evaluating Epoch 133 valid]:
MRR: Tail : 0.40371, Head : 0.22956, Avg : 0.31664
2023-05-08 11:20:13,682 - [INFO] - [Epoch 133]: Training Loss: 0.0011785, Valid MRR: 0.31803,
2023-05-08 11:20:14,883 - [INFO] - [E:134| 0]: Train Loss:0.0011559, Val MRR:0.31803, yago11k
2023-05-08 11:21:58,478 - [INFO] - [E:134| 100]: Train Loss:0.0011744, Val MRR:0.31803, yago11k
2023-05-08 11:23:31,548 - [INFO] - [E:134| 200]: Train Loss:0.0011743, Val MRR:0.31803, yago11k
2023-05-08 11:25:14,892 - [INFO] - [E:134| 300]: Train Loss:0.0011755, Val MRR:0.31803, yago11k
2023-05-08 11:26:58,343 - [INFO] - [E:134| 400]: Train Loss:0.0011773, Val MRR:0.31803, yago11k
2023-05-08 11:28:41,385 - [INFO] - [E:134| 500]: Train Loss:0.0011778, Val MRR:0.31803, yago11k
2023-05-08 11:30:24,239 - [INFO] - [E:134| 600]: Train Loss:0.0011775, Val MRR:0.31803, yago11k
2023-05-08 11:30:24,240 - [INFO] - [Epoch:134]: Training Loss:0.001178
2023-05-08 11:30:24,763 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 11:30:45,602 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 11:30:58,578 - [INFO] - [Evaluating Epoch 134 valid]:
MRR: Tail : 0.39575, Head : 0.23083, Avg : 0.31329
2023-05-08 11:30:58,578 - [INFO] - [Epoch 134]: Training Loss: 0.0011775, Valid MRR: 0.31803,
2023-05-08 11:30:59,232 - [INFO] - [E:135| 0]: Train Loss:0.0011696, Val MRR:0.31803, yago11k
2023-05-08 11:32:39,648 - [INFO] - [E:135| 100]: Train Loss:0.0011727, Val MRR:0.31803, yago11k
2023-05-08 11:34:22,724 - [INFO] - [E:135| 200]: Train Loss:0.001174, Val MRR:0.31803, yago11k
2023-05-08 11:36:06,731 - [INFO] - [E:135| 300]: Train Loss:0.0011756, Val MRR:0.31803, yago11k
2023-05-08 11:37:49,750 - [INFO] - [E:135| 400]: Train Loss:0.0011757, Val MRR:0.31803, yago11k
2023-05-08 11:39:35,579 - [INFO] - [E:135| 500]: Train Loss:0.0011759, Val MRR:0.31803, yago11k
2023-05-08 11:41:06,612 - [INFO] - [E:135| 600]: Train Loss:0.0011763, Val MRR:0.31803, yago11k
2023-05-08 11:41:06,612 - [INFO] - [Epoch:135]: Training Loss:0.001176
2023-05-08 11:41:07,092 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 11:41:27,795 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 11:41:49,030 - [INFO] - [Evaluating Epoch 135 valid]:
MRR: Tail : 0.40512, Head : 0.23053, Avg : 0.31783
2023-05-08 11:41:49,030 - [INFO] - [Epoch 135]: Training Loss: 0.0011763, Valid MRR: 0.31803,
2023-05-08 11:41:50,224 - [INFO] - [E:136| 0]: Train Loss:0.00115, Val MRR:0.31803, yago11k
2023-05-08 11:43:32,715 - [INFO] - [E:136| 100]: Train Loss:0.001174, Val MRR:0.31803, yago11k
2023-05-08 11:45:14,112 - [INFO] - [E:136| 200]: Train Loss:0.0011736, Val MRR:0.31803, yago11k
2023-05-08 11:46:58,231 - [INFO] - [E:136| 300]: Train Loss:0.0011744, Val MRR:0.31803, yago11k
2023-05-08 11:48:31,935 - [INFO] - [E:136| 400]: Train Loss:0.0011745, Val MRR:0.31803, yago11k
2023-05-08 11:50:15,145 - [INFO] - [E:136| 500]: Train Loss:0.0011753, Val MRR:0.31803, yago11k
2023-05-08 11:51:57,425 - [INFO] - [E:136| 600]: Train Loss:0.0011758, Val MRR:0.31803, yago11k
2023-05-08 11:51:57,425 - [INFO] - [Epoch:136]: Training Loss:0.001176
2023-05-08 11:51:57,886 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 11:52:18,492 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 11:52:39,489 - [INFO] - [Evaluating Epoch 136 valid]:
MRR: Tail : 0.39841, Head : 0.22921, Avg : 0.31381
2023-05-08 11:52:39,489 - [INFO] - [Epoch 136]: Training Loss: 0.0011758, Valid MRR: 0.31803,
2023-05-08 11:52:40,665 - [INFO] - [E:137| 0]: Train Loss:0.0011802, Val MRR:0.31803, yago11k
2023-05-08 11:54:24,625 - [INFO] - [E:137| 100]: Train Loss:0.001173, Val MRR:0.31803, yago11k
2023-05-08 11:56:09,384 - [INFO] - [E:137| 200]: Train Loss:0.0011738, Val MRR:0.31803, yago11k
2023-05-08 11:57:42,619 - [INFO] - [E:137| 300]: Train Loss:0.0011741, Val MRR:0.31803, yago11k
2023-05-08 11:59:24,881 - [INFO] - [E:137| 400]: Train Loss:0.0011741, Val MRR:0.31803, yago11k
2023-05-08 12:01:08,705 - [INFO] - [E:137| 500]: Train Loss:0.0011742, Val MRR:0.31803, yago11k
2023-05-08 12:02:50,532 - [INFO] - [E:137| 600]: Train Loss:0.0011744, Val MRR:0.31803, yago11k
2023-05-08 12:02:50,532 - [INFO] - [Epoch:137]: Training Loss:0.001174
2023-05-08 12:02:50,862 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 12:03:12,319 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 12:03:33,217 - [INFO] - [Evaluating Epoch 137 valid]:
MRR: Tail : 0.40158, Head : 0.22919, Avg : 0.31539
2023-05-08 12:03:33,217 - [INFO] - [Epoch 137]: Training Loss: 0.0011744, Valid MRR: 0.31803,
2023-05-08 12:03:34,304 - [INFO] - [E:138| 0]: Train Loss:0.0011822, Val MRR:0.31803, yago11k
2023-05-08 12:05:17,639 - [INFO] - [E:138| 100]: Train Loss:0.0011714, Val MRR:0.31803, yago11k
2023-05-08 12:06:50,384 - [INFO] - [E:138| 200]: Train Loss:0.0011731, Val MRR:0.31803, yago11k
2023-05-08 12:08:33,390 - [INFO] - [E:138| 300]: Train Loss:0.0011735, Val MRR:0.31803, yago11k
2023-05-08 12:10:16,884 - [INFO] - [E:138| 400]: Train Loss:0.0011732, Val MRR:0.31803, yago11k
2023-05-08 12:12:00,411 - [INFO] - [E:138| 500]: Train Loss:0.0011739, Val MRR:0.31803, yago11k
2023-05-08 12:13:43,141 - [INFO] - [E:138| 600]: Train Loss:0.0011742, Val MRR:0.31803, yago11k
2023-05-08 12:13:43,142 - [INFO] - [Epoch:138]: Training Loss:0.001174
2023-05-08 12:13:43,596 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 12:14:03,295 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 12:14:15,303 - [INFO] - [Evaluating Epoch 138 valid]:
MRR: Tail : 0.40194, Head : 0.23089, Avg : 0.31642
2023-05-08 12:14:15,303 - [INFO] - [Epoch 138]: Training Loss: 0.0011742, Valid MRR: 0.31803,
2023-05-08 12:14:15,950 - [INFO] - [E:139| 0]: Train Loss:0.0011966, Val MRR:0.31803, yago11k
2023-05-08 12:15:57,612 - [INFO] - [E:139| 100]: Train Loss:0.0011746, Val MRR:0.31803, yago11k
2023-05-08 12:17:41,676 - [INFO] - [E:139| 200]: Train Loss:0.001173, Val MRR:0.31803, yago11k
2023-05-08 12:19:25,074 - [INFO] - [E:139| 300]: Train Loss:0.0011714, Val MRR:0.31803, yago11k
2023-05-08 12:21:08,423 - [INFO] - [E:139| 400]: Train Loss:0.0011724, Val MRR:0.31803, yago11k
2023-05-08 12:22:47,870 - [INFO] - [E:139| 500]: Train Loss:0.0011727, Val MRR:0.31803, yago11k
2023-05-08 12:24:23,995 - [INFO] - [E:139| 600]: Train Loss:0.0011733, Val MRR:0.31803, yago11k
2023-05-08 12:24:23,995 - [INFO] - [Epoch:139]: Training Loss:0.001173
2023-05-08 12:24:24,515 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 12:24:45,165 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 12:25:06,237 - [INFO] - [Evaluating Epoch 139 valid]:
MRR: Tail : 0.39808, Head : 0.22992, Avg : 0.314
MR: Tail : 419.57, Head : 750.8, Avg : 585.19
Hit-1: Tail : 0.30425, Head : 0.18839, Avg : 0.24632
Hit-3: Tail : 0.4404, Head : 0.22395, Avg : 0.33218
Hit-10: Tail : 0.57627, Head : 0.30731, Avg : 0.44179
2023-05-08 12:25:06,237 - [INFO] - [Epoch 139]: Training Loss: 0.0011733, Valid MRR: 0.31803,
2023-05-08 12:25:07,532 - [INFO] - [E:140| 0]: Train Loss:0.0011734, Val MRR:0.31803, yago11k
2023-05-08 12:26:51,077 - [INFO] - [E:140| 100]: Train Loss:0.0011699, Val MRR:0.31803, yago11k
2023-05-08 12:28:36,590 - [INFO] - [E:140| 200]: Train Loss:0.0011716, Val MRR:0.31803, yago11k
2023-05-08 12:30:19,315 - [INFO] - [E:140| 300]: Train Loss:0.0011724, Val MRR:0.31803, yago11k
2023-05-08 12:31:51,691 - [INFO] - [E:140| 400]: Train Loss:0.0011719, Val MRR:0.31803, yago11k
2023-05-08 12:33:35,261 - [INFO] - [E:140| 500]: Train Loss:0.0011722, Val MRR:0.31803, yago11k
2023-05-08 12:35:18,340 - [INFO] - [E:140| 600]: Train Loss:0.0011719, Val MRR:0.31803, yago11k
2023-05-08 12:35:18,341 - [INFO] - [Epoch:140]: Training Loss:0.001172
2023-05-08 12:35:18,858 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 12:35:39,808 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 12:36:01,295 - [INFO] - [Evaluating Epoch 140 valid]:
MRR: Tail : 0.40508, Head : 0.2294, Avg : 0.31724
2023-05-08 12:36:01,296 - [INFO] - [Epoch 140]: Training Loss: 0.0011719, Valid MRR: 0.31803,
2023-05-08 12:36:02,400 - [INFO] - [E:141| 0]: Train Loss:0.0011575, Val MRR:0.31803, yago11k
2023-05-08 12:37:45,981 - [INFO] - [E:141| 100]: Train Loss:0.0011673, Val MRR:0.31803, yago11k
2023-05-08 12:39:29,255 - [INFO] - [E:141| 200]: Train Loss:0.0011698, Val MRR:0.31803, yago11k
2023-05-08 12:41:02,062 - [INFO] - [E:141| 300]: Train Loss:0.0011695, Val MRR:0.31803, yago11k
2023-05-08 12:42:45,507 - [INFO] - [E:141| 400]: Train Loss:0.0011704, Val MRR:0.31803, yago11k
2023-05-08 12:44:28,900 - [INFO] - [E:141| 500]: Train Loss:0.0011713, Val MRR:0.31803, yago11k
2023-05-08 12:46:11,037 - [INFO] - [E:141| 600]: Train Loss:0.0011714, Val MRR:0.31803, yago11k
2023-05-08 12:46:11,037 - [INFO] - [Epoch:141]: Training Loss:0.001171
2023-05-08 12:46:11,551 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 12:46:32,726 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 12:46:53,898 - [INFO] - [Evaluating Epoch 141 valid]:
MRR: Tail : 0.41038, Head : 0.2324, Avg : 0.32139
2023-05-08 12:46:54,844 - [INFO] - [Epoch 141]: Training Loss: 0.0011714, Valid MRR: 0.32139,
2023-05-08 12:46:56,048 - [INFO] - [E:142| 0]: Train Loss:0.0011333, Val MRR:0.32139, yago11k
2023-05-08 12:48:39,825 - [INFO] - [E:142| 100]: Train Loss:0.0011671, Val MRR:0.32139, yago11k
2023-05-08 12:50:12,827 - [INFO] - [E:142| 200]: Train Loss:0.0011688, Val MRR:0.32139, yago11k
2023-05-08 12:51:58,395 - [INFO] - [E:142| 300]: Train Loss:0.0011687, Val MRR:0.32139, yago11k
2023-05-08 12:53:41,508 - [INFO] - [E:142| 400]: Train Loss:0.0011693, Val MRR:0.32139, yago11k
2023-05-08 12:55:24,614 - [INFO] - [E:142| 500]: Train Loss:0.0011701, Val MRR:0.32139, yago11k
2023-05-08 12:57:06,666 - [INFO] - [E:142| 600]: Train Loss:0.0011705, Val MRR:0.32139, yago11k
2023-05-08 12:57:06,667 - [INFO] - [Epoch:142]: Training Loss:0.001171
2023-05-08 12:57:06,927 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 12:57:26,060 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 12:57:38,098 - [INFO] - [Evaluating Epoch 142 valid]:
MRR: Tail : 0.40274, Head : 0.22972, Avg : 0.31623
2023-05-08 12:57:38,098 - [INFO] - [Epoch 142]: Training Loss: 0.0011705, Valid MRR: 0.32139,
2023-05-08 12:57:38,745 - [INFO] - [E:143| 0]: Train Loss:0.0011651, Val MRR:0.32139, yago11k
2023-05-08 12:59:21,983 - [INFO] - [E:143| 100]: Train Loss:0.0011696, Val MRR:0.32139, yago11k
2023-05-08 13:01:05,540 - [INFO] - [E:143| 200]: Train Loss:0.0011681, Val MRR:0.32139, yago11k
2023-05-08 13:02:48,957 - [INFO] - [E:143| 300]: Train Loss:0.001169, Val MRR:0.32139, yago11k
2023-05-08 13:04:32,990 - [INFO] - [E:143| 400]: Train Loss:0.0011691, Val MRR:0.32139, yago11k
2023-05-08 13:06:11,972 - [INFO] - [E:143| 500]: Train Loss:0.0011694, Val MRR:0.32139, yago11k
2023-05-08 13:07:49,239 - [INFO] - [E:143| 600]: Train Loss:0.0011695, Val MRR:0.32139, yago11k
2023-05-08 13:07:49,240 - [INFO] - [Epoch:143]: Training Loss:0.00117
2023-05-08 13:07:49,503 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 13:08:10,322 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 13:08:31,511 - [INFO] - [Evaluating Epoch 143 valid]:
MRR: Tail : 0.40655, Head : 0.22957, Avg : 0.31806
2023-05-08 13:08:31,511 - [INFO] - [Epoch 143]: Training Loss: 0.0011695, Valid MRR: 0.32139,
2023-05-08 13:08:32,665 - [INFO] - [E:144| 0]: Train Loss:0.0011857, Val MRR:0.32139, yago11k
2023-05-08 13:10:15,836 - [INFO] - [E:144| 100]: Train Loss:0.0011673, Val MRR:0.32139, yago11k
2023-05-08 13:11:58,990 - [INFO] - [E:144| 200]: Train Loss:0.0011672, Val MRR:0.32139, yago11k
2023-05-08 13:13:42,584 - [INFO] - [E:144| 300]: Train Loss:0.001168, Val MRR:0.32139, yago11k
2023-05-08 13:15:14,451 - [INFO] - [E:144| 400]: Train Loss:0.0011683, Val MRR:0.32139, yago11k
2023-05-08 13:16:56,535 - [INFO] - [E:144| 500]: Train Loss:0.0011682, Val MRR:0.32139, yago11k
2023-05-08 13:18:40,236 - [INFO] - [E:144| 600]: Train Loss:0.0011688, Val MRR:0.32139, yago11k
2023-05-08 13:18:40,236 - [INFO] - [Epoch:144]: Training Loss:0.001169
2023-05-08 13:18:40,722 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 13:19:01,592 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 13:19:22,744 - [INFO] - [Evaluating Epoch 144 valid]:
MRR: Tail : 0.40309, Head : 0.22844, Avg : 0.31577
2023-05-08 13:19:22,744 - [INFO] - [Epoch 144]: Training Loss: 0.0011688, Valid MRR: 0.32139,
2023-05-08 13:19:23,926 - [INFO] - [E:145| 0]: Train Loss:0.0011563, Val MRR:0.32139, yago11k
2023-05-08 13:21:07,985 - [INFO] - [E:145| 100]: Train Loss:0.0011712, Val MRR:0.32139, yago11k
2023-05-08 13:22:50,935 - [INFO] - [E:145| 200]: Train Loss:0.0011686, Val MRR:0.32139, yago11k
2023-05-08 13:24:24,317 - [INFO] - [E:145| 300]: Train Loss:0.0011684, Val MRR:0.32139, yago11k
2023-05-08 13:26:07,782 - [INFO] - [E:145| 400]: Train Loss:0.0011675, Val MRR:0.32139, yago11k
2023-05-08 13:27:50,480 - [INFO] - [E:145| 500]: Train Loss:0.0011678, Val MRR:0.32139, yago11k
2023-05-08 13:29:32,885 - [INFO] - [E:145| 600]: Train Loss:0.0011679, Val MRR:0.32139, yago11k
2023-05-08 13:29:32,885 - [INFO] - [Epoch:145]: Training Loss:0.001168
2023-05-08 13:29:33,156 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 13:29:54,178 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 13:30:15,247 - [INFO] - [Evaluating Epoch 145 valid]:
MRR: Tail : 0.40306, Head : 0.23057, Avg : 0.31682
2023-05-08 13:30:15,247 - [INFO] - [Epoch 145]: Training Loss: 0.0011679, Valid MRR: 0.32139,
2023-05-08 13:30:16,064 - [INFO] - [E:146| 0]: Train Loss:0.0011353, Val MRR:0.32139, yago11k
2023-05-08 13:31:59,054 - [INFO] - [E:146| 100]: Train Loss:0.0011631, Val MRR:0.32139, yago11k
2023-05-08 13:33:31,608 - [INFO] - [E:146| 200]: Train Loss:0.0011639, Val MRR:0.32139, yago11k
2023-05-08 13:35:14,876 - [INFO] - [E:146| 300]: Train Loss:0.0011651, Val MRR:0.32139, yago11k
2023-05-08 13:36:58,119 - [INFO] - [E:146| 400]: Train Loss:0.0011657, Val MRR:0.32139, yago11k
2023-05-08 13:38:40,809 - [INFO] - [E:146| 500]: Train Loss:0.0011659, Val MRR:0.32139, yago11k
2023-05-08 13:40:24,276 - [INFO] - [E:146| 600]: Train Loss:0.0011668, Val MRR:0.32139, yago11k
2023-05-08 13:40:24,276 - [INFO] - [Epoch:146]: Training Loss:0.001167
2023-05-08 13:40:24,775 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 13:40:42,948 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 13:40:54,980 - [INFO] - [Evaluating Epoch 146 valid]:
MRR: Tail : 0.40148, Head : 0.22905, Avg : 0.31526
2023-05-08 13:40:54,980 - [INFO] - [Epoch 146]: Training Loss: 0.0011668, Valid MRR: 0.32139,
2023-05-08 13:40:55,639 - [INFO] - [E:147| 0]: Train Loss:0.0011859, Val MRR:0.32139, yago11k
2023-05-08 13:42:38,946 - [INFO] - [E:147| 100]: Train Loss:0.0011653, Val MRR:0.32139, yago11k
2023-05-08 13:44:22,956 - [INFO] - [E:147| 200]: Train Loss:0.0011644, Val MRR:0.32139, yago11k
2023-05-08 13:46:05,923 - [INFO] - [E:147| 300]: Train Loss:0.0011637, Val MRR:0.32139, yago11k
2023-05-08 13:47:49,841 - [INFO] - [E:147| 400]: Train Loss:0.0011652, Val MRR:0.32139, yago11k
2023-05-08 13:49:27,869 - [INFO] - [E:147| 500]: Train Loss:0.0011654, Val MRR:0.32139, yago11k
2023-05-08 13:51:05,927 - [INFO] - [E:147| 600]: Train Loss:0.0011657, Val MRR:0.32139, yago11k
2023-05-08 13:51:05,927 - [INFO] - [Epoch:147]: Training Loss:0.001166
2023-05-08 13:51:06,232 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 13:51:27,130 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 13:51:48,651 - [INFO] - [Evaluating Epoch 147 valid]:
MRR: Tail : 0.40056, Head : 0.22792, Avg : 0.31424
2023-05-08 13:51:48,652 - [INFO] - [Epoch 147]: Training Loss: 0.0011657, Valid MRR: 0.32139,
2023-05-08 13:51:49,597 - [INFO] - [E:148| 0]: Train Loss:0.0011651, Val MRR:0.32139, yago11k
2023-05-08 13:53:33,292 - [INFO] - [E:148| 100]: Train Loss:0.001164, Val MRR:0.32139, yago11k
2023-05-08 13:55:16,698 - [INFO] - [E:148| 200]: Train Loss:0.0011643, Val MRR:0.32139, yago11k
2023-05-08 13:56:59,698 - [INFO] - [E:148| 300]: Train Loss:0.0011649, Val MRR:0.32139, yago11k
2023-05-08 13:58:32,519 - [INFO] - [E:148| 400]: Train Loss:0.0011653, Val MRR:0.32139, yago11k
2023-05-08 14:00:15,424 - [INFO] - [E:148| 500]: Train Loss:0.0011654, Val MRR:0.32139, yago11k
2023-05-08 14:01:57,693 - [INFO] - [E:148| 600]: Train Loss:0.0011653, Val MRR:0.32139, yago11k
2023-05-08 14:01:57,694 - [INFO] - [Epoch:148]: Training Loss:0.001165
2023-05-08 14:01:58,040 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 14:02:19,392 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 14:02:40,541 - [INFO] - [Evaluating Epoch 148 valid]:
MRR: Tail : 0.40057, Head : 0.22957, Avg : 0.31507
2023-05-08 14:02:40,541 - [INFO] - [Epoch 148]: Training Loss: 0.0011653, Valid MRR: 0.32139,
2023-05-08 14:02:41,980 - [INFO] - [E:149| 0]: Train Loss:0.0011552, Val MRR:0.32139, yago11k
2023-05-08 14:04:27,075 - [INFO] - [E:149| 100]: Train Loss:0.0011639, Val MRR:0.32139, yago11k
2023-05-08 14:06:09,847 - [INFO] - [E:149| 200]: Train Loss:0.0011614, Val MRR:0.32139, yago11k
2023-05-08 14:07:42,664 - [INFO] - [E:149| 300]: Train Loss:0.0011628, Val MRR:0.32139, yago11k
2023-05-08 14:09:25,525 - [INFO] - [E:149| 400]: Train Loss:0.0011627, Val MRR:0.32139, yago11k
2023-05-08 14:11:08,764 - [INFO] - [E:149| 500]: Train Loss:0.0011634, Val MRR:0.32139, yago11k
2023-05-08 14:12:51,165 - [INFO] - [E:149| 600]: Train Loss:0.0011637, Val MRR:0.32139, yago11k
2023-05-08 14:12:51,165 - [INFO] - [Epoch:149]: Training Loss:0.001164
2023-05-08 14:12:51,669 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 14:13:12,821 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 14:13:33,981 - [INFO] - [Evaluating Epoch 149 valid]:
MRR: Tail : 0.40075, Head : 0.22967, Avg : 0.31521
MR: Tail : 430.69, Head : 775.95, Avg : 603.32
Hit-1: Tail : 0.30786, Head : 0.187, Avg : 0.24743
Hit-3: Tail : 0.44262, Head : 0.22659, Avg : 0.33461
Hit-10: Tail : 0.58336, Head : 0.3087, Avg : 0.44603
2023-05-08 14:13:33,981 - [INFO] - [Epoch 149]: Training Loss: 0.0011637, Valid MRR: 0.32139,
2023-05-08 14:13:34,839 - [INFO] - [E:150| 0]: Train Loss:0.0011586, Val MRR:0.32139, yago11k
2023-05-08 14:15:17,549 - [INFO] - [E:150| 100]: Train Loss:0.0011591, Val MRR:0.32139, yago11k
2023-05-08 14:16:50,826 - [INFO] - [E:150| 200]: Train Loss:0.0011618, Val MRR:0.32139, yago11k
2023-05-08 14:18:35,207 - [INFO] - [E:150| 300]: Train Loss:0.0011624, Val MRR:0.32139, yago11k
2023-05-08 14:20:18,814 - [INFO] - [E:150| 400]: Train Loss:0.0011629, Val MRR:0.32139, yago11k
2023-05-08 14:22:02,946 - [INFO] - [E:150| 500]: Train Loss:0.0011636, Val MRR:0.32139, yago11k
2023-05-08 14:23:46,331 - [INFO] - [E:150| 600]: Train Loss:0.0011637, Val MRR:0.32139, yago11k
2023-05-08 14:23:46,331 - [INFO] - [Epoch:150]: Training Loss:0.001164
2023-05-08 14:23:46,592 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 14:24:05,906 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 14:24:17,969 - [INFO] - [Evaluating Epoch 150 valid]:
MRR: Tail : 0.40283, Head : 0.23152, Avg : 0.31717
2023-05-08 14:24:17,969 - [INFO] - [Epoch 150]: Training Loss: 0.0011637, Valid MRR: 0.32139,
2023-05-08 14:24:18,615 - [INFO] - [E:151| 0]: Train Loss:0.0011302, Val MRR:0.32139, yago11k
2023-05-08 14:26:00,753 - [INFO] - [E:151| 100]: Train Loss:0.001161, Val MRR:0.32139, yago11k
2023-05-08 14:27:43,908 - [INFO] - [E:151| 200]: Train Loss:0.0011615, Val MRR:0.32139, yago11k
2023-05-08 14:29:26,888 - [INFO] - [E:151| 300]: Train Loss:0.0011619, Val MRR:0.32139, yago11k
2023-05-08 14:31:11,576 - [INFO] - [E:151| 400]: Train Loss:0.001163, Val MRR:0.32139, yago11k
2023-05-08 14:32:50,936 - [INFO] - [E:151| 500]: Train Loss:0.0011632, Val MRR:0.32139, yago11k
2023-05-08 14:34:26,942 - [INFO] - [E:151| 600]: Train Loss:0.0011631, Val MRR:0.32139, yago11k
2023-05-08 14:34:26,942 - [INFO] - [Epoch:151]: Training Loss:0.001163
2023-05-08 14:34:27,275 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 14:34:48,160 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 14:35:09,222 - [INFO] - [Evaluating Epoch 151 valid]:
MRR: Tail : 0.405, Head : 0.23062, Avg : 0.31781
2023-05-08 14:35:09,222 - [INFO] - [Epoch 151]: Training Loss: 0.0011631, Valid MRR: 0.32139,
2023-05-08 14:35:10,286 - [INFO] - [E:152| 0]: Train Loss:0.0011509, Val MRR:0.32139, yago11k
2023-05-08 14:36:53,457 - [INFO] - [E:152| 100]: Train Loss:0.0011596, Val MRR:0.32139, yago11k
2023-05-08 14:38:36,200 - [INFO] - [E:152| 200]: Train Loss:0.0011618, Val MRR:0.32139, yago11k
2023-05-08 14:40:20,162 - [INFO] - [E:152| 300]: Train Loss:0.0011629, Val MRR:0.32139, yago11k
2023-05-08 14:41:52,812 - [INFO] - [E:152| 400]: Train Loss:0.001163, Val MRR:0.32139, yago11k
2023-05-08 14:43:36,047 - [INFO] - [E:152| 500]: Train Loss:0.0011632, Val MRR:0.32139, yago11k
2023-05-08 14:45:18,145 - [INFO] - [E:152| 600]: Train Loss:0.0011625, Val MRR:0.32139, yago11k
2023-05-08 14:45:18,145 - [INFO] - [Epoch:152]: Training Loss:0.001162
2023-05-08 14:45:18,668 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 14:45:38,991 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 14:45:59,176 - [INFO] - [Evaluating Epoch 152 valid]:
MRR: Tail : 0.40326, Head : 0.22871, Avg : 0.31598
2023-05-08 14:45:59,177 - [INFO] - [Epoch 152]: Training Loss: 0.0011625, Valid MRR: 0.32139,
2023-05-08 14:46:00,385 - [INFO] - [E:153| 0]: Train Loss:0.0011324, Val MRR:0.32139, yago11k
2023-05-08 14:47:41,743 - [INFO] - [E:153| 100]: Train Loss:0.0011574, Val MRR:0.32139, yago11k
2023-05-08 14:49:26,431 - [INFO] - [E:153| 200]: Train Loss:0.0011616, Val MRR:0.32139, yago11k
2023-05-08 14:51:00,760 - [INFO] - [E:153| 300]: Train Loss:0.0011612, Val MRR:0.32139, yago11k
2023-05-08 14:52:10,226 - [INFO] - [E:153| 400]: Train Loss:0.0011606, Val MRR:0.32139, yago11k
2023-05-08 14:53:15,313 - [INFO] - [E:153| 500]: Train Loss:0.001161, Val MRR:0.32139, yago11k
2023-05-08 14:54:19,971 - [INFO] - [E:153| 600]: Train Loss:0.0011616, Val MRR:0.32139, yago11k
2023-05-08 14:54:19,972 - [INFO] - [Epoch:153]: Training Loss:0.001162
2023-05-08 14:54:20,191 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 14:54:34,455 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 14:54:55,931 - [INFO] - [Evaluating Epoch 153 valid]:
MRR: Tail : 0.40385, Head : 0.23151, Avg : 0.31768
2023-05-08 14:54:55,931 - [INFO] - [Epoch 153]: Training Loss: 0.0011616, Valid MRR: 0.32139,
2023-05-08 14:54:57,110 - [INFO] - [E:154| 0]: Train Loss:0.001141, Val MRR:0.32139, yago11k
2023-05-08 14:56:36,898 - [INFO] - [E:154| 100]: Train Loss:0.0011574, Val MRR:0.32139, yago11k
2023-05-08 14:58:20,050 - [INFO] - [E:154| 200]: Train Loss:0.0011589, Val MRR:0.32139, yago11k
2023-05-08 15:00:04,125 - [INFO] - [E:154| 300]: Train Loss:0.0011596, Val MRR:0.32139, yago11k
2023-05-08 15:01:47,556 - [INFO] - [E:154| 400]: Train Loss:0.00116, Val MRR:0.32139, yago11k
2023-05-08 15:03:31,661 - [INFO] - [E:154| 500]: Train Loss:0.0011597, Val MRR:0.32139, yago11k
2023-05-08 15:05:03,941 - [INFO] - [E:154| 600]: Train Loss:0.0011607, Val MRR:0.32139, yago11k
2023-05-08 15:05:03,942 - [INFO] - [Epoch:154]: Training Loss:0.001161
2023-05-08 15:05:04,285 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 15:05:25,234 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 15:05:46,706 - [INFO] - [Evaluating Epoch 154 valid]:
MRR: Tail : 0.39735, Head : 0.231, Avg : 0.31418
2023-05-08 15:05:46,706 - [INFO] - [Epoch 154]: Training Loss: 0.0011607, Valid MRR: 0.32139,
2023-05-08 15:05:47,612 - [INFO] - [E:155| 0]: Train Loss:0.0011787, Val MRR:0.32139, yago11k
2023-05-08 15:07:30,817 - [INFO] - [E:155| 100]: Train Loss:0.0011567, Val MRR:0.32139, yago11k
2023-05-08 15:09:12,881 - [INFO] - [E:155| 200]: Train Loss:0.0011585, Val MRR:0.32139, yago11k
2023-05-08 15:10:56,436 - [INFO] - [E:155| 300]: Train Loss:0.0011586, Val MRR:0.32139, yago11k
2023-05-08 15:12:40,075 - [INFO] - [E:155| 400]: Train Loss:0.0011596, Val MRR:0.32139, yago11k
2023-05-08 15:14:13,321 - [INFO] - [E:155| 500]: Train Loss:0.0011595, Val MRR:0.32139, yago11k
2023-05-08 15:15:55,183 - [INFO] - [E:155| 600]: Train Loss:0.00116, Val MRR:0.32139, yago11k
2023-05-08 15:15:55,183 - [INFO] - [Epoch:155]: Training Loss:0.00116
2023-05-08 15:15:55,533 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 15:16:16,541 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 15:16:37,677 - [INFO] - [Evaluating Epoch 155 valid]:
MRR: Tail : 0.40564, Head : 0.2319, Avg : 0.31877
2023-05-08 15:16:37,677 - [INFO] - [Epoch 155]: Training Loss: 0.00116, Valid MRR: 0.32139,
2023-05-08 15:16:38,934 - [INFO] - [E:156| 0]: Train Loss:0.001158, Val MRR:0.32139, yago11k
2023-05-08 15:18:21,483 - [INFO] - [E:156| 100]: Train Loss:0.0011599, Val MRR:0.32139, yago11k
2023-05-08 15:20:05,299 - [INFO] - [E:156| 200]: Train Loss:0.001159, Val MRR:0.32139, yago11k
2023-05-08 15:21:48,005 - [INFO] - [E:156| 300]: Train Loss:0.0011591, Val MRR:0.32139, yago11k
2023-05-08 15:23:22,551 - [INFO] - [E:156| 400]: Train Loss:0.0011588, Val MRR:0.32139, yago11k
2023-05-08 15:25:05,443 - [INFO] - [E:156| 500]: Train Loss:0.0011591, Val MRR:0.32139, yago11k
2023-05-08 15:26:48,357 - [INFO] - [E:156| 600]: Train Loss:0.0011594, Val MRR:0.32139, yago11k
2023-05-08 15:26:48,358 - [INFO] - [Epoch:156]: Training Loss:0.001159
2023-05-08 15:26:48,682 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 15:27:09,512 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 15:27:30,942 - [INFO] - [Evaluating Epoch 156 valid]:
MRR: Tail : 0.40265, Head : 0.23056, Avg : 0.3166
2023-05-08 15:27:30,942 - [INFO] - [Epoch 156]: Training Loss: 0.0011594, Valid MRR: 0.32139,
2023-05-08 15:27:31,781 - [INFO] - [E:157| 0]: Train Loss:0.0011419, Val MRR:0.32139, yago11k
2023-05-08 15:29:15,157 - [INFO] - [E:157| 100]: Train Loss:0.0011582, Val MRR:0.32139, yago11k
2023-05-08 15:30:48,766 - [INFO] - [E:157| 200]: Train Loss:0.0011582, Val MRR:0.32139, yago11k
2023-05-08 15:32:31,045 - [INFO] - [E:157| 300]: Train Loss:0.0011582, Val MRR:0.32139, yago11k
2023-05-08 15:34:14,065 - [INFO] - [E:157| 400]: Train Loss:0.0011589, Val MRR:0.32139, yago11k
2023-05-08 15:35:57,456 - [INFO] - [E:157| 500]: Train Loss:0.0011592, Val MRR:0.32139, yago11k
2023-05-08 15:37:40,533 - [INFO] - [E:157| 600]: Train Loss:0.001159, Val MRR:0.32139, yago11k
2023-05-08 15:37:40,534 - [INFO] - [Epoch:157]: Training Loss:0.001159
2023-05-08 15:37:41,039 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 15:38:01,916 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 15:38:23,398 - [INFO] - [Evaluating Epoch 157 valid]:
MRR: Tail : 0.4012, Head : 0.22971, Avg : 0.31546
2023-05-08 15:38:23,399 - [INFO] - [Epoch 157]: Training Loss: 0.001159, Valid MRR: 0.32139,
2023-05-08 15:38:24,247 - [INFO] - [E:158| 0]: Train Loss:0.0011441, Val MRR:0.32139, yago11k
2023-05-08 15:39:57,531 - [INFO] - [E:158| 100]: Train Loss:0.001155, Val MRR:0.32139, yago11k
2023-05-08 15:41:41,123 - [INFO] - [E:158| 200]: Train Loss:0.0011568, Val MRR:0.32139, yago11k
2023-05-08 15:43:24,342 - [INFO] - [E:158| 300]: Train Loss:0.0011573, Val MRR:0.32139, yago11k
2023-05-08 15:45:09,513 - [INFO] - [E:158| 400]: Train Loss:0.0011583, Val MRR:0.32139, yago11k
2023-05-08 15:46:52,556 - [INFO] - [E:158| 500]: Train Loss:0.0011576, Val MRR:0.32139, yago11k
2023-05-08 15:48:24,808 - [INFO] - [E:158| 600]: Train Loss:0.0011583, Val MRR:0.32139, yago11k
2023-05-08 15:48:24,808 - [INFO] - [Epoch:158]: Training Loss:0.001158
2023-05-08 15:48:25,031 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 15:48:45,845 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 15:49:07,080 - [INFO] - [Evaluating Epoch 158 valid]:
MRR: Tail : 0.40462, Head : 0.22817, Avg : 0.31639
2023-05-08 15:49:07,080 - [INFO] - [Epoch 158]: Training Loss: 0.0011583, Valid MRR: 0.32139,
2023-05-08 15:49:08,047 - [INFO] - [E:159| 0]: Train Loss:0.001137, Val MRR:0.32139, yago11k
2023-05-08 15:50:51,402 - [INFO] - [E:159| 100]: Train Loss:0.001156, Val MRR:0.32139, yago11k
2023-05-08 15:52:34,858 - [INFO] - [E:159| 200]: Train Loss:0.0011559, Val MRR:0.32139, yago11k
2023-05-08 15:54:18,015 - [INFO] - [E:159| 300]: Train Loss:0.0011574, Val MRR:0.32139, yago11k
2023-05-08 15:56:01,684 - [INFO] - [E:159| 400]: Train Loss:0.0011582, Val MRR:0.32139, yago11k
2023-05-08 15:57:34,174 - [INFO] - [E:159| 500]: Train Loss:0.0011575, Val MRR:0.32139, yago11k
2023-05-08 15:59:17,332 - [INFO] - [E:159| 600]: Train Loss:0.0011579, Val MRR:0.32139, yago11k
2023-05-08 15:59:17,333 - [INFO] - [Epoch:159]: Training Loss:0.001158
2023-05-08 15:59:17,693 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 15:59:38,592 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 16:00:00,099 - [INFO] - [Evaluating Epoch 159 valid]:
MRR: Tail : 0.40532, Head : 0.23037, Avg : 0.31784
MR: Tail : 473.41, Head : 798.09, Avg : 635.75
Hit-1: Tail : 0.31953, Head : 0.18741, Avg : 0.25347
Hit-3: Tail : 0.44137, Head : 0.22659, Avg : 0.33398
Hit-10: Tail : 0.57808, Head : 0.30689, Avg : 0.44248
2023-05-08 16:00:00,099 - [INFO] - [Epoch 159]: Training Loss: 0.0011579, Valid MRR: 0.32139,
2023-05-08 16:00:00,996 - [INFO] - [E:160| 0]: Train Loss:0.0011744, Val MRR:0.32139, yago11k
2023-05-08 16:01:44,841 - [INFO] - [E:160| 100]: Train Loss:0.0011561, Val MRR:0.32139, yago11k
2023-05-08 16:03:28,195 - [INFO] - [E:160| 200]: Train Loss:0.0011555, Val MRR:0.32139, yago11k
2023-05-08 16:05:11,187 - [INFO] - [E:160| 300]: Train Loss:0.0011551, Val MRR:0.32139, yago11k
2023-05-08 16:06:44,470 - [INFO] - [E:160| 400]: Train Loss:0.0011557, Val MRR:0.32139, yago11k
2023-05-08 16:08:27,760 - [INFO] - [E:160| 500]: Train Loss:0.0011563, Val MRR:0.32139, yago11k
2023-05-08 16:10:10,218 - [INFO] - [E:160| 600]: Train Loss:0.001157, Val MRR:0.32139, yago11k
2023-05-08 16:10:10,218 - [INFO] - [Epoch:160]: Training Loss:0.001157
2023-05-08 16:10:10,524 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 16:10:31,434 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 16:10:52,932 - [INFO] - [Evaluating Epoch 160 valid]:
MRR: Tail : 0.40379, Head : 0.2292, Avg : 0.31649
2023-05-08 16:10:52,932 - [INFO] - [Epoch 160]: Training Loss: 0.001157, Valid MRR: 0.32139,
2023-05-08 16:10:53,856 - [INFO] - [E:161| 0]: Train Loss:0.0011459, Val MRR:0.32139, yago11k
2023-05-08 16:12:37,294 - [INFO] - [E:161| 100]: Train Loss:0.001157, Val MRR:0.32139, yago11k
2023-05-08 16:14:20,577 - [INFO] - [E:161| 200]: Train Loss:0.0011557, Val MRR:0.32139, yago11k
2023-05-08 16:15:52,808 - [INFO] - [E:161| 300]: Train Loss:0.0011565, Val MRR:0.32139, yago11k
2023-05-08 16:17:35,743 - [INFO] - [E:161| 400]: Train Loss:0.0011565, Val MRR:0.32139, yago11k
2023-05-08 16:19:18,381 - [INFO] - [E:161| 500]: Train Loss:0.0011564, Val MRR:0.32139, yago11k
2023-05-08 16:21:00,522 - [INFO] - [E:161| 600]: Train Loss:0.001156, Val MRR:0.32139, yago11k
2023-05-08 16:21:00,522 - [INFO] - [Epoch:161]: Training Loss:0.001156
2023-05-08 16:21:00,995 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 16:21:21,522 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 16:21:42,597 - [INFO] - [Evaluating Epoch 161 valid]:
MRR: Tail : 0.409, Head : 0.23115, Avg : 0.32008
2023-05-08 16:21:42,597 - [INFO] - [Epoch 161]: Training Loss: 0.001156, Valid MRR: 0.32139,
2023-05-08 16:21:43,562 - [INFO] - [E:162| 0]: Train Loss:0.0011342, Val MRR:0.32139, yago11k
2023-05-08 16:23:16,486 - [INFO] - [E:162| 100]: Train Loss:0.0011534, Val MRR:0.32139, yago11k
2023-05-08 16:25:00,111 - [INFO] - [E:162| 200]: Train Loss:0.0011541, Val MRR:0.32139, yago11k
2023-05-08 16:26:43,593 - [INFO] - [E:162| 300]: Train Loss:0.0011548, Val MRR:0.32139, yago11k
2023-05-08 16:28:27,498 - [INFO] - [E:162| 400]: Train Loss:0.0011548, Val MRR:0.32139, yago11k
2023-05-08 16:30:10,689 - [INFO] - [E:162| 500]: Train Loss:0.0011554, Val MRR:0.32139, yago11k
2023-05-08 16:31:45,174 - [INFO] - [E:162| 600]: Train Loss:0.0011557, Val MRR:0.32139, yago11k
2023-05-08 16:31:45,174 - [INFO] - [Epoch:162]: Training Loss:0.001156
2023-05-08 16:31:45,392 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 16:32:04,758 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 16:32:27,749 - [INFO] - [Evaluating Epoch 162 valid]:
MRR: Tail : 0.40767, Head : 0.23106, Avg : 0.31937
2023-05-08 16:32:27,749 - [INFO] - [Epoch 162]: Training Loss: 0.0011557, Valid MRR: 0.32139,
2023-05-08 16:32:28,855 - [INFO] - [E:163| 0]: Train Loss:0.0011801, Val MRR:0.32139, yago11k
2023-05-08 16:34:12,248 - [INFO] - [E:163| 100]: Train Loss:0.0011505, Val MRR:0.32139, yago11k
2023-05-08 16:35:55,809 - [INFO] - [E:163| 200]: Train Loss:0.0011532, Val MRR:0.32139, yago11k
2023-05-08 16:37:39,268 - [INFO] - [E:163| 300]: Train Loss:0.0011541, Val MRR:0.32139, yago11k
2023-05-08 16:39:22,320 - [INFO] - [E:163| 400]: Train Loss:0.0011544, Val MRR:0.32139, yago11k
2023-05-08 16:40:54,920 - [INFO] - [E:163| 500]: Train Loss:0.0011545, Val MRR:0.32139, yago11k
2023-05-08 16:42:37,505 - [INFO] - [E:163| 600]: Train Loss:0.001155, Val MRR:0.32139, yago11k
2023-05-08 16:42:37,505 - [INFO] - [Epoch:163]: Training Loss:0.001155
2023-05-08 16:42:37,767 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 16:42:59,014 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 16:43:19,998 - [INFO] - [Evaluating Epoch 163 valid]:
MRR: Tail : 0.40391, Head : 0.23056, Avg : 0.31723
2023-05-08 16:43:19,998 - [INFO] - [Epoch 163]: Training Loss: 0.001155, Valid MRR: 0.32139,
2023-05-08 16:43:21,199 - [INFO] - [E:164| 0]: Train Loss:0.0011829, Val MRR:0.32139, yago11k
2023-05-08 16:45:04,756 - [INFO] - [E:164| 100]: Train Loss:0.0011513, Val MRR:0.32139, yago11k
2023-05-08 16:46:48,327 - [INFO] - [E:164| 200]: Train Loss:0.0011533, Val MRR:0.32139, yago11k
2023-05-08 16:48:31,586 - [INFO] - [E:164| 300]: Train Loss:0.0011544, Val MRR:0.32139, yago11k
2023-05-08 16:50:04,589 - [INFO] - [E:164| 400]: Train Loss:0.001155, Val MRR:0.32139, yago11k
2023-05-08 16:51:48,419 - [INFO] - [E:164| 500]: Train Loss:0.0011543, Val MRR:0.32139, yago11k
2023-05-08 16:53:31,305 - [INFO] - [E:164| 600]: Train Loss:0.0011546, Val MRR:0.32139, yago11k
2023-05-08 16:53:31,306 - [INFO] - [Epoch:164]: Training Loss:0.001155
2023-05-08 16:53:31,567 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 16:53:52,526 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 16:54:13,928 - [INFO] - [Evaluating Epoch 164 valid]:
MRR: Tail : 0.39865, Head : 0.23109, Avg : 0.31487
2023-05-08 16:54:13,929 - [INFO] - [Epoch 164]: Training Loss: 0.0011546, Valid MRR: 0.32139,
2023-05-08 16:54:15,131 - [INFO] - [E:165| 0]: Train Loss:0.0011254, Val MRR:0.32139, yago11k
2023-05-08 16:55:58,541 - [INFO] - [E:165| 100]: Train Loss:0.0011521, Val MRR:0.32139, yago11k
2023-05-08 16:57:41,465 - [INFO] - [E:165| 200]: Train Loss:0.0011527, Val MRR:0.32139, yago11k
2023-05-08 16:59:14,547 - [INFO] - [E:165| 300]: Train Loss:0.0011533, Val MRR:0.32139, yago11k
2023-05-08 17:00:57,762 - [INFO] - [E:165| 400]: Train Loss:0.0011525, Val MRR:0.32139, yago11k
2023-05-08 17:02:40,704 - [INFO] - [E:165| 500]: Train Loss:0.0011528, Val MRR:0.32139, yago11k
2023-05-08 17:04:22,377 - [INFO] - [E:165| 600]: Train Loss:0.0011535, Val MRR:0.32139, yago11k
2023-05-08 17:04:22,377 - [INFO] - [Epoch:165]: Training Loss:0.001153
2023-05-08 17:04:22,821 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 17:04:43,943 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 17:05:05,173 - [INFO] - [Evaluating Epoch 165 valid]:
MRR: Tail : 0.40272, Head : 0.22879, Avg : 0.31575
2023-05-08 17:05:05,173 - [INFO] - [Epoch 165]: Training Loss: 0.0011535, Valid MRR: 0.32139,
2023-05-08 17:05:06,004 - [INFO] - [E:166| 0]: Train Loss:0.0011446, Val MRR:0.32139, yago11k
2023-05-08 17:06:42,959 - [INFO] - [E:166| 100]: Train Loss:0.0011525, Val MRR:0.32139, yago11k
2023-05-08 17:08:22,773 - [INFO] - [E:166| 200]: Train Loss:0.0011535, Val MRR:0.32139, yago11k
2023-05-08 17:10:06,200 - [INFO] - [E:166| 300]: Train Loss:0.0011526, Val MRR:0.32139, yago11k
2023-05-08 17:11:49,160 - [INFO] - [E:166| 400]: Train Loss:0.0011529, Val MRR:0.32139, yago11k
2023-05-08 17:13:31,949 - [INFO] - [E:166| 500]: Train Loss:0.0011534, Val MRR:0.32139, yago11k
2023-05-08 17:15:14,752 - [INFO] - [E:166| 600]: Train Loss:0.0011535, Val MRR:0.32139, yago11k
2023-05-08 17:15:14,752 - [INFO] - [Epoch:166]: Training Loss:0.001153
2023-05-08 17:15:15,014 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 17:15:27,299 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 17:15:44,086 - [INFO] - [Evaluating Epoch 166 valid]:
MRR: Tail : 0.40161, Head : 0.22932, Avg : 0.31547
2023-05-08 17:15:44,086 - [INFO] - [Epoch 166]: Training Loss: 0.0011535, Valid MRR: 0.32139,
2023-05-08 17:15:45,167 - [INFO] - [E:167| 0]: Train Loss:0.0011323, Val MRR:0.32139, yago11k
2023-05-08 17:17:28,776 - [INFO] - [E:167| 100]: Train Loss:0.0011508, Val MRR:0.32139, yago11k
2023-05-08 17:19:11,471 - [INFO] - [E:167| 200]: Train Loss:0.0011529, Val MRR:0.32139, yago11k
2023-05-08 17:20:56,853 - [INFO] - [E:167| 300]: Train Loss:0.0011521, Val MRR:0.32139, yago11k
2023-05-08 17:22:39,910 - [INFO] - [E:167| 400]: Train Loss:0.0011528, Val MRR:0.32139, yago11k
2023-05-08 17:24:16,466 - [INFO] - [E:167| 500]: Train Loss:0.0011529, Val MRR:0.32139, yago11k
2023-05-08 17:25:55,155 - [INFO] - [E:167| 600]: Train Loss:0.0011532, Val MRR:0.32139, yago11k
2023-05-08 17:25:55,156 - [INFO] - [Epoch:167]: Training Loss:0.001153
2023-05-08 17:25:55,418 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 17:26:16,682 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 17:26:37,579 - [INFO] - [Evaluating Epoch 167 valid]:
MRR: Tail : 0.40385, Head : 0.2292, Avg : 0.31653
2023-05-08 17:26:37,579 - [INFO] - [Epoch 167]: Training Loss: 0.0011532, Valid MRR: 0.32139,
2023-05-08 17:26:38,783 - [INFO] - [E:168| 0]: Train Loss:0.0011392, Val MRR:0.32139, yago11k
2023-05-08 17:28:21,993 - [INFO] - [E:168| 100]: Train Loss:0.0011515, Val MRR:0.32139, yago11k
2023-05-08 17:30:05,172 - [INFO] - [E:168| 200]: Train Loss:0.0011514, Val MRR:0.32139, yago11k
2023-05-08 17:31:48,551 - [INFO] - [E:168| 300]: Train Loss:0.0011521, Val MRR:0.32139, yago11k
2023-05-08 17:33:20,919 - [INFO] - [E:168| 400]: Train Loss:0.0011526, Val MRR:0.32139, yago11k
2023-05-08 17:35:03,980 - [INFO] - [E:168| 500]: Train Loss:0.0011527, Val MRR:0.32139, yago11k
2023-05-08 17:36:46,012 - [INFO] - [E:168| 600]: Train Loss:0.001152, Val MRR:0.32139, yago11k
2023-05-08 17:36:46,012 - [INFO] - [Epoch:168]: Training Loss:0.001152
2023-05-08 17:36:46,353 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 17:37:07,870 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 17:37:28,965 - [INFO] - [Evaluating Epoch 168 valid]:
MRR: Tail : 0.4025, Head : 0.23001, Avg : 0.31625
2023-05-08 17:37:28,965 - [INFO] - [Epoch 168]: Training Loss: 0.001152, Valid MRR: 0.32139,
2023-05-08 17:37:30,205 - [INFO] - [E:169| 0]: Train Loss:0.0011363, Val MRR:0.32139, yago11k
2023-05-08 17:39:13,462 - [INFO] - [E:169| 100]: Train Loss:0.0011509, Val MRR:0.32139, yago11k
2023-05-08 17:40:56,707 - [INFO] - [E:169| 200]: Train Loss:0.0011492, Val MRR:0.32139, yago11k
2023-05-08 17:42:30,006 - [INFO] - [E:169| 300]: Train Loss:0.0011508, Val MRR:0.32139, yago11k
2023-05-08 17:44:13,035 - [INFO] - [E:169| 400]: Train Loss:0.0011517, Val MRR:0.32139, yago11k
2023-05-08 17:45:55,207 - [INFO] - [E:169| 500]: Train Loss:0.0011521, Val MRR:0.32139, yago11k
2023-05-08 17:47:36,173 - [INFO] - [E:169| 600]: Train Loss:0.0011519, Val MRR:0.32139, yago11k
2023-05-08 17:47:36,173 - [INFO] - [Epoch:169]: Training Loss:0.001152
2023-05-08 17:47:36,435 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 17:47:57,545 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 17:48:19,112 - [INFO] - [Evaluating Epoch 169 valid]:
MRR: Tail : 0.40382, Head : 0.22977, Avg : 0.3168
MR: Tail : 479.01, Head : 798.8, Avg : 638.91
Hit-1: Tail : 0.31286, Head : 0.18797, Avg : 0.25042
Hit-3: Tail : 0.44624, Head : 0.22576, Avg : 0.336
Hit-10: Tail : 0.57919, Head : 0.3062, Avg : 0.44269
2023-05-08 17:48:19,112 - [INFO] - [Epoch 169]: Training Loss: 0.0011519, Valid MRR: 0.32139,
2023-05-08 17:48:20,213 - [INFO] - [E:170| 0]: Train Loss:0.0011378, Val MRR:0.32139, yago11k
2023-05-08 17:50:02,485 - [INFO] - [E:170| 100]: Train Loss:0.0011496, Val MRR:0.32139, yago11k
2023-05-08 17:51:37,398 - [INFO] - [E:170| 200]: Train Loss:0.0011504, Val MRR:0.32139, yago11k
2023-05-08 17:53:20,934 - [INFO] - [E:170| 300]: Train Loss:0.00115, Val MRR:0.32139, yago11k
2023-05-08 17:55:03,790 - [INFO] - [E:170| 400]: Train Loss:0.0011505, Val MRR:0.32139, yago11k
2023-05-08 17:56:47,195 - [INFO] - [E:170| 500]: Train Loss:0.0011508, Val MRR:0.32139, yago11k
2023-05-08 17:58:29,864 - [INFO] - [E:170| 600]: Train Loss:0.0011509, Val MRR:0.32139, yago11k
2023-05-08 17:58:29,865 - [INFO] - [Epoch:170]: Training Loss:0.001151
2023-05-08 17:58:30,210 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 17:58:47,022 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 17:58:59,367 - [INFO] - [Evaluating Epoch 170 valid]:
MRR: Tail : 0.4049, Head : 0.22851, Avg : 0.3167
2023-05-08 17:58:59,367 - [INFO] - [Epoch 170]: Training Loss: 0.0011509, Valid MRR: 0.32139,
2023-05-08 17:59:00,568 - [INFO] - [E:171| 0]: Train Loss:0.0011906, Val MRR:0.32139, yago11k
2023-05-08 18:00:43,725 - [INFO] - [E:171| 100]: Train Loss:0.0011484, Val MRR:0.32139, yago11k
2023-05-08 18:02:26,958 - [INFO] - [E:171| 200]: Train Loss:0.0011491, Val MRR:0.32139, yago11k
2023-05-08 18:04:10,831 - [INFO] - [E:171| 300]: Train Loss:0.0011498, Val MRR:0.32139, yago11k
2023-05-08 18:05:54,827 - [INFO] - [E:171| 400]: Train Loss:0.0011498, Val MRR:0.32139, yago11k
2023-05-08 18:07:32,070 - [INFO] - [E:171| 500]: Train Loss:0.0011503, Val MRR:0.32139, yago11k
2023-05-08 18:09:12,683 - [INFO] - [E:171| 600]: Train Loss:0.0011507, Val MRR:0.32139, yago11k
2023-05-08 18:09:12,683 - [INFO] - [Epoch:171]: Training Loss:0.001151
2023-05-08 18:09:12,945 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 18:09:34,110 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 18:09:55,261 - [INFO] - [Evaluating Epoch 171 valid]:
MRR: Tail : 0.40311, Head : 0.22977, Avg : 0.31644
2023-05-08 18:09:55,261 - [INFO] - [Epoch 171]: Training Loss: 0.0011507, Valid MRR: 0.32139,
2023-05-08 18:09:56,465 - [INFO] - [E:172| 0]: Train Loss:0.0011333, Val MRR:0.32139, yago11k
2023-05-08 18:11:40,092 - [INFO] - [E:172| 100]: Train Loss:0.001147, Val MRR:0.32139, yago11k
2023-05-08 18:13:23,069 - [INFO] - [E:172| 200]: Train Loss:0.0011463, Val MRR:0.32139, yago11k
2023-05-08 18:15:06,060 - [INFO] - [E:172| 300]: Train Loss:0.0011477, Val MRR:0.32139, yago11k
2023-05-08 18:16:38,400 - [INFO] - [E:172| 400]: Train Loss:0.0011483, Val MRR:0.32139, yago11k
2023-05-08 18:18:21,409 - [INFO] - [E:172| 500]: Train Loss:0.0011489, Val MRR:0.32139, yago11k
2023-05-08 18:20:04,209 - [INFO] - [E:172| 600]: Train Loss:0.00115, Val MRR:0.32139, yago11k
2023-05-08 18:20:04,209 - [INFO] - [Epoch:172]: Training Loss:0.00115
2023-05-08 18:20:04,472 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 18:20:25,488 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 18:20:46,705 - [INFO] - [Evaluating Epoch 172 valid]:
MRR: Tail : 0.40039, Head : 0.23024, Avg : 0.31531
2023-05-08 18:20:46,705 - [INFO] - [Epoch 172]: Training Loss: 0.00115, Valid MRR: 0.32139,
2023-05-08 18:20:47,913 - [INFO] - [E:173| 0]: Train Loss:0.0011921, Val MRR:0.32139, yago11k
2023-05-08 18:22:30,985 - [INFO] - [E:173| 100]: Train Loss:0.0011504, Val MRR:0.32139, yago11k
2023-05-08 18:24:14,537 - [INFO] - [E:173| 200]: Train Loss:0.0011504, Val MRR:0.32139, yago11k
2023-05-08 18:25:48,206 - [INFO] - [E:173| 300]: Train Loss:0.0011501, Val MRR:0.32139, yago11k
2023-05-08 18:27:31,571 - [INFO] - [E:173| 400]: Train Loss:0.0011502, Val MRR:0.32139, yago11k
2023-05-08 18:29:14,532 - [INFO] - [E:173| 500]: Train Loss:0.0011501, Val MRR:0.32139, yago11k
2023-05-08 18:30:56,845 - [INFO] - [E:173| 600]: Train Loss:0.0011499, Val MRR:0.32139, yago11k
2023-05-08 18:30:56,846 - [INFO] - [Epoch:173]: Training Loss:0.00115
2023-05-08 18:30:57,129 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 18:31:18,181 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 18:31:39,267 - [INFO] - [Evaluating Epoch 173 valid]:
MRR: Tail : 0.40511, Head : 0.23017, Avg : 0.31764
2023-05-08 18:31:39,267 - [INFO] - [Epoch 173]: Training Loss: 0.0011499, Valid MRR: 0.32139,
2023-05-08 18:31:40,112 - [INFO] - [E:174| 0]: Train Loss:0.0011387, Val MRR:0.32139, yago11k
2023-05-08 18:33:24,140 - [INFO] - [E:174| 100]: Train Loss:0.0011494, Val MRR:0.32139, yago11k
2023-05-08 18:34:57,533 - [INFO] - [E:174| 200]: Train Loss:0.0011483, Val MRR:0.32139, yago11k
2023-05-08 18:36:40,595 - [INFO] - [E:174| 300]: Train Loss:0.0011485, Val MRR:0.32139, yago11k
2023-05-08 18:38:23,488 - [INFO] - [E:174| 400]: Train Loss:0.0011486, Val MRR:0.32139, yago11k
2023-05-08 18:40:06,963 - [INFO] - [E:174| 500]: Train Loss:0.001149, Val MRR:0.32139, yago11k
2023-05-08 18:41:49,239 - [INFO] - [E:174| 600]: Train Loss:0.0011493, Val MRR:0.32139, yago11k
2023-05-08 18:41:49,240 - [INFO] - [Epoch:174]: Training Loss:0.001149
2023-05-08 18:41:49,754 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 18:42:10,636 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 18:42:24,871 - [INFO] - [Evaluating Epoch 174 valid]:
MRR: Tail : 0.39851, Head : 0.23031, Avg : 0.31441
2023-05-08 18:42:24,871 - [INFO] - [Epoch 174]: Training Loss: 0.0011493, Valid MRR: 0.32139,
2023-05-08 18:42:25,517 - [INFO] - [E:175| 0]: Train Loss:0.0011443, Val MRR:0.32139, yago11k
2023-05-08 18:44:03,725 - [INFO] - [E:175| 100]: Train Loss:0.0011467, Val MRR:0.32139, yago11k
2023-05-08 18:45:46,705 - [INFO] - [E:175| 200]: Train Loss:0.0011485, Val MRR:0.32139, yago11k
2023-05-08 18:47:30,768 - [INFO] - [E:175| 300]: Train Loss:0.0011486, Val MRR:0.32139, yago11k
2023-05-08 18:49:14,644 - [INFO] - [E:175| 400]: Train Loss:0.0011483, Val MRR:0.32139, yago11k
2023-05-08 18:50:58,100 - [INFO] - [E:175| 500]: Train Loss:0.0011485, Val MRR:0.32139, yago11k
2023-05-08 18:52:30,593 - [INFO] - [E:175| 600]: Train Loss:0.0011485, Val MRR:0.32139, yago11k
2023-05-08 18:52:30,593 - [INFO] - [Epoch:175]: Training Loss:0.001149
2023-05-08 18:52:30,942 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 18:52:52,322 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 18:53:13,522 - [INFO] - [Evaluating Epoch 175 valid]:
MRR: Tail : 0.40519, Head : 0.23031, Avg : 0.31775
2023-05-08 18:53:13,522 - [INFO] - [Epoch 175]: Training Loss: 0.0011485, Valid MRR: 0.32139,
2023-05-08 18:53:14,725 - [INFO] - [E:176| 0]: Train Loss:0.0011337, Val MRR:0.32139, yago11k
2023-05-08 18:54:57,775 - [INFO] - [E:176| 100]: Train Loss:0.0011465, Val MRR:0.32139, yago11k
2023-05-08 18:56:42,643 - [INFO] - [E:176| 200]: Train Loss:0.0011463, Val MRR:0.32139, yago11k
2023-05-08 18:58:26,068 - [INFO] - [E:176| 300]: Train Loss:0.0011474, Val MRR:0.32139, yago11k
2023-05-08 19:00:00,096 - [INFO] - [E:176| 400]: Train Loss:0.001148, Val MRR:0.32139, yago11k
2023-05-08 19:01:41,021 - [INFO] - [E:176| 500]: Train Loss:0.0011476, Val MRR:0.32139, yago11k
2023-05-08 19:03:23,468 - [INFO] - [E:176| 600]: Train Loss:0.0011482, Val MRR:0.32139, yago11k
2023-05-08 19:03:23,469 - [INFO] - [Epoch:176]: Training Loss:0.001148
2023-05-08 19:03:23,814 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 19:03:44,968 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 19:04:05,835 - [INFO] - [Evaluating Epoch 176 valid]:
MRR: Tail : 0.4031, Head : 0.23016, Avg : 0.31663
2023-05-08 19:04:05,835 - [INFO] - [Epoch 176]: Training Loss: 0.0011482, Valid MRR: 0.32139,
2023-05-08 19:04:06,968 - [INFO] - [E:177| 0]: Train Loss:0.0011833, Val MRR:0.32139, yago11k
2023-05-08 19:05:50,539 - [INFO] - [E:177| 100]: Train Loss:0.0011452, Val MRR:0.32139, yago11k
2023-05-08 19:07:33,667 - [INFO] - [E:177| 200]: Train Loss:0.0011455, Val MRR:0.32139, yago11k
2023-05-08 19:09:06,452 - [INFO] - [E:177| 300]: Train Loss:0.0011467, Val MRR:0.32139, yago11k
2023-05-08 19:10:50,301 - [INFO] - [E:177| 400]: Train Loss:0.001147, Val MRR:0.32139, yago11k
2023-05-08 19:12:33,814 - [INFO] - [E:177| 500]: Train Loss:0.0011469, Val MRR:0.32139, yago11k
2023-05-08 19:14:17,038 - [INFO] - [E:177| 600]: Train Loss:0.0011478, Val MRR:0.32139, yago11k
2023-05-08 19:14:17,039 - [INFO] - [Epoch:177]: Training Loss:0.001148
2023-05-08 19:14:17,391 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 19:14:38,649 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 19:14:59,945 - [INFO] - [Evaluating Epoch 177 valid]:
MRR: Tail : 0.39855, Head : 0.22987, Avg : 0.31421
2023-05-08 19:14:59,945 - [INFO] - [Epoch 177]: Training Loss: 0.0011478, Valid MRR: 0.32139,
2023-05-08 19:15:01,055 - [INFO] - [E:178| 0]: Train Loss:0.0011364, Val MRR:0.32139, yago11k
2023-05-08 19:16:43,659 - [INFO] - [E:178| 100]: Train Loss:0.0011466, Val MRR:0.32139, yago11k
2023-05-08 19:18:15,239 - [INFO] - [E:178| 200]: Train Loss:0.0011465, Val MRR:0.32139, yago11k
2023-05-08 19:20:00,968 - [INFO] - [E:178| 300]: Train Loss:0.0011465, Val MRR:0.32139, yago11k
2023-05-08 19:21:44,255 - [INFO] - [E:178| 400]: Train Loss:0.0011461, Val MRR:0.32139, yago11k
2023-05-08 19:23:27,016 - [INFO] - [E:178| 500]: Train Loss:0.0011467, Val MRR:0.32139, yago11k
2023-05-08 19:25:09,374 - [INFO] - [E:178| 600]: Train Loss:0.0011471, Val MRR:0.32139, yago11k
2023-05-08 19:25:09,374 - [INFO] - [Epoch:178]: Training Loss:0.001147
2023-05-08 19:25:09,762 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 19:25:30,655 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 19:25:45,068 - [INFO] - [Evaluating Epoch 178 valid]:
MRR: Tail : 0.40286, Head : 0.22958, Avg : 0.31622
2023-05-08 19:25:45,068 - [INFO] - [Epoch 178]: Training Loss: 0.0011471, Valid MRR: 0.32139,
2023-05-08 19:25:45,713 - [INFO] - [E:179| 0]: Train Loss:0.0011636, Val MRR:0.32139, yago11k
2023-05-08 19:27:24,742 - [INFO] - [E:179| 100]: Train Loss:0.0011441, Val MRR:0.32139, yago11k
2023-05-08 19:29:07,796 - [INFO] - [E:179| 200]: Train Loss:0.0011436, Val MRR:0.32139, yago11k
2023-05-08 19:30:51,164 - [INFO] - [E:179| 300]: Train Loss:0.0011457, Val MRR:0.32139, yago11k
2023-05-08 19:32:33,894 - [INFO] - [E:179| 400]: Train Loss:0.0011467, Val MRR:0.32139, yago11k
2023-05-08 19:34:17,017 - [INFO] - [E:179| 500]: Train Loss:0.001147, Val MRR:0.32139, yago11k
2023-05-08 19:35:48,724 - [INFO] - [E:179| 600]: Train Loss:0.0011473, Val MRR:0.32139, yago11k
2023-05-08 19:35:48,724 - [INFO] - [Epoch:179]: Training Loss:0.001147
2023-05-08 19:35:48,999 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 19:36:09,945 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 19:36:30,809 - [INFO] - [Evaluating Epoch 179 valid]:
MRR: Tail : 0.40197, Head : 0.23017, Avg : 0.31607
MR: Tail : 491.37, Head : 847.09, Avg : 669.23
Hit-1: Tail : 0.31189, Head : 0.18825, Avg : 0.25007
Hit-3: Tail : 0.45054, Head : 0.22451, Avg : 0.33752
Hit-10: Tail : 0.57502, Head : 0.30897, Avg : 0.442
2023-05-08 19:36:30,809 - [INFO] - [Epoch 179]: Training Loss: 0.0011473, Valid MRR: 0.32139,
2023-05-08 19:36:31,927 - [INFO] - [E:180| 0]: Train Loss:0.0011314, Val MRR:0.32139, yago11k
2023-05-08 19:38:14,710 - [INFO] - [E:180| 100]: Train Loss:0.0011457, Val MRR:0.32139, yago11k
2023-05-08 19:39:58,438 - [INFO] - [E:180| 200]: Train Loss:0.0011466, Val MRR:0.32139, yago11k
2023-05-08 19:41:42,105 - [INFO] - [E:180| 300]: Train Loss:0.0011465, Val MRR:0.32139, yago11k
2023-05-08 19:43:15,285 - [INFO] - [E:180| 400]: Train Loss:0.0011464, Val MRR:0.32139, yago11k
2023-05-08 19:45:00,218 - [INFO] - [E:180| 500]: Train Loss:0.0011468, Val MRR:0.32139, yago11k
2023-05-08 19:46:43,262 - [INFO] - [E:180| 600]: Train Loss:0.0011468, Val MRR:0.32139, yago11k
2023-05-08 19:46:43,262 - [INFO] - [Epoch:180]: Training Loss:0.001147
2023-05-08 19:46:43,534 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 19:47:04,548 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 19:47:25,923 - [INFO] - [Evaluating Epoch 180 valid]:
MRR: Tail : 0.40531, Head : 0.22744, Avg : 0.31637
2023-05-08 19:47:25,923 - [INFO] - [Epoch 180]: Training Loss: 0.0011468, Valid MRR: 0.32139,
2023-05-08 19:47:26,824 - [INFO] - [E:181| 0]: Train Loss:0.0011154, Val MRR:0.32139, yago11k
2023-05-08 19:49:09,968 - [INFO] - [E:181| 100]: Train Loss:0.0011453, Val MRR:0.32139, yago11k
2023-05-08 19:50:54,180 - [INFO] - [E:181| 200]: Train Loss:0.0011438, Val MRR:0.32139, yago11k
2023-05-08 19:52:27,211 - [INFO] - [E:181| 300]: Train Loss:0.0011451, Val MRR:0.32139, yago11k
2023-05-08 19:54:10,354 - [INFO] - [E:181| 400]: Train Loss:0.001145, Val MRR:0.32139, yago11k
2023-05-08 19:55:53,652 - [INFO] - [E:181| 500]: Train Loss:0.0011454, Val MRR:0.32139, yago11k
2023-05-08 19:57:35,980 - [INFO] - [E:181| 600]: Train Loss:0.0011459, Val MRR:0.32139, yago11k
2023-05-08 19:57:35,980 - [INFO] - [Epoch:181]: Training Loss:0.001146
2023-05-08 19:57:36,351 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 19:57:57,276 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 19:58:18,893 - [INFO] - [Evaluating Epoch 181 valid]:
MRR: Tail : 0.40084, Head : 0.22908, Avg : 0.31496
2023-05-08 19:58:18,893 - [INFO] - [Epoch 181]: Training Loss: 0.0011459, Valid MRR: 0.32139,
2023-05-08 19:58:19,759 - [INFO] - [E:182| 0]: Train Loss:0.0011429, Val MRR:0.32139, yago11k
2023-05-08 20:00:02,900 - [INFO] - [E:182| 100]: Train Loss:0.0011456, Val MRR:0.32139, yago11k
2023-05-08 20:01:35,360 - [INFO] - [E:182| 200]: Train Loss:0.0011448, Val MRR:0.32139, yago11k
2023-05-08 20:03:19,088 - [INFO] - [E:182| 300]: Train Loss:0.0011445, Val MRR:0.32139, yago11k
2023-05-08 20:05:02,172 - [INFO] - [E:182| 400]: Train Loss:0.0011451, Val MRR:0.32139, yago11k
2023-05-08 20:06:45,997 - [INFO] - [E:182| 500]: Train Loss:0.0011457, Val MRR:0.32139, yago11k
2023-05-08 20:08:28,143 - [INFO] - [E:182| 600]: Train Loss:0.0011458, Val MRR:0.32139, yago11k
2023-05-08 20:08:28,144 - [INFO] - [Epoch:182]: Training Loss:0.001146
2023-05-08 20:08:28,513 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 20:08:49,500 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 20:09:09,266 - [INFO] - [Evaluating Epoch 182 valid]:
MRR: Tail : 0.40283, Head : 0.22946, Avg : 0.31614
2023-05-08 20:09:09,266 - [INFO] - [Epoch 182]: Training Loss: 0.0011458, Valid MRR: 0.32139,
2023-05-08 20:09:09,910 - [INFO] - [E:183| 0]: Train Loss:0.0011541, Val MRR:0.32139, yago11k
2023-05-08 20:10:44,191 - [INFO] - [E:183| 100]: Train Loss:0.0011406, Val MRR:0.32139, yago11k
2023-05-08 20:12:27,045 - [INFO] - [E:183| 200]: Train Loss:0.0011419, Val MRR:0.32139, yago11k
2023-05-08 20:14:10,553 - [INFO] - [E:183| 300]: Train Loss:0.0011428, Val MRR:0.32139, yago11k
2023-05-08 20:15:53,636 - [INFO] - [E:183| 400]: Train Loss:0.0011436, Val MRR:0.32139, yago11k
2023-05-08 20:17:37,009 - [INFO] - [E:183| 500]: Train Loss:0.0011443, Val MRR:0.32139, yago11k
2023-05-08 20:19:08,958 - [INFO] - [E:183| 600]: Train Loss:0.0011451, Val MRR:0.32139, yago11k
2023-05-08 20:19:08,959 - [INFO] - [Epoch:183]: Training Loss:0.001145
2023-05-08 20:19:09,285 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 20:19:30,633 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 20:19:51,602 - [INFO] - [Evaluating Epoch 183 valid]:
MRR: Tail : 0.40329, Head : 0.22936, Avg : 0.31632
2023-05-08 20:19:51,602 - [INFO] - [Epoch 183]: Training Loss: 0.0011451, Valid MRR: 0.32139,
2023-05-08 20:19:52,745 - [INFO] - [E:184| 0]: Train Loss:0.0011315, Val MRR:0.32139, yago11k
2023-05-08 20:21:36,608 - [INFO] - [E:184| 100]: Train Loss:0.0011431, Val MRR:0.32139, yago11k
2023-05-08 20:23:20,133 - [INFO] - [E:184| 200]: Train Loss:0.0011439, Val MRR:0.32139, yago11k
2023-05-08 20:25:03,494 - [INFO] - [E:184| 300]: Train Loss:0.0011439, Val MRR:0.32139, yago11k
2023-05-08 20:26:41,753 - [INFO] - [E:184| 400]: Train Loss:0.0011435, Val MRR:0.32139, yago11k
2023-05-08 20:28:19,888 - [INFO] - [E:184| 500]: Train Loss:0.0011444, Val MRR:0.32139, yago11k
2023-05-08 20:30:02,206 - [INFO] - [E:184| 600]: Train Loss:0.0011445, Val MRR:0.32139, yago11k
2023-05-08 20:30:02,206 - [INFO] - [Epoch:184]: Training Loss:0.001144
2023-05-08 20:30:02,513 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 20:30:23,370 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 20:30:44,988 - [INFO] - [Evaluating Epoch 184 valid]:
MRR: Tail : 0.40442, Head : 0.23049, Avg : 0.31746
2023-05-08 20:30:44,988 - [INFO] - [Epoch 184]: Training Loss: 0.0011445, Valid MRR: 0.32139,
2023-05-08 20:30:45,889 - [INFO] - [E:185| 0]: Train Loss:0.0011369, Val MRR:0.32139, yago11k
2023-05-08 20:32:28,678 - [INFO] - [E:185| 100]: Train Loss:0.0011392, Val MRR:0.32139, yago11k
2023-05-08 20:34:14,632 - [INFO] - [E:185| 200]: Train Loss:0.0011433, Val MRR:0.32139, yago11k
2023-05-08 20:35:47,786 - [INFO] - [E:185| 300]: Train Loss:0.0011434, Val MRR:0.32139, yago11k
2023-05-08 20:37:30,833 - [INFO] - [E:185| 400]: Train Loss:0.0011438, Val MRR:0.32139, yago11k
2023-05-08 20:39:14,144 - [INFO] - [E:185| 500]: Train Loss:0.0011437, Val MRR:0.32139, yago11k
2023-05-08 20:40:56,387 - [INFO] - [E:185| 600]: Train Loss:0.0011439, Val MRR:0.32139, yago11k
2023-05-08 20:40:56,388 - [INFO] - [Epoch:185]: Training Loss:0.001144
2023-05-08 20:40:56,900 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 20:41:17,796 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 20:41:39,013 - [INFO] - [Evaluating Epoch 185 valid]:
MRR: Tail : 0.40394, Head : 0.23007, Avg : 0.31701
2023-05-08 20:41:39,013 - [INFO] - [Epoch 185]: Training Loss: 0.0011439, Valid MRR: 0.32139,
2023-05-08 20:41:40,117 - [INFO] - [E:186| 0]: Train Loss:0.0011368, Val MRR:0.32139, yago11k
2023-05-08 20:43:23,588 - [INFO] - [E:186| 100]: Train Loss:0.0011449, Val MRR:0.32139, yago11k
2023-05-08 20:44:56,963 - [INFO] - [E:186| 200]: Train Loss:0.0011441, Val MRR:0.32139, yago11k
2023-05-08 20:46:39,716 - [INFO] - [E:186| 300]: Train Loss:0.0011435, Val MRR:0.32139, yago11k
2023-05-08 20:48:21,309 - [INFO] - [E:186| 400]: Train Loss:0.001144, Val MRR:0.32139, yago11k
2023-05-08 20:50:03,648 - [INFO] - [E:186| 500]: Train Loss:0.0011442, Val MRR:0.32139, yago11k
2023-05-08 20:51:46,793 - [INFO] - [E:186| 600]: Train Loss:0.0011438, Val MRR:0.32139, yago11k
2023-05-08 20:51:46,793 - [INFO] - [Epoch:186]: Training Loss:0.001144
2023-05-08 20:51:47,269 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 20:52:08,208 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 20:52:29,221 - [INFO] - [Evaluating Epoch 186 valid]:
MRR: Tail : 0.40312, Head : 0.22988, Avg : 0.3165
2023-05-08 20:52:29,221 - [INFO] - [Epoch 186]: Training Loss: 0.0011438, Valid MRR: 0.32139,
2023-05-08 20:52:29,908 - [INFO] - [E:187| 0]: Train Loss:0.001142, Val MRR:0.32139, yago11k
2023-05-08 20:54:02,795 - [INFO] - [E:187| 100]: Train Loss:0.0011416, Val MRR:0.32139, yago11k
2023-05-08 20:55:45,987 - [INFO] - [E:187| 200]: Train Loss:0.0011425, Val MRR:0.32139, yago11k
2023-05-08 20:57:29,162 - [INFO] - [E:187| 300]: Train Loss:0.0011421, Val MRR:0.32139, yago11k
2023-05-08 20:59:12,458 - [INFO] - [E:187| 400]: Train Loss:0.0011423, Val MRR:0.32139, yago11k
2023-05-08 21:00:55,338 - [INFO] - [E:187| 500]: Train Loss:0.0011425, Val MRR:0.32139, yago11k
2023-05-08 21:02:27,433 - [INFO] - [E:187| 600]: Train Loss:0.0011432, Val MRR:0.32139, yago11k
2023-05-08 21:02:27,434 - [INFO] - [Epoch:187]: Training Loss:0.001143
2023-05-08 21:02:27,953 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 21:02:48,964 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 21:03:10,359 - [INFO] - [Evaluating Epoch 187 valid]:
MRR: Tail : 0.40358, Head : 0.22921, Avg : 0.31639
2023-05-08 21:03:10,360 - [INFO] - [Epoch 187]: Training Loss: 0.0011432, Valid MRR: 0.32139,
2023-05-08 21:03:11,534 - [INFO] - [E:188| 0]: Train Loss:0.0011472, Val MRR:0.32139, yago11k
2023-05-08 21:04:55,012 - [INFO] - [E:188| 100]: Train Loss:0.0011394, Val MRR:0.32139, yago11k
2023-05-08 21:06:38,398 - [INFO] - [E:188| 200]: Train Loss:0.0011405, Val MRR:0.32139, yago11k
2023-05-08 21:08:21,836 - [INFO] - [E:188| 300]: Train Loss:0.0011414, Val MRR:0.32139, yago11k
2023-05-08 21:10:00,776 - [INFO] - [E:188| 400]: Train Loss:0.0011415, Val MRR:0.32139, yago11k
2023-05-08 21:11:37,816 - [INFO] - [E:188| 500]: Train Loss:0.0011426, Val MRR:0.32139, yago11k
2023-05-08 21:13:20,408 - [INFO] - [E:188| 600]: Train Loss:0.0011426, Val MRR:0.32139, yago11k
2023-05-08 21:13:20,408 - [INFO] - [Epoch:188]: Training Loss:0.001143
2023-05-08 21:13:20,925 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 21:13:41,633 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 21:14:03,162 - [INFO] - [Evaluating Epoch 188 valid]:
MRR: Tail : 0.40043, Head : 0.22854, Avg : 0.31448
2023-05-08 21:14:03,162 - [INFO] - [Epoch 188]: Training Loss: 0.0011426, Valid MRR: 0.32139,
2023-05-08 21:14:04,092 - [INFO] - [E:189| 0]: Train Loss:0.0011439, Val MRR:0.32139, yago11k
2023-05-08 21:15:47,631 - [INFO] - [E:189| 100]: Train Loss:0.0011394, Val MRR:0.32139, yago11k
2023-05-08 21:17:31,856 - [INFO] - [E:189| 200]: Train Loss:0.0011419, Val MRR:0.32139, yago11k
2023-05-08 21:19:05,482 - [INFO] - [E:189| 300]: Train Loss:0.0011425, Val MRR:0.32139, yago11k
2023-05-08 21:20:51,185 - [INFO] - [E:189| 400]: Train Loss:0.0011424, Val MRR:0.32139, yago11k
2023-05-08 21:22:34,252 - [INFO] - [E:189| 500]: Train Loss:0.0011426, Val MRR:0.32139, yago11k
2023-05-08 21:24:16,849 - [INFO] - [E:189| 600]: Train Loss:0.0011424, Val MRR:0.32139, yago11k
2023-05-08 21:24:16,849 - [INFO] - [Epoch:189]: Training Loss:0.001142
2023-05-08 21:24:17,195 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 21:24:38,952 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 21:24:59,941 - [INFO] - [Evaluating Epoch 189 valid]:
MRR: Tail : 0.39966, Head : 0.22771, Avg : 0.31368
MR: Tail : 521.93, Head : 853.46, Avg : 687.7
Hit-1: Tail : 0.30772, Head : 0.18463, Avg : 0.24618
Hit-3: Tail : 0.44123, Head : 0.22631, Avg : 0.33377
Hit-10: Tail : 0.57849, Head : 0.3087, Avg : 0.4436
2023-05-08 21:24:59,941 - [INFO] - [Epoch 189]: Training Loss: 0.0011424, Valid MRR: 0.32139,
2023-05-08 21:25:01,021 - [INFO] - [E:190| 0]: Train Loss:0.0011466, Val MRR:0.32139, yago11k
2023-05-08 21:26:44,418 - [INFO] - [E:190| 100]: Train Loss:0.0011417, Val MRR:0.32139, yago11k
2023-05-08 21:28:16,344 - [INFO] - [E:190| 200]: Train Loss:0.0011425, Val MRR:0.32139, yago11k
2023-05-08 21:29:58,829 - [INFO] - [E:190| 300]: Train Loss:0.0011428, Val MRR:0.32139, yago11k
2023-05-08 21:31:42,347 - [INFO] - [E:190| 400]: Train Loss:0.001143, Val MRR:0.32139, yago11k
2023-05-08 21:33:25,310 - [INFO] - [E:190| 500]: Train Loss:0.0011427, Val MRR:0.32139, yago11k
2023-05-08 21:35:07,898 - [INFO] - [E:190| 600]: Train Loss:0.0011425, Val MRR:0.32139, yago11k
2023-05-08 21:35:07,899 - [INFO] - [Epoch:190]: Training Loss:0.001142
2023-05-08 21:35:08,175 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 21:35:29,292 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 21:35:50,502 - [INFO] - [Evaluating Epoch 190 valid]:
MRR: Tail : 0.40485, Head : 0.23018, Avg : 0.31752
2023-05-08 21:35:50,502 - [INFO] - [Epoch 190]: Training Loss: 0.0011425, Valid MRR: 0.32139,
2023-05-08 21:35:51,601 - [INFO] - [E:191| 0]: Train Loss:0.00113, Val MRR:0.32139, yago11k
2023-05-08 21:37:23,854 - [INFO] - [E:191| 100]: Train Loss:0.0011424, Val MRR:0.32139, yago11k
2023-05-08 21:39:07,260 - [INFO] - [E:191| 200]: Train Loss:0.0011406, Val MRR:0.32139, yago11k
2023-05-08 21:40:51,384 - [INFO] - [E:191| 300]: Train Loss:0.0011411, Val MRR:0.32139, yago11k
2023-05-08 21:42:35,263 - [INFO] - [E:191| 400]: Train Loss:0.001142, Val MRR:0.32139, yago11k
2023-05-08 21:44:18,841 - [INFO] - [E:191| 500]: Train Loss:0.0011414, Val MRR:0.32139, yago11k
2023-05-08 21:45:51,732 - [INFO] - [E:191| 600]: Train Loss:0.0011421, Val MRR:0.32139, yago11k
2023-05-08 21:45:51,733 - [INFO] - [Epoch:191]: Training Loss:0.001142
2023-05-08 21:45:52,025 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 21:46:12,739 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 21:46:33,946 - [INFO] - [Evaluating Epoch 191 valid]:
MRR: Tail : 0.40766, Head : 0.22933, Avg : 0.3185
2023-05-08 21:46:33,946 - [INFO] - [Epoch 191]: Training Loss: 0.0011421, Valid MRR: 0.32139,
2023-05-08 21:46:35,048 - [INFO] - [E:192| 0]: Train Loss:0.0011227, Val MRR:0.32139, yago11k
2023-05-08 21:48:18,922 - [INFO] - [E:192| 100]: Train Loss:0.001138, Val MRR:0.32139, yago11k
2023-05-08 21:50:01,732 - [INFO] - [E:192| 200]: Train Loss:0.0011387, Val MRR:0.32139, yago11k
2023-05-08 21:51:44,373 - [INFO] - [E:192| 300]: Train Loss:0.0011395, Val MRR:0.32139, yago11k
2023-05-08 21:53:27,937 - [INFO] - [E:192| 400]: Train Loss:0.0011396, Val MRR:0.32139, yago11k
2023-05-08 21:55:00,028 - [INFO] - [E:192| 500]: Train Loss:0.0011401, Val MRR:0.32139, yago11k
2023-05-08 21:56:42,789 - [INFO] - [E:192| 600]: Train Loss:0.0011408, Val MRR:0.32139, yago11k
2023-05-08 21:56:42,789 - [INFO] - [Epoch:192]: Training Loss:0.001141
2023-05-08 21:56:43,130 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 21:57:04,221 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 21:57:25,203 - [INFO] - [Evaluating Epoch 192 valid]:
MRR: Tail : 0.40458, Head : 0.2317, Avg : 0.31814
2023-05-08 21:57:25,203 - [INFO] - [Epoch 192]: Training Loss: 0.0011408, Valid MRR: 0.32139,
2023-05-08 21:57:26,402 - [INFO] - [E:193| 0]: Train Loss:0.0011849, Val MRR:0.32139, yago11k
2023-05-08 21:59:09,103 - [INFO] - [E:193| 100]: Train Loss:0.0011425, Val MRR:0.32139, yago11k
2023-05-08 22:00:52,398 - [INFO] - [E:193| 200]: Train Loss:0.0011415, Val MRR:0.32139, yago11k
2023-05-08 22:02:27,171 - [INFO] - [E:193| 300]: Train Loss:0.0011409, Val MRR:0.32139, yago11k
2023-05-08 22:04:07,997 - [INFO] - [E:193| 400]: Train Loss:0.0011413, Val MRR:0.32139, yago11k
2023-05-08 22:05:51,716 - [INFO] - [E:193| 500]: Train Loss:0.0011413, Val MRR:0.32139, yago11k
2023-05-08 22:07:35,132 - [INFO] - [E:193| 600]: Train Loss:0.0011412, Val MRR:0.32139, yago11k
2023-05-08 22:07:35,132 - [INFO] - [Epoch:193]: Training Loss:0.001141
2023-05-08 22:07:35,471 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 22:07:56,634 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 22:08:18,378 - [INFO] - [Evaluating Epoch 193 valid]:
MRR: Tail : 0.40265, Head : 0.23181, Avg : 0.31723
2023-05-08 22:08:18,378 - [INFO] - [Epoch 193]: Training Loss: 0.0011412, Valid MRR: 0.32139,
2023-05-08 22:08:19,270 - [INFO] - [E:194| 0]: Train Loss:0.0011285, Val MRR:0.32139, yago11k
2023-05-08 22:10:04,959 - [INFO] - [E:194| 100]: Train Loss:0.0011411, Val MRR:0.32139, yago11k
2023-05-08 22:11:37,720 - [INFO] - [E:194| 200]: Train Loss:0.0011407, Val MRR:0.32139, yago11k
2023-05-08 22:13:20,862 - [INFO] - [E:194| 300]: Train Loss:0.0011408, Val MRR:0.32139, yago11k
2023-05-08 22:15:03,833 - [INFO] - [E:194| 400]: Train Loss:0.0011406, Val MRR:0.32139, yago11k
2023-05-08 22:16:46,926 - [INFO] - [E:194| 500]: Train Loss:0.0011405, Val MRR:0.32139, yago11k
2023-05-08 22:18:28,968 - [INFO] - [E:194| 600]: Train Loss:0.0011408, Val MRR:0.32139, yago11k
2023-05-08 22:18:28,969 - [INFO] - [Epoch:194]: Training Loss:0.001141
2023-05-08 22:18:29,346 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 22:18:49,798 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 22:19:10,171 - [INFO] - [Evaluating Epoch 194 valid]:
MRR: Tail : 0.40576, Head : 0.23171, Avg : 0.31873
2023-05-08 22:19:10,171 - [INFO] - [Epoch 194]: Training Loss: 0.0011408, Valid MRR: 0.32139,
2023-05-08 22:19:11,233 - [INFO] - [E:195| 0]: Train Loss:0.0011304, Val MRR:0.32139, yago11k
2023-05-08 22:20:42,988 - [INFO] - [E:195| 100]: Train Loss:0.0011398, Val MRR:0.32139, yago11k
2023-05-08 22:22:25,937 - [INFO] - [E:195| 200]: Train Loss:0.0011395, Val MRR:0.32139, yago11k
2023-05-08 22:24:09,296 - [INFO] - [E:195| 300]: Train Loss:0.0011395, Val MRR:0.32139, yago11k
2023-05-08 22:25:52,339 - [INFO] - [E:195| 400]: Train Loss:0.0011404, Val MRR:0.32139, yago11k
2023-05-08 22:27:35,491 - [INFO] - [E:195| 500]: Train Loss:0.0011403, Val MRR:0.32139, yago11k
2023-05-08 22:29:07,876 - [INFO] - [E:195| 600]: Train Loss:0.0011405, Val MRR:0.32139, yago11k
2023-05-08 22:29:07,876 - [INFO] - [Epoch:195]: Training Loss:0.00114
2023-05-08 22:29:08,224 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 22:29:29,574 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 22:29:50,419 - [INFO] - [Evaluating Epoch 195 valid]:
MRR: Tail : 0.40927, Head : 0.23058, Avg : 0.31992
2023-05-08 22:29:50,419 - [INFO] - [Epoch 195]: Training Loss: 0.0011405, Valid MRR: 0.32139,
2023-05-08 22:29:51,543 - [INFO] - [E:196| 0]: Train Loss:0.0011301, Val MRR:0.32139, yago11k
2023-05-08 22:31:35,372 - [INFO] - [E:196| 100]: Train Loss:0.0011378, Val MRR:0.32139, yago11k
2023-05-08 22:33:18,902 - [INFO] - [E:196| 200]: Train Loss:0.0011386, Val MRR:0.32139, yago11k
2023-05-08 22:35:02,487 - [INFO] - [E:196| 300]: Train Loss:0.0011383, Val MRR:0.32139, yago11k
2023-05-08 22:36:46,155 - [INFO] - [E:196| 400]: Train Loss:0.0011394, Val MRR:0.32139, yago11k
2023-05-08 22:38:18,783 - [INFO] - [E:196| 500]: Train Loss:0.0011395, Val MRR:0.32139, yago11k
2023-05-08 22:40:01,190 - [INFO] - [E:196| 600]: Train Loss:0.0011398, Val MRR:0.32139, yago11k
2023-05-08 22:40:01,190 - [INFO] - [Epoch:196]: Training Loss:0.00114
2023-05-08 22:40:01,526 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 22:40:22,788 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 22:40:43,893 - [INFO] - [Evaluating Epoch 196 valid]:
MRR: Tail : 0.40468, Head : 0.23033, Avg : 0.31751
2023-05-08 22:40:43,893 - [INFO] - [Epoch 196]: Training Loss: 0.0011398, Valid MRR: 0.32139,
2023-05-08 22:40:45,034 - [INFO] - [E:197| 0]: Train Loss:0.0011522, Val MRR:0.32139, yago11k
2023-05-08 22:42:27,902 - [INFO] - [E:197| 100]: Train Loss:0.001136, Val MRR:0.32139, yago11k
2023-05-08 22:44:10,986 - [INFO] - [E:197| 200]: Train Loss:0.0011378, Val MRR:0.32139, yago11k
2023-05-08 22:45:47,171 - [INFO] - [E:197| 300]: Train Loss:0.0011382, Val MRR:0.32139, yago11k
2023-05-08 22:47:26,827 - [INFO] - [E:197| 400]: Train Loss:0.0011389, Val MRR:0.32139, yago11k
2023-05-08 22:49:09,621 - [INFO] - [E:197| 500]: Train Loss:0.001139, Val MRR:0.32139, yago11k
2023-05-08 22:50:52,381 - [INFO] - [E:197| 600]: Train Loss:0.0011392, Val MRR:0.32139, yago11k
2023-05-08 22:50:52,381 - [INFO] - [Epoch:197]: Training Loss:0.001139
2023-05-08 22:50:52,896 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 22:51:13,965 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 22:51:35,442 - [INFO] - [Evaluating Epoch 197 valid]:
MRR: Tail : 0.40347, Head : 0.2311, Avg : 0.31728
2023-05-08 22:51:35,443 - [INFO] - [Epoch 197]: Training Loss: 0.0011392, Valid MRR: 0.32139,
2023-05-08 22:51:36,628 - [INFO] - [E:198| 0]: Train Loss:0.00112, Val MRR:0.32139, yago11k
2023-05-08 22:53:20,005 - [INFO] - [E:198| 100]: Train Loss:0.0011357, Val MRR:0.32139, yago11k
2023-05-08 22:54:53,022 - [INFO] - [E:198| 200]: Train Loss:0.0011388, Val MRR:0.32139, yago11k
2023-05-08 22:56:36,315 - [INFO] - [E:198| 300]: Train Loss:0.0011381, Val MRR:0.32139, yago11k
2023-05-08 22:58:21,470 - [INFO] - [E:198| 400]: Train Loss:0.0011384, Val MRR:0.32139, yago11k
2023-05-08 23:00:04,678 - [INFO] - [E:198| 500]: Train Loss:0.0011384, Val MRR:0.32139, yago11k
2023-05-08 23:01:46,887 - [INFO] - [E:198| 600]: Train Loss:0.0011392, Val MRR:0.32139, yago11k
2023-05-08 23:01:46,888 - [INFO] - [Epoch:198]: Training Loss:0.001139
2023-05-08 23:01:47,283 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 23:02:08,449 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 23:02:29,476 - [INFO] - [Evaluating Epoch 198 valid]:
MRR: Tail : 0.40446, Head : 0.23086, Avg : 0.31766
2023-05-08 23:02:29,476 - [INFO] - [Epoch 198]: Training Loss: 0.0011392, Valid MRR: 0.32139,
2023-05-08 23:02:30,589 - [INFO] - [E:199| 0]: Train Loss:0.0011439, Val MRR:0.32139, yago11k
2023-05-08 23:04:03,474 - [INFO] - [E:199| 100]: Train Loss:0.0011343, Val MRR:0.32139, yago11k
2023-05-08 23:05:46,644 - [INFO] - [E:199| 200]: Train Loss:0.0011358, Val MRR:0.32139, yago11k
2023-05-08 23:07:29,736 - [INFO] - [E:199| 300]: Train Loss:0.0011372, Val MRR:0.32139, yago11k
2023-05-08 23:09:13,074 - [INFO] - [E:199| 400]: Train Loss:0.0011385, Val MRR:0.32139, yago11k
2023-05-08 23:10:56,368 - [INFO] - [E:199| 500]: Train Loss:0.0011388, Val MRR:0.32139, yago11k
2023-05-08 23:12:28,176 - [INFO] - [E:199| 600]: Train Loss:0.001139, Val MRR:0.32139, yago11k
2023-05-08 23:12:28,176 - [INFO] - [Epoch:199]: Training Loss:0.001139
2023-05-08 23:12:28,467 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 23:12:49,085 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 23:13:10,529 - [INFO] - [Evaluating Epoch 199 valid]:
MRR: Tail : 0.40157, Head : 0.23126, Avg : 0.31641
MR: Tail : 536.76, Head : 855.85, Avg : 696.3
Hit-1: Tail : 0.31259, Head : 0.19019, Avg : 0.25139
Hit-3: Tail : 0.44512, Head : 0.22548, Avg : 0.3353
Hit-10: Tail : 0.57724, Head : 0.30884, Avg : 0.44304
2023-05-08 23:13:10,529 - [INFO] - [Epoch 199]: Training Loss: 0.001139, Valid MRR: 0.32139,
2023-05-08 23:13:11,402 - [INFO] - [E:200| 0]: Train Loss:0.0011516, Val MRR:0.32139, yago11k
2023-05-08 23:14:54,350 - [INFO] - [E:200| 100]: Train Loss:0.0011377, Val MRR:0.32139, yago11k
2023-05-08 23:16:37,839 - [INFO] - [E:200| 200]: Train Loss:0.0011372, Val MRR:0.32139, yago11k
2023-05-08 23:18:21,079 - [INFO] - [E:200| 300]: Train Loss:0.0011373, Val MRR:0.32139, yago11k
2023-05-08 23:20:05,021 - [INFO] - [E:200| 400]: Train Loss:0.0011381, Val MRR:0.32139, yago11k
2023-05-08 23:21:38,386 - [INFO] - [E:200| 500]: Train Loss:0.0011384, Val MRR:0.32139, yago11k
2023-05-08 23:23:20,482 - [INFO] - [E:200| 600]: Train Loss:0.0011384, Val MRR:0.32139, yago11k
2023-05-08 23:23:20,482 - [INFO] - [Epoch:200]: Training Loss:0.001138
2023-05-08 23:23:20,999 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 23:23:41,844 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 23:24:03,356 - [INFO] - [Evaluating Epoch 200 valid]:
MRR: Tail : 0.40269, Head : 0.23034, Avg : 0.31652
2023-05-08 23:24:03,357 - [INFO] - [Epoch 200]: Training Loss: 0.0011384, Valid MRR: 0.32139,
2023-05-08 23:24:04,537 - [INFO] - [E:201| 0]: Train Loss:0.0011592, Val MRR:0.32139, yago11k
2023-05-08 23:25:48,166 - [INFO] - [E:201| 100]: Train Loss:0.0011382, Val MRR:0.32139, yago11k
2023-05-08 23:27:32,531 - [INFO] - [E:201| 200]: Train Loss:0.001138, Val MRR:0.32139, yago11k
2023-05-08 23:29:15,427 - [INFO] - [E:201| 300]: Train Loss:0.0011381, Val MRR:0.32139, yago11k
2023-05-08 23:30:48,717 - [INFO] - [E:201| 400]: Train Loss:0.0011374, Val MRR:0.32139, yago11k
2023-05-08 23:32:32,730 - [INFO] - [E:201| 500]: Train Loss:0.0011377, Val MRR:0.32139, yago11k
2023-05-08 23:34:15,272 - [INFO] - [E:201| 600]: Train Loss:0.001138, Val MRR:0.32139, yago11k
2023-05-08 23:34:15,273 - [INFO] - [Epoch:201]: Training Loss:0.001138
2023-05-08 23:34:15,792 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 23:34:36,723 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 23:34:58,060 - [INFO] - [Evaluating Epoch 201 valid]:
MRR: Tail : 0.40353, Head : 0.231, Avg : 0.31727
2023-05-08 23:34:58,060 - [INFO] - [Epoch 201]: Training Loss: 0.001138, Valid MRR: 0.32139,
2023-05-08 23:34:59,249 - [INFO] - [E:202| 0]: Train Loss:0.0011304, Val MRR:0.32139, yago11k
2023-05-08 23:36:43,239 - [INFO] - [E:202| 100]: Train Loss:0.0011364, Val MRR:0.32139, yago11k
2023-05-08 23:38:16,234 - [INFO] - [E:202| 200]: Train Loss:0.0011363, Val MRR:0.32139, yago11k
2023-05-08 23:39:59,138 - [INFO] - [E:202| 300]: Train Loss:0.0011361, Val MRR:0.32139, yago11k
2023-05-08 23:41:42,096 - [INFO] - [E:202| 400]: Train Loss:0.0011364, Val MRR:0.32139, yago11k
2023-05-08 23:43:26,003 - [INFO] - [E:202| 500]: Train Loss:0.001137, Val MRR:0.32139, yago11k
2023-05-08 23:45:10,543 - [INFO] - [E:202| 600]: Train Loss:0.0011378, Val MRR:0.32139, yago11k
2023-05-08 23:45:10,543 - [INFO] - [Epoch:202]: Training Loss:0.001138
2023-05-08 23:45:10,886 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 23:45:31,858 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 23:45:53,065 - [INFO] - [Evaluating Epoch 202 valid]:
MRR: Tail : 0.40779, Head : 0.2298, Avg : 0.3188
2023-05-08 23:45:53,066 - [INFO] - [Epoch 202]: Training Loss: 0.0011378, Valid MRR: 0.32139,
2023-05-08 23:45:54,159 - [INFO] - [E:203| 0]: Train Loss:0.0011675, Val MRR:0.32139, yago11k
2023-05-08 23:47:27,222 - [INFO] - [E:203| 100]: Train Loss:0.0011361, Val MRR:0.32139, yago11k
2023-05-08 23:49:09,785 - [INFO] - [E:203| 200]: Train Loss:0.0011367, Val MRR:0.32139, yago11k
2023-05-08 23:50:51,413 - [INFO] - [E:203| 300]: Train Loss:0.0011368, Val MRR:0.32139, yago11k
2023-05-08 23:52:34,752 - [INFO] - [E:203| 400]: Train Loss:0.0011364, Val MRR:0.32139, yago11k
2023-05-08 23:54:17,865 - [INFO] - [E:203| 500]: Train Loss:0.0011369, Val MRR:0.32139, yago11k
2023-05-08 23:55:49,850 - [INFO] - [E:203| 600]: Train Loss:0.0011372, Val MRR:0.32139, yago11k
2023-05-08 23:55:49,851 - [INFO] - [Epoch:203]: Training Loss:0.001137
2023-05-08 23:55:50,198 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-08 23:56:11,726 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-08 23:56:32,769 - [INFO] - [Evaluating Epoch 203 valid]:
MRR: Tail : 0.40523, Head : 0.23153, Avg : 0.31838
2023-05-08 23:56:32,770 - [INFO] - [Epoch 203]: Training Loss: 0.0011372, Valid MRR: 0.32139,
2023-05-08 23:56:33,907 - [INFO] - [E:204| 0]: Train Loss:0.0011382, Val MRR:0.32139, yago11k
2023-05-08 23:58:17,888 - [INFO] - [E:204| 100]: Train Loss:0.0011373, Val MRR:0.32139, yago11k
2023-05-09 00:00:01,350 - [INFO] - [E:204| 200]: Train Loss:0.0011375, Val MRR:0.32139, yago11k
2023-05-09 00:01:45,322 - [INFO] - [E:204| 300]: Train Loss:0.0011377, Val MRR:0.32139, yago11k
2023-05-09 00:03:28,917 - [INFO] - [E:204| 400]: Train Loss:0.0011369, Val MRR:0.32139, yago11k
2023-05-09 00:05:01,865 - [INFO] - [E:204| 500]: Train Loss:0.0011371, Val MRR:0.32139, yago11k
2023-05-09 00:06:44,096 - [INFO] - [E:204| 600]: Train Loss:0.0011371, Val MRR:0.32139, yago11k
2023-05-09 00:06:44,096 - [INFO] - [Epoch:204]: Training Loss:0.001137
2023-05-09 00:06:44,560 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 00:07:05,384 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 00:07:26,600 - [INFO] - [Evaluating Epoch 204 valid]:
MRR: Tail : 0.40679, Head : 0.23007, Avg : 0.31843
2023-05-09 00:07:26,600 - [INFO] - [Epoch 204]: Training Loss: 0.0011371, Valid MRR: 0.32139,
2023-05-09 00:07:27,687 - [INFO] - [E:205| 0]: Train Loss:0.0011322, Val MRR:0.32139, yago11k
2023-05-09 00:09:10,915 - [INFO] - [E:205| 100]: Train Loss:0.0011334, Val MRR:0.32139, yago11k
2023-05-09 00:10:54,857 - [INFO] - [E:205| 200]: Train Loss:0.0011351, Val MRR:0.32139, yago11k
2023-05-09 00:12:39,219 - [INFO] - [E:205| 300]: Train Loss:0.0011349, Val MRR:0.32139, yago11k
2023-05-09 00:14:11,771 - [INFO] - [E:205| 400]: Train Loss:0.0011354, Val MRR:0.32139, yago11k
2023-05-09 00:15:54,998 - [INFO] - [E:205| 500]: Train Loss:0.0011365, Val MRR:0.32139, yago11k
2023-05-09 00:17:37,443 - [INFO] - [E:205| 600]: Train Loss:0.0011374, Val MRR:0.32139, yago11k
2023-05-09 00:17:37,444 - [INFO] - [Epoch:205]: Training Loss:0.001137
2023-05-09 00:17:37,937 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 00:17:58,990 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 00:18:20,347 - [INFO] - [Evaluating Epoch 205 valid]:
MRR: Tail : 0.4056, Head : 0.22952, Avg : 0.31756
2023-05-09 00:18:20,347 - [INFO] - [Epoch 205]: Training Loss: 0.0011374, Valid MRR: 0.32139,
2023-05-09 00:18:21,177 - [INFO] - [E:206| 0]: Train Loss:0.0011292, Val MRR:0.32139, yago11k
2023-05-09 00:20:04,045 - [INFO] - [E:206| 100]: Train Loss:0.0011452, Val MRR:0.32139, yago11k
2023-05-09 00:21:38,687 - [INFO] - [E:206| 200]: Train Loss:0.0011412, Val MRR:0.32139, yago11k
2023-05-09 00:23:20,205 - [INFO] - [E:206| 300]: Train Loss:0.0011394, Val MRR:0.32139, yago11k
2023-05-09 00:25:03,232 - [INFO] - [E:206| 400]: Train Loss:0.0011389, Val MRR:0.32139, yago11k
2023-05-09 00:26:47,168 - [INFO] - [E:206| 500]: Train Loss:0.0011383, Val MRR:0.32139, yago11k
2023-05-09 00:28:29,252 - [INFO] - [E:206| 600]: Train Loss:0.001138, Val MRR:0.32139, yago11k
2023-05-09 00:28:29,253 - [INFO] - [Epoch:206]: Training Loss:0.001138
2023-05-09 00:28:29,771 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 00:28:50,522 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 00:29:11,859 - [INFO] - [Evaluating Epoch 206 valid]:
MRR: Tail : 0.40656, Head : 0.23034, Avg : 0.31845
2023-05-09 00:29:11,859 - [INFO] - [Epoch 206]: Training Loss: 0.001138, Valid MRR: 0.32139,
2023-05-09 00:29:13,031 - [INFO] - [E:207| 0]: Train Loss:0.0011516, Val MRR:0.32139, yago11k
2023-05-09 00:30:46,379 - [INFO] - [E:207| 100]: Train Loss:0.0011344, Val MRR:0.32139, yago11k
2023-05-09 00:32:29,570 - [INFO] - [E:207| 200]: Train Loss:0.0011349, Val MRR:0.32139, yago11k
2023-05-09 00:34:14,302 - [INFO] - [E:207| 300]: Train Loss:0.0011351, Val MRR:0.32139, yago11k
2023-05-09 00:35:57,520 - [INFO] - [E:207| 400]: Train Loss:0.0011355, Val MRR:0.32139, yago11k
2023-05-09 00:37:41,255 - [INFO] - [E:207| 500]: Train Loss:0.0011362, Val MRR:0.32139, yago11k
2023-05-09 00:39:13,917 - [INFO] - [E:207| 600]: Train Loss:0.0011362, Val MRR:0.32139, yago11k
2023-05-09 00:39:13,918 - [INFO] - [Epoch:207]: Training Loss:0.001136
2023-05-09 00:39:14,248 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 00:39:35,368 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 00:39:56,185 - [INFO] - [Evaluating Epoch 207 valid]:
MRR: Tail : 0.40594, Head : 0.23164, Avg : 0.31879
2023-05-09 00:39:56,185 - [INFO] - [Epoch 207]: Training Loss: 0.0011362, Valid MRR: 0.32139,
2023-05-09 00:39:57,347 - [INFO] - [E:208| 0]: Train Loss:0.0011352, Val MRR:0.32139, yago11k
2023-05-09 00:41:40,208 - [INFO] - [E:208| 100]: Train Loss:0.0011339, Val MRR:0.32139, yago11k
2023-05-09 00:43:22,847 - [INFO] - [E:208| 200]: Train Loss:0.0011339, Val MRR:0.32139, yago11k
2023-05-09 00:45:05,955 - [INFO] - [E:208| 300]: Train Loss:0.0011347, Val MRR:0.32139, yago11k
2023-05-09 00:46:48,777 - [INFO] - [E:208| 400]: Train Loss:0.0011348, Val MRR:0.32139, yago11k
2023-05-09 00:48:21,625 - [INFO] - [E:208| 500]: Train Loss:0.0011353, Val MRR:0.32139, yago11k
2023-05-09 00:50:04,325 - [INFO] - [E:208| 600]: Train Loss:0.0011356, Val MRR:0.32139, yago11k
2023-05-09 00:50:04,325 - [INFO] - [Epoch:208]: Training Loss:0.001136
2023-05-09 00:50:04,721 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 00:50:25,900 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 00:50:47,339 - [INFO] - [Evaluating Epoch 208 valid]:
MRR: Tail : 0.4064, Head : 0.23002, Avg : 0.31821
2023-05-09 00:50:47,340 - [INFO] - [Epoch 208]: Training Loss: 0.0011356, Valid MRR: 0.32139,
2023-05-09 00:50:48,178 - [INFO] - [E:209| 0]: Train Loss:0.0011158, Val MRR:0.32139, yago11k
2023-05-09 00:52:31,396 - [INFO] - [E:209| 100]: Train Loss:0.0011368, Val MRR:0.32139, yago11k
2023-05-09 00:54:15,011 - [INFO] - [E:209| 200]: Train Loss:0.0011363, Val MRR:0.32139, yago11k
2023-05-09 00:55:58,592 - [INFO] - [E:209| 300]: Train Loss:0.0011352, Val MRR:0.32139, yago11k
2023-05-09 00:57:30,958 - [INFO] - [E:209| 400]: Train Loss:0.0011352, Val MRR:0.32139, yago11k
2023-05-09 00:59:13,919 - [INFO] - [E:209| 500]: Train Loss:0.0011354, Val MRR:0.32139, yago11k
2023-05-09 01:00:56,338 - [INFO] - [E:209| 600]: Train Loss:0.0011358, Val MRR:0.32139, yago11k
2023-05-09 01:00:56,338 - [INFO] - [Epoch:209]: Training Loss:0.001136
2023-05-09 01:00:56,829 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 01:01:17,691 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 01:01:38,795 - [INFO] - [Evaluating Epoch 209 valid]:
MRR: Tail : 0.40168, Head : 0.22977, Avg : 0.31573
MR: Tail : 514.21, Head : 881.13, Avg : 697.67
Hit-1: Tail : 0.31564, Head : 0.18755, Avg : 0.2516
Hit-3: Tail : 0.44082, Head : 0.22742, Avg : 0.33412
Hit-10: Tail : 0.5671, Head : 0.30772, Avg : 0.43741
2023-05-09 01:01:38,795 - [INFO] - [Epoch 209]: Training Loss: 0.0011358, Valid MRR: 0.32139,
2023-05-09 01:01:39,970 - [INFO] - [E:210| 0]: Train Loss:0.0011117, Val MRR:0.32139, yago11k
2023-05-09 01:03:22,895 - [INFO] - [E:210| 100]: Train Loss:0.0011351, Val MRR:0.32139, yago11k
2023-05-09 01:05:03,489 - [INFO] - [E:210| 200]: Train Loss:0.0011357, Val MRR:0.32139, yago11k
2023-05-09 01:06:39,200 - [INFO] - [E:210| 300]: Train Loss:0.0011349, Val MRR:0.32139, yago11k
2023-05-09 01:08:23,179 - [INFO] - [E:210| 400]: Train Loss:0.0011347, Val MRR:0.32139, yago11k
2023-05-09 01:10:07,284 - [INFO] - [E:210| 500]: Train Loss:0.0011349, Val MRR:0.32139, yago11k
2023-05-09 01:11:50,097 - [INFO] - [E:210| 600]: Train Loss:0.0011354, Val MRR:0.32139, yago11k
2023-05-09 01:11:50,097 - [INFO] - [Epoch:210]: Training Loss:0.001135
2023-05-09 01:11:50,359 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 01:12:11,388 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 01:12:32,445 - [INFO] - [Evaluating Epoch 210 valid]:
MRR: Tail : 0.40347, Head : 0.23186, Avg : 0.31766
2023-05-09 01:12:32,445 - [INFO] - [Epoch 210]: Training Loss: 0.0011354, Valid MRR: 0.32139,
2023-05-09 01:12:33,652 - [INFO] - [E:211| 0]: Train Loss:0.001121, Val MRR:0.32139, yago11k
2023-05-09 01:14:06,789 - [INFO] - [E:211| 100]: Train Loss:0.0011338, Val MRR:0.32139, yago11k
2023-05-09 01:15:49,986 - [INFO] - [E:211| 200]: Train Loss:0.0011332, Val MRR:0.32139, yago11k
2023-05-09 01:17:33,154 - [INFO] - [E:211| 300]: Train Loss:0.0011341, Val MRR:0.32139, yago11k
2023-05-09 01:19:16,260 - [INFO] - [E:211| 400]: Train Loss:0.0011339, Val MRR:0.32139, yago11k
2023-05-09 01:20:59,990 - [INFO] - [E:211| 500]: Train Loss:0.0011341, Val MRR:0.32139, yago11k
2023-05-09 01:22:32,916 - [INFO] - [E:211| 600]: Train Loss:0.0011351, Val MRR:0.32139, yago11k
2023-05-09 01:22:32,916 - [INFO] - [Epoch:211]: Training Loss:0.001135
2023-05-09 01:22:33,135 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 01:22:52,164 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 01:23:13,590 - [INFO] - [Evaluating Epoch 211 valid]:
MRR: Tail : 0.40197, Head : 0.23138, Avg : 0.31667
2023-05-09 01:23:13,590 - [INFO] - [Epoch 211]: Training Loss: 0.0011351, Valid MRR: 0.32139,
2023-05-09 01:23:14,689 - [INFO] - [E:212| 0]: Train Loss:0.0011226, Val MRR:0.32139, yago11k
2023-05-09 01:24:59,216 - [INFO] - [E:212| 100]: Train Loss:0.0011326, Val MRR:0.32139, yago11k
2023-05-09 01:26:42,830 - [INFO] - [E:212| 200]: Train Loss:0.0011331, Val MRR:0.32139, yago11k
2023-05-09 01:28:26,158 - [INFO] - [E:212| 300]: Train Loss:0.0011336, Val MRR:0.32139, yago11k
2023-05-09 01:30:09,402 - [INFO] - [E:212| 400]: Train Loss:0.0011341, Val MRR:0.32139, yago11k
2023-05-09 01:31:42,025 - [INFO] - [E:212| 500]: Train Loss:0.0011346, Val MRR:0.32139, yago11k
2023-05-09 01:33:24,091 - [INFO] - [E:212| 600]: Train Loss:0.0011348, Val MRR:0.32139, yago11k
2023-05-09 01:33:24,091 - [INFO] - [Epoch:212]: Training Loss:0.001135
2023-05-09 01:33:24,604 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 01:33:45,320 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 01:34:06,664 - [INFO] - [Evaluating Epoch 212 valid]:
MRR: Tail : 0.40328, Head : 0.23124, Avg : 0.31726
2023-05-09 01:34:06,664 - [INFO] - [Epoch 212]: Training Loss: 0.0011348, Valid MRR: 0.32139,
2023-05-09 01:34:07,589 - [INFO] - [E:213| 0]: Train Loss:0.0011223, Val MRR:0.32139, yago11k
2023-05-09 01:35:50,665 - [INFO] - [E:213| 100]: Train Loss:0.0011345, Val MRR:0.32139, yago11k
2023-05-09 01:37:33,267 - [INFO] - [E:213| 200]: Train Loss:0.0011355, Val MRR:0.32139, yago11k
2023-05-09 01:39:16,772 - [INFO] - [E:213| 300]: Train Loss:0.0011339, Val MRR:0.32139, yago11k
2023-05-09 01:40:49,245 - [INFO] - [E:213| 400]: Train Loss:0.001134, Val MRR:0.32139, yago11k
2023-05-09 01:42:32,329 - [INFO] - [E:213| 500]: Train Loss:0.001134, Val MRR:0.32139, yago11k
2023-05-09 01:44:14,816 - [INFO] - [E:213| 600]: Train Loss:0.0011348, Val MRR:0.32139, yago11k
2023-05-09 01:44:14,816 - [INFO] - [Epoch:213]: Training Loss:0.001135
2023-05-09 01:44:15,079 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 01:44:36,317 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 01:44:57,051 - [INFO] - [Evaluating Epoch 213 valid]:
MRR: Tail : 0.40226, Head : 0.23262, Avg : 0.31744
2023-05-09 01:44:57,051 - [INFO] - [Epoch 213]: Training Loss: 0.0011348, Valid MRR: 0.32139,
2023-05-09 01:44:57,959 - [INFO] - [E:214| 0]: Train Loss:0.0011222, Val MRR:0.32139, yago11k
2023-05-09 01:46:42,275 - [INFO] - [E:214| 100]: Train Loss:0.0011384, Val MRR:0.32139, yago11k
2023-05-09 01:48:26,387 - [INFO] - [E:214| 200]: Train Loss:0.0011366, Val MRR:0.32139, yago11k
2023-05-09 01:49:59,138 - [INFO] - [E:214| 300]: Train Loss:0.0011362, Val MRR:0.32139, yago11k
2023-05-09 01:51:42,052 - [INFO] - [E:214| 400]: Train Loss:0.0011357, Val MRR:0.32139, yago11k
2023-05-09 01:53:25,150 - [INFO] - [E:214| 500]: Train Loss:0.0011353, Val MRR:0.32139, yago11k
2023-05-09 01:55:07,939 - [INFO] - [E:214| 600]: Train Loss:0.0011349, Val MRR:0.32139, yago11k
2023-05-09 01:55:07,939 - [INFO] - [Epoch:214]: Training Loss:0.001135
2023-05-09 01:55:08,270 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 01:55:29,599 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 01:55:50,897 - [INFO] - [Evaluating Epoch 214 valid]:
MRR: Tail : 0.40411, Head : 0.23118, Avg : 0.31765
2023-05-09 01:55:50,897 - [INFO] - [Epoch 214]: Training Loss: 0.0011349, Valid MRR: 0.32139,
2023-05-09 01:55:52,022 - [INFO] - [E:215| 0]: Train Loss:0.0011627, Val MRR:0.32139, yago11k
2023-05-09 01:57:26,389 - [INFO] - [E:215| 100]: Train Loss:0.001133, Val MRR:0.32139, yago11k
2023-05-09 01:59:08,498 - [INFO] - [E:215| 200]: Train Loss:0.001132, Val MRR:0.32139, yago11k
2023-05-09 02:00:52,411 - [INFO] - [E:215| 300]: Train Loss:0.0011322, Val MRR:0.32139, yago11k
2023-05-09 02:02:35,842 - [INFO] - [E:215| 400]: Train Loss:0.0011332, Val MRR:0.32139, yago11k
2023-05-09 02:04:18,826 - [INFO] - [E:215| 500]: Train Loss:0.0011334, Val MRR:0.32139, yago11k
2023-05-09 02:05:59,279 - [INFO] - [E:215| 600]: Train Loss:0.0011338, Val MRR:0.32139, yago11k
2023-05-09 02:05:59,279 - [INFO] - [Epoch:215]: Training Loss:0.001134
2023-05-09 02:05:59,498 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 02:06:11,692 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 02:06:31,270 - [INFO] - [Evaluating Epoch 215 valid]:
MRR: Tail : 0.40175, Head : 0.23089, Avg : 0.31632
2023-05-09 02:06:31,270 - [INFO] - [Epoch 215]: Training Loss: 0.0011338, Valid MRR: 0.32139,
2023-05-09 02:06:32,477 - [INFO] - [E:216| 0]: Train Loss:0.0011122, Val MRR:0.32139, yago11k
2023-05-09 02:08:15,856 - [INFO] - [E:216| 100]: Train Loss:0.0011316, Val MRR:0.32139, yago11k
2023-05-09 02:10:01,367 - [INFO] - [E:216| 200]: Train Loss:0.001132, Val MRR:0.32139, yago11k
2023-05-09 02:11:45,165 - [INFO] - [E:216| 300]: Train Loss:0.0011322, Val MRR:0.32139, yago11k
2023-05-09 02:13:29,504 - [INFO] - [E:216| 400]: Train Loss:0.0011335, Val MRR:0.32139, yago11k
2023-05-09 02:15:05,152 - [INFO] - [E:216| 500]: Train Loss:0.0011338, Val MRR:0.32139, yago11k
2023-05-09 02:16:43,894 - [INFO] - [E:216| 600]: Train Loss:0.0011339, Val MRR:0.32139, yago11k
2023-05-09 02:16:43,894 - [INFO] - [Epoch:216]: Training Loss:0.001134
2023-05-09 02:16:44,215 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 02:17:05,234 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 02:17:26,292 - [INFO] - [Evaluating Epoch 216 valid]:
MRR: Tail : 0.40395, Head : 0.23045, Avg : 0.3172
2023-05-09 02:17:26,292 - [INFO] - [Epoch 216]: Training Loss: 0.0011339, Valid MRR: 0.32139,
2023-05-09 02:17:27,378 - [INFO] - [E:217| 0]: Train Loss:0.0011217, Val MRR:0.32139, yago11k
2023-05-09 02:19:10,056 - [INFO] - [E:217| 100]: Train Loss:0.0011316, Val MRR:0.32139, yago11k
2023-05-09 02:20:54,252 - [INFO] - [E:217| 200]: Train Loss:0.0011317, Val MRR:0.32139, yago11k
2023-05-09 02:22:37,916 - [INFO] - [E:217| 300]: Train Loss:0.0011325, Val MRR:0.32139, yago11k
2023-05-09 02:24:07,152 - [INFO] - [E:217| 400]: Train Loss:0.0011331, Val MRR:0.32139, yago11k
2023-05-09 02:25:51,459 - [INFO] - [E:217| 500]: Train Loss:0.0011336, Val MRR:0.32139, yago11k
2023-05-09 02:27:35,305 - [INFO] - [E:217| 600]: Train Loss:0.0011334, Val MRR:0.32139, yago11k
2023-05-09 02:27:35,305 - [INFO] - [Epoch:217]: Training Loss:0.001133
2023-05-09 02:27:35,829 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 02:27:56,185 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 02:28:16,929 - [INFO] - [Evaluating Epoch 217 valid]:
MRR: Tail : 0.41154, Head : 0.23199, Avg : 0.32176
2023-05-09 02:28:18,502 - [INFO] - [Epoch 217]: Training Loss: 0.0011334, Valid MRR: 0.32176,
2023-05-09 02:28:19,718 - [INFO] - [E:218| 0]: Train Loss:0.0011241, Val MRR:0.32176, yago11k
2023-05-09 02:30:03,731 - [INFO] - [E:218| 100]: Train Loss:0.0011334, Val MRR:0.32176, yago11k
2023-05-09 02:31:47,213 - [INFO] - [E:218| 200]: Train Loss:0.0011329, Val MRR:0.32176, yago11k
2023-05-09 02:33:20,125 - [INFO] - [E:218| 300]: Train Loss:0.0011337, Val MRR:0.32176, yago11k
2023-05-09 02:35:03,666 - [INFO] - [E:218| 400]: Train Loss:0.0011333, Val MRR:0.32176, yago11k
2023-05-09 02:36:46,600 - [INFO] - [E:218| 500]: Train Loss:0.0011328, Val MRR:0.32176, yago11k
2023-05-09 02:38:29,324 - [INFO] - [E:218| 600]: Train Loss:0.0011332, Val MRR:0.32176, yago11k
2023-05-09 02:38:29,324 - [INFO] - [Epoch:218]: Training Loss:0.001133
2023-05-09 02:38:29,601 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 02:38:50,198 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 02:39:11,240 - [INFO] - [Evaluating Epoch 218 valid]:
MRR: Tail : 0.40603, Head : 0.23233, Avg : 0.31918
2023-05-09 02:39:11,240 - [INFO] - [Epoch 218]: Training Loss: 0.0011332, Valid MRR: 0.32176,
2023-05-09 02:39:12,329 - [INFO] - [E:219| 0]: Train Loss:0.0011764, Val MRR:0.32176, yago11k
2023-05-09 02:40:55,810 - [INFO] - [E:219| 100]: Train Loss:0.0011313, Val MRR:0.32176, yago11k
2023-05-09 02:42:28,521 - [INFO] - [E:219| 200]: Train Loss:0.0011323, Val MRR:0.32176, yago11k
2023-05-09 02:44:11,550 - [INFO] - [E:219| 300]: Train Loss:0.0011327, Val MRR:0.32176, yago11k
2023-05-09 02:45:56,183 - [INFO] - [E:219| 400]: Train Loss:0.0011323, Val MRR:0.32176, yago11k
2023-05-09 02:47:40,278 - [INFO] - [E:219| 500]: Train Loss:0.0011326, Val MRR:0.32176, yago11k
2023-05-09 02:49:24,253 - [INFO] - [E:219| 600]: Train Loss:0.0011329, Val MRR:0.32176, yago11k
2023-05-09 02:49:24,254 - [INFO] - [Epoch:219]: Training Loss:0.001133
2023-05-09 02:49:24,536 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 02:49:45,147 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 02:50:03,831 - [INFO] - [Evaluating Epoch 219 valid]:
MRR: Tail : 0.40347, Head : 0.23151, Avg : 0.31749
MR: Tail : 537.3, Head : 882.91, Avg : 710.11
Hit-1: Tail : 0.31745, Head : 0.19005, Avg : 0.25375
Hit-3: Tail : 0.44373, Head : 0.22937, Avg : 0.33655
Hit-10: Tail : 0.57238, Head : 0.31398, Avg : 0.44318
2023-05-09 02:50:03,832 - [INFO] - [Epoch 219]: Training Loss: 0.0011329, Valid MRR: 0.32176,
2023-05-09 02:50:04,494 - [INFO] - [E:220| 0]: Train Loss:0.0011413, Val MRR:0.32176, yago11k
2023-05-09 02:51:34,437 - [INFO] - [E:220| 100]: Train Loss:0.0011327, Val MRR:0.32176, yago11k
2023-05-09 02:53:15,574 - [INFO] - [E:220| 200]: Train Loss:0.0011325, Val MRR:0.32176, yago11k
2023-05-09 02:55:00,374 - [INFO] - [E:220| 300]: Train Loss:0.0011319, Val MRR:0.32176, yago11k
2023-05-09 02:56:45,633 - [INFO] - [E:220| 400]: Train Loss:0.0011319, Val MRR:0.32176, yago11k
2023-05-09 02:58:33,456 - [INFO] - [E:220| 500]: Train Loss:0.0011323, Val MRR:0.32176, yago11k
2023-05-09 03:00:02,255 - [INFO] - [E:220| 600]: Train Loss:0.0011327, Val MRR:0.32176, yago11k
2023-05-09 03:00:02,255 - [INFO] - [Epoch:220]: Training Loss:0.001133
2023-05-09 03:00:02,584 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 03:00:23,168 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 03:00:43,390 - [INFO] - [Evaluating Epoch 220 valid]:
MRR: Tail : 0.40699, Head : 0.23135, Avg : 0.31917
2023-05-09 03:00:43,390 - [INFO] - [Epoch 220]: Training Loss: 0.0011327, Valid MRR: 0.32176,
2023-05-09 03:00:44,614 - [INFO] - [E:221| 0]: Train Loss:0.0011198, Val MRR:0.32176, yago11k
2023-05-09 03:02:28,634 - [INFO] - [E:221| 100]: Train Loss:0.0011322, Val MRR:0.32176, yago11k
2023-05-09 03:04:12,577 - [INFO] - [E:221| 200]: Train Loss:0.0011327, Val MRR:0.32176, yago11k
2023-05-09 03:05:56,892 - [INFO] - [E:221| 300]: Train Loss:0.0011329, Val MRR:0.32176, yago11k
2023-05-09 03:07:40,696 - [INFO] - [E:221| 400]: Train Loss:0.0011319, Val MRR:0.32176, yago11k
2023-05-09 03:09:09,862 - [INFO] - [E:221| 500]: Train Loss:0.001132, Val MRR:0.32176, yago11k
2023-05-09 03:10:52,955 - [INFO] - [E:221| 600]: Train Loss:0.0011322, Val MRR:0.32176, yago11k
2023-05-09 03:10:52,956 - [INFO] - [Epoch:221]: Training Loss:0.001132
2023-05-09 03:10:53,220 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 03:11:13,513 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 03:11:33,906 - [INFO] - [Evaluating Epoch 221 valid]:
MRR: Tail : 0.40899, Head : 0.23067, Avg : 0.31983
2023-05-09 03:11:33,906 - [INFO] - [Epoch 221]: Training Loss: 0.0011322, Valid MRR: 0.32176,
2023-05-09 03:11:34,957 - [INFO] - [E:222| 0]: Train Loss:0.001146, Val MRR:0.32176, yago11k
2023-05-09 03:13:19,376 - [INFO] - [E:222| 100]: Train Loss:0.0011314, Val MRR:0.32176, yago11k
2023-05-09 03:15:04,408 - [INFO] - [E:222| 200]: Train Loss:0.0011317, Val MRR:0.32176, yago11k
2023-05-09 03:16:41,518 - [INFO] - [E:222| 300]: Train Loss:0.0011321, Val MRR:0.32176, yago11k
2023-05-09 03:18:18,590 - [INFO] - [E:222| 400]: Train Loss:0.0011313, Val MRR:0.32176, yago11k
2023-05-09 03:20:02,773 - [INFO] - [E:222| 500]: Train Loss:0.0011316, Val MRR:0.32176, yago11k
2023-05-09 03:21:45,472 - [INFO] - [E:222| 600]: Train Loss:0.0011313, Val MRR:0.32176, yago11k
2023-05-09 03:21:45,473 - [INFO] - [Epoch:222]: Training Loss:0.001131
2023-05-09 03:21:45,987 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 03:22:06,513 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 03:22:27,029 - [INFO] - [Evaluating Epoch 222 valid]:
MRR: Tail : 0.40709, Head : 0.23166, Avg : 0.31938
2023-05-09 03:22:27,029 - [INFO] - [Epoch 222]: Training Loss: 0.0011313, Valid MRR: 0.32176,
2023-05-09 03:22:28,232 - [INFO] - [E:223| 0]: Train Loss:0.0011142, Val MRR:0.32176, yago11k
2023-05-09 03:24:12,821 - [INFO] - [E:223| 100]: Train Loss:0.0011283, Val MRR:0.32176, yago11k
2023-05-09 03:25:44,706 - [INFO] - [E:223| 200]: Train Loss:0.00113, Val MRR:0.32176, yago11k
2023-05-09 03:27:27,195 - [INFO] - [E:223| 300]: Train Loss:0.0011301, Val MRR:0.32176, yago11k
2023-05-09 03:29:10,943 - [INFO] - [E:223| 400]: Train Loss:0.0011312, Val MRR:0.32176, yago11k
2023-05-09 03:30:53,800 - [INFO] - [E:223| 500]: Train Loss:0.0011316, Val MRR:0.32176, yago11k
2023-05-09 03:32:36,587 - [INFO] - [E:223| 600]: Train Loss:0.0011319, Val MRR:0.32176, yago11k
2023-05-09 03:32:36,587 - [INFO] - [Epoch:223]: Training Loss:0.001132
2023-05-09 03:32:36,939 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 03:32:58,336 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 03:33:19,270 - [INFO] - [Evaluating Epoch 223 valid]:
MRR: Tail : 0.40593, Head : 0.23078, Avg : 0.31835
2023-05-09 03:33:19,271 - [INFO] - [Epoch 223]: Training Loss: 0.0011319, Valid MRR: 0.32176,
2023-05-09 03:33:20,405 - [INFO] - [E:224| 0]: Train Loss:0.0011541, Val MRR:0.32176, yago11k
2023-05-09 03:34:53,210 - [INFO] - [E:224| 100]: Train Loss:0.0011286, Val MRR:0.32176, yago11k
2023-05-09 03:36:36,290 - [INFO] - [E:224| 200]: Train Loss:0.0011292, Val MRR:0.32176, yago11k
2023-05-09 03:38:19,608 - [INFO] - [E:224| 300]: Train Loss:0.0011298, Val MRR:0.32176, yago11k
2023-05-09 03:40:02,353 - [INFO] - [E:224| 400]: Train Loss:0.0011307, Val MRR:0.32176, yago11k
2023-05-09 03:41:45,757 - [INFO] - [E:224| 500]: Train Loss:0.001131, Val MRR:0.32176, yago11k
2023-05-09 03:43:18,138 - [INFO] - [E:224| 600]: Train Loss:0.0011317, Val MRR:0.32176, yago11k
2023-05-09 03:43:18,138 - [INFO] - [Epoch:224]: Training Loss:0.001132
2023-05-09 03:43:18,480 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 03:43:39,490 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 03:44:00,767 - [INFO] - [Evaluating Epoch 224 valid]:
MRR: Tail : 0.40147, Head : 0.23025, Avg : 0.31586
2023-05-09 03:44:00,767 - [INFO] - [Epoch 224]: Training Loss: 0.0011317, Valid MRR: 0.32176,
2023-05-09 03:44:01,952 - [INFO] - [E:225| 0]: Train Loss:0.0011249, Val MRR:0.32176, yago11k
2023-05-09 03:45:44,904 - [INFO] - [E:225| 100]: Train Loss:0.0011301, Val MRR:0.32176, yago11k
2023-05-09 03:47:30,186 - [INFO] - [E:225| 200]: Train Loss:0.0011303, Val MRR:0.32176, yago11k
2023-05-09 03:49:14,010 - [INFO] - [E:225| 300]: Train Loss:0.0011307, Val MRR:0.32176, yago11k
2023-05-09 03:50:58,047 - [INFO] - [E:225| 400]: Train Loss:0.0011306, Val MRR:0.32176, yago11k
2023-05-09 03:52:30,886 - [INFO] - [E:225| 500]: Train Loss:0.0011306, Val MRR:0.32176, yago11k
2023-05-09 03:54:13,135 - [INFO] - [E:225| 600]: Train Loss:0.0011313, Val MRR:0.32176, yago11k
2023-05-09 03:54:13,135 - [INFO] - [Epoch:225]: Training Loss:0.001131
2023-05-09 03:54:13,581 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 03:54:34,426 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 03:54:55,636 - [INFO] - [Evaluating Epoch 225 valid]:
MRR: Tail : 0.40671, Head : 0.23179, Avg : 0.31925
2023-05-09 03:54:55,636 - [INFO] - [Epoch 225]: Training Loss: 0.0011313, Valid MRR: 0.32176,
2023-05-09 03:54:56,722 - [INFO] - [E:226| 0]: Train Loss:0.0011196, Val MRR:0.32176, yago11k
2023-05-09 03:56:40,060 - [INFO] - [E:226| 100]: Train Loss:0.001127, Val MRR:0.32176, yago11k
2023-05-09 03:58:22,779 - [INFO] - [E:226| 200]: Train Loss:0.0011293, Val MRR:0.32176, yago11k
2023-05-09 04:00:05,930 - [INFO] - [E:226| 300]: Train Loss:0.0011292, Val MRR:0.32176, yago11k
2023-05-09 04:01:38,304 - [INFO] - [E:226| 400]: Train Loss:0.00113, Val MRR:0.32176, yago11k
2023-05-09 04:03:21,430 - [INFO] - [E:226| 500]: Train Loss:0.0011301, Val MRR:0.32176, yago11k
2023-05-09 04:05:03,306 - [INFO] - [E:226| 600]: Train Loss:0.0011308, Val MRR:0.32176, yago11k
2023-05-09 04:05:03,307 - [INFO] - [Epoch:226]: Training Loss:0.001131
2023-05-09 04:05:03,649 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 04:05:24,826 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 04:05:45,872 - [INFO] - [Evaluating Epoch 226 valid]:
MRR: Tail : 0.40639, Head : 0.2332, Avg : 0.3198
2023-05-09 04:05:45,873 - [INFO] - [Epoch 226]: Training Loss: 0.0011308, Valid MRR: 0.32176,
2023-05-09 04:05:47,061 - [INFO] - [E:227| 0]: Train Loss:0.0011149, Val MRR:0.32176, yago11k
2023-05-09 04:07:30,265 - [INFO] - [E:227| 100]: Train Loss:0.0011309, Val MRR:0.32176, yago11k
2023-05-09 04:09:10,258 - [INFO] - [E:227| 200]: Train Loss:0.0011301, Val MRR:0.32176, yago11k
2023-05-09 04:10:46,244 - [INFO] - [E:227| 300]: Train Loss:0.0011302, Val MRR:0.32176, yago11k
2023-05-09 04:12:29,432 - [INFO] - [E:227| 400]: Train Loss:0.00113, Val MRR:0.32176, yago11k
2023-05-09 04:14:12,176 - [INFO] - [E:227| 500]: Train Loss:0.0011301, Val MRR:0.32176, yago11k
2023-05-09 04:15:54,852 - [INFO] - [E:227| 600]: Train Loss:0.0011303, Val MRR:0.32176, yago11k
2023-05-09 04:15:54,852 - [INFO] - [Epoch:227]: Training Loss:0.00113
2023-05-09 04:15:55,204 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 04:16:16,509 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 04:16:37,733 - [INFO] - [Evaluating Epoch 227 valid]:
MRR: Tail : 0.40804, Head : 0.23306, Avg : 0.32055
2023-05-09 04:16:37,734 - [INFO] - [Epoch 227]: Training Loss: 0.0011303, Valid MRR: 0.32176,
2023-05-09 04:16:38,911 - [INFO] - [E:228| 0]: Train Loss:0.0011943, Val MRR:0.32176, yago11k
2023-05-09 04:18:11,901 - [INFO] - [E:228| 100]: Train Loss:0.0011308, Val MRR:0.32176, yago11k
2023-05-09 04:19:55,395 - [INFO] - [E:228| 200]: Train Loss:0.0011299, Val MRR:0.32176, yago11k
2023-05-09 04:21:38,427 - [INFO] - [E:228| 300]: Train Loss:0.0011301, Val MRR:0.32176, yago11k
2023-05-09 04:23:19,959 - [INFO] - [E:228| 400]: Train Loss:0.0011309, Val MRR:0.32176, yago11k
2023-05-09 04:25:02,459 - [INFO] - [E:228| 500]: Train Loss:0.0011308, Val MRR:0.32176, yago11k
2023-05-09 04:26:34,411 - [INFO] - [E:228| 600]: Train Loss:0.0011308, Val MRR:0.32176, yago11k
2023-05-09 04:26:34,411 - [INFO] - [Epoch:228]: Training Loss:0.001131
2023-05-09 04:26:34,773 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 04:26:55,550 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 04:27:16,694 - [INFO] - [Evaluating Epoch 228 valid]:
MRR: Tail : 0.41008, Head : 0.23176, Avg : 0.32092
2023-05-09 04:27:16,694 - [INFO] - [Epoch 228]: Training Loss: 0.0011308, Valid MRR: 0.32176,
2023-05-09 04:27:17,860 - [INFO] - [E:229| 0]: Train Loss:0.0011273, Val MRR:0.32176, yago11k
2023-05-09 04:29:00,275 - [INFO] - [E:229| 100]: Train Loss:0.0011299, Val MRR:0.32176, yago11k
2023-05-09 04:30:44,425 - [INFO] - [E:229| 200]: Train Loss:0.0011301, Val MRR:0.32176, yago11k
2023-05-09 04:32:28,487 - [INFO] - [E:229| 300]: Train Loss:0.001129, Val MRR:0.32176, yago11k
2023-05-09 04:34:11,493 - [INFO] - [E:229| 400]: Train Loss:0.0011295, Val MRR:0.32176, yago11k
2023-05-09 04:35:46,532 - [INFO] - [E:229| 500]: Train Loss:0.0011304, Val MRR:0.32176, yago11k
2023-05-09 04:37:28,642 - [INFO] - [E:229| 600]: Train Loss:0.0011304, Val MRR:0.32176, yago11k
2023-05-09 04:37:28,642 - [INFO] - [Epoch:229]: Training Loss:0.00113
2023-05-09 04:37:29,161 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 04:37:50,047 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 04:38:11,247 - [INFO] - [Evaluating Epoch 229 valid]:
MRR: Tail : 0.40811, Head : 0.23296, Avg : 0.32054
MR: Tail : 539.41, Head : 899.43, Avg : 719.42
Hit-1: Tail : 0.32356, Head : 0.1913, Avg : 0.25743
Hit-3: Tail : 0.4436, Head : 0.22881, Avg : 0.3362
Hit-10: Tail : 0.57502, Head : 0.31578, Avg : 0.4454
2023-05-09 04:38:11,247 - [INFO] - [Epoch 229]: Training Loss: 0.0011304, Valid MRR: 0.32176,
2023-05-09 04:38:12,165 - [INFO] - [E:230| 0]: Train Loss:0.0011463, Val MRR:0.32176, yago11k
2023-05-09 04:39:55,513 - [INFO] - [E:230| 100]: Train Loss:0.0011305, Val MRR:0.32176, yago11k
2023-05-09 04:41:38,527 - [INFO] - [E:230| 200]: Train Loss:0.0011304, Val MRR:0.32176, yago11k
2023-05-09 04:43:21,095 - [INFO] - [E:230| 300]: Train Loss:0.0011297, Val MRR:0.32176, yago11k
2023-05-09 04:44:53,835 - [INFO] - [E:230| 400]: Train Loss:0.001129, Val MRR:0.32176, yago11k
2023-05-09 04:46:37,370 - [INFO] - [E:230| 500]: Train Loss:0.0011294, Val MRR:0.32176, yago11k
2023-05-09 04:48:20,184 - [INFO] - [E:230| 600]: Train Loss:0.0011298, Val MRR:0.32176, yago11k
2023-05-09 04:48:20,185 - [INFO] - [Epoch:230]: Training Loss:0.00113
2023-05-09 04:48:20,466 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 04:48:41,431 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 04:49:02,571 - [INFO] - [Evaluating Epoch 230 valid]:
MRR: Tail : 0.40906, Head : 0.23098, Avg : 0.32002
2023-05-09 04:49:02,571 - [INFO] - [Epoch 230]: Training Loss: 0.0011298, Valid MRR: 0.32176,
2023-05-09 04:49:03,402 - [INFO] - [E:231| 0]: Train Loss:0.001114, Val MRR:0.32176, yago11k
2023-05-09 04:50:46,590 - [INFO] - [E:231| 100]: Train Loss:0.0011278, Val MRR:0.32176, yago11k
2023-05-09 04:52:28,778 - [INFO] - [E:231| 200]: Train Loss:0.0011288, Val MRR:0.32176, yago11k
2023-05-09 04:54:02,902 - [INFO] - [E:231| 300]: Train Loss:0.0011288, Val MRR:0.32176, yago11k
2023-05-09 04:55:46,310 - [INFO] - [E:231| 400]: Train Loss:0.0011294, Val MRR:0.32176, yago11k
2023-05-09 04:57:29,380 - [INFO] - [E:231| 500]: Train Loss:0.0011293, Val MRR:0.32176, yago11k
2023-05-09 04:59:11,930 - [INFO] - [E:231| 600]: Train Loss:0.0011297, Val MRR:0.32176, yago11k
2023-05-09 04:59:11,930 - [INFO] - [Epoch:231]: Training Loss:0.00113
2023-05-09 04:59:12,277 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 04:59:33,224 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 04:59:54,716 - [INFO] - [Evaluating Epoch 231 valid]:
MRR: Tail : 0.40775, Head : 0.23102, Avg : 0.31939
2023-05-09 04:59:54,716 - [INFO] - [Epoch 231]: Training Loss: 0.0011297, Valid MRR: 0.32176,
2023-05-09 04:59:55,826 - [INFO] - [E:232| 0]: Train Loss:0.0011321, Val MRR:0.32176, yago11k
2023-05-09 05:01:28,396 - [INFO] - [E:232| 100]: Train Loss:0.0011284, Val MRR:0.32176, yago11k
2023-05-09 05:03:11,502 - [INFO] - [E:232| 200]: Train Loss:0.0011278, Val MRR:0.32176, yago11k
2023-05-09 05:04:55,171 - [INFO] - [E:232| 300]: Train Loss:0.0011296, Val MRR:0.32176, yago11k
2023-05-09 05:06:37,750 - [INFO] - [E:232| 400]: Train Loss:0.0011294, Val MRR:0.32176, yago11k
2023-05-09 05:08:20,474 - [INFO] - [E:232| 500]: Train Loss:0.0011296, Val MRR:0.32176, yago11k
2023-05-09 05:09:58,321 - [INFO] - [E:232| 600]: Train Loss:0.0011297, Val MRR:0.32176, yago11k
2023-05-09 05:09:58,321 - [INFO] - [Epoch:232]: Training Loss:0.00113
2023-05-09 05:09:58,539 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 05:10:12,197 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 05:10:33,493 - [INFO] - [Evaluating Epoch 232 valid]:
MRR: Tail : 0.40501, Head : 0.23297, Avg : 0.31899
2023-05-09 05:10:33,493 - [INFO] - [Epoch 232]: Training Loss: 0.0011297, Valid MRR: 0.32176,
2023-05-09 05:10:34,691 - [INFO] - [E:233| 0]: Train Loss:0.0011316, Val MRR:0.32176, yago11k
2023-05-09 05:12:18,363 - [INFO] - [E:233| 100]: Train Loss:0.0011282, Val MRR:0.32176, yago11k
2023-05-09 05:14:02,478 - [INFO] - [E:233| 200]: Train Loss:0.0011304, Val MRR:0.32176, yago11k
2023-05-09 05:15:45,688 - [INFO] - [E:233| 300]: Train Loss:0.0011292, Val MRR:0.32176, yago11k
2023-05-09 05:17:29,082 - [INFO] - [E:233| 400]: Train Loss:0.0011292, Val MRR:0.32176, yago11k
2023-05-09 05:19:02,389 - [INFO] - [E:233| 500]: Train Loss:0.0011292, Val MRR:0.32176, yago11k
2023-05-09 05:20:45,778 - [INFO] - [E:233| 600]: Train Loss:0.001129, Val MRR:0.32176, yago11k
2023-05-09 05:20:45,779 - [INFO] - [Epoch:233]: Training Loss:0.001129
2023-05-09 05:20:46,041 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 05:21:07,403 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 05:21:28,377 - [INFO] - [Evaluating Epoch 233 valid]:
MRR: Tail : 0.40848, Head : 0.22961, Avg : 0.31905
2023-05-09 05:21:28,377 - [INFO] - [Epoch 233]: Training Loss: 0.001129, Valid MRR: 0.32176,
2023-05-09 05:21:29,585 - [INFO] - [E:234| 0]: Train Loss:0.0011438, Val MRR:0.32176, yago11k
2023-05-09 05:23:14,927 - [INFO] - [E:234| 100]: Train Loss:0.0011288, Val MRR:0.32176, yago11k
2023-05-09 05:24:57,756 - [INFO] - [E:234| 200]: Train Loss:0.0011295, Val MRR:0.32176, yago11k
2023-05-09 05:26:40,798 - [INFO] - [E:234| 300]: Train Loss:0.0011285, Val MRR:0.32176, yago11k
2023-05-09 05:28:13,520 - [INFO] - [E:234| 400]: Train Loss:0.0011285, Val MRR:0.32176, yago11k
2023-05-09 05:29:57,117 - [INFO] - [E:234| 500]: Train Loss:0.0011287, Val MRR:0.32176, yago11k
2023-05-09 05:31:39,973 - [INFO] - [E:234| 600]: Train Loss:0.0011291, Val MRR:0.32176, yago11k
2023-05-09 05:31:39,973 - [INFO] - [Epoch:234]: Training Loss:0.001129
2023-05-09 05:31:40,234 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 05:32:01,433 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 05:32:22,490 - [INFO] - [Evaluating Epoch 234 valid]:
MRR: Tail : 0.40899, Head : 0.23124, Avg : 0.32011
2023-05-09 05:32:22,490 - [INFO] - [Epoch 234]: Training Loss: 0.0011291, Valid MRR: 0.32176,
2023-05-09 05:32:23,691 - [INFO] - [E:235| 0]: Train Loss:0.0011294, Val MRR:0.32176, yago11k
2023-05-09 05:34:07,080 - [INFO] - [E:235| 100]: Train Loss:0.0011291, Val MRR:0.32176, yago11k
2023-05-09 05:35:50,764 - [INFO] - [E:235| 200]: Train Loss:0.0011282, Val MRR:0.32176, yago11k
2023-05-09 05:37:23,378 - [INFO] - [E:235| 300]: Train Loss:0.0011282, Val MRR:0.32176, yago11k
2023-05-09 05:39:06,601 - [INFO] - [E:235| 400]: Train Loss:0.0011285, Val MRR:0.32176, yago11k
2023-05-09 05:40:49,578 - [INFO] - [E:235| 500]: Train Loss:0.0011289, Val MRR:0.32176, yago11k
2023-05-09 05:42:32,270 - [INFO] - [E:235| 600]: Train Loss:0.0011289, Val MRR:0.32176, yago11k
2023-05-09 05:42:32,270 - [INFO] - [Epoch:235]: Training Loss:0.001129
2023-05-09 05:42:32,536 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 05:42:53,393 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 05:43:14,467 - [INFO] - [Evaluating Epoch 235 valid]:
MRR: Tail : 0.40936, Head : 0.23279, Avg : 0.32107
2023-05-09 05:43:14,467 - [INFO] - [Epoch 235]: Training Loss: 0.0011289, Valid MRR: 0.32176,
2023-05-09 05:43:15,289 - [INFO] - [E:236| 0]: Train Loss:0.0011567, Val MRR:0.32176, yago11k
2023-05-09 05:44:53,431 - [INFO] - [E:236| 100]: Train Loss:0.0011296, Val MRR:0.32176, yago11k
2023-05-09 05:46:31,371 - [INFO] - [E:236| 200]: Train Loss:0.0011285, Val MRR:0.32176, yago11k
2023-05-09 05:48:14,890 - [INFO] - [E:236| 300]: Train Loss:0.0011288, Val MRR:0.32176, yago11k
2023-05-09 05:49:58,149 - [INFO] - [E:236| 400]: Train Loss:0.0011284, Val MRR:0.32176, yago11k
2023-05-09 05:51:41,711 - [INFO] - [E:236| 500]: Train Loss:0.0011281, Val MRR:0.32176, yago11k
2023-05-09 05:53:22,549 - [INFO] - [E:236| 600]: Train Loss:0.0011286, Val MRR:0.32176, yago11k
2023-05-09 05:53:22,549 - [INFO] - [Epoch:236]: Training Loss:0.001129
2023-05-09 05:53:22,766 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 05:53:34,942 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 05:53:53,312 - [INFO] - [Evaluating Epoch 236 valid]:
MRR: Tail : 0.40864, Head : 0.23209, Avg : 0.32037
2023-05-09 05:53:53,312 - [INFO] - [Epoch 236]: Training Loss: 0.0011286, Valid MRR: 0.32176,
2023-05-09 05:53:54,107 - [INFO] - [E:237| 0]: Train Loss:0.0011335, Val MRR:0.32176, yago11k
2023-05-09 05:55:36,127 - [INFO] - [E:237| 100]: Train Loss:0.0011267, Val MRR:0.32176, yago11k
2023-05-09 05:57:19,643 - [INFO] - [E:237| 200]: Train Loss:0.0011279, Val MRR:0.32176, yago11k
2023-05-09 05:59:03,637 - [INFO] - [E:237| 300]: Train Loss:0.001128, Val MRR:0.32176, yago11k
2023-05-09 06:00:47,001 - [INFO] - [E:237| 400]: Train Loss:0.0011282, Val MRR:0.32176, yago11k
2023-05-09 06:02:20,480 - [INFO] - [E:237| 500]: Train Loss:0.001128, Val MRR:0.32176, yago11k
2023-05-09 06:04:03,011 - [INFO] - [E:237| 600]: Train Loss:0.0011286, Val MRR:0.32176, yago11k
2023-05-09 06:04:03,011 - [INFO] - [Epoch:237]: Training Loss:0.001129
2023-05-09 06:04:03,372 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 06:04:24,229 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 06:04:45,772 - [INFO] - [Evaluating Epoch 237 valid]:
MRR: Tail : 0.40434, Head : 0.23224, Avg : 0.31829
2023-05-09 06:04:45,772 - [INFO] - [Epoch 237]: Training Loss: 0.0011286, Valid MRR: 0.32176,
2023-05-09 06:04:46,658 - [INFO] - [E:238| 0]: Train Loss:0.001121, Val MRR:0.32176, yago11k
2023-05-09 06:06:30,012 - [INFO] - [E:238| 100]: Train Loss:0.0011298, Val MRR:0.32176, yago11k
2023-05-09 06:08:13,320 - [INFO] - [E:238| 200]: Train Loss:0.0011286, Val MRR:0.32176, yago11k
2023-05-09 06:09:57,283 - [INFO] - [E:238| 300]: Train Loss:0.0011287, Val MRR:0.32176, yago11k
2023-05-09 06:11:32,754 - [INFO] - [E:238| 400]: Train Loss:0.0011281, Val MRR:0.32176, yago11k
2023-05-09 06:13:16,720 - [INFO] - [E:238| 500]: Train Loss:0.0011278, Val MRR:0.32176, yago11k
2023-05-09 06:14:59,259 - [INFO] - [E:238| 600]: Train Loss:0.0011281, Val MRR:0.32176, yago11k
2023-05-09 06:14:59,260 - [INFO] - [Epoch:238]: Training Loss:0.001128
2023-05-09 06:14:59,601 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 06:15:20,507 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 06:15:41,875 - [INFO] - [Evaluating Epoch 238 valid]:
MRR: Tail : 0.40777, Head : 0.23277, Avg : 0.32027
2023-05-09 06:15:41,875 - [INFO] - [Epoch 238]: Training Loss: 0.0011281, Valid MRR: 0.32176,
2023-05-09 06:15:42,978 - [INFO] - [E:239| 0]: Train Loss:0.0011452, Val MRR:0.32176, yago11k
2023-05-09 06:17:25,893 - [INFO] - [E:239| 100]: Train Loss:0.0011266, Val MRR:0.32176, yago11k
2023-05-09 06:19:09,384 - [INFO] - [E:239| 200]: Train Loss:0.0011274, Val MRR:0.32176, yago11k
2023-05-09 06:20:42,023 - [INFO] - [E:239| 300]: Train Loss:0.0011279, Val MRR:0.32176, yago11k
2023-05-09 06:22:25,151 - [INFO] - [E:239| 400]: Train Loss:0.0011279, Val MRR:0.32176, yago11k
2023-05-09 06:24:08,192 - [INFO] - [E:239| 500]: Train Loss:0.0011277, Val MRR:0.32176, yago11k
2023-05-09 06:25:50,585 - [INFO] - [E:239| 600]: Train Loss:0.001128, Val MRR:0.32176, yago11k
2023-05-09 06:25:50,586 - [INFO] - [Epoch:239]: Training Loss:0.001128
2023-05-09 06:25:50,931 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 06:26:12,145 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 06:26:33,113 - [INFO] - [Evaluating Epoch 239 valid]:
MRR: Tail : 0.40624, Head : 0.23224, Avg : 0.31924
MR: Tail : 564.04, Head : 913.73, Avg : 738.89
Hit-1: Tail : 0.32231, Head : 0.18964, Avg : 0.25597
Hit-3: Tail : 0.4404, Head : 0.23006, Avg : 0.33523
Hit-10: Tail : 0.57447, Head : 0.31564, Avg : 0.44505
2023-05-09 06:26:33,113 - [INFO] - [Epoch 239]: Training Loss: 0.001128, Valid MRR: 0.32176,
2023-05-09 06:26:34,313 - [INFO] - [E:240| 0]: Train Loss:0.001112, Val MRR:0.32176, yago11k
2023-05-09 06:28:11,222 - [INFO] - [E:240| 100]: Train Loss:0.0011262, Val MRR:0.32176, yago11k
2023-05-09 06:29:50,724 - [INFO] - [E:240| 200]: Train Loss:0.0011271, Val MRR:0.32176, yago11k
2023-05-09 06:31:33,696 - [INFO] - [E:240| 300]: Train Loss:0.0011277, Val MRR:0.32176, yago11k
2023-05-09 06:33:17,009 - [INFO] - [E:240| 400]: Train Loss:0.0011273, Val MRR:0.32176, yago11k
2023-05-09 06:35:00,572 - [INFO] - [E:240| 500]: Train Loss:0.0011274, Val MRR:0.32176, yago11k
2023-05-09 06:36:42,455 - [INFO] - [E:240| 600]: Train Loss:0.0011276, Val MRR:0.32176, yago11k
2023-05-09 06:36:42,456 - [INFO] - [Epoch:240]: Training Loss:0.001128
2023-05-09 06:36:42,676 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 06:36:54,860 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 06:37:12,942 - [INFO] - [Evaluating Epoch 240 valid]:
MRR: Tail : 0.40578, Head : 0.23267, Avg : 0.31923
2023-05-09 06:37:12,942 - [INFO] - [Epoch 240]: Training Loss: 0.0011276, Valid MRR: 0.32176,
2023-05-09 06:37:14,129 - [INFO] - [E:241| 0]: Train Loss:0.0011333, Val MRR:0.32176, yago11k
2023-05-09 06:38:57,259 - [INFO] - [E:241| 100]: Train Loss:0.0011278, Val MRR:0.32176, yago11k
2023-05-09 06:40:40,046 - [INFO] - [E:241| 200]: Train Loss:0.001126, Val MRR:0.32176, yago11k
2023-05-09 06:42:22,829 - [INFO] - [E:241| 300]: Train Loss:0.0011266, Val MRR:0.32176, yago11k
2023-05-09 06:44:05,943 - [INFO] - [E:241| 400]: Train Loss:0.0011267, Val MRR:0.32176, yago11k
2023-05-09 06:45:40,063 - [INFO] - [E:241| 500]: Train Loss:0.0011272, Val MRR:0.32176, yago11k
2023-05-09 06:47:21,476 - [INFO] - [E:241| 600]: Train Loss:0.0011273, Val MRR:0.32176, yago11k
2023-05-09 06:47:21,477 - [INFO] - [Epoch:241]: Training Loss:0.001127
2023-05-09 06:47:21,755 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 06:47:42,787 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 06:48:04,289 - [INFO] - [Evaluating Epoch 241 valid]:
MRR: Tail : 0.40619, Head : 0.23204, Avg : 0.31912
2023-05-09 06:48:04,289 - [INFO] - [Epoch 241]: Training Loss: 0.0011273, Valid MRR: 0.32176,
2023-05-09 06:48:05,181 - [INFO] - [E:242| 0]: Train Loss:0.00114, Val MRR:0.32176, yago11k
2023-05-09 06:49:48,358 - [INFO] - [E:242| 100]: Train Loss:0.0011274, Val MRR:0.32176, yago11k
2023-05-09 06:51:31,727 - [INFO] - [E:242| 200]: Train Loss:0.0011275, Val MRR:0.32176, yago11k
2023-05-09 06:53:14,460 - [INFO] - [E:242| 300]: Train Loss:0.0011273, Val MRR:0.32176, yago11k
2023-05-09 06:54:47,759 - [INFO] - [E:242| 400]: Train Loss:0.0011268, Val MRR:0.32176, yago11k
2023-05-09 06:56:30,757 - [INFO] - [E:242| 500]: Train Loss:0.001127, Val MRR:0.32176, yago11k
2023-05-09 06:58:14,035 - [INFO] - [E:242| 600]: Train Loss:0.0011275, Val MRR:0.32176, yago11k
2023-05-09 06:58:14,035 - [INFO] - [Epoch:242]: Training Loss:0.001128
2023-05-09 06:58:14,320 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 06:58:35,363 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 06:58:58,339 - [INFO] - [Evaluating Epoch 242 valid]:
MRR: Tail : 0.40687, Head : 0.23336, Avg : 0.32012
2023-05-09 06:58:58,339 - [INFO] - [Epoch 242]: Training Loss: 0.0011275, Valid MRR: 0.32176,
2023-05-09 06:58:59,539 - [INFO] - [E:243| 0]: Train Loss:0.0011405, Val MRR:0.32176, yago11k
2023-05-09 07:00:43,267 - [INFO] - [E:243| 100]: Train Loss:0.0011281, Val MRR:0.32176, yago11k
2023-05-09 07:02:27,424 - [INFO] - [E:243| 200]: Train Loss:0.0011272, Val MRR:0.32176, yago11k
2023-05-09 07:04:00,884 - [INFO] - [E:243| 300]: Train Loss:0.001128, Val MRR:0.32176, yago11k
2023-05-09 07:05:44,010 - [INFO] - [E:243| 400]: Train Loss:0.0011276, Val MRR:0.32176, yago11k
2023-05-09 07:07:26,997 - [INFO] - [E:243| 500]: Train Loss:0.0011273, Val MRR:0.32176, yago11k
2023-05-09 07:09:09,557 - [INFO] - [E:243| 600]: Train Loss:0.0011274, Val MRR:0.32176, yago11k
2023-05-09 07:09:09,557 - [INFO] - [Epoch:243]: Training Loss:0.001127
2023-05-09 07:09:09,818 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 07:09:30,600 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 07:09:51,757 - [INFO] - [Evaluating Epoch 243 valid]:
MRR: Tail : 0.40824, Head : 0.23168, Avg : 0.31996
2023-05-09 07:09:51,757 - [INFO] - [Epoch 243]: Training Loss: 0.0011274, Valid MRR: 0.32176,
2023-05-09 07:09:52,618 - [INFO] - [E:244| 0]: Train Loss:0.001213, Val MRR:0.32176, yago11k
2023-05-09 07:11:35,733 - [INFO] - [E:244| 100]: Train Loss:0.0011276, Val MRR:0.32176, yago11k
2023-05-09 07:13:08,772 - [INFO] - [E:244| 200]: Train Loss:0.0011266, Val MRR:0.32176, yago11k
2023-05-09 07:14:51,393 - [INFO] - [E:244| 300]: Train Loss:0.0011268, Val MRR:0.32176, yago11k
2023-05-09 07:16:34,701 - [INFO] - [E:244| 400]: Train Loss:0.001127, Val MRR:0.32176, yago11k
2023-05-09 07:18:18,303 - [INFO] - [E:244| 500]: Train Loss:0.0011266, Val MRR:0.32176, yago11k
2023-05-09 07:20:00,877 - [INFO] - [E:244| 600]: Train Loss:0.0011271, Val MRR:0.32176, yago11k
2023-05-09 07:20:00,877 - [INFO] - [Epoch:244]: Training Loss:0.001127
2023-05-09 07:20:01,396 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 07:20:20,786 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 07:20:32,796 - [INFO] - [Evaluating Epoch 244 valid]:
MRR: Tail : 0.41093, Head : 0.23073, Avg : 0.32083
2023-05-09 07:20:32,796 - [INFO] - [Epoch 244]: Training Loss: 0.0011271, Valid MRR: 0.32176,
2023-05-09 07:20:33,443 - [INFO] - [E:245| 0]: Train Loss:0.0011385, Val MRR:0.32176, yago11k
2023-05-09 07:22:15,128 - [INFO] - [E:245| 100]: Train Loss:0.0011267, Val MRR:0.32176, yago11k
2023-05-09 07:23:57,582 - [INFO] - [E:245| 200]: Train Loss:0.001126, Val MRR:0.32176, yago11k
2023-05-09 07:25:39,094 - [INFO] - [E:245| 300]: Train Loss:0.0011255, Val MRR:0.32176, yago11k
2023-05-09 07:27:22,238 - [INFO] - [E:245| 400]: Train Loss:0.0011257, Val MRR:0.32176, yago11k
2023-05-09 07:28:57,783 - [INFO] - [E:245| 500]: Train Loss:0.0011263, Val MRR:0.32176, yago11k
2023-05-09 07:30:37,787 - [INFO] - [E:245| 600]: Train Loss:0.0011266, Val MRR:0.32176, yago11k
2023-05-09 07:30:37,788 - [INFO] - [Epoch:245]: Training Loss:0.001127
2023-05-09 07:30:38,134 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 07:30:59,504 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 07:31:20,545 - [INFO] - [Evaluating Epoch 245 valid]:
MRR: Tail : 0.40503, Head : 0.23065, Avg : 0.31784
2023-05-09 07:31:20,545 - [INFO] - [Epoch 245]: Training Loss: 0.0011266, Valid MRR: 0.32176,
2023-05-09 07:31:21,740 - [INFO] - [E:246| 0]: Train Loss:0.0011252, Val MRR:0.32176, yago11k
2023-05-09 07:33:04,776 - [INFO] - [E:246| 100]: Train Loss:0.0011238, Val MRR:0.32176, yago11k
2023-05-09 07:34:47,465 - [INFO] - [E:246| 200]: Train Loss:0.0011249, Val MRR:0.32176, yago11k
2023-05-09 07:36:30,878 - [INFO] - [E:246| 300]: Train Loss:0.0011249, Val MRR:0.32176, yago11k
2023-05-09 07:38:03,867 - [INFO] - [E:246| 400]: Train Loss:0.0011246, Val MRR:0.32176, yago11k
2023-05-09 07:39:47,093 - [INFO] - [E:246| 500]: Train Loss:0.0011255, Val MRR:0.32176, yago11k
2023-05-09 07:41:29,065 - [INFO] - [E:246| 600]: Train Loss:0.0011263, Val MRR:0.32176, yago11k
2023-05-09 07:41:29,065 - [INFO] - [Epoch:246]: Training Loss:0.001126
2023-05-09 07:41:29,451 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 07:41:50,540 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 07:42:11,764 - [INFO] - [Evaluating Epoch 246 valid]:
MRR: Tail : 0.41141, Head : 0.23252, Avg : 0.32196
2023-05-09 07:42:12,661 - [INFO] - [Epoch 246]: Training Loss: 0.0011263, Valid MRR: 0.32196,
2023-05-09 07:42:13,850 - [INFO] - [E:247| 0]: Train Loss:0.0011273, Val MRR:0.32196, yago11k
2023-05-09 07:43:56,784 - [INFO] - [E:247| 100]: Train Loss:0.0011256, Val MRR:0.32196, yago11k
2023-05-09 07:45:39,671 - [INFO] - [E:247| 200]: Train Loss:0.0011271, Val MRR:0.32196, yago11k
2023-05-09 07:47:14,784 - [INFO] - [E:247| 300]: Train Loss:0.0011265, Val MRR:0.32196, yago11k
2023-05-09 07:48:58,280 - [INFO] - [E:247| 400]: Train Loss:0.001126, Val MRR:0.32196, yago11k
2023-05-09 07:50:41,871 - [INFO] - [E:247| 500]: Train Loss:0.0011265, Val MRR:0.32196, yago11k
2023-05-09 07:52:24,909 - [INFO] - [E:247| 600]: Train Loss:0.001126, Val MRR:0.32196, yago11k
2023-05-09 07:52:24,910 - [INFO] - [Epoch:247]: Training Loss:0.001126
2023-05-09 07:52:25,303 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 07:52:45,974 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 07:53:07,160 - [INFO] - [Evaluating Epoch 247 valid]:
MRR: Tail : 0.41402, Head : 0.23219, Avg : 0.3231
2023-05-09 07:53:08,111 - [INFO] - [Epoch 247]: Training Loss: 0.001126, Valid MRR: 0.3231,
2023-05-09 07:53:09,309 - [INFO] - [E:248| 0]: Train Loss:0.0011221, Val MRR:0.3231, yago11k
2023-05-09 07:54:52,578 - [INFO] - [E:248| 100]: Train Loss:0.0011248, Val MRR:0.3231, yago11k
2023-05-09 07:56:25,486 - [INFO] - [E:248| 200]: Train Loss:0.0011255, Val MRR:0.3231, yago11k
2023-05-09 07:58:08,194 - [INFO] - [E:248| 300]: Train Loss:0.0011256, Val MRR:0.3231, yago11k
2023-05-09 07:59:51,080 - [INFO] - [E:248| 400]: Train Loss:0.0011255, Val MRR:0.3231, yago11k
2023-05-09 08:01:34,136 - [INFO] - [E:248| 500]: Train Loss:0.0011259, Val MRR:0.3231, yago11k
2023-05-09 08:03:16,238 - [INFO] - [E:248| 600]: Train Loss:0.0011259, Val MRR:0.3231, yago11k
2023-05-09 08:03:16,238 - [INFO] - [Epoch:248]: Training Loss:0.001126
2023-05-09 08:03:16,586 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 08:03:37,201 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 08:03:49,222 - [INFO] - [Evaluating Epoch 248 valid]:
MRR: Tail : 0.41074, Head : 0.23161, Avg : 0.32117
2023-05-09 08:03:49,222 - [INFO] - [Epoch 248]: Training Loss: 0.0011259, Valid MRR: 0.3231,
2023-05-09 08:03:49,868 - [INFO] - [E:249| 0]: Train Loss:0.0011248, Val MRR:0.3231, yago11k
2023-05-09 08:05:31,022 - [INFO] - [E:249| 100]: Train Loss:0.0011236, Val MRR:0.3231, yago11k
2023-05-09 08:07:14,280 - [INFO] - [E:249| 200]: Train Loss:0.0011243, Val MRR:0.3231, yago11k
2023-05-09 08:08:57,220 - [INFO] - [E:249| 300]: Train Loss:0.0011247, Val MRR:0.3231, yago11k
2023-05-09 08:10:40,235 - [INFO] - [E:249| 400]: Train Loss:0.0011251, Val MRR:0.3231, yago11k
2023-05-09 08:12:21,137 - [INFO] - [E:249| 500]: Train Loss:0.0011255, Val MRR:0.3231, yago11k
2023-05-09 08:13:54,870 - [INFO] - [E:249| 600]: Train Loss:0.0011255, Val MRR:0.3231, yago11k
2023-05-09 08:13:54,870 - [INFO] - [Epoch:249]: Training Loss:0.001125
2023-05-09 08:13:55,200 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 08:14:16,377 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 08:14:37,173 - [INFO] - [Evaluating Epoch 249 valid]:
MRR: Tail : 0.41096, Head : 0.2314, Avg : 0.32118
MR: Tail : 578.1, Head : 944.77, Avg : 761.43
Hit-1: Tail : 0.32662, Head : 0.1895, Avg : 0.25806
Hit-3: Tail : 0.44804, Head : 0.22715, Avg : 0.33759
Hit-10: Tail : 0.57016, Head : 0.31384, Avg : 0.442
2023-05-09 08:14:37,173 - [INFO] - [Epoch 249]: Training Loss: 0.0011255, Valid MRR: 0.3231,
2023-05-09 08:14:38,374 - [INFO] - [E:250| 0]: Train Loss:0.001118, Val MRR:0.3231, yago11k
2023-05-09 08:16:20,938 - [INFO] - [E:250| 100]: Train Loss:0.001124, Val MRR:0.3231, yago11k
2023-05-09 08:18:03,863 - [INFO] - [E:250| 200]: Train Loss:0.0011247, Val MRR:0.3231, yago11k
2023-05-09 08:19:46,427 - [INFO] - [E:250| 300]: Train Loss:0.0011246, Val MRR:0.3231, yago11k
2023-05-09 08:21:19,048 - [INFO] - [E:250| 400]: Train Loss:0.0011261, Val MRR:0.3231, yago11k
2023-05-09 08:23:01,768 - [INFO] - [E:250| 500]: Train Loss:0.0011255, Val MRR:0.3231, yago11k
2023-05-09 08:24:44,229 - [INFO] - [E:250| 600]: Train Loss:0.0011258, Val MRR:0.3231, yago11k
2023-05-09 08:24:44,229 - [INFO] - [Epoch:250]: Training Loss:0.001126
2023-05-09 08:24:44,727 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 08:25:05,375 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 08:25:26,713 - [INFO] - [Evaluating Epoch 250 valid]:
MRR: Tail : 0.40978, Head : 0.23132, Avg : 0.32055
2023-05-09 08:25:26,713 - [INFO] - [Epoch 250]: Training Loss: 0.0011258, Valid MRR: 0.3231,
2023-05-09 08:25:27,905 - [INFO] - [E:251| 0]: Train Loss:0.0011287, Val MRR:0.3231, yago11k
2023-05-09 08:27:11,415 - [INFO] - [E:251| 100]: Train Loss:0.0011258, Val MRR:0.3231, yago11k
2023-05-09 08:28:54,372 - [INFO] - [E:251| 200]: Train Loss:0.0011254, Val MRR:0.3231, yago11k
2023-05-09 08:30:27,574 - [INFO] - [E:251| 300]: Train Loss:0.001125, Val MRR:0.3231, yago11k
2023-05-09 08:32:10,738 - [INFO] - [E:251| 400]: Train Loss:0.0011258, Val MRR:0.3231, yago11k
2023-05-09 08:33:54,188 - [INFO] - [E:251| 500]: Train Loss:0.0011255, Val MRR:0.3231, yago11k
2023-05-09 08:35:38,192 - [INFO] - [E:251| 600]: Train Loss:0.0011252, Val MRR:0.3231, yago11k
2023-05-09 08:35:38,192 - [INFO] - [Epoch:251]: Training Loss:0.001125
2023-05-09 08:35:38,583 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 08:35:59,286 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 08:36:20,422 - [INFO] - [Evaluating Epoch 251 valid]:
MRR: Tail : 0.41221, Head : 0.23198, Avg : 0.32209
2023-05-09 08:36:20,422 - [INFO] - [Epoch 251]: Training Loss: 0.0011252, Valid MRR: 0.3231,
2023-05-09 08:36:21,520 - [INFO] - [E:252| 0]: Train Loss:0.00112, Val MRR:0.3231, yago11k
2023-05-09 08:38:04,843 - [INFO] - [E:252| 100]: Train Loss:0.0011252, Val MRR:0.3231, yago11k
2023-05-09 08:39:37,289 - [INFO] - [E:252| 200]: Train Loss:0.0011247, Val MRR:0.3231, yago11k
2023-05-09 08:41:20,452 - [INFO] - [E:252| 300]: Train Loss:0.0011242, Val MRR:0.3231, yago11k
2023-05-09 08:43:03,699 - [INFO] - [E:252| 400]: Train Loss:0.0011248, Val MRR:0.3231, yago11k
2023-05-09 08:44:47,056 - [INFO] - [E:252| 500]: Train Loss:0.0011245, Val MRR:0.3231, yago11k
2023-05-09 08:46:29,616 - [INFO] - [E:252| 600]: Train Loss:0.0011252, Val MRR:0.3231, yago11k
2023-05-09 08:46:29,617 - [INFO] - [Epoch:252]: Training Loss:0.001125
2023-05-09 08:46:30,116 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 08:46:51,029 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 08:47:12,551 - [INFO] - [Evaluating Epoch 252 valid]:
MRR: Tail : 0.40348, Head : 0.23151, Avg : 0.3175
2023-05-09 08:47:12,552 - [INFO] - [Epoch 252]: Training Loss: 0.0011252, Valid MRR: 0.3231,
2023-05-09 08:47:13,409 - [INFO] - [E:253| 0]: Train Loss:0.0011417, Val MRR:0.3231, yago11k
2023-05-09 08:48:46,684 - [INFO] - [E:253| 100]: Train Loss:0.0011236, Val MRR:0.3231, yago11k
2023-05-09 08:50:29,679 - [INFO] - [E:253| 200]: Train Loss:0.0011231, Val MRR:0.3231, yago11k
2023-05-09 08:52:13,012 - [INFO] - [E:253| 300]: Train Loss:0.0011241, Val MRR:0.3231, yago11k
2023-05-09 08:53:56,347 - [INFO] - [E:253| 400]: Train Loss:0.0011246, Val MRR:0.3231, yago11k
2023-05-09 08:55:38,242 - [INFO] - [E:253| 500]: Train Loss:0.0011251, Val MRR:0.3231, yago11k
2023-05-09 08:57:09,440 - [INFO] - [E:253| 600]: Train Loss:0.0011251, Val MRR:0.3231, yago11k
2023-05-09 08:57:09,441 - [INFO] - [Epoch:253]: Training Loss:0.001125
2023-05-09 08:57:09,881 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 08:57:30,763 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 08:57:52,332 - [INFO] - [Evaluating Epoch 253 valid]:
MRR: Tail : 0.4074, Head : 0.22981, Avg : 0.3186
2023-05-09 08:57:52,333 - [INFO] - [Epoch 253]: Training Loss: 0.0011251, Valid MRR: 0.3231,
2023-05-09 08:57:53,450 - [INFO] - [E:254| 0]: Train Loss:0.0011052, Val MRR:0.3231, yago11k
2023-05-09 08:59:37,811 - [INFO] - [E:254| 100]: Train Loss:0.0011206, Val MRR:0.3231, yago11k
2023-05-09 09:01:21,892 - [INFO] - [E:254| 200]: Train Loss:0.0011234, Val MRR:0.3231, yago11k
2023-05-09 09:03:05,778 - [INFO] - [E:254| 300]: Train Loss:0.0011235, Val MRR:0.3231, yago11k
2023-05-09 09:04:40,663 - [INFO] - [E:254| 400]: Train Loss:0.001124, Val MRR:0.3231, yago11k
2023-05-09 09:06:23,249 - [INFO] - [E:254| 500]: Train Loss:0.0011239, Val MRR:0.3231, yago11k
2023-05-09 09:08:05,730 - [INFO] - [E:254| 600]: Train Loss:0.0011244, Val MRR:0.3231, yago11k
2023-05-09 09:08:05,730 - [INFO] - [Epoch:254]: Training Loss:0.001124
2023-05-09 09:08:06,058 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 09:08:27,519 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 09:08:48,353 - [INFO] - [Evaluating Epoch 254 valid]:
MRR: Tail : 0.40697, Head : 0.23064, Avg : 0.3188
2023-05-09 09:08:48,353 - [INFO] - [Epoch 254]: Training Loss: 0.0011244, Valid MRR: 0.3231,
2023-05-09 09:08:49,428 - [INFO] - [E:255| 0]: Train Loss:0.0011242, Val MRR:0.3231, yago11k
2023-05-09 09:10:33,026 - [INFO] - [E:255| 100]: Train Loss:0.0011237, Val MRR:0.3231, yago11k
2023-05-09 09:12:16,572 - [INFO] - [E:255| 200]: Train Loss:0.0011235, Val MRR:0.3231, yago11k
2023-05-09 09:13:50,313 - [INFO] - [E:255| 300]: Train Loss:0.0011239, Val MRR:0.3231, yago11k
2023-05-09 09:15:34,105 - [INFO] - [E:255| 400]: Train Loss:0.001124, Val MRR:0.3231, yago11k
2023-05-09 09:17:17,847 - [INFO] - [E:255| 500]: Train Loss:0.0011242, Val MRR:0.3231, yago11k
2023-05-09 09:19:01,138 - [INFO] - [E:255| 600]: Train Loss:0.0011246, Val MRR:0.3231, yago11k
2023-05-09 09:19:01,139 - [INFO] - [Epoch:255]: Training Loss:0.001125
2023-05-09 09:19:01,485 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 09:19:22,732 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 09:19:43,945 - [INFO] - [Evaluating Epoch 255 valid]:
MRR: Tail : 0.40598, Head : 0.2315, Avg : 0.31874
2023-05-09 09:19:43,945 - [INFO] - [Epoch 255]: Training Loss: 0.0011246, Valid MRR: 0.3231,
2023-05-09 09:19:45,107 - [INFO] - [E:256| 0]: Train Loss:0.0011144, Val MRR:0.3231, yago11k
2023-05-09 09:21:29,207 - [INFO] - [E:256| 100]: Train Loss:0.0011232, Val MRR:0.3231, yago11k
2023-05-09 09:23:05,021 - [INFO] - [E:256| 200]: Train Loss:0.0011234, Val MRR:0.3231, yago11k
2023-05-09 09:24:47,575 - [INFO] - [E:256| 300]: Train Loss:0.0011238, Val MRR:0.3231, yago11k
2023-05-09 09:26:30,518 - [INFO] - [E:256| 400]: Train Loss:0.0011246, Val MRR:0.3231, yago11k
2023-05-09 09:28:13,637 - [INFO] - [E:256| 500]: Train Loss:0.0011244, Val MRR:0.3231, yago11k
2023-05-09 09:29:55,794 - [INFO] - [E:256| 600]: Train Loss:0.0011246, Val MRR:0.3231, yago11k
2023-05-09 09:29:55,794 - [INFO] - [Epoch:256]: Training Loss:0.001125
2023-05-09 09:29:56,298 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 09:30:17,279 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 09:30:37,675 - [INFO] - [Evaluating Epoch 256 valid]:
MRR: Tail : 0.41256, Head : 0.23154, Avg : 0.32205
2023-05-09 09:30:37,676 - [INFO] - [Epoch 256]: Training Loss: 0.0011246, Valid MRR: 0.3231,
2023-05-09 09:30:38,320 - [INFO] - [E:257| 0]: Train Loss:0.0011612, Val MRR:0.3231, yago11k
2023-05-09 09:32:12,555 - [INFO] - [E:257| 100]: Train Loss:0.0011222, Val MRR:0.3231, yago11k
2023-05-09 09:33:56,559 - [INFO] - [E:257| 200]: Train Loss:0.0011242, Val MRR:0.3231, yago11k
2023-05-09 09:35:40,426 - [INFO] - [E:257| 300]: Train Loss:0.0011244, Val MRR:0.3231, yago11k
2023-05-09 09:37:24,496 - [INFO] - [E:257| 400]: Train Loss:0.0011246, Val MRR:0.3231, yago11k
2023-05-09 09:39:08,120 - [INFO] - [E:257| 500]: Train Loss:0.0011245, Val MRR:0.3231, yago11k
2023-05-09 09:40:40,922 - [INFO] - [E:257| 600]: Train Loss:0.0011244, Val MRR:0.3231, yago11k
2023-05-09 09:40:40,923 - [INFO] - [Epoch:257]: Training Loss:0.001124
2023-05-09 09:40:41,184 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 09:41:01,909 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 09:41:23,025 - [INFO] - [Evaluating Epoch 257 valid]:
MRR: Tail : 0.41039, Head : 0.23409, Avg : 0.32224
2023-05-09 09:41:23,025 - [INFO] - [Epoch 257]: Training Loss: 0.0011244, Valid MRR: 0.3231,
2023-05-09 09:41:24,134 - [INFO] - [E:258| 0]: Train Loss:0.0011186, Val MRR:0.3231, yago11k
2023-05-09 09:43:07,372 - [INFO] - [E:258| 100]: Train Loss:0.0011227, Val MRR:0.3231, yago11k
2023-05-09 09:44:50,520 - [INFO] - [E:258| 200]: Train Loss:0.0011242, Val MRR:0.3231, yago11k
2023-05-09 09:46:33,874 - [INFO] - [E:258| 300]: Train Loss:0.0011241, Val MRR:0.3231, yago11k
2023-05-09 09:48:12,092 - [INFO] - [E:258| 400]: Train Loss:0.0011241, Val MRR:0.3231, yago11k
2023-05-09 09:49:50,636 - [INFO] - [E:258| 500]: Train Loss:0.0011245, Val MRR:0.3231, yago11k
2023-05-09 09:51:33,501 - [INFO] - [E:258| 600]: Train Loss:0.0011242, Val MRR:0.3231, yago11k
2023-05-09 09:51:33,502 - [INFO] - [Epoch:258]: Training Loss:0.001124
2023-05-09 09:51:33,828 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 09:51:54,586 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 09:52:16,009 - [INFO] - [Evaluating Epoch 258 valid]:
MRR: Tail : 0.41, Head : 0.23324, Avg : 0.32162
2023-05-09 09:52:16,009 - [INFO] - [Epoch 258]: Training Loss: 0.0011242, Valid MRR: 0.3231,
2023-05-09 09:52:16,841 - [INFO] - [E:259| 0]: Train Loss:0.0011118, Val MRR:0.3231, yago11k
2023-05-09 09:54:00,171 - [INFO] - [E:259| 100]: Train Loss:0.0011226, Val MRR:0.3231, yago11k
2023-05-09 09:55:43,175 - [INFO] - [E:259| 200]: Train Loss:0.0011234, Val MRR:0.3231, yago11k
2023-05-09 09:57:15,856 - [INFO] - [E:259| 300]: Train Loss:0.0011233, Val MRR:0.3231, yago11k
2023-05-09 09:58:58,812 - [INFO] - [E:259| 400]: Train Loss:0.0011239, Val MRR:0.3231, yago11k
2023-05-09 10:00:41,609 - [INFO] - [E:259| 500]: Train Loss:0.0011237, Val MRR:0.3231, yago11k
2023-05-09 10:02:24,006 - [INFO] - [E:259| 600]: Train Loss:0.0011241, Val MRR:0.3231, yago11k
2023-05-09 10:02:24,006 - [INFO] - [Epoch:259]: Training Loss:0.001124
2023-05-09 10:02:24,269 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 10:02:45,287 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 10:03:06,376 - [INFO] - [Evaluating Epoch 259 valid]:
MRR: Tail : 0.4129, Head : 0.231, Avg : 0.32195
MR: Tail : 571.54, Head : 951.16, Avg : 761.35
Hit-1: Tail : 0.3337, Head : 0.18894, Avg : 0.26132
Hit-3: Tail : 0.44401, Head : 0.2277, Avg : 0.33586
Hit-10: Tail : 0.56946, Head : 0.31273, Avg : 0.44109
2023-05-09 10:03:06,376 - [INFO] - [Epoch 259]: Training Loss: 0.0011241, Valid MRR: 0.3231,
2023-05-09 10:03:07,657 - [INFO] - [E:260| 0]: Train Loss:0.0011718, Val MRR:0.3231, yago11k
2023-05-09 10:04:50,486 - [INFO] - [E:260| 100]: Train Loss:0.0011231, Val MRR:0.3231, yago11k
2023-05-09 10:06:23,290 - [INFO] - [E:260| 200]: Train Loss:0.0011226, Val MRR:0.3231, yago11k
2023-05-09 10:08:06,768 - [INFO] - [E:260| 300]: Train Loss:0.0011234, Val MRR:0.3231, yago11k
2023-05-09 10:09:50,414 - [INFO] - [E:260| 400]: Train Loss:0.0011235, Val MRR:0.3231, yago11k
2023-05-09 10:11:36,033 - [INFO] - [E:260| 500]: Train Loss:0.0011231, Val MRR:0.3231, yago11k
2023-05-09 10:13:18,484 - [INFO] - [E:260| 600]: Train Loss:0.0011235, Val MRR:0.3231, yago11k
2023-05-09 10:13:18,485 - [INFO] - [Epoch:260]: Training Loss:0.001124
2023-05-09 10:13:18,755 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 10:13:39,740 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 10:14:00,926 - [INFO] - [Evaluating Epoch 260 valid]:
MRR: Tail : 0.41379, Head : 0.23352, Avg : 0.32365
2023-05-09 10:14:01,823 - [INFO] - [Epoch 260]: Training Loss: 0.0011235, Valid MRR: 0.32365,
2023-05-09 10:14:03,244 - [INFO] - [E:261| 0]: Train Loss:0.001127, Val MRR:0.32365, yago11k
2023-05-09 10:15:36,295 - [INFO] - [E:261| 100]: Train Loss:0.001122, Val MRR:0.32365, yago11k
2023-05-09 10:17:19,527 - [INFO] - [E:261| 200]: Train Loss:0.0011213, Val MRR:0.32365, yago11k
2023-05-09 10:19:03,044 - [INFO] - [E:261| 300]: Train Loss:0.0011218, Val MRR:0.32365, yago11k
2023-05-09 10:20:46,137 - [INFO] - [E:261| 400]: Train Loss:0.0011227, Val MRR:0.32365, yago11k
2023-05-09 10:22:29,529 - [INFO] - [E:261| 500]: Train Loss:0.0011233, Val MRR:0.32365, yago11k
2023-05-09 10:24:02,318 - [INFO] - [E:261| 600]: Train Loss:0.0011236, Val MRR:0.32365, yago11k
2023-05-09 10:24:02,319 - [INFO] - [Epoch:261]: Training Loss:0.001124
2023-05-09 10:24:02,581 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 10:24:23,590 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 10:24:44,292 - [INFO] - [Evaluating Epoch 261 valid]:
MRR: Tail : 0.40995, Head : 0.23547, Avg : 0.32271
2023-05-09 10:24:44,292 - [INFO] - [Epoch 261]: Training Loss: 0.0011236, Valid MRR: 0.32365,
2023-05-09 10:24:45,464 - [INFO] - [E:262| 0]: Train Loss:0.0011071, Val MRR:0.32365, yago11k
2023-05-09 10:26:27,392 - [INFO] - [E:262| 100]: Train Loss:0.0011221, Val MRR:0.32365, yago11k
2023-05-09 10:28:08,972 - [INFO] - [E:262| 200]: Train Loss:0.0011225, Val MRR:0.32365, yago11k
2023-05-09 10:29:51,827 - [INFO] - [E:262| 300]: Train Loss:0.0011229, Val MRR:0.32365, yago11k
2023-05-09 10:31:28,624 - [INFO] - [E:262| 400]: Train Loss:0.0011232, Val MRR:0.32365, yago11k
2023-05-09 10:33:08,981 - [INFO] - [E:262| 500]: Train Loss:0.0011231, Val MRR:0.32365, yago11k
2023-05-09 10:34:52,361 - [INFO] - [E:262| 600]: Train Loss:0.0011233, Val MRR:0.32365, yago11k
2023-05-09 10:34:52,362 - [INFO] - [Epoch:262]: Training Loss:0.001123
2023-05-09 10:34:52,730 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 10:35:13,599 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 10:35:34,721 - [INFO] - [Evaluating Epoch 262 valid]:
MRR: Tail : 0.40776, Head : 0.23273, Avg : 0.32025
2023-05-09 10:35:34,721 - [INFO] - [Epoch 262]: Training Loss: 0.0011233, Valid MRR: 0.32365,
2023-05-09 10:35:35,817 - [INFO] - [E:263| 0]: Train Loss:0.0011109, Val MRR:0.32365, yago11k
2023-05-09 10:37:19,765 - [INFO] - [E:263| 100]: Train Loss:0.0011202, Val MRR:0.32365, yago11k
2023-05-09 10:39:03,296 - [INFO] - [E:263| 200]: Train Loss:0.0011211, Val MRR:0.32365, yago11k
2023-05-09 10:40:36,683 - [INFO] - [E:263| 300]: Train Loss:0.001122, Val MRR:0.32365, yago11k
2023-05-09 10:42:19,900 - [INFO] - [E:263| 400]: Train Loss:0.0011224, Val MRR:0.32365, yago11k
2023-05-09 10:44:02,640 - [INFO] - [E:263| 500]: Train Loss:0.0011228, Val MRR:0.32365, yago11k
2023-05-09 10:45:44,728 - [INFO] - [E:263| 600]: Train Loss:0.0011233, Val MRR:0.32365, yago11k
2023-05-09 10:45:44,728 - [INFO] - [Epoch:263]: Training Loss:0.001123
2023-05-09 10:45:45,033 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 10:46:05,604 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 10:46:26,710 - [INFO] - [Evaluating Epoch 263 valid]:
MRR: Tail : 0.40593, Head : 0.23508, Avg : 0.3205
2023-05-09 10:46:26,710 - [INFO] - [Epoch 263]: Training Loss: 0.0011233, Valid MRR: 0.32365,
2023-05-09 10:46:27,832 - [INFO] - [E:264| 0]: Train Loss:0.0010945, Val MRR:0.32365, yago11k
2023-05-09 10:48:11,250 - [INFO] - [E:264| 100]: Train Loss:0.0011219, Val MRR:0.32365, yago11k
2023-05-09 10:49:44,111 - [INFO] - [E:264| 200]: Train Loss:0.0011218, Val MRR:0.32365, yago11k
2023-05-09 10:51:26,878 - [INFO] - [E:264| 300]: Train Loss:0.0011224, Val MRR:0.32365, yago11k
2023-05-09 10:53:09,841 - [INFO] - [E:264| 400]: Train Loss:0.0011231, Val MRR:0.32365, yago11k
2023-05-09 10:54:54,016 - [INFO] - [E:264| 500]: Train Loss:0.001123, Val MRR:0.32365, yago11k
2023-05-09 10:56:37,605 - [INFO] - [E:264| 600]: Train Loss:0.001123, Val MRR:0.32365, yago11k
2023-05-09 10:56:37,606 - [INFO] - [Epoch:264]: Training Loss:0.001123
2023-05-09 10:56:37,867 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 10:56:58,778 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 10:57:19,841 - [INFO] - [Evaluating Epoch 264 valid]:
MRR: Tail : 0.40901, Head : 0.23282, Avg : 0.32092
2023-05-09 10:57:19,841 - [INFO] - [Epoch 264]: Training Loss: 0.001123, Valid MRR: 0.32365,
2023-05-09 10:57:21,036 - [INFO] - [E:265| 0]: Train Loss:0.0011152, Val MRR:0.32365, yago11k
2023-05-09 10:58:55,879 - [INFO] - [E:265| 100]: Train Loss:0.0011227, Val MRR:0.32365, yago11k
2023-05-09 11:00:38,460 - [INFO] - [E:265| 200]: Train Loss:0.0011232, Val MRR:0.32365, yago11k
2023-05-09 11:02:21,564 - [INFO] - [E:265| 300]: Train Loss:0.001123, Val MRR:0.32365, yago11k
2023-05-09 11:04:04,676 - [INFO] - [E:265| 400]: Train Loss:0.0011226, Val MRR:0.32365, yago11k
2023-05-09 11:05:47,747 - [INFO] - [E:265| 500]: Train Loss:0.0011232, Val MRR:0.32365, yago11k
2023-05-09 11:07:19,817 - [INFO] - [E:265| 600]: Train Loss:0.0011229, Val MRR:0.32365, yago11k
2023-05-09 11:07:19,817 - [INFO] - [Epoch:265]: Training Loss:0.001123
2023-05-09 11:07:20,323 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 11:07:41,255 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 11:08:02,698 - [INFO] - [Evaluating Epoch 265 valid]:
MRR: Tail : 0.41063, Head : 0.23158, Avg : 0.32111
2023-05-09 11:08:02,698 - [INFO] - [Epoch 265]: Training Loss: 0.0011229, Valid MRR: 0.32365,
2023-05-09 11:08:03,552 - [INFO] - [E:266| 0]: Train Loss:0.0011159, Val MRR:0.32365, yago11k
2023-05-09 11:09:46,561 - [INFO] - [E:266| 100]: Train Loss:0.0011204, Val MRR:0.32365, yago11k
2023-05-09 11:11:30,321 - [INFO] - [E:266| 200]: Train Loss:0.0011224, Val MRR:0.32365, yago11k
2023-05-09 11:13:14,304 - [INFO] - [E:266| 300]: Train Loss:0.001123, Val MRR:0.32365, yago11k
2023-05-09 11:14:54,080 - [INFO] - [E:266| 400]: Train Loss:0.0011226, Val MRR:0.32365, yago11k
2023-05-09 11:16:31,040 - [INFO] - [E:266| 500]: Train Loss:0.0011223, Val MRR:0.32365, yago11k
2023-05-09 11:18:13,277 - [INFO] - [E:266| 600]: Train Loss:0.0011225, Val MRR:0.32365, yago11k
2023-05-09 11:18:13,278 - [INFO] - [Epoch:266]: Training Loss:0.001123
2023-05-09 11:18:13,654 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 11:18:34,476 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 11:18:56,107 - [INFO] - [Evaluating Epoch 266 valid]:
MRR: Tail : 0.40551, Head : 0.23098, Avg : 0.31825
2023-05-09 11:18:56,107 - [INFO] - [Epoch 266]: Training Loss: 0.0011225, Valid MRR: 0.32365,
2023-05-09 11:18:56,963 - [INFO] - [E:267| 0]: Train Loss:0.0011136, Val MRR:0.32365, yago11k
2023-05-09 11:20:39,738 - [INFO] - [E:267| 100]: Train Loss:0.0011228, Val MRR:0.32365, yago11k
2023-05-09 11:22:22,739 - [INFO] - [E:267| 200]: Train Loss:0.0011212, Val MRR:0.32365, yago11k
2023-05-09 11:23:55,673 - [INFO] - [E:267| 300]: Train Loss:0.0011216, Val MRR:0.32365, yago11k
2023-05-09 11:25:38,301 - [INFO] - [E:267| 400]: Train Loss:0.0011219, Val MRR:0.32365, yago11k
2023-05-09 11:27:22,193 - [INFO] - [E:267| 500]: Train Loss:0.0011219, Val MRR:0.32365, yago11k
2023-05-09 11:29:04,719 - [INFO] - [E:267| 600]: Train Loss:0.0011221, Val MRR:0.32365, yago11k
2023-05-09 11:29:04,719 - [INFO] - [Epoch:267]: Training Loss:0.001122
2023-05-09 11:29:05,117 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 11:29:26,256 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 11:29:47,697 - [INFO] - [Evaluating Epoch 267 valid]:
MRR: Tail : 0.40734, Head : 0.23316, Avg : 0.32025
2023-05-09 11:29:47,698 - [INFO] - [Epoch 267]: Training Loss: 0.0011221, Valid MRR: 0.32365,
2023-05-09 11:29:48,539 - [INFO] - [E:268| 0]: Train Loss:0.0011145, Val MRR:0.32365, yago11k
2023-05-09 11:31:31,871 - [INFO] - [E:268| 100]: Train Loss:0.0011206, Val MRR:0.32365, yago11k
2023-05-09 11:33:04,341 - [INFO] - [E:268| 200]: Train Loss:0.0011198, Val MRR:0.32365, yago11k
2023-05-09 11:34:47,089 - [INFO] - [E:268| 300]: Train Loss:0.0011211, Val MRR:0.32365, yago11k
2023-05-09 11:36:29,606 - [INFO] - [E:268| 400]: Train Loss:0.0011213, Val MRR:0.32365, yago11k
2023-05-09 11:38:12,476 - [INFO] - [E:268| 500]: Train Loss:0.0011215, Val MRR:0.32365, yago11k
2023-05-09 11:39:54,985 - [INFO] - [E:268| 600]: Train Loss:0.0011219, Val MRR:0.32365, yago11k
2023-05-09 11:39:54,985 - [INFO] - [Epoch:268]: Training Loss:0.001122
2023-05-09 11:39:55,478 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 11:40:15,974 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 11:40:37,270 - [INFO] - [Evaluating Epoch 268 valid]:
MRR: Tail : 0.40327, Head : 0.23219, Avg : 0.31773
2023-05-09 11:40:37,270 - [INFO] - [Epoch 268]: Training Loss: 0.0011219, Valid MRR: 0.32365,
2023-05-09 11:40:38,198 - [INFO] - [E:269| 0]: Train Loss:0.0011067, Val MRR:0.32365, yago11k
2023-05-09 11:42:10,739 - [INFO] - [E:269| 100]: Train Loss:0.0011185, Val MRR:0.32365, yago11k
2023-05-09 11:43:53,779 - [INFO] - [E:269| 200]: Train Loss:0.0011201, Val MRR:0.32365, yago11k
2023-05-09 11:45:37,045 - [INFO] - [E:269| 300]: Train Loss:0.0011206, Val MRR:0.32365, yago11k
2023-05-09 11:47:22,204 - [INFO] - [E:269| 400]: Train Loss:0.0011211, Val MRR:0.32365, yago11k
2023-05-09 11:49:05,007 - [INFO] - [E:269| 500]: Train Loss:0.0011214, Val MRR:0.32365, yago11k
2023-05-09 11:50:37,227 - [INFO] - [E:269| 600]: Train Loss:0.0011219, Val MRR:0.32365, yago11k
2023-05-09 11:50:37,227 - [INFO] - [Epoch:269]: Training Loss:0.001122
2023-05-09 11:50:37,623 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 11:50:58,830 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 11:51:19,872 - [INFO] - [Evaluating Epoch 269 valid]:
MRR: Tail : 0.40656, Head : 0.23263, Avg : 0.31959
MR: Tail : 619.65, Head : 960.63, Avg : 790.14
Hit-1: Tail : 0.32551, Head : 0.19172, Avg : 0.25861
Hit-3: Tail : 0.43915, Head : 0.22909, Avg : 0.33412
Hit-10: Tail : 0.57071, Head : 0.31662, Avg : 0.44366
2023-05-09 11:51:19,872 - [INFO] - [Epoch 269]: Training Loss: 0.0011219, Valid MRR: 0.32365,
2023-05-09 11:51:21,004 - [INFO] - [E:270| 0]: Train Loss:0.0011114, Val MRR:0.32365, yago11k
2023-05-09 11:53:04,243 - [INFO] - [E:270| 100]: Train Loss:0.0011208, Val MRR:0.32365, yago11k
2023-05-09 11:54:47,197 - [INFO] - [E:270| 200]: Train Loss:0.0011196, Val MRR:0.32365, yago11k
2023-05-09 11:56:30,335 - [INFO] - [E:270| 300]: Train Loss:0.00112, Val MRR:0.32365, yago11k
2023-05-09 11:58:10,659 - [INFO] - [E:270| 400]: Train Loss:0.0011205, Val MRR:0.32365, yago11k
2023-05-09 11:59:44,232 - [INFO] - [E:270| 500]: Train Loss:0.0011216, Val MRR:0.32365, yago11k
2023-05-09 12:01:26,577 - [INFO] - [E:270| 600]: Train Loss:0.0011218, Val MRR:0.32365, yago11k
2023-05-09 12:01:26,577 - [INFO] - [Epoch:270]: Training Loss:0.001122
2023-05-09 12:01:27,061 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 12:01:47,601 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 12:02:08,861 - [INFO] - [Evaluating Epoch 270 valid]:
MRR: Tail : 0.40651, Head : 0.23192, Avg : 0.31921
2023-05-09 12:02:08,861 - [INFO] - [Epoch 270]: Training Loss: 0.0011218, Valid MRR: 0.32365,
2023-05-09 12:02:10,037 - [INFO] - [E:271| 0]: Train Loss:0.0011173, Val MRR:0.32365, yago11k
2023-05-09 12:03:53,596 - [INFO] - [E:271| 100]: Train Loss:0.0011236, Val MRR:0.32365, yago11k
2023-05-09 12:05:37,238 - [INFO] - [E:271| 200]: Train Loss:0.001123, Val MRR:0.32365, yago11k
2023-05-09 12:07:10,954 - [INFO] - [E:271| 300]: Train Loss:0.0011221, Val MRR:0.32365, yago11k
2023-05-09 12:08:54,062 - [INFO] - [E:271| 400]: Train Loss:0.0011211, Val MRR:0.32365, yago11k
2023-05-09 12:10:37,111 - [INFO] - [E:271| 500]: Train Loss:0.0011216, Val MRR:0.32365, yago11k
2023-05-09 12:12:19,930 - [INFO] - [E:271| 600]: Train Loss:0.0011217, Val MRR:0.32365, yago11k
2023-05-09 12:12:19,930 - [INFO] - [Epoch:271]: Training Loss:0.001122
2023-05-09 12:12:20,276 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 12:12:41,483 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 12:13:02,363 - [INFO] - [Evaluating Epoch 271 valid]:
MRR: Tail : 0.4096, Head : 0.23059, Avg : 0.32009
2023-05-09 12:13:02,363 - [INFO] - [Epoch 271]: Training Loss: 0.0011217, Valid MRR: 0.32365,
2023-05-09 12:13:03,602 - [INFO] - [E:272| 0]: Train Loss:0.001131, Val MRR:0.32365, yago11k
2023-05-09 12:14:46,807 - [INFO] - [E:272| 100]: Train Loss:0.0011209, Val MRR:0.32365, yago11k
2023-05-09 12:16:20,083 - [INFO] - [E:272| 200]: Train Loss:0.0011205, Val MRR:0.32365, yago11k
2023-05-09 12:18:04,034 - [INFO] - [E:272| 300]: Train Loss:0.0011209, Val MRR:0.32365, yago11k
2023-05-09 12:19:47,452 - [INFO] - [E:272| 400]: Train Loss:0.0011208, Val MRR:0.32365, yago11k
2023-05-09 12:21:30,676 - [INFO] - [E:272| 500]: Train Loss:0.001121, Val MRR:0.32365, yago11k
2023-05-09 12:23:12,937 - [INFO] - [E:272| 600]: Train Loss:0.0011211, Val MRR:0.32365, yago11k
2023-05-09 12:23:12,937 - [INFO] - [Epoch:272]: Training Loss:0.001121
2023-05-09 12:23:13,414 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 12:23:33,669 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 12:23:55,022 - [INFO] - [Evaluating Epoch 272 valid]:
MRR: Tail : 0.41193, Head : 0.23153, Avg : 0.32173
2023-05-09 12:23:55,022 - [INFO] - [Epoch 272]: Training Loss: 0.0011211, Valid MRR: 0.32365,
2023-05-09 12:23:55,925 - [INFO] - [E:273| 0]: Train Loss:0.0011096, Val MRR:0.32365, yago11k
2023-05-09 12:25:28,803 - [INFO] - [E:273| 100]: Train Loss:0.0011198, Val MRR:0.32365, yago11k
2023-05-09 12:27:12,100 - [INFO] - [E:273| 200]: Train Loss:0.0011198, Val MRR:0.32365, yago11k
2023-05-09 12:28:55,359 - [INFO] - [E:273| 300]: Train Loss:0.0011206, Val MRR:0.32365, yago11k
2023-05-09 12:30:38,321 - [INFO] - [E:273| 400]: Train Loss:0.0011206, Val MRR:0.32365, yago11k
2023-05-09 12:32:21,410 - [INFO] - [E:273| 500]: Train Loss:0.0011212, Val MRR:0.32365, yago11k
2023-05-09 12:33:53,528 - [INFO] - [E:273| 600]: Train Loss:0.0011212, Val MRR:0.32365, yago11k
2023-05-09 12:33:53,528 - [INFO] - [Epoch:273]: Training Loss:0.001121
2023-05-09 12:33:53,807 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 12:34:14,825 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 12:34:36,161 - [INFO] - [Evaluating Epoch 273 valid]:
MRR: Tail : 0.40589, Head : 0.23102, Avg : 0.31846
2023-05-09 12:34:36,161 - [INFO] - [Epoch 273]: Training Loss: 0.0011212, Valid MRR: 0.32365,
2023-05-09 12:34:37,196 - [INFO] - [E:274| 0]: Train Loss:0.0012068, Val MRR:0.32365, yago11k
2023-05-09 12:36:22,978 - [INFO] - [E:274| 100]: Train Loss:0.0011192, Val MRR:0.32365, yago11k
2023-05-09 12:38:06,604 - [INFO] - [E:274| 200]: Train Loss:0.0011208, Val MRR:0.32365, yago11k
2023-05-09 12:39:50,509 - [INFO] - [E:274| 300]: Train Loss:0.0011211, Val MRR:0.32365, yago11k
2023-05-09 12:41:34,378 - [INFO] - [E:274| 400]: Train Loss:0.001121, Val MRR:0.32365, yago11k
2023-05-09 12:43:06,972 - [INFO] - [E:274| 500]: Train Loss:0.0011209, Val MRR:0.32365, yago11k
2023-05-09 12:44:50,088 - [INFO] - [E:274| 600]: Train Loss:0.0011209, Val MRR:0.32365, yago11k
2023-05-09 12:44:50,088 - [INFO] - [Epoch:274]: Training Loss:0.001121
2023-05-09 12:44:50,469 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 12:45:11,440 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 12:45:32,581 - [INFO] - [Evaluating Epoch 274 valid]:
MRR: Tail : 0.40513, Head : 0.23149, Avg : 0.31831
2023-05-09 12:45:32,582 - [INFO] - [Epoch 274]: Training Loss: 0.0011209, Valid MRR: 0.32365,
2023-05-09 12:45:33,745 - [INFO] - [E:275| 0]: Train Loss:0.0011133, Val MRR:0.32365, yago11k
2023-05-09 12:47:16,445 - [INFO] - [E:275| 100]: Train Loss:0.0011199, Val MRR:0.32365, yago11k
2023-05-09 12:48:59,336 - [INFO] - [E:275| 200]: Train Loss:0.0011195, Val MRR:0.32365, yago11k
2023-05-09 12:50:33,760 - [INFO] - [E:275| 300]: Train Loss:0.0011198, Val MRR:0.32365, yago11k
2023-05-09 12:52:15,619 - [INFO] - [E:275| 400]: Train Loss:0.0011205, Val MRR:0.32365, yago11k
2023-05-09 12:53:58,953 - [INFO] - [E:275| 500]: Train Loss:0.001121, Val MRR:0.32365, yago11k
2023-05-09 12:55:41,828 - [INFO] - [E:275| 600]: Train Loss:0.0011208, Val MRR:0.32365, yago11k
2023-05-09 12:55:41,828 - [INFO] - [Epoch:275]: Training Loss:0.001121
2023-05-09 12:55:42,225 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 12:56:03,324 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 12:56:24,659 - [INFO] - [Evaluating Epoch 275 valid]:
MRR: Tail : 0.40892, Head : 0.23216, Avg : 0.32054
2023-05-09 12:56:24,659 - [INFO] - [Epoch 275]: Training Loss: 0.0011208, Valid MRR: 0.32365,
2023-05-09 12:56:25,490 - [INFO] - [E:276| 0]: Train Loss:0.0011079, Val MRR:0.32365, yago11k
2023-05-09 12:58:09,241 - [INFO] - [E:276| 100]: Train Loss:0.0011213, Val MRR:0.32365, yago11k
2023-05-09 12:59:42,029 - [INFO] - [E:276| 200]: Train Loss:0.0011208, Val MRR:0.32365, yago11k
2023-05-09 13:01:24,743 - [INFO] - [E:276| 300]: Train Loss:0.0011211, Val MRR:0.32365, yago11k
2023-05-09 13:03:07,952 - [INFO] - [E:276| 400]: Train Loss:0.0011206, Val MRR:0.32365, yago11k
2023-05-09 13:04:50,838 - [INFO] - [E:276| 500]: Train Loss:0.0011209, Val MRR:0.32365, yago11k
2023-05-09 13:06:33,512 - [INFO] - [E:276| 600]: Train Loss:0.0011212, Val MRR:0.32365, yago11k
2023-05-09 13:06:33,512 - [INFO] - [Epoch:276]: Training Loss:0.001121
2023-05-09 13:06:33,773 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 13:06:54,978 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 13:07:16,024 - [INFO] - [Evaluating Epoch 276 valid]:
MRR: Tail : 0.40725, Head : 0.23163, Avg : 0.31944
2023-05-09 13:07:16,024 - [INFO] - [Epoch 276]: Training Loss: 0.0011212, Valid MRR: 0.32365,
2023-05-09 13:07:17,225 - [INFO] - [E:277| 0]: Train Loss:0.0011027, Val MRR:0.32365, yago11k
2023-05-09 13:08:50,012 - [INFO] - [E:277| 100]: Train Loss:0.0011235, Val MRR:0.32365, yago11k
2023-05-09 13:10:33,035 - [INFO] - [E:277| 200]: Train Loss:0.0011216, Val MRR:0.32365, yago11k
2023-05-09 13:12:16,311 - [INFO] - [E:277| 300]: Train Loss:0.0011213, Val MRR:0.32365, yago11k
2023-05-09 13:13:59,205 - [INFO] - [E:277| 400]: Train Loss:0.0011212, Val MRR:0.32365, yago11k
2023-05-09 13:15:42,071 - [INFO] - [E:277| 500]: Train Loss:0.0011209, Val MRR:0.32365, yago11k
2023-05-09 13:17:14,713 - [INFO] - [E:277| 600]: Train Loss:0.001121, Val MRR:0.32365, yago11k
2023-05-09 13:17:14,714 - [INFO] - [Epoch:277]: Training Loss:0.001121
2023-05-09 13:17:14,975 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 13:17:36,055 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 13:17:56,911 - [INFO] - [Evaluating Epoch 277 valid]:
MRR: Tail : 0.40937, Head : 0.23364, Avg : 0.3215
2023-05-09 13:17:56,911 - [INFO] - [Epoch 277]: Training Loss: 0.001121, Valid MRR: 0.32365,
2023-05-09 13:17:57,992 - [INFO] - [E:278| 0]: Train Loss:0.0011253, Val MRR:0.32365, yago11k
2023-05-09 13:19:41,158 - [INFO] - [E:278| 100]: Train Loss:0.0011195, Val MRR:0.32365, yago11k
2023-05-09 13:21:24,526 - [INFO] - [E:278| 200]: Train Loss:0.0011193, Val MRR:0.32365, yago11k
2023-05-09 13:23:10,140 - [INFO] - [E:278| 300]: Train Loss:0.0011194, Val MRR:0.32365, yago11k
2023-05-09 13:24:53,070 - [INFO] - [E:278| 400]: Train Loss:0.0011209, Val MRR:0.32365, yago11k
2023-05-09 13:26:26,667 - [INFO] - [E:278| 500]: Train Loss:0.0011205, Val MRR:0.32365, yago11k
2023-05-09 13:28:08,208 - [INFO] - [E:278| 600]: Train Loss:0.0011203, Val MRR:0.32365, yago11k
2023-05-09 13:28:08,208 - [INFO] - [Epoch:278]: Training Loss:0.00112
2023-05-09 13:28:08,471 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 13:28:28,983 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 13:28:49,209 - [INFO] - [Evaluating Epoch 278 valid]:
MRR: Tail : 0.40757, Head : 0.23328, Avg : 0.32043
2023-05-09 13:28:49,209 - [INFO] - [Epoch 278]: Training Loss: 0.0011203, Valid MRR: 0.32365,
2023-05-09 13:28:50,273 - [INFO] - [E:279| 0]: Train Loss:0.00111, Val MRR:0.32365, yago11k
2023-05-09 13:30:32,539 - [INFO] - [E:279| 100]: Train Loss:0.0011161, Val MRR:0.32365, yago11k
2023-05-09 13:32:16,337 - [INFO] - [E:279| 200]: Train Loss:0.0011188, Val MRR:0.32365, yago11k
2023-05-09 13:33:49,137 - [INFO] - [E:279| 300]: Train Loss:0.0011202, Val MRR:0.32365, yago11k
2023-05-09 13:35:32,320 - [INFO] - [E:279| 400]: Train Loss:0.0011207, Val MRR:0.32365, yago11k
2023-05-09 13:37:15,770 - [INFO] - [E:279| 500]: Train Loss:0.0011206, Val MRR:0.32365, yago11k
2023-05-09 13:38:58,026 - [INFO] - [E:279| 600]: Train Loss:0.0011205, Val MRR:0.32365, yago11k
2023-05-09 13:38:58,026 - [INFO] - [Epoch:279]: Training Loss:0.00112
2023-05-09 13:38:58,375 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 13:39:19,305 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 13:39:40,696 - [INFO] - [Evaluating Epoch 279 valid]:
MRR: Tail : 0.41166, Head : 0.23372, Avg : 0.32269
MR: Tail : 567.44, Head : 944.83, Avg : 756.13
Hit-1: Tail : 0.3262, Head : 0.19269, Avg : 0.25945
Hit-3: Tail : 0.45068, Head : 0.23062, Avg : 0.34065
Hit-10: Tail : 0.57752, Head : 0.31273, Avg : 0.44512
2023-05-09 13:39:40,696 - [INFO] - [Epoch 279]: Training Loss: 0.0011205, Valid MRR: 0.32365,
2023-05-09 13:39:41,801 - [INFO] - [E:280| 0]: Train Loss:0.0011239, Val MRR:0.32365, yago11k
2023-05-09 13:41:24,980 - [INFO] - [E:280| 100]: Train Loss:0.0011187, Val MRR:0.32365, yago11k
2023-05-09 13:42:57,882 - [INFO] - [E:280| 200]: Train Loss:0.0011196, Val MRR:0.32365, yago11k
2023-05-09 13:44:41,446 - [INFO] - [E:280| 300]: Train Loss:0.0011199, Val MRR:0.32365, yago11k
2023-05-09 13:46:24,106 - [INFO] - [E:280| 400]: Train Loss:0.0011201, Val MRR:0.32365, yago11k
2023-05-09 13:48:08,024 - [INFO] - [E:280| 500]: Train Loss:0.0011198, Val MRR:0.32365, yago11k
2023-05-09 13:49:51,171 - [INFO] - [E:280| 600]: Train Loss:0.00112, Val MRR:0.32365, yago11k
2023-05-09 13:49:51,172 - [INFO] - [Epoch:280]: Training Loss:0.00112
2023-05-09 13:49:51,517 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 13:50:12,938 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 13:50:34,024 - [INFO] - [Evaluating Epoch 280 valid]:
MRR: Tail : 0.40967, Head : 0.23282, Avg : 0.32124
2023-05-09 13:50:34,024 - [INFO] - [Epoch 280]: Training Loss: 0.00112, Valid MRR: 0.32365,
2023-05-09 13:50:35,158 - [INFO] - [E:281| 0]: Train Loss:0.0011276, Val MRR:0.32365, yago11k
2023-05-09 13:52:08,131 - [INFO] - [E:281| 100]: Train Loss:0.0011183, Val MRR:0.32365, yago11k
2023-05-09 13:53:50,703 - [INFO] - [E:281| 200]: Train Loss:0.0011185, Val MRR:0.32365, yago11k
2023-05-09 13:55:33,586 - [INFO] - [E:281| 300]: Train Loss:0.0011193, Val MRR:0.32365, yago11k
2023-05-09 13:57:16,587 - [INFO] - [E:281| 400]: Train Loss:0.0011199, Val MRR:0.32365, yago11k
2023-05-09 13:58:59,929 - [INFO] - [E:281| 500]: Train Loss:0.0011198, Val MRR:0.32365, yago11k
2023-05-09 14:00:32,798 - [INFO] - [E:281| 600]: Train Loss:0.0011201, Val MRR:0.32365, yago11k
2023-05-09 14:00:32,799 - [INFO] - [Epoch:281]: Training Loss:0.00112
2023-05-09 14:00:33,143 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 14:00:54,362 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 14:01:15,588 - [INFO] - [Evaluating Epoch 281 valid]:
MRR: Tail : 0.40517, Head : 0.23246, Avg : 0.31882
2023-05-09 14:01:15,588 - [INFO] - [Epoch 281]: Training Loss: 0.0011201, Valid MRR: 0.32365,
2023-05-09 14:01:16,734 - [INFO] - [E:282| 0]: Train Loss:0.0011626, Val MRR:0.32365, yago11k
2023-05-09 14:02:59,875 - [INFO] - [E:282| 100]: Train Loss:0.0011173, Val MRR:0.32365, yago11k
2023-05-09 14:04:44,321 - [INFO] - [E:282| 200]: Train Loss:0.0011177, Val MRR:0.32365, yago11k
2023-05-09 14:06:28,165 - [INFO] - [E:282| 300]: Train Loss:0.0011186, Val MRR:0.32365, yago11k
2023-05-09 14:08:11,917 - [INFO] - [E:282| 400]: Train Loss:0.0011191, Val MRR:0.32365, yago11k
2023-05-09 14:09:45,114 - [INFO] - [E:282| 500]: Train Loss:0.00112, Val MRR:0.32365, yago11k
2023-05-09 14:11:29,553 - [INFO] - [E:282| 600]: Train Loss:0.00112, Val MRR:0.32365, yago11k
2023-05-09 14:11:29,553 - [INFO] - [Epoch:282]: Training Loss:0.00112
2023-05-09 14:11:30,055 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 14:11:50,757 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 14:12:12,287 - [INFO] - [Evaluating Epoch 282 valid]:
MRR: Tail : 0.40382, Head : 0.2326, Avg : 0.31821
2023-05-09 14:12:12,287 - [INFO] - [Epoch 282]: Training Loss: 0.00112, Valid MRR: 0.32365,
2023-05-09 14:12:13,143 - [INFO] - [E:283| 0]: Train Loss:0.0011041, Val MRR:0.32365, yago11k
2023-05-09 14:13:56,644 - [INFO] - [E:283| 100]: Train Loss:0.001122, Val MRR:0.32365, yago11k
2023-05-09 14:15:40,203 - [INFO] - [E:283| 200]: Train Loss:0.0011207, Val MRR:0.32365, yago11k
2023-05-09 14:17:15,424 - [INFO] - [E:283| 300]: Train Loss:0.00112, Val MRR:0.32365, yago11k
2023-05-09 14:18:56,548 - [INFO] - [E:283| 400]: Train Loss:0.0011209, Val MRR:0.32365, yago11k
2023-05-09 14:20:39,807 - [INFO] - [E:283| 500]: Train Loss:0.0011206, Val MRR:0.32365, yago11k
2023-05-09 14:22:22,066 - [INFO] - [E:283| 600]: Train Loss:0.00112, Val MRR:0.32365, yago11k
2023-05-09 14:22:22,066 - [INFO] - [Epoch:283]: Training Loss:0.00112
2023-05-09 14:22:22,420 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 14:22:43,672 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 14:23:04,673 - [INFO] - [Evaluating Epoch 283 valid]:
MRR: Tail : 0.40663, Head : 0.2335, Avg : 0.32007
2023-05-09 14:23:04,673 - [INFO] - [Epoch 283]: Training Loss: 0.00112, Valid MRR: 0.32365,
2023-05-09 14:23:05,877 - [INFO] - [E:284| 0]: Train Loss:0.0011133, Val MRR:0.32365, yago11k
2023-05-09 14:24:49,153 - [INFO] - [E:284| 100]: Train Loss:0.0011187, Val MRR:0.32365, yago11k
2023-05-09 14:26:21,846 - [INFO] - [E:284| 200]: Train Loss:0.0011184, Val MRR:0.32365, yago11k
2023-05-09 14:28:04,907 - [INFO] - [E:284| 300]: Train Loss:0.0011185, Val MRR:0.32365, yago11k
2023-05-09 14:29:48,143 - [INFO] - [E:284| 400]: Train Loss:0.0011186, Val MRR:0.32365, yago11k
2023-05-09 14:31:31,103 - [INFO] - [E:284| 500]: Train Loss:0.0011189, Val MRR:0.32365, yago11k
2023-05-09 14:33:13,682 - [INFO] - [E:284| 600]: Train Loss:0.0011192, Val MRR:0.32365, yago11k
2023-05-09 14:33:13,683 - [INFO] - [Epoch:284]: Training Loss:0.001119
2023-05-09 14:33:14,029 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 14:33:35,344 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 14:33:56,351 - [INFO] - [Evaluating Epoch 284 valid]:
MRR: Tail : 0.41157, Head : 0.23216, Avg : 0.32187
2023-05-09 14:33:56,351 - [INFO] - [Epoch 284]: Training Loss: 0.0011192, Valid MRR: 0.32365,
2023-05-09 14:33:57,551 - [INFO] - [E:285| 0]: Train Loss:0.0011226, Val MRR:0.32365, yago11k
2023-05-09 14:35:30,354 - [INFO] - [E:285| 100]: Train Loss:0.0011227, Val MRR:0.32365, yago11k
2023-05-09 14:37:13,137 - [INFO] - [E:285| 200]: Train Loss:0.0011211, Val MRR:0.32365, yago11k
2023-05-09 14:38:56,408 - [INFO] - [E:285| 300]: Train Loss:0.0011198, Val MRR:0.32365, yago11k
2023-05-09 14:40:39,617 - [INFO] - [E:285| 400]: Train Loss:0.0011194, Val MRR:0.32365, yago11k
2023-05-09 14:42:22,938 - [INFO] - [E:285| 500]: Train Loss:0.0011194, Val MRR:0.32365, yago11k
2023-05-09 14:43:55,229 - [INFO] - [E:285| 600]: Train Loss:0.0011192, Val MRR:0.32365, yago11k
2023-05-09 14:43:55,229 - [INFO] - [Epoch:285]: Training Loss:0.001119
2023-05-09 14:43:55,573 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 14:44:16,844 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 14:44:38,011 - [INFO] - [Evaluating Epoch 285 valid]:
MRR: Tail : 0.40734, Head : 0.233, Avg : 0.32017
2023-05-09 14:44:38,012 - [INFO] - [Epoch 285]: Training Loss: 0.0011192, Valid MRR: 0.32365,
2023-05-09 14:44:39,179 - [INFO] - [E:286| 0]: Train Loss:0.0011632, Val MRR:0.32365, yago11k
2023-05-09 14:46:22,872 - [INFO] - [E:286| 100]: Train Loss:0.001118, Val MRR:0.32365, yago11k
2023-05-09 14:48:06,969 - [INFO] - [E:286| 200]: Train Loss:0.0011184, Val MRR:0.32365, yago11k
2023-05-09 14:49:50,739 - [INFO] - [E:286| 300]: Train Loss:0.0011197, Val MRR:0.32365, yago11k
2023-05-09 14:51:34,126 - [INFO] - [E:286| 400]: Train Loss:0.0011198, Val MRR:0.32365, yago11k
2023-05-09 14:53:07,010 - [INFO] - [E:286| 500]: Train Loss:0.0011192, Val MRR:0.32365, yago11k
2023-05-09 14:54:49,138 - [INFO] - [E:286| 600]: Train Loss:0.0011197, Val MRR:0.32365, yago11k
2023-05-09 14:54:49,138 - [INFO] - [Epoch:286]: Training Loss:0.00112
2023-05-09 14:54:49,656 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 14:55:10,256 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 14:55:31,595 - [INFO] - [Evaluating Epoch 286 valid]:
MRR: Tail : 0.41439, Head : 0.23161, Avg : 0.323
2023-05-09 14:55:31,596 - [INFO] - [Epoch 286]: Training Loss: 0.0011197, Valid MRR: 0.32365,
2023-05-09 14:55:32,385 - [INFO] - [E:287| 0]: Train Loss:0.0011281, Val MRR:0.32365, yago11k
2023-05-09 14:57:14,952 - [INFO] - [E:287| 100]: Train Loss:0.0011181, Val MRR:0.32365, yago11k
2023-05-09 14:58:59,021 - [INFO] - [E:287| 200]: Train Loss:0.0011178, Val MRR:0.32365, yago11k
2023-05-09 15:00:31,875 - [INFO] - [E:287| 300]: Train Loss:0.0011179, Val MRR:0.32365, yago11k
2023-05-09 15:02:12,837 - [INFO] - [E:287| 400]: Train Loss:0.0011184, Val MRR:0.32365, yago11k
2023-05-09 15:03:55,903 - [INFO] - [E:287| 500]: Train Loss:0.0011194, Val MRR:0.32365, yago11k
2023-05-09 15:05:39,238 - [INFO] - [E:287| 600]: Train Loss:0.0011192, Val MRR:0.32365, yago11k
2023-05-09 15:05:39,238 - [INFO] - [Epoch:287]: Training Loss:0.001119
2023-05-09 15:05:39,585 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 15:06:00,502 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 15:06:22,124 - [INFO] - [Evaluating Epoch 287 valid]:
MRR: Tail : 0.40807, Head : 0.23082, Avg : 0.31945
2023-05-09 15:06:22,125 - [INFO] - [Epoch 287]: Training Loss: 0.0011192, Valid MRR: 0.32365,
2023-05-09 15:06:23,027 - [INFO] - [E:288| 0]: Train Loss:0.0011197, Val MRR:0.32365, yago11k
2023-05-09 15:08:06,377 - [INFO] - [E:288| 100]: Train Loss:0.0011188, Val MRR:0.32365, yago11k
2023-05-09 15:09:39,847 - [INFO] - [E:288| 200]: Train Loss:0.0011209, Val MRR:0.32365, yago11k
2023-05-09 15:11:23,623 - [INFO] - [E:288| 300]: Train Loss:0.0011207, Val MRR:0.32365, yago11k
2023-05-09 15:13:07,410 - [INFO] - [E:288| 400]: Train Loss:0.0011202, Val MRR:0.32365, yago11k
2023-05-09 15:14:50,722 - [INFO] - [E:288| 500]: Train Loss:0.0011196, Val MRR:0.32365, yago11k
2023-05-09 15:16:33,263 - [INFO] - [E:288| 600]: Train Loss:0.0011192, Val MRR:0.32365, yago11k
2023-05-09 15:16:33,263 - [INFO] - [Epoch:288]: Training Loss:0.001119
2023-05-09 15:16:33,613 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 15:16:54,807 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 15:17:15,823 - [INFO] - [Evaluating Epoch 288 valid]:
MRR: Tail : 0.40734, Head : 0.23155, Avg : 0.31945
2023-05-09 15:17:15,824 - [INFO] - [Epoch 288]: Training Loss: 0.0011192, Valid MRR: 0.32365,
2023-05-09 15:17:17,022 - [INFO] - [E:289| 0]: Train Loss:0.0011197, Val MRR:0.32365, yago11k
2023-05-09 15:18:50,206 - [INFO] - [E:289| 100]: Train Loss:0.001117, Val MRR:0.32365, yago11k
2023-05-09 15:20:33,469 - [INFO] - [E:289| 200]: Train Loss:0.0011175, Val MRR:0.32365, yago11k
2023-05-09 15:22:16,293 - [INFO] - [E:289| 300]: Train Loss:0.0011183, Val MRR:0.32365, yago11k
2023-05-09 15:23:59,173 - [INFO] - [E:289| 400]: Train Loss:0.0011181, Val MRR:0.32365, yago11k
2023-05-09 15:25:41,911 - [INFO] - [E:289| 500]: Train Loss:0.0011185, Val MRR:0.32365, yago11k
2023-05-09 15:27:14,275 - [INFO] - [E:289| 600]: Train Loss:0.0011187, Val MRR:0.32365, yago11k
2023-05-09 15:27:14,276 - [INFO] - [Epoch:289]: Training Loss:0.001119
2023-05-09 15:27:14,538 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 15:27:35,443 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 15:27:56,509 - [INFO] - [Evaluating Epoch 289 valid]:
MRR: Tail : 0.4093, Head : 0.23269, Avg : 0.321
MR: Tail : 602.83, Head : 942.62, Avg : 772.73
Hit-1: Tail : 0.32731, Head : 0.19061, Avg : 0.25896
Hit-3: Tail : 0.44457, Head : 0.22992, Avg : 0.33725
Hit-10: Tail : 0.57294, Head : 0.31467, Avg : 0.4438
2023-05-09 15:27:56,510 - [INFO] - [Epoch 289]: Training Loss: 0.0011187, Valid MRR: 0.32365,
2023-05-09 15:27:57,704 - [INFO] - [E:290| 0]: Train Loss:0.0011083, Val MRR:0.32365, yago11k
2023-05-09 15:29:41,362 - [INFO] - [E:290| 100]: Train Loss:0.0011179, Val MRR:0.32365, yago11k
2023-05-09 15:31:24,568 - [INFO] - [E:290| 200]: Train Loss:0.001118, Val MRR:0.32365, yago11k
2023-05-09 15:33:07,506 - [INFO] - [E:290| 300]: Train Loss:0.0011182, Val MRR:0.32365, yago11k
2023-05-09 15:34:50,429 - [INFO] - [E:290| 400]: Train Loss:0.0011189, Val MRR:0.32365, yago11k
2023-05-09 15:36:23,208 - [INFO] - [E:290| 500]: Train Loss:0.0011186, Val MRR:0.32365, yago11k
2023-05-09 15:38:05,515 - [INFO] - [E:290| 600]: Train Loss:0.0011184, Val MRR:0.32365, yago11k
2023-05-09 15:38:05,515 - [INFO] - [Epoch:290]: Training Loss:0.001118
2023-05-09 15:38:05,916 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 15:38:26,559 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 15:38:47,969 - [INFO] - [Evaluating Epoch 290 valid]:
MRR: Tail : 0.40525, Head : 0.23373, Avg : 0.31949
2023-05-09 15:38:47,969 - [INFO] - [Epoch 290]: Training Loss: 0.0011184, Valid MRR: 0.32365,
2023-05-09 15:38:48,922 - [INFO] - [E:291| 0]: Train Loss:0.0011285, Val MRR:0.32365, yago11k
2023-05-09 15:40:31,702 - [INFO] - [E:291| 100]: Train Loss:0.0011186, Val MRR:0.32365, yago11k
2023-05-09 15:42:15,129 - [INFO] - [E:291| 200]: Train Loss:0.0011184, Val MRR:0.32365, yago11k
2023-05-09 15:43:51,936 - [INFO] - [E:291| 300]: Train Loss:0.0011184, Val MRR:0.32365, yago11k
2023-05-09 15:45:31,814 - [INFO] - [E:291| 400]: Train Loss:0.0011184, Val MRR:0.32365, yago11k
2023-05-09 15:47:17,320 - [INFO] - [E:291| 500]: Train Loss:0.0011187, Val MRR:0.32365, yago11k
2023-05-09 15:48:59,883 - [INFO] - [E:291| 600]: Train Loss:0.0011186, Val MRR:0.32365, yago11k
2023-05-09 15:48:59,884 - [INFO] - [Epoch:291]: Training Loss:0.001119
2023-05-09 15:49:00,406 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 15:49:21,466 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 15:49:42,923 - [INFO] - [Evaluating Epoch 291 valid]:
MRR: Tail : 0.40707, Head : 0.23299, Avg : 0.32003
2023-05-09 15:49:42,924 - [INFO] - [Epoch 291]: Training Loss: 0.0011186, Valid MRR: 0.32365,
2023-05-09 15:49:44,027 - [INFO] - [E:292| 0]: Train Loss:0.0011208, Val MRR:0.32365, yago11k
2023-05-09 15:51:27,936 - [INFO] - [E:292| 100]: Train Loss:0.001118, Val MRR:0.32365, yago11k
2023-05-09 15:53:00,035 - [INFO] - [E:292| 200]: Train Loss:0.0011182, Val MRR:0.32365, yago11k
2023-05-09 15:54:44,170 - [INFO] - [E:292| 300]: Train Loss:0.0011183, Val MRR:0.32365, yago11k
2023-05-09 15:56:27,194 - [INFO] - [E:292| 400]: Train Loss:0.0011182, Val MRR:0.32365, yago11k
2023-05-09 15:58:11,513 - [INFO] - [E:292| 500]: Train Loss:0.0011187, Val MRR:0.32365, yago11k
2023-05-09 15:59:54,245 - [INFO] - [E:292| 600]: Train Loss:0.0011183, Val MRR:0.32365, yago11k
2023-05-09 15:59:54,246 - [INFO] - [Epoch:292]: Training Loss:0.001118
2023-05-09 15:59:54,626 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 16:00:16,082 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 16:00:37,352 - [INFO] - [Evaluating Epoch 292 valid]:
MRR: Tail : 0.40597, Head : 0.23299, Avg : 0.31948
2023-05-09 16:00:37,352 - [INFO] - [Epoch 292]: Training Loss: 0.0011183, Valid MRR: 0.32365,
2023-05-09 16:00:38,537 - [INFO] - [E:293| 0]: Train Loss:0.0011138, Val MRR:0.32365, yago11k
2023-05-09 16:02:10,759 - [INFO] - [E:293| 100]: Train Loss:0.0011189, Val MRR:0.32365, yago11k
2023-05-09 16:03:53,960 - [INFO] - [E:293| 200]: Train Loss:0.001118, Val MRR:0.32365, yago11k
2023-05-09 16:05:38,410 - [INFO] - [E:293| 300]: Train Loss:0.001118, Val MRR:0.32365, yago11k
2023-05-09 16:07:22,405 - [INFO] - [E:293| 400]: Train Loss:0.0011182, Val MRR:0.32365, yago11k
2023-05-09 16:09:06,699 - [INFO] - [E:293| 500]: Train Loss:0.0011182, Val MRR:0.32365, yago11k
2023-05-09 16:10:38,095 - [INFO] - [E:293| 600]: Train Loss:0.0011183, Val MRR:0.32365, yago11k
2023-05-09 16:10:38,095 - [INFO] - [Epoch:293]: Training Loss:0.001118
2023-05-09 16:10:38,561 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 16:10:59,893 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 16:11:21,151 - [INFO] - [Evaluating Epoch 293 valid]:
MRR: Tail : 0.40967, Head : 0.23281, Avg : 0.32124
2023-05-09 16:11:21,152 - [INFO] - [Epoch 293]: Training Loss: 0.0011183, Valid MRR: 0.32365,
2023-05-09 16:11:22,124 - [INFO] - [E:294| 0]: Train Loss:0.0011206, Val MRR:0.32365, yago11k
2023-05-09 16:13:05,364 - [INFO] - [E:294| 100]: Train Loss:0.0011197, Val MRR:0.32365, yago11k
2023-05-09 16:14:48,896 - [INFO] - [E:294| 200]: Train Loss:0.0011193, Val MRR:0.32365, yago11k
2023-05-09 16:16:31,855 - [INFO] - [E:294| 300]: Train Loss:0.0011178, Val MRR:0.32365, yago11k
2023-05-09 16:18:15,692 - [INFO] - [E:294| 400]: Train Loss:0.0011175, Val MRR:0.32365, yago11k
2023-05-09 16:19:47,995 - [INFO] - [E:294| 500]: Train Loss:0.0011176, Val MRR:0.32365, yago11k
2023-05-09 16:21:31,701 - [INFO] - [E:294| 600]: Train Loss:0.001118, Val MRR:0.32365, yago11k
2023-05-09 16:21:31,701 - [INFO] - [Epoch:294]: Training Loss:0.001118
2023-05-09 16:21:32,080 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 16:21:53,566 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 16:22:14,823 - [INFO] - [Evaluating Epoch 294 valid]:
MRR: Tail : 0.40794, Head : 0.23421, Avg : 0.32108
2023-05-09 16:22:14,823 - [INFO] - [Epoch 294]: Training Loss: 0.001118, Valid MRR: 0.32365,
2023-05-09 16:22:16,001 - [INFO] - [E:295| 0]: Train Loss:0.0010951, Val MRR:0.32365, yago11k
2023-05-09 16:24:00,157 - [INFO] - [E:295| 100]: Train Loss:0.0011159, Val MRR:0.32365, yago11k
2023-05-09 16:25:44,700 - [INFO] - [E:295| 200]: Train Loss:0.0011161, Val MRR:0.32365, yago11k
2023-05-09 16:27:24,355 - [INFO] - [E:295| 300]: Train Loss:0.0011168, Val MRR:0.32365, yago11k
2023-05-09 16:29:02,004 - [INFO] - [E:295| 400]: Train Loss:0.0011169, Val MRR:0.32365, yago11k
2023-05-09 16:30:43,768 - [INFO] - [E:295| 500]: Train Loss:0.001117, Val MRR:0.32365, yago11k
2023-05-09 16:32:25,659 - [INFO] - [E:295| 600]: Train Loss:0.0011177, Val MRR:0.32365, yago11k
2023-05-09 16:32:25,660 - [INFO] - [Epoch:295]: Training Loss:0.001118
2023-05-09 16:32:26,059 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 16:32:47,556 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 16:33:08,731 - [INFO] - [Evaluating Epoch 295 valid]:
MRR: Tail : 0.41247, Head : 0.23445, Avg : 0.32346
2023-05-09 16:33:08,731 - [INFO] - [Epoch 295]: Training Loss: 0.0011177, Valid MRR: 0.32365,
2023-05-09 16:33:09,837 - [INFO] - [E:296| 0]: Train Loss:0.0011137, Val MRR:0.32365, yago11k
2023-05-09 16:34:56,456 - [INFO] - [E:296| 100]: Train Loss:0.0011176, Val MRR:0.32365, yago11k
2023-05-09 16:36:28,968 - [INFO] - [E:296| 200]: Train Loss:0.0011168, Val MRR:0.32365, yago11k
2023-05-09 16:38:13,362 - [INFO] - [E:296| 300]: Train Loss:0.0011173, Val MRR:0.32365, yago11k
2023-05-09 16:39:56,883 - [INFO] - [E:296| 400]: Train Loss:0.0011176, Val MRR:0.32365, yago11k
2023-05-09 16:41:41,273 - [INFO] - [E:296| 500]: Train Loss:0.0011179, Val MRR:0.32365, yago11k
2023-05-09 16:43:24,519 - [INFO] - [E:296| 600]: Train Loss:0.0011176, Val MRR:0.32365, yago11k
2023-05-09 16:43:24,519 - [INFO] - [Epoch:296]: Training Loss:0.001118
2023-05-09 16:43:24,862 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 16:43:46,305 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 16:44:07,643 - [INFO] - [Evaluating Epoch 296 valid]:
MRR: Tail : 0.41036, Head : 0.2343, Avg : 0.32233
2023-05-09 16:44:07,643 - [INFO] - [Epoch 296]: Training Loss: 0.0011176, Valid MRR: 0.32365,
2023-05-09 16:44:08,500 - [INFO] - [E:297| 0]: Train Loss:0.0011215, Val MRR:0.32365, yago11k
2023-05-09 16:45:41,176 - [INFO] - [E:297| 100]: Train Loss:0.001119, Val MRR:0.32365, yago11k
2023-05-09 16:47:25,570 - [INFO] - [E:297| 200]: Train Loss:0.0011173, Val MRR:0.32365, yago11k
2023-05-09 16:49:09,890 - [INFO] - [E:297| 300]: Train Loss:0.0011185, Val MRR:0.32365, yago11k
2023-05-09 16:50:53,646 - [INFO] - [E:297| 400]: Train Loss:0.0011181, Val MRR:0.32365, yago11k
2023-05-09 16:52:38,433 - [INFO] - [E:297| 500]: Train Loss:0.0011181, Val MRR:0.32365, yago11k
2023-05-09 16:54:09,876 - [INFO] - [E:297| 600]: Train Loss:0.001118, Val MRR:0.32365, yago11k
2023-05-09 16:54:09,876 - [INFO] - [Epoch:297]: Training Loss:0.001118
2023-05-09 16:54:10,140 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 16:54:31,888 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 16:54:52,566 - [INFO] - [Evaluating Epoch 297 valid]:
MRR: Tail : 0.40825, Head : 0.23418, Avg : 0.32121
2023-05-09 16:54:52,566 - [INFO] - [Epoch 297]: Training Loss: 0.001118, Valid MRR: 0.32365,
2023-05-09 16:54:53,774 - [INFO] - [E:298| 0]: Train Loss:0.0010971, Val MRR:0.32365, yago11k
2023-05-09 16:56:37,607 - [INFO] - [E:298| 100]: Train Loss:0.0011164, Val MRR:0.32365, yago11k
2023-05-09 16:58:21,062 - [INFO] - [E:298| 200]: Train Loss:0.001117, Val MRR:0.32365, yago11k
2023-05-09 17:00:04,276 - [INFO] - [E:298| 300]: Train Loss:0.0011168, Val MRR:0.32365, yago11k
2023-05-09 17:01:48,062 - [INFO] - [E:298| 400]: Train Loss:0.0011171, Val MRR:0.32365, yago11k
2023-05-09 17:03:20,630 - [INFO] - [E:298| 500]: Train Loss:0.0011173, Val MRR:0.32365, yago11k
2023-05-09 17:05:04,021 - [INFO] - [E:298| 600]: Train Loss:0.001117, Val MRR:0.32365, yago11k
2023-05-09 17:05:04,021 - [INFO] - [Epoch:298]: Training Loss:0.001117
2023-05-09 17:05:04,347 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 17:05:25,537 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 17:05:46,184 - [INFO] - [Evaluating Epoch 298 valid]:
MRR: Tail : 0.40893, Head : 0.23246, Avg : 0.3207
2023-05-09 17:05:46,184 - [INFO] - [Epoch 298]: Training Loss: 0.001117, Valid MRR: 0.32365,
2023-05-09 17:05:47,243 - [INFO] - [E:299| 0]: Train Loss:0.0010968, Val MRR:0.32365, yago11k
2023-05-09 17:07:31,217 - [INFO] - [E:299| 100]: Train Loss:0.0011153, Val MRR:0.32365, yago11k
2023-05-09 17:09:15,027 - [INFO] - [E:299| 200]: Train Loss:0.0011153, Val MRR:0.32365, yago11k
2023-05-09 17:10:48,257 - [INFO] - [E:299| 300]: Train Loss:0.0011166, Val MRR:0.32365, yago11k
2023-05-09 17:12:31,030 - [INFO] - [E:299| 400]: Train Loss:0.0011167, Val MRR:0.32365, yago11k
2023-05-09 17:14:15,278 - [INFO] - [E:299| 500]: Train Loss:0.0011171, Val MRR:0.32365, yago11k
2023-05-09 17:15:58,916 - [INFO] - [E:299| 600]: Train Loss:0.0011174, Val MRR:0.32365, yago11k
2023-05-09 17:15:58,916 - [INFO] - [Epoch:299]: Training Loss:0.001117
2023-05-09 17:15:59,180 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 17:16:20,606 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 17:16:41,691 - [INFO] - [Evaluating Epoch 299 valid]:
MRR: Tail : 0.40906, Head : 0.23247, Avg : 0.32076
MR: Tail : 594.74, Head : 969.11, Avg : 781.93
Hit-1: Tail : 0.32495, Head : 0.1913, Avg : 0.25813
Hit-3: Tail : 0.44651, Head : 0.22992, Avg : 0.33822
Hit-10: Tail : 0.58099, Head : 0.31217, Avg : 0.44658
2023-05-09 17:16:41,692 - [INFO] - [Epoch 299]: Training Loss: 0.0011174, Valid MRR: 0.32365,
2023-05-09 17:16:42,961 - [INFO] - [E:300| 0]: Train Loss:0.001121, Val MRR:0.32365, yago11k
2023-05-09 17:18:27,437 - [INFO] - [E:300| 100]: Train Loss:0.0011185, Val MRR:0.32365, yago11k
2023-05-09 17:20:01,152 - [INFO] - [E:300| 200]: Train Loss:0.0011184, Val MRR:0.32365, yago11k
2023-05-09 17:21:45,873 - [INFO] - [E:300| 300]: Train Loss:0.0011175, Val MRR:0.32365, yago11k
2023-05-09 17:23:32,367 - [INFO] - [E:300| 400]: Train Loss:0.0011171, Val MRR:0.32365, yago11k
2023-05-09 17:25:17,491 - [INFO] - [E:300| 500]: Train Loss:0.0011173, Val MRR:0.32365, yago11k
2023-05-09 17:27:01,225 - [INFO] - [E:300| 600]: Train Loss:0.0011172, Val MRR:0.32365, yago11k
2023-05-09 17:27:01,226 - [INFO] - [Epoch:300]: Training Loss:0.001117
2023-05-09 17:27:01,572 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 17:27:22,900 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 17:27:44,276 - [INFO] - [Evaluating Epoch 300 valid]:
MRR: Tail : 0.4078, Head : 0.23395, Avg : 0.32088
2023-05-09 17:27:44,276 - [INFO] - [Epoch 300]: Training Loss: 0.0011172, Valid MRR: 0.32365,
2023-05-09 17:27:45,155 - [INFO] - [E:301| 0]: Train Loss:0.0010967, Val MRR:0.32365, yago11k
2023-05-09 17:29:17,391 - [INFO] - [E:301| 100]: Train Loss:0.0011148, Val MRR:0.32365, yago11k
2023-05-09 17:31:01,713 - [INFO] - [E:301| 200]: Train Loss:0.0011151, Val MRR:0.32365, yago11k
2023-05-09 17:32:45,292 - [INFO] - [E:301| 300]: Train Loss:0.0011161, Val MRR:0.32365, yago11k
2023-05-09 17:34:29,715 - [INFO] - [E:301| 400]: Train Loss:0.0011166, Val MRR:0.32365, yago11k
2023-05-09 17:36:14,237 - [INFO] - [E:301| 500]: Train Loss:0.001117, Val MRR:0.32365, yago11k
2023-05-09 17:37:45,906 - [INFO] - [E:301| 600]: Train Loss:0.0011169, Val MRR:0.32365, yago11k
2023-05-09 17:37:45,907 - [INFO] - [Epoch:301]: Training Loss:0.001117
2023-05-09 17:37:46,425 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 17:38:07,579 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 17:38:28,785 - [INFO] - [Evaluating Epoch 301 valid]:
MRR: Tail : 0.40991, Head : 0.23299, Avg : 0.32145
2023-05-09 17:38:28,785 - [INFO] - [Epoch 301]: Training Loss: 0.0011169, Valid MRR: 0.32365,
2023-05-09 17:38:29,962 - [INFO] - [E:302| 0]: Train Loss:0.0011186, Val MRR:0.32365, yago11k
2023-05-09 17:40:14,561 - [INFO] - [E:302| 100]: Train Loss:0.0011177, Val MRR:0.32365, yago11k
2023-05-09 17:41:58,896 - [INFO] - [E:302| 200]: Train Loss:0.0011161, Val MRR:0.32365, yago11k
2023-05-09 17:43:43,185 - [INFO] - [E:302| 300]: Train Loss:0.0011166, Val MRR:0.32365, yago11k
2023-05-09 17:45:26,196 - [INFO] - [E:302| 400]: Train Loss:0.0011172, Val MRR:0.32365, yago11k
2023-05-09 17:47:01,699 - [INFO] - [E:302| 500]: Train Loss:0.0011167, Val MRR:0.32365, yago11k
2023-05-09 17:48:45,472 - [INFO] - [E:302| 600]: Train Loss:0.0011172, Val MRR:0.32365, yago11k
2023-05-09 17:48:45,472 - [INFO] - [Epoch:302]: Training Loss:0.001117
2023-05-09 17:48:45,822 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 17:49:07,578 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 17:49:28,720 - [INFO] - [Evaluating Epoch 302 valid]:
MRR: Tail : 0.40947, Head : 0.23149, Avg : 0.32048
2023-05-09 17:49:28,720 - [INFO] - [Epoch 302]: Training Loss: 0.0011172, Valid MRR: 0.32365,
2023-05-09 17:49:29,808 - [INFO] - [E:303| 0]: Train Loss:0.0011205, Val MRR:0.32365, yago11k
2023-05-09 17:51:14,266 - [INFO] - [E:303| 100]: Train Loss:0.0011172, Val MRR:0.32365, yago11k
2023-05-09 17:52:58,259 - [INFO] - [E:303| 200]: Train Loss:0.0011159, Val MRR:0.32365, yago11k
2023-05-09 17:54:30,813 - [INFO] - [E:303| 300]: Train Loss:0.001117, Val MRR:0.32365, yago11k
2023-05-09 17:56:14,710 - [INFO] - [E:303| 400]: Train Loss:0.0011167, Val MRR:0.32365, yago11k
2023-05-09 17:57:58,113 - [INFO] - [E:303| 500]: Train Loss:0.0011167, Val MRR:0.32365, yago11k
2023-05-09 17:59:41,229 - [INFO] - [E:303| 600]: Train Loss:0.0011169, Val MRR:0.32365, yago11k
2023-05-09 17:59:41,230 - [INFO] - [Epoch:303]: Training Loss:0.001117
2023-05-09 17:59:41,748 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 18:00:03,119 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 18:00:24,559 - [INFO] - [Evaluating Epoch 303 valid]:
MRR: Tail : 0.41116, Head : 0.23309, Avg : 0.32213
2023-05-09 18:00:24,559 - [INFO] - [Epoch 303]: Training Loss: 0.0011169, Valid MRR: 0.32365,
2023-05-09 18:00:25,361 - [INFO] - [E:304| 0]: Train Loss:0.0011197, Val MRR:0.32365, yago11k
2023-05-09 18:02:06,722 - [INFO] - [E:304| 100]: Train Loss:0.0011173, Val MRR:0.32365, yago11k
2023-05-09 18:03:38,767 - [INFO] - [E:304| 200]: Train Loss:0.0011175, Val MRR:0.32365, yago11k
2023-05-09 18:05:23,141 - [INFO] - [E:304| 300]: Train Loss:0.0011169, Val MRR:0.32365, yago11k
2023-05-09 18:07:07,205 - [INFO] - [E:304| 400]: Train Loss:0.0011164, Val MRR:0.32365, yago11k
2023-05-09 18:08:50,540 - [INFO] - [E:304| 500]: Train Loss:0.0011166, Val MRR:0.32365, yago11k
2023-05-09 18:10:35,983 - [INFO] - [E:304| 600]: Train Loss:0.0011163, Val MRR:0.32365, yago11k
2023-05-09 18:10:35,983 - [INFO] - [Epoch:304]: Training Loss:0.001116
2023-05-09 18:10:36,507 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 18:10:58,195 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 18:11:18,964 - [INFO] - [Evaluating Epoch 304 valid]:
MRR: Tail : 0.41044, Head : 0.23417, Avg : 0.32231
2023-05-09 18:11:18,964 - [INFO] - [Epoch 304]: Training Loss: 0.0011163, Valid MRR: 0.32365,
2023-05-09 18:11:20,041 - [INFO] - [E:305| 0]: Train Loss:0.0010869, Val MRR:0.32365, yago11k
2023-05-09 18:12:52,424 - [INFO] - [E:305| 100]: Train Loss:0.0011127, Val MRR:0.32365, yago11k
2023-05-09 18:14:37,026 - [INFO] - [E:305| 200]: Train Loss:0.001114, Val MRR:0.32365, yago11k
2023-05-09 18:16:20,555 - [INFO] - [E:305| 300]: Train Loss:0.0011157, Val MRR:0.32365, yago11k
2023-05-09 18:18:04,293 - [INFO] - [E:305| 400]: Train Loss:0.0011159, Val MRR:0.32365, yago11k
2023-05-09 18:19:48,805 - [INFO] - [E:305| 500]: Train Loss:0.0011158, Val MRR:0.32365, yago11k
2023-05-09 18:21:20,258 - [INFO] - [E:305| 600]: Train Loss:0.0011163, Val MRR:0.32365, yago11k
2023-05-09 18:21:20,258 - [INFO] - [Epoch:305]: Training Loss:0.001116
2023-05-09 18:21:20,521 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 18:21:42,094 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 18:22:03,165 - [INFO] - [Evaluating Epoch 305 valid]:
MRR: Tail : 0.41041, Head : 0.23359, Avg : 0.322
2023-05-09 18:22:03,165 - [INFO] - [Epoch 305]: Training Loss: 0.0011163, Valid MRR: 0.32365,
2023-05-09 18:22:04,351 - [INFO] - [E:306| 0]: Train Loss:0.0011121, Val MRR:0.32365, yago11k
2023-05-09 18:23:47,593 - [INFO] - [E:306| 100]: Train Loss:0.0011155, Val MRR:0.32365, yago11k
2023-05-09 18:25:31,843 - [INFO] - [E:306| 200]: Train Loss:0.0011154, Val MRR:0.32365, yago11k
2023-05-09 18:27:15,303 - [INFO] - [E:306| 300]: Train Loss:0.0011152, Val MRR:0.32365, yago11k
2023-05-09 18:28:53,759 - [INFO] - [E:306| 400]: Train Loss:0.0011165, Val MRR:0.32365, yago11k
2023-05-09 18:30:32,672 - [INFO] - [E:306| 500]: Train Loss:0.0011166, Val MRR:0.32365, yago11k
2023-05-09 18:32:15,797 - [INFO] - [E:306| 600]: Train Loss:0.0011163, Val MRR:0.32365, yago11k
2023-05-09 18:32:15,797 - [INFO] - [Epoch:306]: Training Loss:0.001116
2023-05-09 18:32:16,237 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 18:32:37,069 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 18:32:58,161 - [INFO] - [Evaluating Epoch 306 valid]:
MRR: Tail : 0.40855, Head : 0.23352, Avg : 0.32103
2023-05-09 18:32:58,161 - [INFO] - [Epoch 306]: Training Loss: 0.0011163, Valid MRR: 0.32365,
2023-05-09 18:32:59,223 - [INFO] - [E:307| 0]: Train Loss:0.0011195, Val MRR:0.32365, yago11k
2023-05-09 18:34:42,871 - [INFO] - [E:307| 100]: Train Loss:0.001114, Val MRR:0.32365, yago11k
2023-05-09 18:36:26,289 - [INFO] - [E:307| 200]: Train Loss:0.0011144, Val MRR:0.32365, yago11k
2023-05-09 18:37:58,211 - [INFO] - [E:307| 300]: Train Loss:0.0011149, Val MRR:0.32365, yago11k
2023-05-09 18:39:42,649 - [INFO] - [E:307| 400]: Train Loss:0.0011144, Val MRR:0.32365, yago11k
2023-05-09 18:41:26,309 - [INFO] - [E:307| 500]: Train Loss:0.0011153, Val MRR:0.32365, yago11k
2023-05-09 18:43:09,353 - [INFO] - [E:307| 600]: Train Loss:0.0011158, Val MRR:0.32365, yago11k
2023-05-09 18:43:09,353 - [INFO] - [Epoch:307]: Training Loss:0.001116
2023-05-09 18:43:09,709 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 18:43:30,867 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 18:43:51,670 - [INFO] - [Evaluating Epoch 307 valid]:
MRR: Tail : 0.41022, Head : 0.23268, Avg : 0.32145
2023-05-09 18:43:51,671 - [INFO] - [Epoch 307]: Training Loss: 0.0011158, Valid MRR: 0.32365,
2023-05-09 18:43:52,873 - [INFO] - [E:308| 0]: Train Loss:0.0011109, Val MRR:0.32365, yago11k
2023-05-09 18:45:36,401 - [INFO] - [E:308| 100]: Train Loss:0.0011143, Val MRR:0.32365, yago11k
2023-05-09 18:47:08,980 - [INFO] - [E:308| 200]: Train Loss:0.0011161, Val MRR:0.32365, yago11k
2023-05-09 18:48:52,577 - [INFO] - [E:308| 300]: Train Loss:0.0011158, Val MRR:0.32365, yago11k
2023-05-09 18:50:35,686 - [INFO] - [E:308| 400]: Train Loss:0.0011162, Val MRR:0.32365, yago11k
2023-05-09 18:52:19,075 - [INFO] - [E:308| 500]: Train Loss:0.0011161, Val MRR:0.32365, yago11k
2023-05-09 18:54:02,176 - [INFO] - [E:308| 600]: Train Loss:0.0011158, Val MRR:0.32365, yago11k
2023-05-09 18:54:02,176 - [INFO] - [Epoch:308]: Training Loss:0.001116
2023-05-09 18:54:02,504 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 18:54:23,615 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 18:54:44,438 - [INFO] - [Evaluating Epoch 308 valid]:
MRR: Tail : 0.41126, Head : 0.23335, Avg : 0.3223
2023-05-09 18:54:44,438 - [INFO] - [Epoch 308]: Training Loss: 0.0011158, Valid MRR: 0.32365,
2023-05-09 18:54:45,091 - [INFO] - [E:309| 0]: Train Loss:0.0011241, Val MRR:0.32365, yago11k
2023-05-09 18:56:18,650 - [INFO] - [E:309| 100]: Train Loss:0.0011141, Val MRR:0.32365, yago11k
2023-05-09 18:58:03,397 - [INFO] - [E:309| 200]: Train Loss:0.0011135, Val MRR:0.32365, yago11k
2023-05-09 18:59:49,220 - [INFO] - [E:309| 300]: Train Loss:0.0011144, Val MRR:0.32365, yago11k
2023-05-09 19:01:33,396 - [INFO] - [E:309| 400]: Train Loss:0.0011151, Val MRR:0.32365, yago11k
2023-05-09 19:03:16,544 - [INFO] - [E:309| 500]: Train Loss:0.0011152, Val MRR:0.32365, yago11k
2023-05-09 19:04:47,827 - [INFO] - [E:309| 600]: Train Loss:0.0011158, Val MRR:0.32365, yago11k
2023-05-09 19:04:47,827 - [INFO] - [Epoch:309]: Training Loss:0.001116
2023-05-09 19:04:48,173 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 19:05:09,888 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 19:05:30,930 - [INFO] - [Evaluating Epoch 309 valid]:
MRR: Tail : 0.41148, Head : 0.23144, Avg : 0.32146
MR: Tail : 606.41, Head : 981.81, Avg : 794.11
Hit-1: Tail : 0.32704, Head : 0.19019, Avg : 0.25861
Hit-3: Tail : 0.44776, Head : 0.22867, Avg : 0.33822
Hit-10: Tail : 0.57669, Head : 0.30911, Avg : 0.4429
2023-05-09 19:05:30,930 - [INFO] - [Epoch 309]: Training Loss: 0.0011158, Valid MRR: 0.32365,
2023-05-09 19:05:32,067 - [INFO] - [E:310| 0]: Train Loss:0.0011084, Val MRR:0.32365, yago11k
2023-05-09 19:07:16,041 - [INFO] - [E:310| 100]: Train Loss:0.0011152, Val MRR:0.32365, yago11k
2023-05-09 19:09:00,501 - [INFO] - [E:310| 200]: Train Loss:0.0011147, Val MRR:0.32365, yago11k
2023-05-09 19:10:44,273 - [INFO] - [E:310| 300]: Train Loss:0.0011149, Val MRR:0.32365, yago11k
2023-05-09 19:12:23,299 - [INFO] - [E:310| 400]: Train Loss:0.0011152, Val MRR:0.32365, yago11k
2023-05-09 19:14:01,605 - [INFO] - [E:310| 500]: Train Loss:0.0011158, Val MRR:0.32365, yago11k
2023-05-09 19:15:45,832 - [INFO] - [E:310| 600]: Train Loss:0.0011155, Val MRR:0.32365, yago11k
2023-05-09 19:15:45,832 - [INFO] - [Epoch:310]: Training Loss:0.001116
2023-05-09 19:15:46,332 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 19:16:08,079 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 19:16:29,322 - [INFO] - [Evaluating Epoch 310 valid]:
MRR: Tail : 0.41007, Head : 0.23349, Avg : 0.32178
2023-05-09 19:16:29,322 - [INFO] - [Epoch 310]: Training Loss: 0.0011155, Valid MRR: 0.32365,
2023-05-09 19:16:30,520 - [INFO] - [E:311| 0]: Train Loss:0.0011056, Val MRR:0.32365, yago11k
2023-05-09 19:18:15,283 - [INFO] - [E:311| 100]: Train Loss:0.0011154, Val MRR:0.32365, yago11k
2023-05-09 19:20:00,632 - [INFO] - [E:311| 200]: Train Loss:0.0011161, Val MRR:0.32365, yago11k
2023-05-09 19:21:33,823 - [INFO] - [E:311| 300]: Train Loss:0.0011157, Val MRR:0.32365, yago11k
2023-05-09 19:23:17,208 - [INFO] - [E:311| 400]: Train Loss:0.001116, Val MRR:0.32365, yago11k
2023-05-09 19:25:01,338 - [INFO] - [E:311| 500]: Train Loss:0.0011154, Val MRR:0.32365, yago11k
2023-05-09 19:26:44,625 - [INFO] - [E:311| 600]: Train Loss:0.0011157, Val MRR:0.32365, yago11k
2023-05-09 19:26:44,625 - [INFO] - [Epoch:311]: Training Loss:0.001116
2023-05-09 19:26:44,925 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 19:27:06,349 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 19:27:27,671 - [INFO] - [Evaluating Epoch 311 valid]:
MRR: Tail : 0.40918, Head : 0.23371, Avg : 0.32144
2023-05-09 19:27:27,671 - [INFO] - [Epoch 311]: Training Loss: 0.0011157, Valid MRR: 0.32365,
2023-05-09 19:27:28,849 - [INFO] - [E:312| 0]: Train Loss:0.0011103, Val MRR:0.32365, yago11k
2023-05-09 19:29:14,500 - [INFO] - [E:312| 100]: Train Loss:0.0011162, Val MRR:0.32365, yago11k
2023-05-09 19:30:46,916 - [INFO] - [E:312| 200]: Train Loss:0.0011164, Val MRR:0.32365, yago11k
2023-05-09 19:32:28,903 - [INFO] - [E:312| 300]: Train Loss:0.001116, Val MRR:0.32365, yago11k
2023-05-09 19:34:10,772 - [INFO] - [E:312| 400]: Train Loss:0.001116, Val MRR:0.32365, yago11k
2023-05-09 19:35:55,458 - [INFO] - [E:312| 500]: Train Loss:0.0011161, Val MRR:0.32365, yago11k
2023-05-09 19:37:40,301 - [INFO] - [E:312| 600]: Train Loss:0.0011157, Val MRR:0.32365, yago11k
2023-05-09 19:37:40,301 - [INFO] - [Epoch:312]: Training Loss:0.001116
2023-05-09 19:37:40,563 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 19:38:02,278 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 19:38:15,821 - [INFO] - [Evaluating Epoch 312 valid]:
MRR: Tail : 0.41165, Head : 0.2318, Avg : 0.32172
2023-05-09 19:38:15,821 - [INFO] - [Epoch 312]: Training Loss: 0.0011157, Valid MRR: 0.32365,
2023-05-09 19:38:16,484 - [INFO] - [E:313| 0]: Train Loss:0.0011063, Val MRR:0.32365, yago11k
2023-05-09 19:39:55,612 - [INFO] - [E:313| 100]: Train Loss:0.0011152, Val MRR:0.32365, yago11k
2023-05-09 19:41:40,311 - [INFO] - [E:313| 200]: Train Loss:0.001116, Val MRR:0.32365, yago11k
2023-05-09 19:43:24,893 - [INFO] - [E:313| 300]: Train Loss:0.0011153, Val MRR:0.32365, yago11k
2023-05-09 19:45:09,027 - [INFO] - [E:313| 400]: Train Loss:0.0011154, Val MRR:0.32365, yago11k
2023-05-09 19:46:55,750 - [INFO] - [E:313| 500]: Train Loss:0.0011153, Val MRR:0.32365, yago11k
2023-05-09 19:48:28,726 - [INFO] - [E:313| 600]: Train Loss:0.0011156, Val MRR:0.32365, yago11k
2023-05-09 19:48:28,727 - [INFO] - [Epoch:313]: Training Loss:0.001116
2023-05-09 19:48:29,073 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 19:48:50,559 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 19:49:11,880 - [INFO] - [Evaluating Epoch 313 valid]:
MRR: Tail : 0.41262, Head : 0.23407, Avg : 0.32334
2023-05-09 19:49:11,880 - [INFO] - [Epoch 313]: Training Loss: 0.0011156, Valid MRR: 0.32365,
2023-05-09 19:49:12,964 - [INFO] - [E:314| 0]: Train Loss:0.0011078, Val MRR:0.32365, yago11k
2023-05-09 19:50:57,133 - [INFO] - [E:314| 100]: Train Loss:0.0011154, Val MRR:0.32365, yago11k
2023-05-09 19:52:41,415 - [INFO] - [E:314| 200]: Train Loss:0.0011161, Val MRR:0.32365, yago11k
2023-05-09 19:54:25,599 - [INFO] - [E:314| 300]: Train Loss:0.0011161, Val MRR:0.32365, yago11k
2023-05-09 19:55:58,280 - [INFO] - [E:314| 400]: Train Loss:0.0011157, Val MRR:0.32365, yago11k
2023-05-09 19:57:42,187 - [INFO] - [E:314| 500]: Train Loss:0.0011157, Val MRR:0.32365, yago11k
2023-05-09 19:59:25,115 - [INFO] - [E:314| 600]: Train Loss:0.0011154, Val MRR:0.32365, yago11k
2023-05-09 19:59:25,116 - [INFO] - [Epoch:314]: Training Loss:0.001115
2023-05-09 19:59:25,387 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 19:59:47,028 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 20:00:08,077 - [INFO] - [Evaluating Epoch 314 valid]:
MRR: Tail : 0.41153, Head : 0.23455, Avg : 0.32304
2023-05-09 20:00:08,077 - [INFO] - [Epoch 314]: Training Loss: 0.0011154, Valid MRR: 0.32365,
2023-05-09 20:00:09,255 - [INFO] - [E:315| 0]: Train Loss:0.0011061, Val MRR:0.32365, yago11k
2023-05-09 20:01:53,680 - [INFO] - [E:315| 100]: Train Loss:0.0011141, Val MRR:0.32365, yago11k
2023-05-09 20:03:38,252 - [INFO] - [E:315| 200]: Train Loss:0.0011159, Val MRR:0.32365, yago11k
2023-05-09 20:05:10,322 - [INFO] - [E:315| 300]: Train Loss:0.001116, Val MRR:0.32365, yago11k
2023-05-09 20:06:54,528 - [INFO] - [E:315| 400]: Train Loss:0.0011154, Val MRR:0.32365, yago11k
2023-05-09 20:08:39,006 - [INFO] - [E:315| 500]: Train Loss:0.001115, Val MRR:0.32365, yago11k
2023-05-09 20:10:22,975 - [INFO] - [E:315| 600]: Train Loss:0.0011148, Val MRR:0.32365, yago11k
2023-05-09 20:10:22,976 - [INFO] - [Epoch:315]: Training Loss:0.001115
2023-05-09 20:10:23,467 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 20:10:44,868 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 20:11:05,714 - [INFO] - [Evaluating Epoch 315 valid]:
MRR: Tail : 0.41078, Head : 0.23266, Avg : 0.32172
2023-05-09 20:11:05,714 - [INFO] - [Epoch 315]: Training Loss: 0.0011148, Valid MRR: 0.32365,
2023-05-09 20:11:06,792 - [INFO] - [E:316| 0]: Train Loss:0.0011057, Val MRR:0.32365, yago11k
2023-05-09 20:12:51,442 - [INFO] - [E:316| 100]: Train Loss:0.0011154, Val MRR:0.32365, yago11k
2023-05-09 20:14:24,071 - [INFO] - [E:316| 200]: Train Loss:0.0011158, Val MRR:0.32365, yago11k
2023-05-09 20:16:07,990 - [INFO] - [E:316| 300]: Train Loss:0.0011157, Val MRR:0.32365, yago11k
2023-05-09 20:17:52,137 - [INFO] - [E:316| 400]: Train Loss:0.0011152, Val MRR:0.32365, yago11k
2023-05-09 20:19:37,120 - [INFO] - [E:316| 500]: Train Loss:0.0011151, Val MRR:0.32365, yago11k
2023-05-09 20:21:21,672 - [INFO] - [E:316| 600]: Train Loss:0.001115, Val MRR:0.32365, yago11k
2023-05-09 20:21:21,673 - [INFO] - [Epoch:316]: Training Loss:0.001115
2023-05-09 20:21:22,157 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 20:21:42,760 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 20:21:54,839 - [INFO] - [Evaluating Epoch 316 valid]:
MRR: Tail : 0.41337, Head : 0.23383, Avg : 0.3236
2023-05-09 20:21:54,839 - [INFO] - [Epoch 316]: Training Loss: 0.001115, Valid MRR: 0.32365,
2023-05-09 20:21:55,487 - [INFO] - [E:317| 0]: Train Loss:0.0010979, Val MRR:0.32365, yago11k
2023-05-09 20:23:36,849 - [INFO] - [E:317| 100]: Train Loss:0.0011131, Val MRR:0.32365, yago11k
2023-05-09 20:25:20,564 - [INFO] - [E:317| 200]: Train Loss:0.0011128, Val MRR:0.32365, yago11k
2023-05-09 20:27:05,671 - [INFO] - [E:317| 300]: Train Loss:0.001113, Val MRR:0.32365, yago11k
2023-05-09 20:28:49,707 - [INFO] - [E:317| 400]: Train Loss:0.0011139, Val MRR:0.32365, yago11k
2023-05-09 20:30:29,190 - [INFO] - [E:317| 500]: Train Loss:0.0011142, Val MRR:0.32365, yago11k
2023-05-09 20:32:05,413 - [INFO] - [E:317| 600]: Train Loss:0.0011147, Val MRR:0.32365, yago11k
2023-05-09 20:32:05,414 - [INFO] - [Epoch:317]: Training Loss:0.001115
2023-05-09 20:32:05,677 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 20:32:27,356 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 20:32:48,370 - [INFO] - [Evaluating Epoch 317 valid]:
MRR: Tail : 0.41041, Head : 0.23254, Avg : 0.32148
2023-05-09 20:32:48,370 - [INFO] - [Epoch 317]: Training Loss: 0.0011147, Valid MRR: 0.32365,
2023-05-09 20:32:49,599 - [INFO] - [E:318| 0]: Train Loss:0.0011056, Val MRR:0.32365, yago11k
2023-05-09 20:34:34,977 - [INFO] - [E:318| 100]: Train Loss:0.001113, Val MRR:0.32365, yago11k
2023-05-09 20:36:18,163 - [INFO] - [E:318| 200]: Train Loss:0.0011138, Val MRR:0.32365, yago11k
2023-05-09 20:38:02,095 - [INFO] - [E:318| 300]: Train Loss:0.0011141, Val MRR:0.32365, yago11k
2023-05-09 20:39:34,660 - [INFO] - [E:318| 400]: Train Loss:0.0011147, Val MRR:0.32365, yago11k
2023-05-09 20:41:18,098 - [INFO] - [E:318| 500]: Train Loss:0.0011153, Val MRR:0.32365, yago11k
2023-05-09 20:43:00,633 - [INFO] - [E:318| 600]: Train Loss:0.0011153, Val MRR:0.32365, yago11k
2023-05-09 20:43:00,633 - [INFO] - [Epoch:318]: Training Loss:0.001115
2023-05-09 20:43:00,983 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 20:43:22,726 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 20:43:43,882 - [INFO] - [Evaluating Epoch 318 valid]:
MRR: Tail : 0.413, Head : 0.23386, Avg : 0.32343
2023-05-09 20:43:43,882 - [INFO] - [Epoch 318]: Training Loss: 0.0011153, Valid MRR: 0.32365,
2023-05-09 20:43:44,985 - [INFO] - [E:319| 0]: Train Loss:0.0011103, Val MRR:0.32365, yago11k
2023-05-09 20:45:29,798 - [INFO] - [E:319| 100]: Train Loss:0.0011138, Val MRR:0.32365, yago11k
2023-05-09 20:47:14,598 - [INFO] - [E:319| 200]: Train Loss:0.001114, Val MRR:0.32365, yago11k
2023-05-09 20:48:47,359 - [INFO] - [E:319| 300]: Train Loss:0.0011143, Val MRR:0.32365, yago11k
2023-05-09 20:50:31,508 - [INFO] - [E:319| 400]: Train Loss:0.0011144, Val MRR:0.32365, yago11k
2023-05-09 20:52:15,717 - [INFO] - [E:319| 500]: Train Loss:0.0011144, Val MRR:0.32365, yago11k
2023-05-09 20:53:58,944 - [INFO] - [E:319| 600]: Train Loss:0.0011144, Val MRR:0.32365, yago11k
2023-05-09 20:53:58,945 - [INFO] - [Epoch:319]: Training Loss:0.001114
2023-05-09 20:53:59,344 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 20:54:21,089 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 20:54:42,550 - [INFO] - [Evaluating Epoch 319 valid]:
MRR: Tail : 0.41228, Head : 0.23337, Avg : 0.32283
MR: Tail : 635.77, Head : 987.77, Avg : 811.77
Hit-1: Tail : 0.32856, Head : 0.19047, Avg : 0.25952
Hit-3: Tail : 0.44832, Head : 0.23173, Avg : 0.34003
Hit-10: Tail : 0.57697, Head : 0.31495, Avg : 0.44596
2023-05-09 20:54:42,550 - [INFO] - [Epoch 319]: Training Loss: 0.0011144, Valid MRR: 0.32365,
2023-05-09 20:54:43,406 - [INFO] - [E:320| 0]: Train Loss:0.0011021, Val MRR:0.32365, yago11k
2023-05-09 20:56:28,455 - [INFO] - [E:320| 100]: Train Loss:0.0011145, Val MRR:0.32365, yago11k
2023-05-09 20:58:01,685 - [INFO] - [E:320| 200]: Train Loss:0.0011151, Val MRR:0.32365, yago11k
2023-05-09 20:59:45,912 - [INFO] - [E:320| 300]: Train Loss:0.0011151, Val MRR:0.32365, yago11k
2023-05-09 21:01:30,261 - [INFO] - [E:320| 400]: Train Loss:0.0011149, Val MRR:0.32365, yago11k
2023-05-09 21:03:13,231 - [INFO] - [E:320| 500]: Train Loss:0.0011145, Val MRR:0.32365, yago11k
2023-05-09 21:04:54,130 - [INFO] - [E:320| 600]: Train Loss:0.0011149, Val MRR:0.32365, yago11k
2023-05-09 21:04:54,130 - [INFO] - [Epoch:320]: Training Loss:0.001115
2023-05-09 21:04:54,393 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 21:05:09,361 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 21:05:21,783 - [INFO] - [Evaluating Epoch 320 valid]:
MRR: Tail : 0.40973, Head : 0.23273, Avg : 0.32123
2023-05-09 21:05:21,783 - [INFO] - [Epoch 320]: Training Loss: 0.0011149, Valid MRR: 0.32365,
2023-05-09 21:05:22,780 - [INFO] - [E:321| 0]: Train Loss:0.0011041, Val MRR:0.32365, yago11k
2023-05-09 21:07:07,524 - [INFO] - [E:321| 100]: Train Loss:0.0011128, Val MRR:0.32365, yago11k
2023-05-09 21:08:52,222 - [INFO] - [E:321| 200]: Train Loss:0.0011139, Val MRR:0.32365, yago11k
2023-05-09 21:10:36,098 - [INFO] - [E:321| 300]: Train Loss:0.001114, Val MRR:0.32365, yago11k
2023-05-09 21:12:19,692 - [INFO] - [E:321| 400]: Train Loss:0.0011137, Val MRR:0.32365, yago11k
2023-05-09 21:13:57,174 - [INFO] - [E:321| 500]: Train Loss:0.0011139, Val MRR:0.32365, yago11k
2023-05-09 21:15:36,341 - [INFO] - [E:321| 600]: Train Loss:0.0011144, Val MRR:0.32365, yago11k
2023-05-09 21:15:36,341 - [INFO] - [Epoch:321]: Training Loss:0.001114
2023-05-09 21:15:36,786 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 21:15:57,772 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 21:16:18,617 - [INFO] - [Evaluating Epoch 321 valid]:
MRR: Tail : 0.40885, Head : 0.23414, Avg : 0.32149
2023-05-09 21:16:18,618 - [INFO] - [Epoch 321]: Training Loss: 0.0011144, Valid MRR: 0.32365,
2023-05-09 21:16:19,670 - [INFO] - [E:322| 0]: Train Loss:0.001111, Val MRR:0.32365, yago11k
2023-05-09 21:18:03,618 - [INFO] - [E:322| 100]: Train Loss:0.0011161, Val MRR:0.32365, yago11k
2023-05-09 21:19:47,095 - [INFO] - [E:322| 200]: Train Loss:0.0011138, Val MRR:0.32365, yago11k
2023-05-09 21:21:31,627 - [INFO] - [E:322| 300]: Train Loss:0.0011138, Val MRR:0.32365, yago11k
2023-05-09 21:23:06,252 - [INFO] - [E:322| 400]: Train Loss:0.0011136, Val MRR:0.32365, yago11k
2023-05-09 21:24:50,697 - [INFO] - [E:322| 500]: Train Loss:0.0011142, Val MRR:0.32365, yago11k
2023-05-09 21:26:35,634 - [INFO] - [E:322| 600]: Train Loss:0.0011145, Val MRR:0.32365, yago11k
2023-05-09 21:26:35,634 - [INFO] - [Epoch:322]: Training Loss:0.001114
2023-05-09 21:26:35,898 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 21:26:57,767 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 21:27:18,782 - [INFO] - [Evaluating Epoch 322 valid]:
MRR: Tail : 0.40888, Head : 0.23247, Avg : 0.32067
2023-05-09 21:27:18,782 - [INFO] - [Epoch 322]: Training Loss: 0.0011145, Valid MRR: 0.32365,
2023-05-09 21:27:20,008 - [INFO] - [E:323| 0]: Train Loss:0.0011363, Val MRR:0.32365, yago11k
2023-05-09 21:29:05,027 - [INFO] - [E:323| 100]: Train Loss:0.0011133, Val MRR:0.32365, yago11k
2023-05-09 21:30:49,469 - [INFO] - [E:323| 200]: Train Loss:0.0011137, Val MRR:0.32365, yago11k
2023-05-09 21:32:22,244 - [INFO] - [E:323| 300]: Train Loss:0.0011143, Val MRR:0.32365, yago11k
2023-05-09 21:34:06,200 - [INFO] - [E:323| 400]: Train Loss:0.0011135, Val MRR:0.32365, yago11k
2023-05-09 21:35:51,060 - [INFO] - [E:323| 500]: Train Loss:0.0011139, Val MRR:0.32365, yago11k
2023-05-09 21:37:34,440 - [INFO] - [E:323| 600]: Train Loss:0.0011144, Val MRR:0.32365, yago11k
2023-05-09 21:37:34,440 - [INFO] - [Epoch:323]: Training Loss:0.001114
2023-05-09 21:37:34,837 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 21:37:56,451 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 21:38:17,991 - [INFO] - [Evaluating Epoch 323 valid]:
MRR: Tail : 0.40911, Head : 0.23274, Avg : 0.32093
2023-05-09 21:38:17,991 - [INFO] - [Epoch 323]: Training Loss: 0.0011144, Valid MRR: 0.32365,
2023-05-09 21:38:18,844 - [INFO] - [E:324| 0]: Train Loss:0.0011072, Val MRR:0.32365, yago11k
2023-05-09 21:40:00,686 - [INFO] - [E:324| 100]: Train Loss:0.0011156, Val MRR:0.32365, yago11k
2023-05-09 21:41:36,301 - [INFO] - [E:324| 200]: Train Loss:0.0011144, Val MRR:0.32365, yago11k
2023-05-09 21:43:20,947 - [INFO] - [E:324| 300]: Train Loss:0.0011145, Val MRR:0.32365, yago11k
2023-05-09 21:45:05,574 - [INFO] - [E:324| 400]: Train Loss:0.0011141, Val MRR:0.32365, yago11k
2023-05-09 21:46:51,027 - [INFO] - [E:324| 500]: Train Loss:0.0011138, Val MRR:0.32365, yago11k
2023-05-09 21:48:34,739 - [INFO] - [E:324| 600]: Train Loss:0.001114, Val MRR:0.32365, yago11k
2023-05-09 21:48:34,739 - [INFO] - [Epoch:324]: Training Loss:0.001114
2023-05-09 21:48:35,222 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 21:48:48,926 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 21:49:03,575 - [INFO] - [Evaluating Epoch 324 valid]:
MRR: Tail : 0.40855, Head : 0.2335, Avg : 0.32102
2023-05-09 21:49:03,575 - [INFO] - [Epoch 324]: Training Loss: 0.001114, Valid MRR: 0.32365,
2023-05-09 21:49:04,553 - [INFO] - [E:325| 0]: Train Loss:0.0010929, Val MRR:0.32365, yago11k
2023-05-09 21:50:49,050 - [INFO] - [E:325| 100]: Train Loss:0.0011136, Val MRR:0.32365, yago11k
2023-05-09 21:52:33,218 - [INFO] - [E:325| 200]: Train Loss:0.0011139, Val MRR:0.32365, yago11k
2023-05-09 21:54:17,801 - [INFO] - [E:325| 300]: Train Loss:0.0011141, Val MRR:0.32365, yago11k
2023-05-09 21:56:01,887 - [INFO] - [E:325| 400]: Train Loss:0.0011137, Val MRR:0.32365, yago11k
2023-05-09 21:57:36,968 - [INFO] - [E:325| 500]: Train Loss:0.0011138, Val MRR:0.32365, yago11k
2023-05-09 21:59:18,967 - [INFO] - [E:325| 600]: Train Loss:0.0011139, Val MRR:0.32365, yago11k
2023-05-09 21:59:18,967 - [INFO] - [Epoch:325]: Training Loss:0.001114
2023-05-09 21:59:19,487 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 21:59:40,670 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 22:00:01,454 - [INFO] - [Evaluating Epoch 325 valid]:
MRR: Tail : 0.41098, Head : 0.23176, Avg : 0.32137
2023-05-09 22:00:01,455 - [INFO] - [Epoch 325]: Training Loss: 0.0011139, Valid MRR: 0.32365,
2023-05-09 22:00:02,677 - [INFO] - [E:326| 0]: Train Loss:0.0010849, Val MRR:0.32365, yago11k
2023-05-09 22:01:47,213 - [INFO] - [E:326| 100]: Train Loss:0.001115, Val MRR:0.32365, yago11k
2023-05-09 22:03:31,128 - [INFO] - [E:326| 200]: Train Loss:0.0011133, Val MRR:0.32365, yago11k
2023-05-09 22:05:16,348 - [INFO] - [E:326| 300]: Train Loss:0.0011136, Val MRR:0.32365, yago11k
2023-05-09 22:06:49,005 - [INFO] - [E:326| 400]: Train Loss:0.0011133, Val MRR:0.32365, yago11k
2023-05-09 22:08:32,799 - [INFO] - [E:326| 500]: Train Loss:0.0011138, Val MRR:0.32365, yago11k
2023-05-09 22:10:15,824 - [INFO] - [E:326| 600]: Train Loss:0.0011139, Val MRR:0.32365, yago11k
2023-05-09 22:10:15,825 - [INFO] - [Epoch:326]: Training Loss:0.001114
2023-05-09 22:10:16,177 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 22:10:39,989 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 22:11:00,822 - [INFO] - [Evaluating Epoch 326 valid]:
MRR: Tail : 0.40987, Head : 0.23197, Avg : 0.32092
2023-05-09 22:11:00,822 - [INFO] - [Epoch 326]: Training Loss: 0.0011139, Valid MRR: 0.32365,
2023-05-09 22:11:02,029 - [INFO] - [E:327| 0]: Train Loss:0.0011138, Val MRR:0.32365, yago11k
2023-05-09 22:12:45,862 - [INFO] - [E:327| 100]: Train Loss:0.0011162, Val MRR:0.32365, yago11k
2023-05-09 22:14:30,567 - [INFO] - [E:327| 200]: Train Loss:0.0011133, Val MRR:0.32365, yago11k
2023-05-09 22:16:03,444 - [INFO] - [E:327| 300]: Train Loss:0.0011137, Val MRR:0.32365, yago11k
2023-05-09 22:17:47,041 - [INFO] - [E:327| 400]: Train Loss:0.0011136, Val MRR:0.32365, yago11k
2023-05-09 22:19:31,372 - [INFO] - [E:327| 500]: Train Loss:0.0011136, Val MRR:0.32365, yago11k
2023-05-09 22:21:15,139 - [INFO] - [E:327| 600]: Train Loss:0.001114, Val MRR:0.32365, yago11k
2023-05-09 22:21:15,139 - [INFO] - [Epoch:327]: Training Loss:0.001114
2023-05-09 22:21:15,401 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 22:21:36,855 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 22:21:57,942 - [INFO] - [Evaluating Epoch 327 valid]:
MRR: Tail : 0.41027, Head : 0.23341, Avg : 0.32184
2023-05-09 22:21:57,943 - [INFO] - [Epoch 327]: Training Loss: 0.001114, Valid MRR: 0.32365,
2023-05-09 22:21:59,133 - [INFO] - [E:328| 0]: Train Loss:0.0011653, Val MRR:0.32365, yago11k
2023-05-09 22:23:39,490 - [INFO] - [E:328| 100]: Train Loss:0.0011118, Val MRR:0.32365, yago11k
2023-05-09 22:25:15,526 - [INFO] - [E:328| 200]: Train Loss:0.0011141, Val MRR:0.32365, yago11k
2023-05-09 22:26:59,173 - [INFO] - [E:328| 300]: Train Loss:0.0011129, Val MRR:0.32365, yago11k
2023-05-09 22:28:42,718 - [INFO] - [E:328| 400]: Train Loss:0.0011132, Val MRR:0.32365, yago11k
2023-05-09 22:30:26,345 - [INFO] - [E:328| 500]: Train Loss:0.0011137, Val MRR:0.32365, yago11k
2023-05-09 22:32:09,020 - [INFO] - [E:328| 600]: Train Loss:0.0011138, Val MRR:0.32365, yago11k
2023-05-09 22:32:09,020 - [INFO] - [Epoch:328]: Training Loss:0.001114
2023-05-09 22:32:09,283 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 22:32:24,181 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 22:32:37,454 - [INFO] - [Evaluating Epoch 328 valid]:
MRR: Tail : 0.40996, Head : 0.23584, Avg : 0.3229
2023-05-09 22:32:37,454 - [INFO] - [Epoch 328]: Training Loss: 0.0011138, Valid MRR: 0.32365,
2023-05-09 22:32:38,664 - [INFO] - [E:329| 0]: Train Loss:0.0011225, Val MRR:0.32365, yago11k
2023-05-09 22:34:21,499 - [INFO] - [E:329| 100]: Train Loss:0.0011118, Val MRR:0.32365, yago11k
2023-05-09 22:36:02,938 - [INFO] - [E:329| 200]: Train Loss:0.0011128, Val MRR:0.32365, yago11k
2023-05-09 22:37:46,579 - [INFO] - [E:329| 300]: Train Loss:0.0011127, Val MRR:0.32365, yago11k
2023-05-09 22:39:30,990 - [INFO] - [E:329| 400]: Train Loss:0.0011133, Val MRR:0.32365, yago11k
2023-05-09 22:41:03,495 - [INFO] - [E:329| 500]: Train Loss:0.0011133, Val MRR:0.32365, yago11k
2023-05-09 22:42:47,178 - [INFO] - [E:329| 600]: Train Loss:0.0011135, Val MRR:0.32365, yago11k
2023-05-09 22:42:47,178 - [INFO] - [Epoch:329]: Training Loss:0.001114
2023-05-09 22:42:47,693 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 22:43:08,785 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 22:43:29,923 - [INFO] - [Evaluating Epoch 329 valid]:
MRR: Tail : 0.41092, Head : 0.23542, Avg : 0.32317
MR: Tail : 649.13, Head : 1007.9, Avg : 828.51
Hit-1: Tail : 0.32592, Head : 0.19269, Avg : 0.25931
Hit-3: Tail : 0.44887, Head : 0.23354, Avg : 0.34121
Hit-10: Tail : 0.57877, Head : 0.31967, Avg : 0.44922
2023-05-09 22:43:29,923 - [INFO] - [Epoch 329]: Training Loss: 0.0011135, Valid MRR: 0.32365,
2023-05-09 22:43:30,780 - [INFO] - [E:330| 0]: Train Loss:0.0011248, Val MRR:0.32365, yago11k
2023-05-09 22:45:14,568 - [INFO] - [E:330| 100]: Train Loss:0.0011142, Val MRR:0.32365, yago11k
2023-05-09 22:46:58,156 - [INFO] - [E:330| 200]: Train Loss:0.0011133, Val MRR:0.32365, yago11k
2023-05-09 22:48:41,422 - [INFO] - [E:330| 300]: Train Loss:0.0011142, Val MRR:0.32365, yago11k
2023-05-09 22:50:13,539 - [INFO] - [E:330| 400]: Train Loss:0.001114, Val MRR:0.32365, yago11k
2023-05-09 22:51:57,373 - [INFO] - [E:330| 500]: Train Loss:0.0011135, Val MRR:0.32365, yago11k
2023-05-09 22:53:40,132 - [INFO] - [E:330| 600]: Train Loss:0.0011137, Val MRR:0.32365, yago11k
2023-05-09 22:53:40,132 - [INFO] - [Epoch:330]: Training Loss:0.001114
2023-05-09 22:53:40,529 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 22:54:01,998 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 22:54:23,367 - [INFO] - [Evaluating Epoch 330 valid]:
MRR: Tail : 0.40969, Head : 0.2355, Avg : 0.3226
2023-05-09 22:54:23,367 - [INFO] - [Epoch 330]: Training Loss: 0.0011137, Valid MRR: 0.32365,
2023-05-09 22:54:24,318 - [INFO] - [E:331| 0]: Train Loss:0.0011234, Val MRR:0.32365, yago11k
2023-05-09 22:56:08,628 - [INFO] - [E:331| 100]: Train Loss:0.0011137, Val MRR:0.32365, yago11k
2023-05-09 22:57:52,449 - [INFO] - [E:331| 200]: Train Loss:0.001113, Val MRR:0.32365, yago11k
2023-05-09 22:59:25,676 - [INFO] - [E:331| 300]: Train Loss:0.0011136, Val MRR:0.32365, yago11k
2023-05-09 23:01:10,319 - [INFO] - [E:331| 400]: Train Loss:0.0011132, Val MRR:0.32365, yago11k
2023-05-09 23:02:54,567 - [INFO] - [E:331| 500]: Train Loss:0.0011135, Val MRR:0.32365, yago11k
2023-05-09 23:04:38,221 - [INFO] - [E:331| 600]: Train Loss:0.0011135, Val MRR:0.32365, yago11k
2023-05-09 23:04:38,222 - [INFO] - [Epoch:331]: Training Loss:0.001114
2023-05-09 23:04:38,565 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 23:04:59,879 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 23:05:21,365 - [INFO] - [Evaluating Epoch 331 valid]:
MRR: Tail : 0.40977, Head : 0.23559, Avg : 0.32268
2023-05-09 23:05:21,365 - [INFO] - [Epoch 331]: Training Loss: 0.0011135, Valid MRR: 0.32365,
2023-05-09 23:05:22,208 - [INFO] - [E:332| 0]: Train Loss:0.0011084, Val MRR:0.32365, yago11k
2023-05-09 23:07:02,786 - [INFO] - [E:332| 100]: Train Loss:0.0011131, Val MRR:0.32365, yago11k
2023-05-09 23:08:38,635 - [INFO] - [E:332| 200]: Train Loss:0.0011132, Val MRR:0.32365, yago11k
2023-05-09 23:10:22,888 - [INFO] - [E:332| 300]: Train Loss:0.0011132, Val MRR:0.32365, yago11k
2023-05-09 23:12:07,256 - [INFO] - [E:332| 400]: Train Loss:0.0011125, Val MRR:0.32365, yago11k
2023-05-09 23:13:51,925 - [INFO] - [E:332| 500]: Train Loss:0.0011129, Val MRR:0.32365, yago11k
2023-05-09 23:15:35,660 - [INFO] - [E:332| 600]: Train Loss:0.0011135, Val MRR:0.32365, yago11k
2023-05-09 23:15:35,660 - [INFO] - [Epoch:332]: Training Loss:0.001114
2023-05-09 23:15:36,003 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 23:15:48,848 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 23:16:04,545 - [INFO] - [Evaluating Epoch 332 valid]:
MRR: Tail : 0.40937, Head : 0.23358, Avg : 0.32147
2023-05-09 23:16:04,546 - [INFO] - [Epoch 332]: Training Loss: 0.0011135, Valid MRR: 0.32365,
2023-05-09 23:16:05,433 - [INFO] - [E:333| 0]: Train Loss:0.0011286, Val MRR:0.32365, yago11k
2023-05-09 23:17:50,114 - [INFO] - [E:333| 100]: Train Loss:0.0011101, Val MRR:0.32365, yago11k
2023-05-09 23:19:34,433 - [INFO] - [E:333| 200]: Train Loss:0.0011122, Val MRR:0.32365, yago11k
2023-05-09 23:21:17,633 - [INFO] - [E:333| 300]: Train Loss:0.0011131, Val MRR:0.32365, yago11k
2023-05-09 23:23:02,113 - [INFO] - [E:333| 400]: Train Loss:0.0011127, Val MRR:0.32365, yago11k
2023-05-09 23:24:36,255 - [INFO] - [E:333| 500]: Train Loss:0.0011127, Val MRR:0.32365, yago11k
2023-05-09 23:26:17,791 - [INFO] - [E:333| 600]: Train Loss:0.0011131, Val MRR:0.32365, yago11k
2023-05-09 23:26:17,791 - [INFO] - [Epoch:333]: Training Loss:0.001113
2023-05-09 23:26:18,138 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 23:26:39,761 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 23:27:01,041 - [INFO] - [Evaluating Epoch 333 valid]:
MRR: Tail : 0.40925, Head : 0.23484, Avg : 0.32205
2023-05-09 23:27:01,042 - [INFO] - [Epoch 333]: Training Loss: 0.0011131, Valid MRR: 0.32365,
2023-05-09 23:27:01,943 - [INFO] - [E:334| 0]: Train Loss:0.0010928, Val MRR:0.32365, yago11k
2023-05-09 23:28:45,953 - [INFO] - [E:334| 100]: Train Loss:0.0011117, Val MRR:0.32365, yago11k
2023-05-09 23:30:30,148 - [INFO] - [E:334| 200]: Train Loss:0.0011119, Val MRR:0.32365, yago11k
2023-05-09 23:32:14,436 - [INFO] - [E:334| 300]: Train Loss:0.0011124, Val MRR:0.32365, yago11k
2023-05-09 23:33:47,029 - [INFO] - [E:334| 400]: Train Loss:0.0011134, Val MRR:0.32365, yago11k
2023-05-09 23:35:31,443 - [INFO] - [E:334| 500]: Train Loss:0.0011131, Val MRR:0.32365, yago11k
2023-05-09 23:37:15,437 - [INFO] - [E:334| 600]: Train Loss:0.0011133, Val MRR:0.32365, yago11k
2023-05-09 23:37:15,437 - [INFO] - [Epoch:334]: Training Loss:0.001113
2023-05-09 23:37:15,700 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 23:37:37,207 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 23:37:58,410 - [INFO] - [Evaluating Epoch 334 valid]:
MRR: Tail : 0.40984, Head : 0.23335, Avg : 0.32159
2023-05-09 23:37:58,410 - [INFO] - [Epoch 334]: Training Loss: 0.0011133, Valid MRR: 0.32365,
2023-05-09 23:37:59,503 - [INFO] - [E:335| 0]: Train Loss:0.0011105, Val MRR:0.32365, yago11k
2023-05-09 23:39:43,742 - [INFO] - [E:335| 100]: Train Loss:0.0011121, Val MRR:0.32365, yago11k
2023-05-09 23:41:28,733 - [INFO] - [E:335| 200]: Train Loss:0.0011123, Val MRR:0.32365, yago11k
2023-05-09 23:43:01,768 - [INFO] - [E:335| 300]: Train Loss:0.0011123, Val MRR:0.32365, yago11k
2023-05-09 23:44:46,988 - [INFO] - [E:335| 400]: Train Loss:0.0011123, Val MRR:0.32365, yago11k
2023-05-09 23:46:34,177 - [INFO] - [E:335| 500]: Train Loss:0.0011123, Val MRR:0.32365, yago11k
2023-05-09 23:48:18,418 - [INFO] - [E:335| 600]: Train Loss:0.0011129, Val MRR:0.32365, yago11k
2023-05-09 23:48:18,418 - [INFO] - [Epoch:335]: Training Loss:0.001113
2023-05-09 23:48:18,681 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 23:48:40,548 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 23:49:01,559 - [INFO] - [Evaluating Epoch 335 valid]:
MRR: Tail : 0.41448, Head : 0.23282, Avg : 0.32365
2023-05-09 23:49:01,559 - [INFO] - [Epoch 335]: Training Loss: 0.0011129, Valid MRR: 0.32365,
2023-05-09 23:49:02,759 - [INFO] - [E:336| 0]: Train Loss:0.0011131, Val MRR:0.32365, yago11k
2023-05-09 23:50:38,362 - [INFO] - [E:336| 100]: Train Loss:0.0011143, Val MRR:0.32365, yago11k
2023-05-09 23:52:19,275 - [INFO] - [E:336| 200]: Train Loss:0.0011133, Val MRR:0.32365, yago11k
2023-05-09 23:54:02,014 - [INFO] - [E:336| 300]: Train Loss:0.0011137, Val MRR:0.32365, yago11k
2023-05-09 23:55:45,458 - [INFO] - [E:336| 400]: Train Loss:0.0011134, Val MRR:0.32365, yago11k
2023-05-09 23:57:29,097 - [INFO] - [E:336| 500]: Train Loss:0.0011128, Val MRR:0.32365, yago11k
2023-05-09 23:59:08,614 - [INFO] - [E:336| 600]: Train Loss:0.001113, Val MRR:0.32365, yago11k
2023-05-09 23:59:08,615 - [INFO] - [Epoch:336]: Training Loss:0.001113
2023-05-09 23:59:08,834 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-09 23:59:21,079 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-09 23:59:42,170 - [INFO] - [Evaluating Epoch 336 valid]:
MRR: Tail : 0.41547, Head : 0.23417, Avg : 0.32482
2023-05-09 23:59:43,116 - [INFO] - [Epoch 336]: Training Loss: 0.001113, Valid MRR: 0.32482,
2023-05-09 23:59:43,898 - [INFO] - [E:337| 0]: Train Loss:0.0011256, Val MRR:0.32482, yago11k
2023-05-10 00:01:28,970 - [INFO] - [E:337| 100]: Train Loss:0.0011139, Val MRR:0.32482, yago11k
2023-05-10 00:03:13,704 - [INFO] - [E:337| 200]: Train Loss:0.0011118, Val MRR:0.32482, yago11k
2023-05-10 00:04:57,188 - [INFO] - [E:337| 300]: Train Loss:0.0011125, Val MRR:0.32482, yago11k
2023-05-10 00:06:38,617 - [INFO] - [E:337| 400]: Train Loss:0.0011118, Val MRR:0.32482, yago11k
2023-05-10 00:08:08,831 - [INFO] - [E:337| 500]: Train Loss:0.0011123, Val MRR:0.32482, yago11k
2023-05-10 00:09:52,196 - [INFO] - [E:337| 600]: Train Loss:0.0011127, Val MRR:0.32482, yago11k
2023-05-10 00:09:52,197 - [INFO] - [Epoch:337]: Training Loss:0.001113
2023-05-10 00:09:52,712 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 00:10:13,570 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 00:10:34,516 - [INFO] - [Evaluating Epoch 337 valid]:
MRR: Tail : 0.41327, Head : 0.23438, Avg : 0.32383
2023-05-10 00:10:34,516 - [INFO] - [Epoch 337]: Training Loss: 0.0011127, Valid MRR: 0.32482,
2023-05-10 00:10:35,691 - [INFO] - [E:338| 0]: Train Loss:0.0010943, Val MRR:0.32482, yago11k
2023-05-10 00:12:19,281 - [INFO] - [E:338| 100]: Train Loss:0.001114, Val MRR:0.32482, yago11k
2023-05-10 00:14:03,339 - [INFO] - [E:338| 200]: Train Loss:0.0011137, Val MRR:0.32482, yago11k
2023-05-10 00:15:47,206 - [INFO] - [E:338| 300]: Train Loss:0.0011126, Val MRR:0.32482, yago11k
2023-05-10 00:17:19,593 - [INFO] - [E:338| 400]: Train Loss:0.0011124, Val MRR:0.32482, yago11k
2023-05-10 00:19:03,101 - [INFO] - [E:338| 500]: Train Loss:0.0011125, Val MRR:0.32482, yago11k
2023-05-10 00:20:45,418 - [INFO] - [E:338| 600]: Train Loss:0.0011129, Val MRR:0.32482, yago11k
2023-05-10 00:20:45,418 - [INFO] - [Epoch:338]: Training Loss:0.001113
2023-05-10 00:20:45,936 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 00:21:07,332 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 00:21:28,327 - [INFO] - [Evaluating Epoch 338 valid]:
MRR: Tail : 0.41294, Head : 0.23356, Avg : 0.32325
2023-05-10 00:21:28,328 - [INFO] - [Epoch 338]: Training Loss: 0.0011129, Valid MRR: 0.32482,
2023-05-10 00:21:29,535 - [INFO] - [E:339| 0]: Train Loss:0.0011311, Val MRR:0.32482, yago11k
2023-05-10 00:23:12,912 - [INFO] - [E:339| 100]: Train Loss:0.001111, Val MRR:0.32482, yago11k
2023-05-10 00:24:55,774 - [INFO] - [E:339| 200]: Train Loss:0.0011134, Val MRR:0.32482, yago11k
2023-05-10 00:26:30,335 - [INFO] - [E:339| 300]: Train Loss:0.0011129, Val MRR:0.32482, yago11k
2023-05-10 00:28:13,914 - [INFO] - [E:339| 400]: Train Loss:0.0011125, Val MRR:0.32482, yago11k
2023-05-10 00:29:58,671 - [INFO] - [E:339| 500]: Train Loss:0.0011129, Val MRR:0.32482, yago11k
2023-05-10 00:31:42,549 - [INFO] - [E:339| 600]: Train Loss:0.0011126, Val MRR:0.32482, yago11k
2023-05-10 00:31:42,549 - [INFO] - [Epoch:339]: Training Loss:0.001113
2023-05-10 00:31:42,897 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 00:32:04,602 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 00:32:25,758 - [INFO] - [Evaluating Epoch 339 valid]:
MRR: Tail : 0.41288, Head : 0.23298, Avg : 0.32293
MR: Tail : 639.02, Head : 983.52, Avg : 811.27
Hit-1: Tail : 0.33287, Head : 0.19075, Avg : 0.26181
Hit-3: Tail : 0.44123, Head : 0.23145, Avg : 0.33634
Hit-10: Tail : 0.57877, Head : 0.31328, Avg : 0.44603
2023-05-10 00:32:25,758 - [INFO] - [Epoch 339]: Training Loss: 0.0011126, Valid MRR: 0.32482,
2023-05-10 00:32:26,901 - [INFO] - [E:340| 0]: Train Loss:0.0011341, Val MRR:0.32482, yago11k
2023-05-10 00:33:59,793 - [INFO] - [E:340| 100]: Train Loss:0.0011128, Val MRR:0.32482, yago11k
2023-05-10 00:35:45,712 - [INFO] - [E:340| 200]: Train Loss:0.0011122, Val MRR:0.32482, yago11k
2023-05-10 00:37:29,699 - [INFO] - [E:340| 300]: Train Loss:0.0011118, Val MRR:0.32482, yago11k
2023-05-10 00:39:14,186 - [INFO] - [E:340| 400]: Train Loss:0.0011126, Val MRR:0.32482, yago11k
2023-05-10 00:40:58,556 - [INFO] - [E:340| 500]: Train Loss:0.0011129, Val MRR:0.32482, yago11k
2023-05-10 00:42:35,587 - [INFO] - [E:340| 600]: Train Loss:0.0011126, Val MRR:0.32482, yago11k
2023-05-10 00:42:35,588 - [INFO] - [Epoch:340]: Training Loss:0.001113
2023-05-10 00:42:35,807 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 00:42:51,981 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 00:43:13,408 - [INFO] - [Evaluating Epoch 340 valid]:
MRR: Tail : 0.41557, Head : 0.23429, Avg : 0.32493
2023-05-10 00:43:14,427 - [INFO] - [Epoch 340]: Training Loss: 0.0011126, Valid MRR: 0.32493,
2023-05-10 00:43:15,606 - [INFO] - [E:341| 0]: Train Loss:0.0011123, Val MRR:0.32493, yago11k
2023-05-10 00:44:59,527 - [INFO] - [E:341| 100]: Train Loss:0.0011135, Val MRR:0.32493, yago11k
2023-05-10 00:46:43,811 - [INFO] - [E:341| 200]: Train Loss:0.0011127, Val MRR:0.32493, yago11k
2023-05-10 00:48:28,836 - [INFO] - [E:341| 300]: Train Loss:0.0011129, Val MRR:0.32493, yago11k
2023-05-10 00:50:13,305 - [INFO] - [E:341| 400]: Train Loss:0.0011124, Val MRR:0.32493, yago11k
2023-05-10 00:51:45,452 - [INFO] - [E:341| 500]: Train Loss:0.0011125, Val MRR:0.32493, yago11k
2023-05-10 00:53:29,193 - [INFO] - [E:341| 600]: Train Loss:0.0011125, Val MRR:0.32493, yago11k
2023-05-10 00:53:29,193 - [INFO] - [Epoch:341]: Training Loss:0.001113
2023-05-10 00:53:29,540 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 00:53:51,194 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 00:54:12,441 - [INFO] - [Evaluating Epoch 341 valid]:
MRR: Tail : 0.41371, Head : 0.23347, Avg : 0.32359
2023-05-10 00:54:12,441 - [INFO] - [Epoch 341]: Training Loss: 0.0011125, Valid MRR: 0.32493,
2023-05-10 00:54:13,265 - [INFO] - [E:342| 0]: Train Loss:0.0011157, Val MRR:0.32493, yago11k
2023-05-10 00:55:57,244 - [INFO] - [E:342| 100]: Train Loss:0.0011128, Val MRR:0.32493, yago11k
2023-05-10 00:57:40,831 - [INFO] - [E:342| 200]: Train Loss:0.0011115, Val MRR:0.32493, yago11k
2023-05-10 00:59:25,249 - [INFO] - [E:342| 300]: Train Loss:0.0011114, Val MRR:0.32493, yago11k
2023-05-10 01:00:58,614 - [INFO] - [E:342| 400]: Train Loss:0.0011114, Val MRR:0.32493, yago11k
2023-05-10 01:02:42,747 - [INFO] - [E:342| 500]: Train Loss:0.001112, Val MRR:0.32493, yago11k
2023-05-10 01:04:26,072 - [INFO] - [E:342| 600]: Train Loss:0.0011122, Val MRR:0.32493, yago11k
2023-05-10 01:04:26,072 - [INFO] - [Epoch:342]: Training Loss:0.001112
2023-05-10 01:04:26,587 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 01:04:47,910 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 01:05:09,299 - [INFO] - [Evaluating Epoch 342 valid]:
MRR: Tail : 0.41023, Head : 0.23437, Avg : 0.3223
2023-05-10 01:05:09,299 - [INFO] - [Epoch 342]: Training Loss: 0.0011122, Valid MRR: 0.32493,
2023-05-10 01:05:10,404 - [INFO] - [E:343| 0]: Train Loss:0.0011067, Val MRR:0.32493, yago11k
2023-05-10 01:06:54,718 - [INFO] - [E:343| 100]: Train Loss:0.001111, Val MRR:0.32493, yago11k
2023-05-10 01:08:35,352 - [INFO] - [E:343| 200]: Train Loss:0.0011117, Val MRR:0.32493, yago11k
2023-05-10 01:10:11,991 - [INFO] - [E:343| 300]: Train Loss:0.0011114, Val MRR:0.32493, yago11k
2023-05-10 01:11:56,266 - [INFO] - [E:343| 400]: Train Loss:0.0011115, Val MRR:0.32493, yago11k
2023-05-10 01:13:39,286 - [INFO] - [E:343| 500]: Train Loss:0.0011113, Val MRR:0.32493, yago11k
2023-05-10 01:15:22,113 - [INFO] - [E:343| 600]: Train Loss:0.0011122, Val MRR:0.32493, yago11k
2023-05-10 01:15:22,113 - [INFO] - [Epoch:343]: Training Loss:0.001112
2023-05-10 01:15:22,467 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 01:15:44,215 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 01:16:05,396 - [INFO] - [Evaluating Epoch 343 valid]:
MRR: Tail : 0.41107, Head : 0.23503, Avg : 0.32305
2023-05-10 01:16:05,396 - [INFO] - [Epoch 343]: Training Loss: 0.0011122, Valid MRR: 0.32493,
2023-05-10 01:16:06,483 - [INFO] - [E:344| 0]: Train Loss:0.001113, Val MRR:0.32493, yago11k
2023-05-10 01:17:38,768 - [INFO] - [E:344| 100]: Train Loss:0.0011112, Val MRR:0.32493, yago11k
2023-05-10 01:19:23,208 - [INFO] - [E:344| 200]: Train Loss:0.001111, Val MRR:0.32493, yago11k
2023-05-10 01:21:07,680 - [INFO] - [E:344| 300]: Train Loss:0.0011109, Val MRR:0.32493, yago11k
2023-05-10 01:22:54,345 - [INFO] - [E:344| 400]: Train Loss:0.0011113, Val MRR:0.32493, yago11k
2023-05-10 01:24:38,171 - [INFO] - [E:344| 500]: Train Loss:0.0011121, Val MRR:0.32493, yago11k
2023-05-10 01:26:13,852 - [INFO] - [E:344| 600]: Train Loss:0.0011121, Val MRR:0.32493, yago11k
2023-05-10 01:26:13,852 - [INFO] - [Epoch:344]: Training Loss:0.001112
2023-05-10 01:26:14,072 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 01:26:31,067 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 01:26:52,471 - [INFO] - [Evaluating Epoch 344 valid]:
MRR: Tail : 0.40993, Head : 0.23488, Avg : 0.3224
2023-05-10 01:26:52,471 - [INFO] - [Epoch 344]: Training Loss: 0.0011121, Valid MRR: 0.32493,
2023-05-10 01:26:53,649 - [INFO] - [E:345| 0]: Train Loss:0.0010998, Val MRR:0.32493, yago11k
2023-05-10 01:28:37,750 - [INFO] - [E:345| 100]: Train Loss:0.0011086, Val MRR:0.32493, yago11k
2023-05-10 01:30:21,402 - [INFO] - [E:345| 200]: Train Loss:0.0011111, Val MRR:0.32493, yago11k
2023-05-10 01:32:05,666 - [INFO] - [E:345| 300]: Train Loss:0.0011112, Val MRR:0.32493, yago11k
2023-05-10 01:33:49,480 - [INFO] - [E:345| 400]: Train Loss:0.0011113, Val MRR:0.32493, yago11k
2023-05-10 01:35:21,964 - [INFO] - [E:345| 500]: Train Loss:0.0011113, Val MRR:0.32493, yago11k
2023-05-10 01:37:03,916 - [INFO] - [E:345| 600]: Train Loss:0.0011118, Val MRR:0.32493, yago11k
2023-05-10 01:37:03,916 - [INFO] - [Epoch:345]: Training Loss:0.001112
2023-05-10 01:37:04,436 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 01:37:24,961 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 01:37:45,124 - [INFO] - [Evaluating Epoch 345 valid]:
MRR: Tail : 0.41234, Head : 0.23477, Avg : 0.32356
2023-05-10 01:37:45,124 - [INFO] - [Epoch 345]: Training Loss: 0.0011118, Valid MRR: 0.32493,
2023-05-10 01:37:46,175 - [INFO] - [E:346| 0]: Train Loss:0.0011268, Val MRR:0.32493, yago11k
2023-05-10 01:39:29,079 - [INFO] - [E:346| 100]: Train Loss:0.0011132, Val MRR:0.32493, yago11k
2023-05-10 01:41:13,387 - [INFO] - [E:346| 200]: Train Loss:0.0011127, Val MRR:0.32493, yago11k
2023-05-10 01:42:57,523 - [INFO] - [E:346| 300]: Train Loss:0.0011119, Val MRR:0.32493, yago11k
2023-05-10 01:44:29,884 - [INFO] - [E:346| 400]: Train Loss:0.001112, Val MRR:0.32493, yago11k
2023-05-10 01:46:14,769 - [INFO] - [E:346| 500]: Train Loss:0.0011121, Val MRR:0.32493, yago11k
2023-05-10 01:47:59,469 - [INFO] - [E:346| 600]: Train Loss:0.0011119, Val MRR:0.32493, yago11k
2023-05-10 01:47:59,469 - [INFO] - [Epoch:346]: Training Loss:0.001112
2023-05-10 01:47:59,732 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 01:48:21,160 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 01:48:42,591 - [INFO] - [Evaluating Epoch 346 valid]:
MRR: Tail : 0.41467, Head : 0.23472, Avg : 0.32469
2023-05-10 01:48:42,592 - [INFO] - [Epoch 346]: Training Loss: 0.0011119, Valid MRR: 0.32493,
2023-05-10 01:48:43,416 - [INFO] - [E:347| 0]: Train Loss:0.0011001, Val MRR:0.32493, yago11k
2023-05-10 01:50:27,388 - [INFO] - [E:347| 100]: Train Loss:0.0011127, Val MRR:0.32493, yago11k
2023-05-10 01:52:01,218 - [INFO] - [E:347| 200]: Train Loss:0.0011121, Val MRR:0.32493, yago11k
2023-05-10 01:53:44,274 - [INFO] - [E:347| 300]: Train Loss:0.0011111, Val MRR:0.32493, yago11k
2023-05-10 01:55:28,551 - [INFO] - [E:347| 400]: Train Loss:0.0011112, Val MRR:0.32493, yago11k
2023-05-10 01:57:12,796 - [INFO] - [E:347| 500]: Train Loss:0.0011115, Val MRR:0.32493, yago11k
2023-05-10 01:58:56,950 - [INFO] - [E:347| 600]: Train Loss:0.0011114, Val MRR:0.32493, yago11k
2023-05-10 01:58:56,951 - [INFO] - [Epoch:347]: Training Loss:0.001111
2023-05-10 01:58:57,431 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 01:59:18,664 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 01:59:39,815 - [INFO] - [Evaluating Epoch 347 valid]:
MRR: Tail : 0.40955, Head : 0.23336, Avg : 0.32146
2023-05-10 01:59:39,815 - [INFO] - [Epoch 347]: Training Loss: 0.0011114, Valid MRR: 0.32493,
2023-05-10 01:59:40,906 - [INFO] - [E:348| 0]: Train Loss:0.0011033, Val MRR:0.32493, yago11k
2023-05-10 02:01:13,995 - [INFO] - [E:348| 100]: Train Loss:0.0011125, Val MRR:0.32493, yago11k
2023-05-10 02:02:58,178 - [INFO] - [E:348| 200]: Train Loss:0.0011124, Val MRR:0.32493, yago11k
2023-05-10 02:04:42,126 - [INFO] - [E:348| 300]: Train Loss:0.0011117, Val MRR:0.32493, yago11k
2023-05-10 02:06:26,070 - [INFO] - [E:348| 400]: Train Loss:0.0011119, Val MRR:0.32493, yago11k
2023-05-10 02:08:10,066 - [INFO] - [E:348| 500]: Train Loss:0.0011118, Val MRR:0.32493, yago11k
2023-05-10 02:09:41,962 - [INFO] - [E:348| 600]: Train Loss:0.0011117, Val MRR:0.32493, yago11k
2023-05-10 02:09:41,962 - [INFO] - [Epoch:348]: Training Loss:0.001112
2023-05-10 02:09:42,319 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 02:10:03,793 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 02:10:27,143 - [INFO] - [Evaluating Epoch 348 valid]:
MRR: Tail : 0.41643, Head : 0.23419, Avg : 0.32531
2023-05-10 02:10:31,337 - [INFO] - [Epoch 348]: Training Loss: 0.0011117, Valid MRR: 0.32531,
2023-05-10 02:10:32,528 - [INFO] - [E:349| 0]: Train Loss:0.0011171, Val MRR:0.32531, yago11k
2023-05-10 02:12:16,859 - [INFO] - [E:349| 100]: Train Loss:0.0011087, Val MRR:0.32531, yago11k
2023-05-10 02:14:01,184 - [INFO] - [E:349| 200]: Train Loss:0.0011095, Val MRR:0.32531, yago11k
2023-05-10 02:15:45,410 - [INFO] - [E:349| 300]: Train Loss:0.0011103, Val MRR:0.32531, yago11k
2023-05-10 02:17:30,401 - [INFO] - [E:349| 400]: Train Loss:0.0011106, Val MRR:0.32531, yago11k
2023-05-10 02:19:03,473 - [INFO] - [E:349| 500]: Train Loss:0.0011112, Val MRR:0.32531, yago11k
2023-05-10 02:20:47,445 - [INFO] - [E:349| 600]: Train Loss:0.0011114, Val MRR:0.32531, yago11k
2023-05-10 02:20:47,445 - [INFO] - [Epoch:349]: Training Loss:0.001111
2023-05-10 02:20:47,947 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 02:21:08,887 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 02:21:30,194 - [INFO] - [Evaluating Epoch 349 valid]:
MRR: Tail : 0.41184, Head : 0.23437, Avg : 0.3231
MR: Tail : 668.75, Head : 990.1, Avg : 829.42
Hit-1: Tail : 0.33079, Head : 0.192, Avg : 0.26139
Hit-3: Tail : 0.44887, Head : 0.23131, Avg : 0.34009
Hit-10: Tail : 0.57474, Head : 0.31801, Avg : 0.44637
2023-05-10 02:21:30,194 - [INFO] - [Epoch 349]: Training Loss: 0.0011114, Valid MRR: 0.32531,
2023-05-10 02:21:31,300 - [INFO] - [E:350| 0]: Train Loss:0.0011127, Val MRR:0.32531, yago11k
2023-05-10 02:23:15,918 - [INFO] - [E:350| 100]: Train Loss:0.0011109, Val MRR:0.32531, yago11k
2023-05-10 02:25:00,010 - [INFO] - [E:350| 200]: Train Loss:0.0011114, Val MRR:0.32531, yago11k
2023-05-10 02:26:42,856 - [INFO] - [E:350| 300]: Train Loss:0.0011111, Val MRR:0.32531, yago11k
2023-05-10 02:28:17,445 - [INFO] - [E:350| 400]: Train Loss:0.0011113, Val MRR:0.32531, yago11k
2023-05-10 02:30:02,212 - [INFO] - [E:350| 500]: Train Loss:0.0011114, Val MRR:0.32531, yago11k
2023-05-10 02:31:47,182 - [INFO] - [E:350| 600]: Train Loss:0.0011113, Val MRR:0.32531, yago11k
2023-05-10 02:31:47,182 - [INFO] - [Epoch:350]: Training Loss:0.001111
2023-05-10 02:31:47,520 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 02:32:09,085 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 02:32:30,614 - [INFO] - [Evaluating Epoch 350 valid]:
MRR: Tail : 0.40795, Head : 0.23269, Avg : 0.32032
2023-05-10 02:32:30,615 - [INFO] - [Epoch 350]: Training Loss: 0.0011113, Valid MRR: 0.32531,
2023-05-10 02:32:31,614 - [INFO] - [E:351| 0]: Train Loss:0.0011166, Val MRR:0.32531, yago11k
2023-05-10 02:34:17,380 - [INFO] - [E:351| 100]: Train Loss:0.0011093, Val MRR:0.32531, yago11k
2023-05-10 02:35:50,476 - [INFO] - [E:351| 200]: Train Loss:0.0011113, Val MRR:0.32531, yago11k
2023-05-10 02:37:35,786 - [INFO] - [E:351| 300]: Train Loss:0.0011117, Val MRR:0.32531, yago11k
2023-05-10 02:39:21,114 - [INFO] - [E:351| 400]: Train Loss:0.0011116, Val MRR:0.32531, yago11k
2023-05-10 02:41:05,971 - [INFO] - [E:351| 500]: Train Loss:0.0011116, Val MRR:0.32531, yago11k
2023-05-10 02:42:50,188 - [INFO] - [E:351| 600]: Train Loss:0.0011115, Val MRR:0.32531, yago11k
2023-05-10 02:42:50,189 - [INFO] - [Epoch:351]: Training Loss:0.001112
2023-05-10 02:42:50,608 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 02:43:12,269 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 02:43:33,184 - [INFO] - [Evaluating Epoch 351 valid]:
MRR: Tail : 0.41226, Head : 0.23622, Avg : 0.32424
2023-05-10 02:43:33,184 - [INFO] - [Epoch 351]: Training Loss: 0.0011115, Valid MRR: 0.32531,
2023-05-10 02:43:34,392 - [INFO] - [E:352| 0]: Train Loss:0.001094, Val MRR:0.32531, yago11k
2023-05-10 02:45:06,427 - [INFO] - [E:352| 100]: Train Loss:0.0011097, Val MRR:0.32531, yago11k
2023-05-10 02:46:50,505 - [INFO] - [E:352| 200]: Train Loss:0.0011116, Val MRR:0.32531, yago11k
2023-05-10 02:48:34,426 - [INFO] - [E:352| 300]: Train Loss:0.0011107, Val MRR:0.32531, yago11k
2023-05-10 02:50:18,161 - [INFO] - [E:352| 400]: Train Loss:0.0011109, Val MRR:0.32531, yago11k
2023-05-10 02:52:01,514 - [INFO] - [E:352| 500]: Train Loss:0.0011111, Val MRR:0.32531, yago11k
2023-05-10 02:53:32,866 - [INFO] - [E:352| 600]: Train Loss:0.0011112, Val MRR:0.32531, yago11k
2023-05-10 02:53:32,866 - [INFO] - [Epoch:352]: Training Loss:0.001111
2023-05-10 02:53:33,388 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 02:53:54,682 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 02:54:15,664 - [INFO] - [Evaluating Epoch 352 valid]:
MRR: Tail : 0.41012, Head : 0.23674, Avg : 0.32343
2023-05-10 02:54:15,664 - [INFO] - [Epoch 352]: Training Loss: 0.0011112, Valid MRR: 0.32531,
2023-05-10 02:54:16,871 - [INFO] - [E:353| 0]: Train Loss:0.0011287, Val MRR:0.32531, yago11k
2023-05-10 02:56:01,279 - [INFO] - [E:353| 100]: Train Loss:0.00111, Val MRR:0.32531, yago11k
2023-05-10 02:57:45,504 - [INFO] - [E:353| 200]: Train Loss:0.0011105, Val MRR:0.32531, yago11k
2023-05-10 02:59:32,331 - [INFO] - [E:353| 300]: Train Loss:0.001111, Val MRR:0.32531, yago11k
2023-05-10 03:01:16,457 - [INFO] - [E:353| 400]: Train Loss:0.0011105, Val MRR:0.32531, yago11k
2023-05-10 03:02:48,572 - [INFO] - [E:353| 500]: Train Loss:0.0011102, Val MRR:0.32531, yago11k
2023-05-10 03:04:32,506 - [INFO] - [E:353| 600]: Train Loss:0.0011107, Val MRR:0.32531, yago11k
2023-05-10 03:04:32,506 - [INFO] - [Epoch:353]: Training Loss:0.001111
2023-05-10 03:04:32,906 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 03:04:54,469 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 03:05:15,697 - [INFO] - [Evaluating Epoch 353 valid]:
MRR: Tail : 0.41174, Head : 0.23477, Avg : 0.32325
2023-05-10 03:05:15,698 - [INFO] - [Epoch 353]: Training Loss: 0.0011107, Valid MRR: 0.32531,
2023-05-10 03:05:16,576 - [INFO] - [E:354| 0]: Train Loss:0.0011032, Val MRR:0.32531, yago11k
2023-05-10 03:07:01,564 - [INFO] - [E:354| 100]: Train Loss:0.0011114, Val MRR:0.32531, yago11k
2023-05-10 03:08:43,091 - [INFO] - [E:354| 200]: Train Loss:0.0011093, Val MRR:0.32531, yago11k
2023-05-10 03:10:15,621 - [INFO] - [E:354| 300]: Train Loss:0.0011103, Val MRR:0.32531, yago11k
2023-05-10 03:11:58,864 - [INFO] - [E:354| 400]: Train Loss:0.0011103, Val MRR:0.32531, yago11k
2023-05-10 03:13:42,934 - [INFO] - [E:354| 500]: Train Loss:0.0011105, Val MRR:0.32531, yago11k
2023-05-10 03:15:26,871 - [INFO] - [E:354| 600]: Train Loss:0.0011111, Val MRR:0.32531, yago11k
2023-05-10 03:15:26,872 - [INFO] - [Epoch:354]: Training Loss:0.001111
2023-05-10 03:15:27,205 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 03:15:48,291 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 03:16:09,718 - [INFO] - [Evaluating Epoch 354 valid]:
MRR: Tail : 0.41285, Head : 0.23582, Avg : 0.32434
2023-05-10 03:16:09,718 - [INFO] - [Epoch 354]: Training Loss: 0.0011111, Valid MRR: 0.32531,
2023-05-10 03:16:10,665 - [INFO] - [E:355| 0]: Train Loss:0.0010886, Val MRR:0.32531, yago11k
2023-05-10 03:17:54,268 - [INFO] - [E:355| 100]: Train Loss:0.0011075, Val MRR:0.32531, yago11k
2023-05-10 03:19:26,956 - [INFO] - [E:355| 200]: Train Loss:0.0011097, Val MRR:0.32531, yago11k
2023-05-10 03:21:12,177 - [INFO] - [E:355| 300]: Train Loss:0.0011104, Val MRR:0.32531, yago11k
2023-05-10 03:22:56,658 - [INFO] - [E:355| 400]: Train Loss:0.0011107, Val MRR:0.32531, yago11k
2023-05-10 03:24:41,453 - [INFO] - [E:355| 500]: Train Loss:0.0011114, Val MRR:0.32531, yago11k
2023-05-10 03:26:27,029 - [INFO] - [E:355| 600]: Train Loss:0.0011113, Val MRR:0.32531, yago11k
2023-05-10 03:26:27,029 - [INFO] - [Epoch:355]: Training Loss:0.001111
2023-05-10 03:26:27,292 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 03:26:48,962 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 03:27:10,048 - [INFO] - [Evaluating Epoch 355 valid]:
MRR: Tail : 0.40854, Head : 0.23383, Avg : 0.32118
2023-05-10 03:27:10,048 - [INFO] - [Epoch 355]: Training Loss: 0.0011113, Valid MRR: 0.32531,
2023-05-10 03:27:11,288 - [INFO] - [E:356| 0]: Train Loss:0.0011346, Val MRR:0.32531, yago11k
2023-05-10 03:28:43,583 - [INFO] - [E:356| 100]: Train Loss:0.0011136, Val MRR:0.32531, yago11k
2023-05-10 03:30:28,071 - [INFO] - [E:356| 200]: Train Loss:0.0011112, Val MRR:0.32531, yago11k
2023-05-10 03:32:12,316 - [INFO] - [E:356| 300]: Train Loss:0.0011111, Val MRR:0.32531, yago11k
2023-05-10 03:33:56,344 - [INFO] - [E:356| 400]: Train Loss:0.0011111, Val MRR:0.32531, yago11k
2023-05-10 03:35:39,867 - [INFO] - [E:356| 500]: Train Loss:0.0011108, Val MRR:0.32531, yago11k
2023-05-10 03:37:11,168 - [INFO] - [E:356| 600]: Train Loss:0.001111, Val MRR:0.32531, yago11k
2023-05-10 03:37:11,168 - [INFO] - [Epoch:356]: Training Loss:0.001111
2023-05-10 03:37:11,511 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 03:37:32,641 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 03:37:54,207 - [INFO] - [Evaluating Epoch 356 valid]:
MRR: Tail : 0.41356, Head : 0.23486, Avg : 0.32421
2023-05-10 03:37:54,207 - [INFO] - [Epoch 356]: Training Loss: 0.001111, Valid MRR: 0.32531,
2023-05-10 03:37:55,086 - [INFO] - [E:357| 0]: Train Loss:0.0011066, Val MRR:0.32531, yago11k
2023-05-10 03:39:39,161 - [INFO] - [E:357| 100]: Train Loss:0.0011104, Val MRR:0.32531, yago11k
2023-05-10 03:41:23,508 - [INFO] - [E:357| 200]: Train Loss:0.0011098, Val MRR:0.32531, yago11k
2023-05-10 03:43:07,397 - [INFO] - [E:357| 300]: Train Loss:0.0011106, Val MRR:0.32531, yago11k
2023-05-10 03:44:47,864 - [INFO] - [E:357| 400]: Train Loss:0.0011107, Val MRR:0.32531, yago11k
2023-05-10 03:46:25,712 - [INFO] - [E:357| 500]: Train Loss:0.0011112, Val MRR:0.32531, yago11k
2023-05-10 03:48:08,832 - [INFO] - [E:357| 600]: Train Loss:0.0011109, Val MRR:0.32531, yago11k
2023-05-10 03:48:08,832 - [INFO] - [Epoch:357]: Training Loss:0.001111
2023-05-10 03:48:09,094 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 03:48:30,749 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 03:48:51,740 - [INFO] - [Evaluating Epoch 357 valid]:
MRR: Tail : 0.4119, Head : 0.23587, Avg : 0.32389
2023-05-10 03:48:51,740 - [INFO] - [Epoch 357]: Training Loss: 0.0011109, Valid MRR: 0.32531,
2023-05-10 03:48:52,952 - [INFO] - [E:358| 0]: Train Loss:0.0011119, Val MRR:0.32531, yago11k
2023-05-10 03:50:35,872 - [INFO] - [E:358| 100]: Train Loss:0.0011101, Val MRR:0.32531, yago11k
2023-05-10 03:52:19,551 - [INFO] - [E:358| 200]: Train Loss:0.0011103, Val MRR:0.32531, yago11k
2023-05-10 03:53:51,448 - [INFO] - [E:358| 300]: Train Loss:0.0011106, Val MRR:0.32531, yago11k
2023-05-10 03:55:34,472 - [INFO] - [E:358| 400]: Train Loss:0.0011102, Val MRR:0.32531, yago11k
2023-05-10 03:57:19,075 - [INFO] - [E:358| 500]: Train Loss:0.0011104, Val MRR:0.32531, yago11k
2023-05-10 03:59:02,296 - [INFO] - [E:358| 600]: Train Loss:0.0011105, Val MRR:0.32531, yago11k
2023-05-10 03:59:02,297 - [INFO] - [Epoch:358]: Training Loss:0.00111
2023-05-10 03:59:02,817 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 03:59:24,173 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 03:59:45,428 - [INFO] - [Evaluating Epoch 358 valid]:
MRR: Tail : 0.40989, Head : 0.23456, Avg : 0.32222
2023-05-10 03:59:45,428 - [INFO] - [Epoch 358]: Training Loss: 0.0011105, Valid MRR: 0.32531,
2023-05-10 03:59:46,493 - [INFO] - [E:359| 0]: Train Loss:0.0011195, Val MRR:0.32531, yago11k
2023-05-10 04:01:30,964 - [INFO] - [E:359| 100]: Train Loss:0.0011092, Val MRR:0.32531, yago11k
2023-05-10 04:03:02,784 - [INFO] - [E:359| 200]: Train Loss:0.0011095, Val MRR:0.32531, yago11k
2023-05-10 04:04:46,390 - [INFO] - [E:359| 300]: Train Loss:0.0011099, Val MRR:0.32531, yago11k
2023-05-10 04:06:29,616 - [INFO] - [E:359| 400]: Train Loss:0.0011103, Val MRR:0.32531, yago11k
2023-05-10 04:08:12,573 - [INFO] - [E:359| 500]: Train Loss:0.0011106, Val MRR:0.32531, yago11k
2023-05-10 04:09:55,276 - [INFO] - [E:359| 600]: Train Loss:0.0011099, Val MRR:0.32531, yago11k
2023-05-10 04:09:55,277 - [INFO] - [Epoch:359]: Training Loss:0.00111
2023-05-10 04:09:55,670 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 04:10:16,851 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 04:10:37,941 - [INFO] - [Evaluating Epoch 359 valid]:
MRR: Tail : 0.41208, Head : 0.2354, Avg : 0.32374
MR: Tail : 631.35, Head : 995.35, Avg : 813.35
Hit-1: Tail : 0.32759, Head : 0.19241, Avg : 0.26
Hit-3: Tail : 0.45179, Head : 0.23451, Avg : 0.34315
Hit-10: Tail : 0.57655, Head : 0.31412, Avg : 0.44533
2023-05-10 04:10:37,942 - [INFO] - [Epoch 359]: Training Loss: 0.0011099, Valid MRR: 0.32531,
2023-05-10 04:10:38,903 - [INFO] - [E:360| 0]: Train Loss:0.0011155, Val MRR:0.32531, yago11k
2023-05-10 04:12:11,818 - [INFO] - [E:360| 100]: Train Loss:0.0011101, Val MRR:0.32531, yago11k
2023-05-10 04:13:54,886 - [INFO] - [E:360| 200]: Train Loss:0.0011098, Val MRR:0.32531, yago11k
2023-05-10 04:15:38,742 - [INFO] - [E:360| 300]: Train Loss:0.0011103, Val MRR:0.32531, yago11k
2023-05-10 04:17:22,792 - [INFO] - [E:360| 400]: Train Loss:0.0011105, Val MRR:0.32531, yago11k
2023-05-10 04:19:06,098 - [INFO] - [E:360| 500]: Train Loss:0.0011101, Val MRR:0.32531, yago11k
2023-05-10 04:20:38,402 - [INFO] - [E:360| 600]: Train Loss:0.0011103, Val MRR:0.32531, yago11k
2023-05-10 04:20:38,402 - [INFO] - [Epoch:360]: Training Loss:0.00111
2023-05-10 04:20:38,835 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 04:21:00,458 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 04:21:21,282 - [INFO] - [Evaluating Epoch 360 valid]:
MRR: Tail : 0.41257, Head : 0.23483, Avg : 0.3237
2023-05-10 04:21:21,282 - [INFO] - [Epoch 360]: Training Loss: 0.0011103, Valid MRR: 0.32531,
2023-05-10 04:21:22,483 - [INFO] - [E:361| 0]: Train Loss:0.0010965, Val MRR:0.32531, yago11k
2023-05-10 04:23:07,476 - [INFO] - [E:361| 100]: Train Loss:0.0011086, Val MRR:0.32531, yago11k
2023-05-10 04:24:52,011 - [INFO] - [E:361| 200]: Train Loss:0.0011094, Val MRR:0.32531, yago11k
2023-05-10 04:26:36,927 - [INFO] - [E:361| 300]: Train Loss:0.0011098, Val MRR:0.32531, yago11k
2023-05-10 04:28:18,641 - [INFO] - [E:361| 400]: Train Loss:0.0011102, Val MRR:0.32531, yago11k
2023-05-10 04:29:53,534 - [INFO] - [E:361| 500]: Train Loss:0.0011104, Val MRR:0.32531, yago11k
2023-05-10 04:31:36,441 - [INFO] - [E:361| 600]: Train Loss:0.0011102, Val MRR:0.32531, yago11k
2023-05-10 04:31:36,441 - [INFO] - [Epoch:361]: Training Loss:0.00111
2023-05-10 04:31:36,952 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 04:31:58,195 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 04:32:19,112 - [INFO] - [Evaluating Epoch 361 valid]:
MRR: Tail : 0.41181, Head : 0.2345, Avg : 0.32316
2023-05-10 04:32:19,112 - [INFO] - [Epoch 361]: Training Loss: 0.0011102, Valid MRR: 0.32531,
2023-05-10 04:32:20,278 - [INFO] - [E:362| 0]: Train Loss:0.0011196, Val MRR:0.32531, yago11k
2023-05-10 04:34:04,321 - [INFO] - [E:362| 100]: Train Loss:0.0011124, Val MRR:0.32531, yago11k
2023-05-10 04:35:50,930 - [INFO] - [E:362| 200]: Train Loss:0.0011106, Val MRR:0.32531, yago11k
2023-05-10 04:37:22,596 - [INFO] - [E:362| 300]: Train Loss:0.0011103, Val MRR:0.32531, yago11k
2023-05-10 04:39:04,963 - [INFO] - [E:362| 400]: Train Loss:0.0011096, Val MRR:0.32531, yago11k
2023-05-10 04:40:46,754 - [INFO] - [E:362| 500]: Train Loss:0.00111, Val MRR:0.32531, yago11k
2023-05-10 04:42:29,566 - [INFO] - [E:362| 600]: Train Loss:0.0011102, Val MRR:0.32531, yago11k
2023-05-10 04:42:29,566 - [INFO] - [Epoch:362]: Training Loss:0.00111
2023-05-10 04:42:29,968 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 04:42:51,386 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 04:43:12,478 - [INFO] - [Evaluating Epoch 362 valid]:
MRR: Tail : 0.41506, Head : 0.23586, Avg : 0.32546
2023-05-10 04:43:13,480 - [INFO] - [Epoch 362]: Training Loss: 0.0011102, Valid MRR: 0.32546,
2023-05-10 04:43:14,689 - [INFO] - [E:363| 0]: Train Loss:0.001097, Val MRR:0.32546, yago11k
2023-05-10 04:44:59,188 - [INFO] - [E:363| 100]: Train Loss:0.0011074, Val MRR:0.32546, yago11k
2023-05-10 04:46:32,103 - [INFO] - [E:363| 200]: Train Loss:0.0011069, Val MRR:0.32546, yago11k
2023-05-10 04:48:15,719 - [INFO] - [E:363| 300]: Train Loss:0.0011075, Val MRR:0.32546, yago11k
2023-05-10 04:50:00,395 - [INFO] - [E:363| 400]: Train Loss:0.0011086, Val MRR:0.32546, yago11k
2023-05-10 04:51:44,528 - [INFO] - [E:363| 500]: Train Loss:0.0011092, Val MRR:0.32546, yago11k
2023-05-10 04:53:28,080 - [INFO] - [E:363| 600]: Train Loss:0.0011098, Val MRR:0.32546, yago11k
2023-05-10 04:53:28,080 - [INFO] - [Epoch:363]: Training Loss:0.00111
2023-05-10 04:53:28,343 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 04:53:49,861 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 04:54:10,537 - [INFO] - [Evaluating Epoch 363 valid]:
MRR: Tail : 0.40907, Head : 0.23482, Avg : 0.32195
2023-05-10 04:54:10,537 - [INFO] - [Epoch 363]: Training Loss: 0.0011098, Valid MRR: 0.32546,
2023-05-10 04:54:11,190 - [INFO] - [E:364| 0]: Train Loss:0.001101, Val MRR:0.32546, yago11k
2023-05-10 04:55:44,198 - [INFO] - [E:364| 100]: Train Loss:0.0011094, Val MRR:0.32546, yago11k
2023-05-10 04:57:28,265 - [INFO] - [E:364| 200]: Train Loss:0.0011102, Val MRR:0.32546, yago11k
2023-05-10 04:59:12,193 - [INFO] - [E:364| 300]: Train Loss:0.0011101, Val MRR:0.32546, yago11k
2023-05-10 05:00:55,734 - [INFO] - [E:364| 400]: Train Loss:0.0011098, Val MRR:0.32546, yago11k
2023-05-10 05:02:40,002 - [INFO] - [E:364| 500]: Train Loss:0.0011099, Val MRR:0.32546, yago11k
2023-05-10 05:04:11,865 - [INFO] - [E:364| 600]: Train Loss:0.0011102, Val MRR:0.32546, yago11k
2023-05-10 05:04:11,865 - [INFO] - [Epoch:364]: Training Loss:0.00111
2023-05-10 05:04:12,286 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 05:04:33,782 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 05:04:54,372 - [INFO] - [Evaluating Epoch 364 valid]:
MRR: Tail : 0.40885, Head : 0.23474, Avg : 0.32179
2023-05-10 05:04:54,372 - [INFO] - [Epoch 364]: Training Loss: 0.0011102, Valid MRR: 0.32546,
2023-05-10 05:04:55,598 - [INFO] - [E:365| 0]: Train Loss:0.0010968, Val MRR:0.32546, yago11k
2023-05-10 05:06:39,583 - [INFO] - [E:365| 100]: Train Loss:0.0011108, Val MRR:0.32546, yago11k
2023-05-10 05:08:24,174 - [INFO] - [E:365| 200]: Train Loss:0.00111, Val MRR:0.32546, yago11k
2023-05-10 05:10:09,197 - [INFO] - [E:365| 300]: Train Loss:0.0011098, Val MRR:0.32546, yago11k
2023-05-10 05:11:45,800 - [INFO] - [E:365| 400]: Train Loss:0.0011094, Val MRR:0.32546, yago11k
2023-05-10 05:13:26,472 - [INFO] - [E:365| 500]: Train Loss:0.0011093, Val MRR:0.32546, yago11k
2023-05-10 05:15:09,956 - [INFO] - [E:365| 600]: Train Loss:0.0011099, Val MRR:0.32546, yago11k
2023-05-10 05:15:09,956 - [INFO] - [Epoch:365]: Training Loss:0.00111
2023-05-10 05:15:10,219 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 05:15:31,600 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 05:15:52,662 - [INFO] - [Evaluating Epoch 365 valid]:
MRR: Tail : 0.41442, Head : 0.23501, Avg : 0.32472
2023-05-10 05:15:52,662 - [INFO] - [Epoch 365]: Training Loss: 0.0011099, Valid MRR: 0.32546,
2023-05-10 05:15:53,739 - [INFO] - [E:366| 0]: Train Loss:0.0010852, Val MRR:0.32546, yago11k
2023-05-10 05:17:38,388 - [INFO] - [E:366| 100]: Train Loss:0.001109, Val MRR:0.32546, yago11k
2023-05-10 05:19:22,583 - [INFO] - [E:366| 200]: Train Loss:0.0011089, Val MRR:0.32546, yago11k
2023-05-10 05:20:55,258 - [INFO] - [E:366| 300]: Train Loss:0.0011089, Val MRR:0.32546, yago11k
2023-05-10 05:22:41,399 - [INFO] - [E:366| 400]: Train Loss:0.0011091, Val MRR:0.32546, yago11k
2023-05-10 05:24:24,637 - [INFO] - [E:366| 500]: Train Loss:0.0011091, Val MRR:0.32546, yago11k
2023-05-10 05:26:07,578 - [INFO] - [E:366| 600]: Train Loss:0.0011093, Val MRR:0.32546, yago11k
2023-05-10 05:26:07,579 - [INFO] - [Epoch:366]: Training Loss:0.001109
2023-05-10 05:26:07,841 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 05:26:29,598 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 05:26:50,556 - [INFO] - [Evaluating Epoch 366 valid]:
MRR: Tail : 0.41467, Head : 0.2334, Avg : 0.32404
2023-05-10 05:26:50,556 - [INFO] - [Epoch 366]: Training Loss: 0.0011093, Valid MRR: 0.32546,
2023-05-10 05:26:51,792 - [INFO] - [E:367| 0]: Train Loss:0.0011053, Val MRR:0.32546, yago11k
2023-05-10 05:28:36,130 - [INFO] - [E:367| 100]: Train Loss:0.0011102, Val MRR:0.32546, yago11k
2023-05-10 05:30:09,017 - [INFO] - [E:367| 200]: Train Loss:0.0011101, Val MRR:0.32546, yago11k
2023-05-10 05:31:54,426 - [INFO] - [E:367| 300]: Train Loss:0.0011099, Val MRR:0.32546, yago11k
2023-05-10 05:33:39,370 - [INFO] - [E:367| 400]: Train Loss:0.0011103, Val MRR:0.32546, yago11k
2023-05-10 05:35:23,534 - [INFO] - [E:367| 500]: Train Loss:0.0011099, Val MRR:0.32546, yago11k
2023-05-10 05:37:07,343 - [INFO] - [E:367| 600]: Train Loss:0.00111, Val MRR:0.32546, yago11k
2023-05-10 05:37:07,343 - [INFO] - [Epoch:367]: Training Loss:0.00111
2023-05-10 05:37:07,682 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 05:37:29,163 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 05:37:47,895 - [INFO] - [Evaluating Epoch 367 valid]:
MRR: Tail : 0.41202, Head : 0.23621, Avg : 0.32411
2023-05-10 05:37:47,895 - [INFO] - [Epoch 367]: Training Loss: 0.00111, Valid MRR: 0.32546,
2023-05-10 05:37:48,541 - [INFO] - [E:368| 0]: Train Loss:0.0011136, Val MRR:0.32546, yago11k
2023-05-10 05:39:23,381 - [INFO] - [E:368| 100]: Train Loss:0.0011097, Val MRR:0.32546, yago11k
2023-05-10 05:41:07,304 - [INFO] - [E:368| 200]: Train Loss:0.0011092, Val MRR:0.32546, yago11k
2023-05-10 05:42:51,832 - [INFO] - [E:368| 300]: Train Loss:0.0011089, Val MRR:0.32546, yago11k
2023-05-10 05:44:35,292 - [INFO] - [E:368| 400]: Train Loss:0.0011092, Val MRR:0.32546, yago11k
2023-05-10 05:46:18,227 - [INFO] - [E:368| 500]: Train Loss:0.0011095, Val MRR:0.32546, yago11k
2023-05-10 05:47:49,964 - [INFO] - [E:368| 600]: Train Loss:0.0011097, Val MRR:0.32546, yago11k
2023-05-10 05:47:49,964 - [INFO] - [Epoch:368]: Training Loss:0.00111
2023-05-10 05:47:50,352 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 05:48:11,632 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 05:48:32,300 - [INFO] - [Evaluating Epoch 368 valid]:
MRR: Tail : 0.41459, Head : 0.23629, Avg : 0.32544
2023-05-10 05:48:32,300 - [INFO] - [Epoch 368]: Training Loss: 0.0011097, Valid MRR: 0.32546,
2023-05-10 05:48:33,514 - [INFO] - [E:369| 0]: Train Loss:0.0011026, Val MRR:0.32546, yago11k
2023-05-10 05:50:17,210 - [INFO] - [E:369| 100]: Train Loss:0.0011091, Val MRR:0.32546, yago11k
2023-05-10 05:52:01,379 - [INFO] - [E:369| 200]: Train Loss:0.0011088, Val MRR:0.32546, yago11k
2023-05-10 05:53:45,536 - [INFO] - [E:369| 300]: Train Loss:0.0011088, Val MRR:0.32546, yago11k
2023-05-10 05:55:22,170 - [INFO] - [E:369| 400]: Train Loss:0.0011099, Val MRR:0.32546, yago11k
2023-05-10 05:57:03,329 - [INFO] - [E:369| 500]: Train Loss:0.0011101, Val MRR:0.32546, yago11k
2023-05-10 05:58:46,930 - [INFO] - [E:369| 600]: Train Loss:0.0011103, Val MRR:0.32546, yago11k
2023-05-10 05:58:46,930 - [INFO] - [Epoch:369]: Training Loss:0.00111
2023-05-10 05:58:47,275 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 05:59:08,703 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 05:59:30,013 - [INFO] - [Evaluating Epoch 369 valid]:
MRR: Tail : 0.40923, Head : 0.23334, Avg : 0.32128
MR: Tail : 646.99, Head : 1011.7, Avg : 829.36
Hit-1: Tail : 0.32592, Head : 0.19144, Avg : 0.25868
Hit-3: Tail : 0.44512, Head : 0.23145, Avg : 0.33829
Hit-10: Tail : 0.5721, Head : 0.31398, Avg : 0.44304
2023-05-10 05:59:30,014 - [INFO] - [Epoch 369]: Training Loss: 0.0011103, Valid MRR: 0.32546,
2023-05-10 05:59:31,196 - [INFO] - [E:370| 0]: Train Loss:0.0011272, Val MRR:0.32546, yago11k
2023-05-10 06:01:15,522 - [INFO] - [E:370| 100]: Train Loss:0.0011086, Val MRR:0.32546, yago11k
2023-05-10 06:02:59,951 - [INFO] - [E:370| 200]: Train Loss:0.0011085, Val MRR:0.32546, yago11k
2023-05-10 06:04:32,842 - [INFO] - [E:370| 300]: Train Loss:0.0011098, Val MRR:0.32546, yago11k
2023-05-10 06:06:17,817 - [INFO] - [E:370| 400]: Train Loss:0.0011106, Val MRR:0.32546, yago11k
2023-05-10 06:08:02,184 - [INFO] - [E:370| 500]: Train Loss:0.0011102, Val MRR:0.32546, yago11k
2023-05-10 06:09:46,353 - [INFO] - [E:370| 600]: Train Loss:0.0011098, Val MRR:0.32546, yago11k
2023-05-10 06:09:46,354 - [INFO] - [Epoch:370]: Training Loss:0.00111
2023-05-10 06:09:46,622 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 06:10:07,703 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 06:10:31,284 - [INFO] - [Evaluating Epoch 370 valid]:
MRR: Tail : 0.41285, Head : 0.23603, Avg : 0.32444
2023-05-10 06:10:31,284 - [INFO] - [Epoch 370]: Training Loss: 0.0011098, Valid MRR: 0.32546,
2023-05-10 06:10:32,485 - [INFO] - [E:371| 0]: Train Loss:0.0010929, Val MRR:0.32546, yago11k
2023-05-10 06:12:14,737 - [INFO] - [E:371| 100]: Train Loss:0.0011093, Val MRR:0.32546, yago11k
2023-05-10 06:13:47,835 - [INFO] - [E:371| 200]: Train Loss:0.0011099, Val MRR:0.32546, yago11k
2023-05-10 06:15:31,783 - [INFO] - [E:371| 300]: Train Loss:0.0011102, Val MRR:0.32546, yago11k
2023-05-10 06:17:15,521 - [INFO] - [E:371| 400]: Train Loss:0.0011103, Val MRR:0.32546, yago11k
2023-05-10 06:18:59,533 - [INFO] - [E:371| 500]: Train Loss:0.0011102, Val MRR:0.32546, yago11k
2023-05-10 06:20:43,429 - [INFO] - [E:371| 600]: Train Loss:0.0011097, Val MRR:0.32546, yago11k
2023-05-10 06:20:43,430 - [INFO] - [Epoch:371]: Training Loss:0.00111
2023-05-10 06:20:43,950 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 06:21:04,968 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 06:21:25,229 - [INFO] - [Evaluating Epoch 371 valid]:
MRR: Tail : 0.41001, Head : 0.23481, Avg : 0.32241
2023-05-10 06:21:25,230 - [INFO] - [Epoch 371]: Training Loss: 0.0011097, Valid MRR: 0.32546,
2023-05-10 06:21:25,898 - [INFO] - [E:372| 0]: Train Loss:0.0011, Val MRR:0.32546, yago11k
2023-05-10 06:23:00,322 - [INFO] - [E:372| 100]: Train Loss:0.0011082, Val MRR:0.32546, yago11k
2023-05-10 06:24:45,079 - [INFO] - [E:372| 200]: Train Loss:0.0011078, Val MRR:0.32546, yago11k
2023-05-10 06:26:29,354 - [INFO] - [E:372| 300]: Train Loss:0.0011081, Val MRR:0.32546, yago11k
2023-05-10 06:28:13,585 - [INFO] - [E:372| 400]: Train Loss:0.0011086, Val MRR:0.32546, yago11k
2023-05-10 06:29:58,715 - [INFO] - [E:372| 500]: Train Loss:0.0011087, Val MRR:0.32546, yago11k
2023-05-10 06:31:31,096 - [INFO] - [E:372| 600]: Train Loss:0.0011089, Val MRR:0.32546, yago11k
2023-05-10 06:31:31,097 - [INFO] - [Epoch:372]: Training Loss:0.001109
2023-05-10 06:31:31,359 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 06:31:52,988 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 06:32:13,926 - [INFO] - [Evaluating Epoch 372 valid]:
MRR: Tail : 0.4153, Head : 0.23479, Avg : 0.32505
2023-05-10 06:32:13,926 - [INFO] - [Epoch 372]: Training Loss: 0.0011089, Valid MRR: 0.32546,
2023-05-10 06:32:15,132 - [INFO] - [E:373| 0]: Train Loss:0.0011043, Val MRR:0.32546, yago11k
2023-05-10 06:33:59,387 - [INFO] - [E:373| 100]: Train Loss:0.001109, Val MRR:0.32546, yago11k
2023-05-10 06:35:44,241 - [INFO] - [E:373| 200]: Train Loss:0.00111, Val MRR:0.32546, yago11k
2023-05-10 06:37:28,153 - [INFO] - [E:373| 300]: Train Loss:0.0011095, Val MRR:0.32546, yago11k
2023-05-10 06:39:06,282 - [INFO] - [E:373| 400]: Train Loss:0.0011093, Val MRR:0.32546, yago11k
2023-05-10 06:40:46,170 - [INFO] - [E:373| 500]: Train Loss:0.0011092, Val MRR:0.32546, yago11k
2023-05-10 06:42:30,254 - [INFO] - [E:373| 600]: Train Loss:0.0011093, Val MRR:0.32546, yago11k
2023-05-10 06:42:30,254 - [INFO] - [Epoch:373]: Training Loss:0.001109
2023-05-10 06:42:30,733 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 06:42:51,763 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 06:43:12,891 - [INFO] - [Evaluating Epoch 373 valid]:
MRR: Tail : 0.41373, Head : 0.2333, Avg : 0.32351
2023-05-10 06:43:12,891 - [INFO] - [Epoch 373]: Training Loss: 0.0011093, Valid MRR: 0.32546,
2023-05-10 06:43:14,064 - [INFO] - [E:374| 0]: Train Loss:0.0011373, Val MRR:0.32546, yago11k
2023-05-10 06:44:58,634 - [INFO] - [E:374| 100]: Train Loss:0.0011103, Val MRR:0.32546, yago11k
2023-05-10 06:46:42,952 - [INFO] - [E:374| 200]: Train Loss:0.0011082, Val MRR:0.32546, yago11k
2023-05-10 06:48:15,723 - [INFO] - [E:374| 300]: Train Loss:0.0011087, Val MRR:0.32546, yago11k
2023-05-10 06:50:00,410 - [INFO] - [E:374| 400]: Train Loss:0.0011088, Val MRR:0.32546, yago11k
2023-05-10 06:51:44,862 - [INFO] - [E:374| 500]: Train Loss:0.0011089, Val MRR:0.32546, yago11k
2023-05-10 06:53:28,952 - [INFO] - [E:374| 600]: Train Loss:0.0011089, Val MRR:0.32546, yago11k
2023-05-10 06:53:28,952 - [INFO] - [Epoch:374]: Training Loss:0.001109
2023-05-10 06:53:29,412 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 06:53:50,790 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 06:54:12,327 - [INFO] - [Evaluating Epoch 374 valid]:
MRR: Tail : 0.41777, Head : 0.23455, Avg : 0.32616
2023-05-10 06:54:13,341 - [INFO] - [Epoch 374]: Training Loss: 0.0011089, Valid MRR: 0.32616,
2023-05-10 06:54:14,552 - [INFO] - [E:375| 0]: Train Loss:0.0011025, Val MRR:0.32616, yago11k
2023-05-10 06:55:58,962 - [INFO] - [E:375| 100]: Train Loss:0.0011089, Val MRR:0.32616, yago11k
2023-05-10 06:57:32,736 - [INFO] - [E:375| 200]: Train Loss:0.0011084, Val MRR:0.32616, yago11k
2023-05-10 06:59:19,289 - [INFO] - [E:375| 300]: Train Loss:0.0011092, Val MRR:0.32616, yago11k
2023-05-10 07:01:04,039 - [INFO] - [E:375| 400]: Train Loss:0.0011091, Val MRR:0.32616, yago11k
2023-05-10 07:02:48,676 - [INFO] - [E:375| 500]: Train Loss:0.0011097, Val MRR:0.32616, yago11k
2023-05-10 07:04:33,381 - [INFO] - [E:375| 600]: Train Loss:0.0011093, Val MRR:0.32616, yago11k
2023-05-10 07:04:33,381 - [INFO] - [Epoch:375]: Training Loss:0.001109
2023-05-10 07:04:33,906 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 07:04:55,483 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 07:05:16,638 - [INFO] - [Evaluating Epoch 375 valid]:
MRR: Tail : 0.41037, Head : 0.23487, Avg : 0.32262
2023-05-10 07:05:16,638 - [INFO] - [Epoch 375]: Training Loss: 0.0011093, Valid MRR: 0.32616,
2023-05-10 07:05:17,754 - [INFO] - [E:376| 0]: Train Loss:0.0010846, Val MRR:0.32616, yago11k
2023-05-10 07:06:50,208 - [INFO] - [E:376| 100]: Train Loss:0.001107, Val MRR:0.32616, yago11k
2023-05-10 07:08:34,460 - [INFO] - [E:376| 200]: Train Loss:0.0011082, Val MRR:0.32616, yago11k
2023-05-10 07:10:18,758 - [INFO] - [E:376| 300]: Train Loss:0.0011081, Val MRR:0.32616, yago11k
2023-05-10 07:12:03,363 - [INFO] - [E:376| 400]: Train Loss:0.0011079, Val MRR:0.32616, yago11k
2023-05-10 07:13:47,400 - [INFO] - [E:376| 500]: Train Loss:0.0011085, Val MRR:0.32616, yago11k
2023-05-10 07:15:19,104 - [INFO] - [E:376| 600]: Train Loss:0.001109, Val MRR:0.32616, yago11k
2023-05-10 07:15:19,104 - [INFO] - [Epoch:376]: Training Loss:0.001109
2023-05-10 07:15:19,475 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 07:15:41,332 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 07:16:02,603 - [INFO] - [Evaluating Epoch 376 valid]:
MRR: Tail : 0.41399, Head : 0.23409, Avg : 0.32404
2023-05-10 07:16:02,603 - [INFO] - [Epoch 376]: Training Loss: 0.001109, Valid MRR: 0.32616,
2023-05-10 07:16:03,697 - [INFO] - [E:377| 0]: Train Loss:0.0010974, Val MRR:0.32616, yago11k
2023-05-10 07:17:48,224 - [INFO] - [E:377| 100]: Train Loss:0.0011097, Val MRR:0.32616, yago11k
2023-05-10 07:19:33,312 - [INFO] - [E:377| 200]: Train Loss:0.0011101, Val MRR:0.32616, yago11k
2023-05-10 07:21:17,367 - [INFO] - [E:377| 300]: Train Loss:0.0011101, Val MRR:0.32616, yago11k
2023-05-10 07:22:57,395 - [INFO] - [E:377| 400]: Train Loss:0.0011094, Val MRR:0.32616, yago11k
2023-05-10 07:24:35,302 - [INFO] - [E:377| 500]: Train Loss:0.0011089, Val MRR:0.32616, yago11k
2023-05-10 07:26:18,871 - [INFO] - [E:377| 600]: Train Loss:0.0011091, Val MRR:0.32616, yago11k
2023-05-10 07:26:18,871 - [INFO] - [Epoch:377]: Training Loss:0.001109
2023-05-10 07:26:19,246 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 07:26:40,617 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 07:27:02,354 - [INFO] - [Evaluating Epoch 377 valid]:
MRR: Tail : 0.41477, Head : 0.23431, Avg : 0.32454
2023-05-10 07:27:02,354 - [INFO] - [Epoch 377]: Training Loss: 0.0011091, Valid MRR: 0.32616,
2023-05-10 07:27:03,257 - [INFO] - [E:378| 0]: Train Loss:0.0010991, Val MRR:0.32616, yago11k
2023-05-10 07:28:48,031 - [INFO] - [E:378| 100]: Train Loss:0.0011072, Val MRR:0.32616, yago11k
2023-05-10 07:30:32,889 - [INFO] - [E:378| 200]: Train Loss:0.0011101, Val MRR:0.32616, yago11k
2023-05-10 07:32:05,433 - [INFO] - [E:378| 300]: Train Loss:0.0011089, Val MRR:0.32616, yago11k
2023-05-10 07:33:50,145 - [INFO] - [E:378| 400]: Train Loss:0.0011087, Val MRR:0.32616, yago11k
2023-05-10 07:35:34,398 - [INFO] - [E:378| 500]: Train Loss:0.0011091, Val MRR:0.32616, yago11k
2023-05-10 07:37:19,060 - [INFO] - [E:378| 600]: Train Loss:0.0011092, Val MRR:0.32616, yago11k
2023-05-10 07:37:19,060 - [INFO] - [Epoch:378]: Training Loss:0.001109
2023-05-10 07:37:19,558 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 07:37:40,942 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 07:38:02,257 - [INFO] - [Evaluating Epoch 378 valid]:
MRR: Tail : 0.41275, Head : 0.23427, Avg : 0.32351
2023-05-10 07:38:02,263 - [INFO] - [Epoch 378]: Training Loss: 0.0011092, Valid MRR: 0.32616,
2023-05-10 07:38:04,110 - [INFO] - [E:379| 0]: Train Loss:0.001092, Val MRR:0.32616, yago11k
2023-05-10 07:39:48,239 - [INFO] - [E:379| 100]: Train Loss:0.0011094, Val MRR:0.32616, yago11k
2023-05-10 07:41:20,674 - [INFO] - [E:379| 200]: Train Loss:0.0011081, Val MRR:0.32616, yago11k
2023-05-10 07:43:04,814 - [INFO] - [E:379| 300]: Train Loss:0.001108, Val MRR:0.32616, yago11k
2023-05-10 07:44:48,738 - [INFO] - [E:379| 400]: Train Loss:0.001108, Val MRR:0.32616, yago11k
2023-05-10 07:46:33,948 - [INFO] - [E:379| 500]: Train Loss:0.0011081, Val MRR:0.32616, yago11k
2023-05-10 07:48:19,730 - [INFO] - [E:379| 600]: Train Loss:0.0011087, Val MRR:0.32616, yago11k
2023-05-10 07:48:19,731 - [INFO] - [Epoch:379]: Training Loss:0.001109
2023-05-10 07:48:20,179 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 07:48:41,553 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 07:49:03,258 - [INFO] - [Evaluating Epoch 379 valid]:
MRR: Tail : 0.41648, Head : 0.23431, Avg : 0.32539
MR: Tail : 635.66, Head : 1006.6, Avg : 821.12
Hit-1: Tail : 0.33593, Head : 0.19089, Avg : 0.26341
Hit-3: Tail : 0.44665, Head : 0.23604, Avg : 0.34134
Hit-10: Tail : 0.58183, Head : 0.31537, Avg : 0.4486
2023-05-10 07:49:03,258 - [INFO] - [Epoch 379]: Training Loss: 0.0011087, Valid MRR: 0.32616,
2023-05-10 07:49:03,976 - [INFO] - [E:380| 0]: Train Loss:0.0011141, Val MRR:0.32616, yago11k
2023-05-10 07:50:37,394 - [INFO] - [E:380| 100]: Train Loss:0.001107, Val MRR:0.32616, yago11k
2023-05-10 07:52:22,056 - [INFO] - [E:380| 200]: Train Loss:0.0011102, Val MRR:0.32616, yago11k
2023-05-10 07:54:07,146 - [INFO] - [E:380| 300]: Train Loss:0.0011096, Val MRR:0.32616, yago11k
2023-05-10 07:55:51,266 - [INFO] - [E:380| 400]: Train Loss:0.0011084, Val MRR:0.32616, yago11k
2023-05-10 07:57:35,238 - [INFO] - [E:380| 500]: Train Loss:0.0011086, Val MRR:0.32616, yago11k
2023-05-10 07:59:07,397 - [INFO] - [E:380| 600]: Train Loss:0.0011086, Val MRR:0.32616, yago11k
2023-05-10 07:59:07,397 - [INFO] - [Epoch:380]: Training Loss:0.001109
2023-05-10 07:59:07,660 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 07:59:29,141 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 07:59:50,161 - [INFO] - [Evaluating Epoch 380 valid]:
MRR: Tail : 0.41507, Head : 0.23524, Avg : 0.32516
2023-05-10 07:59:50,161 - [INFO] - [Epoch 380]: Training Loss: 0.0011086, Valid MRR: 0.32616,
2023-05-10 07:59:51,368 - [INFO] - [E:381| 0]: Train Loss:0.0011046, Val MRR:0.32616, yago11k
2023-05-10 08:01:36,079 - [INFO] - [E:381| 100]: Train Loss:0.0011067, Val MRR:0.32616, yago11k
2023-05-10 08:03:19,947 - [INFO] - [E:381| 200]: Train Loss:0.001107, Val MRR:0.32616, yago11k
2023-05-10 08:05:04,786 - [INFO] - [E:381| 300]: Train Loss:0.0011085, Val MRR:0.32616, yago11k
2023-05-10 08:06:42,888 - [INFO] - [E:381| 400]: Train Loss:0.0011087, Val MRR:0.32616, yago11k
2023-05-10 08:08:22,071 - [INFO] - [E:381| 500]: Train Loss:0.0011084, Val MRR:0.32616, yago11k
2023-05-10 08:10:06,026 - [INFO] - [E:381| 600]: Train Loss:0.0011086, Val MRR:0.32616, yago11k
2023-05-10 08:10:06,026 - [INFO] - [Epoch:381]: Training Loss:0.001109
2023-05-10 08:10:06,408 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 08:10:28,112 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 08:10:49,396 - [INFO] - [Evaluating Epoch 381 valid]:
MRR: Tail : 0.41497, Head : 0.23378, Avg : 0.32437
2023-05-10 08:10:49,397 - [INFO] - [Epoch 381]: Training Loss: 0.0011086, Valid MRR: 0.32616,
2023-05-10 08:10:50,496 - [INFO] - [E:382| 0]: Train Loss:0.0011194, Val MRR:0.32616, yago11k
2023-05-10 08:12:34,530 - [INFO] - [E:382| 100]: Train Loss:0.0011087, Val MRR:0.32616, yago11k
2023-05-10 08:14:19,446 - [INFO] - [E:382| 200]: Train Loss:0.0011079, Val MRR:0.32616, yago11k
2023-05-10 08:15:51,843 - [INFO] - [E:382| 300]: Train Loss:0.0011077, Val MRR:0.32616, yago11k
2023-05-10 08:17:36,571 - [INFO] - [E:382| 400]: Train Loss:0.0011079, Val MRR:0.32616, yago11k
2023-05-10 08:19:21,000 - [INFO] - [E:382| 500]: Train Loss:0.001108, Val MRR:0.32616, yago11k
2023-05-10 08:21:05,434 - [INFO] - [E:382| 600]: Train Loss:0.0011084, Val MRR:0.32616, yago11k
2023-05-10 08:21:05,435 - [INFO] - [Epoch:382]: Training Loss:0.001108
2023-05-10 08:21:05,697 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 08:21:27,500 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 08:21:48,686 - [INFO] - [Evaluating Epoch 382 valid]:
MRR: Tail : 0.41418, Head : 0.23374, Avg : 0.32396
2023-05-10 08:21:48,686 - [INFO] - [Epoch 382]: Training Loss: 0.0011084, Valid MRR: 0.32616,
2023-05-10 08:21:49,842 - [INFO] - [E:383| 0]: Train Loss:0.0011076, Val MRR:0.32616, yago11k
2023-05-10 08:23:34,912 - [INFO] - [E:383| 100]: Train Loss:0.00111, Val MRR:0.32616, yago11k
2023-05-10 08:25:08,299 - [INFO] - [E:383| 200]: Train Loss:0.0011085, Val MRR:0.32616, yago11k
2023-05-10 08:26:52,817 - [INFO] - [E:383| 300]: Train Loss:0.0011087, Val MRR:0.32616, yago11k
2023-05-10 08:28:37,769 - [INFO] - [E:383| 400]: Train Loss:0.0011081, Val MRR:0.32616, yago11k
2023-05-10 08:30:21,929 - [INFO] - [E:383| 500]: Train Loss:0.0011082, Val MRR:0.32616, yago11k
2023-05-10 08:32:06,671 - [INFO] - [E:383| 600]: Train Loss:0.0011084, Val MRR:0.32616, yago11k
2023-05-10 08:32:06,672 - [INFO] - [Epoch:383]: Training Loss:0.001108
2023-05-10 08:32:07,165 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 08:32:28,224 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 08:32:49,432 - [INFO] - [Evaluating Epoch 383 valid]:
MRR: Tail : 0.41376, Head : 0.23614, Avg : 0.32495
2023-05-10 08:32:49,432 - [INFO] - [Epoch 383]: Training Loss: 0.0011084, Valid MRR: 0.32616,
2023-05-10 08:32:50,088 - [INFO] - [E:384| 0]: Train Loss:0.0010946, Val MRR:0.32616, yago11k
2023-05-10 08:34:23,012 - [INFO] - [E:384| 100]: Train Loss:0.0011067, Val MRR:0.32616, yago11k
2023-05-10 08:36:09,486 - [INFO] - [E:384| 200]: Train Loss:0.0011075, Val MRR:0.32616, yago11k
2023-05-10 08:37:54,590 - [INFO] - [E:384| 300]: Train Loss:0.0011079, Val MRR:0.32616, yago11k
2023-05-10 08:39:39,371 - [INFO] - [E:384| 400]: Train Loss:0.0011079, Val MRR:0.32616, yago11k
2023-05-10 08:41:23,009 - [INFO] - [E:384| 500]: Train Loss:0.0011083, Val MRR:0.32616, yago11k
2023-05-10 08:42:54,647 - [INFO] - [E:384| 600]: Train Loss:0.0011082, Val MRR:0.32616, yago11k
2023-05-10 08:42:54,647 - [INFO] - [Epoch:384]: Training Loss:0.001108
2023-05-10 08:42:55,151 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 08:43:16,471 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 08:43:37,553 - [INFO] - [Evaluating Epoch 384 valid]:
MRR: Tail : 0.41496, Head : 0.23283, Avg : 0.3239
2023-05-10 08:43:37,553 - [INFO] - [Epoch 384]: Training Loss: 0.0011082, Valid MRR: 0.32616,
2023-05-10 08:43:38,642 - [INFO] - [E:385| 0]: Train Loss:0.001115, Val MRR:0.32616, yago11k
2023-05-10 08:45:22,829 - [INFO] - [E:385| 100]: Train Loss:0.0011064, Val MRR:0.32616, yago11k
2023-05-10 08:47:07,607 - [INFO] - [E:385| 200]: Train Loss:0.0011066, Val MRR:0.32616, yago11k
2023-05-10 08:48:51,627 - [INFO] - [E:385| 300]: Train Loss:0.001107, Val MRR:0.32616, yago11k
2023-05-10 08:50:33,523 - [INFO] - [E:385| 400]: Train Loss:0.0011077, Val MRR:0.32616, yago11k
2023-05-10 08:52:09,937 - [INFO] - [E:385| 500]: Train Loss:0.0011078, Val MRR:0.32616, yago11k
2023-05-10 08:53:53,880 - [INFO] - [E:385| 600]: Train Loss:0.0011081, Val MRR:0.32616, yago11k
2023-05-10 08:53:53,881 - [INFO] - [Epoch:385]: Training Loss:0.001108
2023-05-10 08:53:54,192 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 08:54:15,217 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 08:54:37,014 - [INFO] - [Evaluating Epoch 385 valid]:
MRR: Tail : 0.41069, Head : 0.23526, Avg : 0.32297
2023-05-10 08:54:37,014 - [INFO] - [Epoch 385]: Training Loss: 0.0011081, Valid MRR: 0.32616,
2023-05-10 08:54:37,921 - [INFO] - [E:386| 0]: Train Loss:0.0011014, Val MRR:0.32616, yago11k
2023-05-10 08:56:22,194 - [INFO] - [E:386| 100]: Train Loss:0.0011086, Val MRR:0.32616, yago11k
2023-05-10 08:58:05,860 - [INFO] - [E:386| 200]: Train Loss:0.0011082, Val MRR:0.32616, yago11k
2023-05-10 08:59:37,446 - [INFO] - [E:386| 300]: Train Loss:0.0011081, Val MRR:0.32616, yago11k
2023-05-10 09:01:22,327 - [INFO] - [E:386| 400]: Train Loss:0.0011078, Val MRR:0.32616, yago11k
2023-05-10 09:03:07,880 - [INFO] - [E:386| 500]: Train Loss:0.0011078, Val MRR:0.32616, yago11k
2023-05-10 09:04:51,848 - [INFO] - [E:386| 600]: Train Loss:0.0011081, Val MRR:0.32616, yago11k
2023-05-10 09:04:51,849 - [INFO] - [Epoch:386]: Training Loss:0.001108
2023-05-10 09:04:52,269 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 09:05:13,865 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 09:05:34,949 - [INFO] - [Evaluating Epoch 386 valid]:
MRR: Tail : 0.41328, Head : 0.23324, Avg : 0.32326
2023-05-10 09:05:34,949 - [INFO] - [Epoch 386]: Training Loss: 0.0011081, Valid MRR: 0.32616,
2023-05-10 09:05:36,142 - [INFO] - [E:387| 0]: Train Loss:0.0011074, Val MRR:0.32616, yago11k
2023-05-10 09:07:21,254 - [INFO] - [E:387| 100]: Train Loss:0.001107, Val MRR:0.32616, yago11k
2023-05-10 09:08:54,651 - [INFO] - [E:387| 200]: Train Loss:0.001109, Val MRR:0.32616, yago11k
2023-05-10 09:10:39,087 - [INFO] - [E:387| 300]: Train Loss:0.0011082, Val MRR:0.32616, yago11k
2023-05-10 09:12:23,239 - [INFO] - [E:387| 400]: Train Loss:0.0011081, Val MRR:0.32616, yago11k
2023-05-10 09:14:06,959 - [INFO] - [E:387| 500]: Train Loss:0.001108, Val MRR:0.32616, yago11k
2023-05-10 09:15:50,769 - [INFO] - [E:387| 600]: Train Loss:0.0011081, Val MRR:0.32616, yago11k
2023-05-10 09:15:50,769 - [INFO] - [Epoch:387]: Training Loss:0.001108
2023-05-10 09:15:51,290 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 09:16:11,843 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 09:16:33,109 - [INFO] - [Evaluating Epoch 387 valid]:
MRR: Tail : 0.41836, Head : 0.23366, Avg : 0.32601
2023-05-10 09:16:33,110 - [INFO] - [Epoch 387]: Training Loss: 0.0011081, Valid MRR: 0.32616,
2023-05-10 09:16:34,024 - [INFO] - [E:388| 0]: Train Loss:0.0010996, Val MRR:0.32616, yago11k
2023-05-10 09:18:03,603 - [INFO] - [E:388| 100]: Train Loss:0.0011055, Val MRR:0.32616, yago11k
2023-05-10 09:19:48,613 - [INFO] - [E:388| 200]: Train Loss:0.0011073, Val MRR:0.32616, yago11k
2023-05-10 09:21:32,972 - [INFO] - [E:388| 300]: Train Loss:0.0011078, Val MRR:0.32616, yago11k
2023-05-10 09:23:26,255 - [INFO] - [E:388| 400]: Train Loss:0.001107, Val MRR:0.32616, yago11k
2023-05-10 09:25:15,255 - [INFO] - [E:388| 500]: Train Loss:0.0011074, Val MRR:0.32616, yago11k
2023-05-10 09:26:47,484 - [INFO] - [E:388| 600]: Train Loss:0.0011076, Val MRR:0.32616, yago11k
2023-05-10 09:26:47,485 - [INFO] - [Epoch:388]: Training Loss:0.001108
2023-05-10 09:26:48,006 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 09:27:09,026 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 09:27:30,487 - [INFO] - [Evaluating Epoch 388 valid]:
MRR: Tail : 0.414, Head : 0.23335, Avg : 0.32367
2023-05-10 09:27:30,487 - [INFO] - [Epoch 388]: Training Loss: 0.0011076, Valid MRR: 0.32616,
2023-05-10 09:27:31,674 - [INFO] - [E:389| 0]: Train Loss:0.0010938, Val MRR:0.32616, yago11k
2023-05-10 09:29:16,587 - [INFO] - [E:389| 100]: Train Loss:0.0011085, Val MRR:0.32616, yago11k
2023-05-10 09:31:02,072 - [INFO] - [E:389| 200]: Train Loss:0.0011077, Val MRR:0.32616, yago11k
2023-05-10 09:32:46,584 - [INFO] - [E:389| 300]: Train Loss:0.0011086, Val MRR:0.32616, yago11k
2023-05-10 09:34:31,896 - [INFO] - [E:389| 400]: Train Loss:0.0011082, Val MRR:0.32616, yago11k
2023-05-10 09:36:04,110 - [INFO] - [E:389| 500]: Train Loss:0.0011079, Val MRR:0.32616, yago11k
2023-05-10 09:37:47,607 - [INFO] - [E:389| 600]: Train Loss:0.0011081, Val MRR:0.32616, yago11k
2023-05-10 09:37:47,607 - [INFO] - [Epoch:389]: Training Loss:0.001108
2023-05-10 09:37:47,955 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 09:38:09,440 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 09:38:30,757 - [INFO] - [Evaluating Epoch 389 valid]:
MRR: Tail : 0.41301, Head : 0.23308, Avg : 0.32305
MR: Tail : 649.69, Head : 1030.0, Avg : 839.83
Hit-1: Tail : 0.3312, Head : 0.19228, Avg : 0.26174
Hit-3: Tail : 0.44749, Head : 0.22992, Avg : 0.33871
Hit-10: Tail : 0.57697, Head : 0.30953, Avg : 0.44325
2023-05-10 09:38:30,758 - [INFO] - [Epoch 389]: Training Loss: 0.0011081, Valid MRR: 0.32616,
2023-05-10 09:38:31,951 - [INFO] - [E:390| 0]: Train Loss:0.0011191, Val MRR:0.32616, yago11k
2023-05-10 09:40:15,884 - [INFO] - [E:390| 100]: Train Loss:0.001106, Val MRR:0.32616, yago11k
2023-05-10 09:42:00,982 - [INFO] - [E:390| 200]: Train Loss:0.0011067, Val MRR:0.32616, yago11k
2023-05-10 09:43:44,669 - [INFO] - [E:390| 300]: Train Loss:0.0011074, Val MRR:0.32616, yago11k
2023-05-10 09:45:17,848 - [INFO] - [E:390| 400]: Train Loss:0.0011075, Val MRR:0.32616, yago11k
2023-05-10 09:47:01,969 - [INFO] - [E:390| 500]: Train Loss:0.0011081, Val MRR:0.32616, yago11k
2023-05-10 09:48:45,854 - [INFO] - [E:390| 600]: Train Loss:0.0011084, Val MRR:0.32616, yago11k
2023-05-10 09:48:45,855 - [INFO] - [Epoch:390]: Training Loss:0.001108
2023-05-10 09:48:46,349 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 09:49:07,381 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 09:49:28,489 - [INFO] - [Evaluating Epoch 390 valid]:
MRR: Tail : 0.4131, Head : 0.2325, Avg : 0.3228
2023-05-10 09:49:28,489 - [INFO] - [Epoch 390]: Training Loss: 0.0011084, Valid MRR: 0.32616,
2023-05-10 09:49:29,623 - [INFO] - [E:391| 0]: Train Loss:0.0011082, Val MRR:0.32616, yago11k
2023-05-10 09:51:14,945 - [INFO] - [E:391| 100]: Train Loss:0.0011072, Val MRR:0.32616, yago11k
2023-05-10 09:52:50,784 - [INFO] - [E:391| 200]: Train Loss:0.0011082, Val MRR:0.32616, yago11k
2023-05-10 09:54:33,243 - [INFO] - [E:391| 300]: Train Loss:0.0011082, Val MRR:0.32616, yago11k
2023-05-10 09:56:17,438 - [INFO] - [E:391| 400]: Train Loss:0.0011076, Val MRR:0.32616, yago11k
2023-05-10 09:58:02,795 - [INFO] - [E:391| 500]: Train Loss:0.001108, Val MRR:0.32616, yago11k
2023-05-10 09:59:46,596 - [INFO] - [E:391| 600]: Train Loss:0.0011079, Val MRR:0.32616, yago11k
2023-05-10 09:59:46,596 - [INFO] - [Epoch:391]: Training Loss:0.001108
2023-05-10 09:59:46,944 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 10:00:08,067 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 10:00:29,419 - [INFO] - [Evaluating Epoch 391 valid]:
MRR: Tail : 0.41227, Head : 0.23371, Avg : 0.32299
2023-05-10 10:00:29,419 - [INFO] - [Epoch 391]: Training Loss: 0.0011079, Valid MRR: 0.32616,
2023-05-10 10:00:30,511 - [INFO] - [E:392| 0]: Train Loss:0.0010999, Val MRR:0.32616, yago11k
2023-05-10 10:02:02,942 - [INFO] - [E:392| 100]: Train Loss:0.0011071, Val MRR:0.32616, yago11k
2023-05-10 10:03:47,614 - [INFO] - [E:392| 200]: Train Loss:0.0011079, Val MRR:0.32616, yago11k
2023-05-10 10:05:31,676 - [INFO] - [E:392| 300]: Train Loss:0.0011076, Val MRR:0.32616, yago11k
2023-05-10 10:07:15,255 - [INFO] - [E:392| 400]: Train Loss:0.0011074, Val MRR:0.32616, yago11k
2023-05-10 10:08:59,562 - [INFO] - [E:392| 500]: Train Loss:0.0011073, Val MRR:0.32616, yago11k
2023-05-10 10:10:31,395 - [INFO] - [E:392| 600]: Train Loss:0.0011077, Val MRR:0.32616, yago11k
2023-05-10 10:10:31,396 - [INFO] - [Epoch:392]: Training Loss:0.001108
2023-05-10 10:10:31,741 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 10:10:53,478 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 10:11:14,587 - [INFO] - [Evaluating Epoch 392 valid]:
MRR: Tail : 0.41275, Head : 0.23425, Avg : 0.3235
2023-05-10 10:11:14,587 - [INFO] - [Epoch 392]: Training Loss: 0.0011077, Valid MRR: 0.32616,
2023-05-10 10:11:15,731 - [INFO] - [E:393| 0]: Train Loss:0.0011039, Val MRR:0.32616, yago11k
2023-05-10 10:12:59,213 - [INFO] - [E:393| 100]: Train Loss:0.0011065, Val MRR:0.32616, yago11k
2023-05-10 10:14:46,016 - [INFO] - [E:393| 200]: Train Loss:0.0011072, Val MRR:0.32616, yago11k
2023-05-10 10:16:29,567 - [INFO] - [E:393| 300]: Train Loss:0.001108, Val MRR:0.32616, yago11k
2023-05-10 10:18:12,883 - [INFO] - [E:393| 400]: Train Loss:0.0011083, Val MRR:0.32616, yago11k
2023-05-10 10:19:45,751 - [INFO] - [E:393| 500]: Train Loss:0.0011076, Val MRR:0.32616, yago11k
2023-05-10 10:21:28,658 - [INFO] - [E:393| 600]: Train Loss:0.0011079, Val MRR:0.32616, yago11k
2023-05-10 10:21:28,658 - [INFO] - [Epoch:393]: Training Loss:0.001108
2023-05-10 10:21:28,921 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 10:21:50,206 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 10:22:11,204 - [INFO] - [Evaluating Epoch 393 valid]:
MRR: Tail : 0.41227, Head : 0.23513, Avg : 0.3237
2023-05-10 10:22:11,204 - [INFO] - [Epoch 393]: Training Loss: 0.0011079, Valid MRR: 0.32616,
2023-05-10 10:22:12,486 - [INFO] - [E:394| 0]: Train Loss:0.0011173, Val MRR:0.32616, yago11k
2023-05-10 10:23:56,102 - [INFO] - [E:394| 100]: Train Loss:0.0011071, Val MRR:0.32616, yago11k
2023-05-10 10:25:40,350 - [INFO] - [E:394| 200]: Train Loss:0.0011077, Val MRR:0.32616, yago11k
2023-05-10 10:27:23,503 - [INFO] - [E:394| 300]: Train Loss:0.0011071, Val MRR:0.32616, yago11k
2023-05-10 10:28:56,466 - [INFO] - [E:394| 400]: Train Loss:0.001107, Val MRR:0.32616, yago11k
2023-05-10 10:30:39,953 - [INFO] - [E:394| 500]: Train Loss:0.0011075, Val MRR:0.32616, yago11k
2023-05-10 10:32:23,459 - [INFO] - [E:394| 600]: Train Loss:0.0011075, Val MRR:0.32616, yago11k
2023-05-10 10:32:23,460 - [INFO] - [Epoch:394]: Training Loss:0.001107
2023-05-10 10:32:23,744 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 10:32:44,820 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 10:33:06,583 - [INFO] - [Evaluating Epoch 394 valid]:
MRR: Tail : 0.41515, Head : 0.23439, Avg : 0.32477
2023-05-10 10:33:06,584 - [INFO] - [Epoch 394]: Training Loss: 0.0011075, Valid MRR: 0.32616,
2023-05-10 10:33:07,674 - [INFO] - [E:395| 0]: Train Loss:0.0010845, Val MRR:0.32616, yago11k
2023-05-10 10:34:51,760 - [INFO] - [E:395| 100]: Train Loss:0.0011087, Val MRR:0.32616, yago11k
2023-05-10 10:36:34,473 - [INFO] - [E:395| 200]: Train Loss:0.0011064, Val MRR:0.32616, yago11k
2023-05-10 10:38:09,329 - [INFO] - [E:395| 300]: Train Loss:0.0011069, Val MRR:0.32616, yago11k
2023-05-10 10:39:52,876 - [INFO] - [E:395| 400]: Train Loss:0.0011074, Val MRR:0.32616, yago11k
2023-05-10 10:41:36,482 - [INFO] - [E:395| 500]: Train Loss:0.0011075, Val MRR:0.32616, yago11k
2023-05-10 10:43:19,564 - [INFO] - [E:395| 600]: Train Loss:0.0011075, Val MRR:0.32616, yago11k
2023-05-10 10:43:19,564 - [INFO] - [Epoch:395]: Training Loss:0.001108
2023-05-10 10:43:19,867 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 10:43:40,576 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 10:44:00,894 - [INFO] - [Evaluating Epoch 395 valid]:
MRR: Tail : 0.41376, Head : 0.2349, Avg : 0.32433
2023-05-10 10:44:00,894 - [INFO] - [Epoch 395]: Training Loss: 0.0011075, Valid MRR: 0.32616,
2023-05-10 10:44:02,085 - [INFO] - [E:396| 0]: Train Loss:0.0010919, Val MRR:0.32616, yago11k
2023-05-10 10:45:34,287 - [INFO] - [E:396| 100]: Train Loss:0.0011073, Val MRR:0.32616, yago11k
2023-05-10 10:47:18,365 - [INFO] - [E:396| 200]: Train Loss:0.0011063, Val MRR:0.32616, yago11k
2023-05-10 10:49:02,806 - [INFO] - [E:396| 300]: Train Loss:0.0011065, Val MRR:0.32616, yago11k
2023-05-10 10:50:46,909 - [INFO] - [E:396| 400]: Train Loss:0.0011063, Val MRR:0.32616, yago11k
2023-05-10 10:52:31,720 - [INFO] - [E:396| 500]: Train Loss:0.0011071, Val MRR:0.32616, yago11k
2023-05-10 10:54:06,519 - [INFO] - [E:396| 600]: Train Loss:0.0011072, Val MRR:0.32616, yago11k
2023-05-10 10:54:06,519 - [INFO] - [Epoch:396]: Training Loss:0.001107
2023-05-10 10:54:06,742 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 10:54:24,588 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 10:54:46,069 - [INFO] - [Evaluating Epoch 396 valid]:
MRR: Tail : 0.41301, Head : 0.2341, Avg : 0.32356
2023-05-10 10:54:46,069 - [INFO] - [Epoch 396]: Training Loss: 0.0011072, Valid MRR: 0.32616,
2023-05-10 10:54:47,174 - [INFO] - [E:397| 0]: Train Loss:0.0010969, Val MRR:0.32616, yago11k
2023-05-10 10:56:32,093 - [INFO] - [E:397| 100]: Train Loss:0.0011048, Val MRR:0.32616, yago11k
2023-05-10 10:58:16,141 - [INFO] - [E:397| 200]: Train Loss:0.0011061, Val MRR:0.32616, yago11k
2023-05-10 11:00:00,104 - [INFO] - [E:397| 300]: Train Loss:0.0011064, Val MRR:0.32616, yago11k
2023-05-10 11:01:46,600 - [INFO] - [E:397| 400]: Train Loss:0.0011063, Val MRR:0.32616, yago11k
2023-05-10 11:03:19,807 - [INFO] - [E:397| 500]: Train Loss:0.0011068, Val MRR:0.32616, yago11k
2023-05-10 11:05:02,739 - [INFO] - [E:397| 600]: Train Loss:0.0011071, Val MRR:0.32616, yago11k
2023-05-10 11:05:02,739 - [INFO] - [Epoch:397]: Training Loss:0.001107
2023-05-10 11:05:03,046 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 11:05:23,902 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 11:05:45,418 - [INFO] - [Evaluating Epoch 397 valid]:
MRR: Tail : 0.41184, Head : 0.23554, Avg : 0.32369
2023-05-10 11:05:45,418 - [INFO] - [Epoch 397]: Training Loss: 0.0011071, Valid MRR: 0.32616,
2023-05-10 11:05:46,265 - [INFO] - [E:398| 0]: Train Loss:0.0011113, Val MRR:0.32616, yago11k
2023-05-10 11:07:30,041 - [INFO] - [E:398| 100]: Train Loss:0.0011093, Val MRR:0.32616, yago11k
2023-05-10 11:09:14,184 - [INFO] - [E:398| 200]: Train Loss:0.0011088, Val MRR:0.32616, yago11k
2023-05-10 11:10:58,207 - [INFO] - [E:398| 300]: Train Loss:0.0011082, Val MRR:0.32616, yago11k
2023-05-10 11:12:30,903 - [INFO] - [E:398| 400]: Train Loss:0.0011075, Val MRR:0.32616, yago11k
2023-05-10 11:14:14,600 - [INFO] - [E:398| 500]: Train Loss:0.0011075, Val MRR:0.32616, yago11k
2023-05-10 11:15:58,284 - [INFO] - [E:398| 600]: Train Loss:0.0011072, Val MRR:0.32616, yago11k
2023-05-10 11:15:58,284 - [INFO] - [Epoch:398]: Training Loss:0.001107
2023-05-10 11:15:58,807 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 11:16:20,031 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 11:16:41,496 - [INFO] - [Evaluating Epoch 398 valid]:
MRR: Tail : 0.41536, Head : 0.23278, Avg : 0.32407
2023-05-10 11:16:41,496 - [INFO] - [Epoch 398]: Training Loss: 0.0011072, Valid MRR: 0.32616,
2023-05-10 11:16:42,606 - [INFO] - [E:399| 0]: Train Loss:0.0010941, Val MRR:0.32616, yago11k
2023-05-10 11:18:26,111 - [INFO] - [E:399| 100]: Train Loss:0.0011077, Val MRR:0.32616, yago11k
2023-05-10 11:20:09,613 - [INFO] - [E:399| 200]: Train Loss:0.0011071, Val MRR:0.32616, yago11k
2023-05-10 11:21:41,516 - [INFO] - [E:399| 300]: Train Loss:0.0011075, Val MRR:0.32616, yago11k
2023-05-10 11:23:25,212 - [INFO] - [E:399| 400]: Train Loss:0.0011073, Val MRR:0.32616, yago11k
2023-05-10 11:25:08,987 - [INFO] - [E:399| 500]: Train Loss:0.0011076, Val MRR:0.32616, yago11k
2023-05-10 11:26:52,986 - [INFO] - [E:399| 600]: Train Loss:0.0011072, Val MRR:0.32616, yago11k
2023-05-10 11:26:52,986 - [INFO] - [Epoch:399]: Training Loss:0.001107
2023-05-10 11:26:53,250 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 11:27:14,535 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 11:27:35,371 - [INFO] - [Evaluating Epoch 399 valid]:
MRR: Tail : 0.41251, Head : 0.23381, Avg : 0.32316
MR: Tail : 636.6, Head : 1029.5, Avg : 833.03
Hit-1: Tail : 0.33134, Head : 0.192, Avg : 0.26167
Hit-3: Tail : 0.44415, Head : 0.23131, Avg : 0.33773
Hit-10: Tail : 0.57724, Head : 0.31675, Avg : 0.447
2023-05-10 11:27:35,372 - [INFO] - [Epoch 399]: Training Loss: 0.0011072, Valid MRR: 0.32616,
2023-05-10 11:27:36,556 - [INFO] - [E:400| 0]: Train Loss:0.0010934, Val MRR:0.32616, yago11k
2023-05-10 11:29:11,826 - [INFO] - [E:400| 100]: Train Loss:0.0011069, Val MRR:0.32616, yago11k
2023-05-10 11:30:54,057 - [INFO] - [E:400| 200]: Train Loss:0.0011075, Val MRR:0.32616, yago11k
2023-05-10 11:32:38,742 - [INFO] - [E:400| 300]: Train Loss:0.0011069, Val MRR:0.32616, yago11k
2023-05-10 11:34:23,664 - [INFO] - [E:400| 400]: Train Loss:0.0011074, Val MRR:0.32616, yago11k
2023-05-10 11:36:08,022 - [INFO] - [E:400| 500]: Train Loss:0.0011073, Val MRR:0.32616, yago11k
2023-05-10 11:37:47,253 - [INFO] - [E:400| 600]: Train Loss:0.0011071, Val MRR:0.32616, yago11k
2023-05-10 11:37:47,253 - [INFO] - [Epoch:400]: Training Loss:0.001107
2023-05-10 11:37:47,472 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 11:37:59,850 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 11:38:21,320 - [INFO] - [Evaluating Epoch 400 valid]:
MRR: Tail : 0.40897, Head : 0.23402, Avg : 0.32149
2023-05-10 11:38:21,321 - [INFO] - [Epoch 400]: Training Loss: 0.0011071, Valid MRR: 0.32616,
2023-05-10 11:38:22,255 - [INFO] - [E:401| 0]: Train Loss:0.0011318, Val MRR:0.32616, yago11k
2023-05-10 11:40:08,182 - [INFO] - [E:401| 100]: Train Loss:0.0011059, Val MRR:0.32616, yago11k
2023-05-10 11:41:59,935 - [INFO] - [E:401| 200]: Train Loss:0.0011065, Val MRR:0.32616, yago11k
2023-05-10 11:43:44,959 - [INFO] - [E:401| 300]: Train Loss:0.0011067, Val MRR:0.32616, yago11k
2023-05-10 11:45:29,693 - [INFO] - [E:401| 400]: Train Loss:0.0011065, Val MRR:0.32616, yago11k
2023-05-10 11:47:09,273 - [INFO] - [E:401| 500]: Train Loss:0.001107, Val MRR:0.32616, yago11k
2023-05-10 11:48:46,162 - [INFO] - [E:401| 600]: Train Loss:0.0011072, Val MRR:0.32616, yago11k
2023-05-10 11:48:46,162 - [INFO] - [Epoch:401]: Training Loss:0.001107
2023-05-10 11:48:46,516 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 11:49:08,246 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 11:49:29,345 - [INFO] - [Evaluating Epoch 401 valid]:
MRR: Tail : 0.41378, Head : 0.23359, Avg : 0.32368
2023-05-10 11:49:29,345 - [INFO] - [Epoch 401]: Training Loss: 0.0011072, Valid MRR: 0.32616,
2023-05-10 11:49:30,503 - [INFO] - [E:402| 0]: Train Loss:0.0011035, Val MRR:0.32616, yago11k
2023-05-10 11:51:17,183 - [INFO] - [E:402| 100]: Train Loss:0.0011081, Val MRR:0.32616, yago11k
2023-05-10 11:53:01,048 - [INFO] - [E:402| 200]: Train Loss:0.0011076, Val MRR:0.32616, yago11k
2023-05-10 11:54:45,252 - [INFO] - [E:402| 300]: Train Loss:0.001107, Val MRR:0.32616, yago11k
2023-05-10 11:56:18,538 - [INFO] - [E:402| 400]: Train Loss:0.0011069, Val MRR:0.32616, yago11k
2023-05-10 11:58:02,514 - [INFO] - [E:402| 500]: Train Loss:0.0011068, Val MRR:0.32616, yago11k
2023-05-10 11:59:46,294 - [INFO] - [E:402| 600]: Train Loss:0.001107, Val MRR:0.32616, yago11k
2023-05-10 11:59:46,294 - [INFO] - [Epoch:402]: Training Loss:0.001107
2023-05-10 11:59:46,643 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 12:00:08,079 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 12:00:29,744 - [INFO] - [Evaluating Epoch 402 valid]:
MRR: Tail : 0.41518, Head : 0.23355, Avg : 0.32437
2023-05-10 12:00:29,744 - [INFO] - [Epoch 402]: Training Loss: 0.001107, Valid MRR: 0.32616,
2023-05-10 12:00:30,925 - [INFO] - [E:403| 0]: Train Loss:0.0011045, Val MRR:0.32616, yago11k
2023-05-10 12:02:15,505 - [INFO] - [E:403| 100]: Train Loss:0.0011041, Val MRR:0.32616, yago11k
2023-05-10 12:03:59,744 - [INFO] - [E:403| 200]: Train Loss:0.0011058, Val MRR:0.32616, yago11k
2023-05-10 12:05:33,233 - [INFO] - [E:403| 300]: Train Loss:0.0011063, Val MRR:0.32616, yago11k
2023-05-10 12:07:18,550 - [INFO] - [E:403| 400]: Train Loss:0.0011064, Val MRR:0.32616, yago11k
2023-05-10 12:09:02,713 - [INFO] - [E:403| 500]: Train Loss:0.0011067, Val MRR:0.32616, yago11k
2023-05-10 12:10:47,011 - [INFO] - [E:403| 600]: Train Loss:0.0011069, Val MRR:0.32616, yago11k
2023-05-10 12:10:47,012 - [INFO] - [Epoch:403]: Training Loss:0.001107
2023-05-10 12:10:47,497 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 12:11:08,925 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 12:11:29,977 - [INFO] - [Evaluating Epoch 403 valid]:
MRR: Tail : 0.41207, Head : 0.2349, Avg : 0.32349
2023-05-10 12:11:29,978 - [INFO] - [Epoch 403]: Training Loss: 0.0011069, Valid MRR: 0.32616,
2023-05-10 12:11:31,189 - [INFO] - [E:404| 0]: Train Loss:0.0011172, Val MRR:0.32616, yago11k
2023-05-10 12:13:16,039 - [INFO] - [E:404| 100]: Train Loss:0.0011063, Val MRR:0.32616, yago11k
2023-05-10 12:14:48,541 - [INFO] - [E:404| 200]: Train Loss:0.0011063, Val MRR:0.32616, yago11k
2023-05-10 12:16:32,038 - [INFO] - [E:404| 300]: Train Loss:0.0011064, Val MRR:0.32616, yago11k
2023-05-10 12:18:16,592 - [INFO] - [E:404| 400]: Train Loss:0.001107, Val MRR:0.32616, yago11k
2023-05-10 12:20:01,529 - [INFO] - [E:404| 500]: Train Loss:0.0011064, Val MRR:0.32616, yago11k
2023-05-10 12:21:46,352 - [INFO] - [E:404| 600]: Train Loss:0.0011065, Val MRR:0.32616, yago11k
2023-05-10 12:21:46,353 - [INFO] - [Epoch:404]: Training Loss:0.001106
2023-05-10 12:21:46,799 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 12:22:03,782 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 12:22:15,880 - [INFO] - [Evaluating Epoch 404 valid]:
MRR: Tail : 0.41431, Head : 0.23264, Avg : 0.32348
2023-05-10 12:22:15,880 - [INFO] - [Epoch 404]: Training Loss: 0.0011065, Valid MRR: 0.32616,
2023-05-10 12:22:16,548 - [INFO] - [E:405| 0]: Train Loss:0.0011046, Val MRR:0.32616, yago11k
2023-05-10 12:24:01,800 - [INFO] - [E:405| 100]: Train Loss:0.0011049, Val MRR:0.32616, yago11k
2023-05-10 12:25:46,358 - [INFO] - [E:405| 200]: Train Loss:0.0011058, Val MRR:0.32616, yago11k
2023-05-10 12:27:31,368 - [INFO] - [E:405| 300]: Train Loss:0.001106, Val MRR:0.32616, yago11k
2023-05-10 12:29:15,956 - [INFO] - [E:405| 400]: Train Loss:0.0011061, Val MRR:0.32616, yago11k
2023-05-10 12:30:53,818 - [INFO] - [E:405| 500]: Train Loss:0.0011064, Val MRR:0.32616, yago11k
2023-05-10 12:32:32,614 - [INFO] - [E:405| 600]: Train Loss:0.001107, Val MRR:0.32616, yago11k
2023-05-10 12:32:32,614 - [INFO] - [Epoch:405]: Training Loss:0.001107
2023-05-10 12:32:32,968 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 12:32:54,680 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 12:33:16,359 - [INFO] - [Evaluating Epoch 405 valid]:
MRR: Tail : 0.41175, Head : 0.2329, Avg : 0.32233
2023-05-10 12:33:16,360 - [INFO] - [Epoch 405]: Training Loss: 0.001107, Valid MRR: 0.32616,
2023-05-10 12:33:17,204 - [INFO] - [E:406| 0]: Train Loss:0.0011003, Val MRR:0.32616, yago11k
2023-05-10 12:35:01,463 - [INFO] - [E:406| 100]: Train Loss:0.0011093, Val MRR:0.32616, yago11k
2023-05-10 12:36:46,275 - [INFO] - [E:406| 200]: Train Loss:0.0011092, Val MRR:0.32616, yago11k
2023-05-10 12:38:31,432 - [INFO] - [E:406| 300]: Train Loss:0.0011079, Val MRR:0.32616, yago11k
2023-05-10 12:40:07,137 - [INFO] - [E:406| 400]: Train Loss:0.0011074, Val MRR:0.32616, yago11k
2023-05-10 12:41:52,291 - [INFO] - [E:406| 500]: Train Loss:0.001108, Val MRR:0.32616, yago11k
2023-05-10 12:43:36,335 - [INFO] - [E:406| 600]: Train Loss:0.0011076, Val MRR:0.32616, yago11k
2023-05-10 12:43:36,336 - [INFO] - [Epoch:406]: Training Loss:0.001108
2023-05-10 12:43:36,678 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 12:43:57,839 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 12:44:19,274 - [INFO] - [Evaluating Epoch 406 valid]:
MRR: Tail : 0.41662, Head : 0.23331, Avg : 0.32497
2023-05-10 12:44:19,275 - [INFO] - [Epoch 406]: Training Loss: 0.0011076, Valid MRR: 0.32616,
2023-05-10 12:44:20,372 - [INFO] - [E:407| 0]: Train Loss:0.0011083, Val MRR:0.32616, yago11k
2023-05-10 12:46:05,439 - [INFO] - [E:407| 100]: Train Loss:0.0011096, Val MRR:0.32616, yago11k
2023-05-10 12:47:49,810 - [INFO] - [E:407| 200]: Train Loss:0.001108, Val MRR:0.32616, yago11k
2023-05-10 12:49:22,965 - [INFO] - [E:407| 300]: Train Loss:0.0011064, Val MRR:0.32616, yago11k
2023-05-10 12:51:07,436 - [INFO] - [E:407| 400]: Train Loss:0.0011066, Val MRR:0.32616, yago11k
2023-05-10 12:52:51,361 - [INFO] - [E:407| 500]: Train Loss:0.0011065, Val MRR:0.32616, yago11k
2023-05-10 12:54:34,989 - [INFO] - [E:407| 600]: Train Loss:0.0011067, Val MRR:0.32616, yago11k
2023-05-10 12:54:34,989 - [INFO] - [Epoch:407]: Training Loss:0.001107
2023-05-10 12:54:35,252 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 12:54:57,005 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 12:55:18,109 - [INFO] - [Evaluating Epoch 407 valid]:
MRR: Tail : 0.41516, Head : 0.23588, Avg : 0.32552
2023-05-10 12:55:18,109 - [INFO] - [Epoch 407]: Training Loss: 0.0011067, Valid MRR: 0.32616,
2023-05-10 12:55:19,357 - [INFO] - [E:408| 0]: Train Loss:0.0010984, Val MRR:0.32616, yago11k
2023-05-10 12:57:04,087 - [INFO] - [E:408| 100]: Train Loss:0.0011078, Val MRR:0.32616, yago11k
2023-05-10 12:58:37,418 - [INFO] - [E:408| 200]: Train Loss:0.0011076, Val MRR:0.32616, yago11k
2023-05-10 13:00:22,322 - [INFO] - [E:408| 300]: Train Loss:0.0011075, Val MRR:0.32616, yago11k
2023-05-10 13:02:05,974 - [INFO] - [E:408| 400]: Train Loss:0.0011068, Val MRR:0.32616, yago11k
2023-05-10 13:03:49,877 - [INFO] - [E:408| 500]: Train Loss:0.0011067, Val MRR:0.32616, yago11k
2023-05-10 13:05:32,735 - [INFO] - [E:408| 600]: Train Loss:0.0011065, Val MRR:0.32616, yago11k
2023-05-10 13:05:32,735 - [INFO] - [Epoch:408]: Training Loss:0.001106
2023-05-10 13:05:33,249 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 13:05:54,112 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 13:06:06,158 - [INFO] - [Evaluating Epoch 408 valid]:
MRR: Tail : 0.41071, Head : 0.23214, Avg : 0.32142
2023-05-10 13:06:06,159 - [INFO] - [Epoch 408]: Training Loss: 0.0011065, Valid MRR: 0.32616,
2023-05-10 13:06:06,807 - [INFO] - [E:409| 0]: Train Loss:0.0010873, Val MRR:0.32616, yago11k
2023-05-10 13:07:47,815 - [INFO] - [E:409| 100]: Train Loss:0.0011067, Val MRR:0.32616, yago11k
2023-05-10 13:09:32,359 - [INFO] - [E:409| 200]: Train Loss:0.001107, Val MRR:0.32616, yago11k
2023-05-10 13:11:17,027 - [INFO] - [E:409| 300]: Train Loss:0.0011074, Val MRR:0.32616, yago11k
2023-05-10 13:13:01,500 - [INFO] - [E:409| 400]: Train Loss:0.0011065, Val MRR:0.32616, yago11k
2023-05-10 13:14:44,092 - [INFO] - [E:409| 500]: Train Loss:0.0011063, Val MRR:0.32616, yago11k
2023-05-10 13:16:18,982 - [INFO] - [E:409| 600]: Train Loss:0.0011064, Val MRR:0.32616, yago11k
2023-05-10 13:16:18,983 - [INFO] - [Epoch:409]: Training Loss:0.001106
2023-05-10 13:16:19,486 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 13:16:40,712 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 13:17:01,948 - [INFO] - [Evaluating Epoch 409 valid]:
MRR: Tail : 0.41303, Head : 0.23298, Avg : 0.32301
MR: Tail : 664.73, Head : 1025.6, Avg : 845.15
Hit-1: Tail : 0.33051, Head : 0.19214, Avg : 0.26132
Hit-3: Tail : 0.44679, Head : 0.23131, Avg : 0.33905
Hit-10: Tail : 0.57433, Head : 0.31092, Avg : 0.44262
2023-05-10 13:17:01,948 - [INFO] - [Epoch 409]: Training Loss: 0.0011064, Valid MRR: 0.32616,
2023-05-10 13:17:03,026 - [INFO] - [E:410| 0]: Train Loss:0.0011203, Val MRR:0.32616, yago11k
2023-05-10 13:18:48,050 - [INFO] - [E:410| 100]: Train Loss:0.0011069, Val MRR:0.32616, yago11k
2023-05-10 13:20:32,539 - [INFO] - [E:410| 200]: Train Loss:0.0011061, Val MRR:0.32616, yago11k
2023-05-10 13:22:17,311 - [INFO] - [E:410| 300]: Train Loss:0.0011063, Val MRR:0.32616, yago11k
2023-05-10 13:23:49,951 - [INFO] - [E:410| 400]: Train Loss:0.0011063, Val MRR:0.32616, yago11k
2023-05-10 13:25:33,887 - [INFO] - [E:410| 500]: Train Loss:0.0011058, Val MRR:0.32616, yago11k
2023-05-10 13:27:17,897 - [INFO] - [E:410| 600]: Train Loss:0.0011062, Val MRR:0.32616, yago11k
2023-05-10 13:27:17,897 - [INFO] - [Epoch:410]: Training Loss:0.001106
2023-05-10 13:27:18,245 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 13:27:42,552 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 13:28:04,026 - [INFO] - [Evaluating Epoch 410 valid]:
MRR: Tail : 0.41492, Head : 0.23389, Avg : 0.3244
2023-05-10 13:28:04,026 - [INFO] - [Epoch 410]: Training Loss: 0.0011062, Valid MRR: 0.32616,
2023-05-10 13:28:05,129 - [INFO] - [E:411| 0]: Train Loss:0.001112, Val MRR:0.32616, yago11k
2023-05-10 13:29:50,039 - [INFO] - [E:411| 100]: Train Loss:0.0011046, Val MRR:0.32616, yago11k
2023-05-10 13:31:34,761 - [INFO] - [E:411| 200]: Train Loss:0.0011052, Val MRR:0.32616, yago11k
2023-05-10 13:33:08,281 - [INFO] - [E:411| 300]: Train Loss:0.0011056, Val MRR:0.32616, yago11k
2023-05-10 13:34:52,566 - [INFO] - [E:411| 400]: Train Loss:0.0011058, Val MRR:0.32616, yago11k
2023-05-10 13:36:36,273 - [INFO] - [E:411| 500]: Train Loss:0.0011061, Val MRR:0.32616, yago11k
2023-05-10 13:38:20,966 - [INFO] - [E:411| 600]: Train Loss:0.0011064, Val MRR:0.32616, yago11k
2023-05-10 13:38:20,967 - [INFO] - [Epoch:411]: Training Loss:0.001106
2023-05-10 13:38:21,295 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 13:38:42,795 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 13:39:04,754 - [INFO] - [Evaluating Epoch 411 valid]:
MRR: Tail : 0.41539, Head : 0.23504, Avg : 0.32521
2023-05-10 13:39:04,754 - [INFO] - [Epoch 411]: Training Loss: 0.0011064, Valid MRR: 0.32616,
2023-05-10 13:39:05,621 - [INFO] - [E:412| 0]: Train Loss:0.0011086, Val MRR:0.32616, yago11k
2023-05-10 13:40:49,885 - [INFO] - [E:412| 100]: Train Loss:0.0011059, Val MRR:0.32616, yago11k
2023-05-10 13:42:22,809 - [INFO] - [E:412| 200]: Train Loss:0.0011058, Val MRR:0.32616, yago11k
2023-05-10 13:44:07,091 - [INFO] - [E:412| 300]: Train Loss:0.0011059, Val MRR:0.32616, yago11k
2023-05-10 13:45:51,881 - [INFO] - [E:412| 400]: Train Loss:0.001106, Val MRR:0.32616, yago11k
2023-05-10 13:47:35,377 - [INFO] - [E:412| 500]: Train Loss:0.0011062, Val MRR:0.32616, yago11k
2023-05-10 13:49:19,021 - [INFO] - [E:412| 600]: Train Loss:0.0011065, Val MRR:0.32616, yago11k
2023-05-10 13:49:19,021 - [INFO] - [Epoch:412]: Training Loss:0.001106
2023-05-10 13:49:19,333 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 13:49:40,419 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 13:49:52,517 - [INFO] - [Evaluating Epoch 412 valid]:
MRR: Tail : 0.41186, Head : 0.23542, Avg : 0.32364
2023-05-10 13:49:52,517 - [INFO] - [Epoch 412]: Training Loss: 0.0011065, Valid MRR: 0.32616,
2023-05-10 13:49:53,192 - [INFO] - [E:413| 0]: Train Loss:0.0010921, Val MRR:0.32616, yago11k
2023-05-10 13:51:34,424 - [INFO] - [E:413| 100]: Train Loss:0.001106, Val MRR:0.32616, yago11k
2023-05-10 13:53:18,785 - [INFO] - [E:413| 200]: Train Loss:0.0011069, Val MRR:0.32616, yago11k
2023-05-10 13:55:03,530 - [INFO] - [E:413| 300]: Train Loss:0.0011057, Val MRR:0.32616, yago11k
2023-05-10 13:56:48,084 - [INFO] - [E:413| 400]: Train Loss:0.0011061, Val MRR:0.32616, yago11k
2023-05-10 13:58:30,011 - [INFO] - [E:413| 500]: Train Loss:0.0011065, Val MRR:0.32616, yago11k
2023-05-10 14:00:04,198 - [INFO] - [E:413| 600]: Train Loss:0.0011064, Val MRR:0.32616, yago11k
2023-05-10 14:00:04,198 - [INFO] - [Epoch:413]: Training Loss:0.001106
2023-05-10 14:00:04,546 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 14:00:26,090 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 14:00:47,287 - [INFO] - [Evaluating Epoch 413 valid]:
MRR: Tail : 0.41253, Head : 0.2361, Avg : 0.32432
2023-05-10 14:00:47,287 - [INFO] - [Epoch 413]: Training Loss: 0.0011064, Valid MRR: 0.32616,
2023-05-10 14:00:48,387 - [INFO] - [E:414| 0]: Train Loss:0.0011106, Val MRR:0.32616, yago11k
2023-05-10 14:02:32,904 - [INFO] - [E:414| 100]: Train Loss:0.0011062, Val MRR:0.32616, yago11k
2023-05-10 14:04:16,297 - [INFO] - [E:414| 200]: Train Loss:0.0011055, Val MRR:0.32616, yago11k
2023-05-10 14:06:00,594 - [INFO] - [E:414| 300]: Train Loss:0.0011056, Val MRR:0.32616, yago11k
2023-05-10 14:07:33,769 - [INFO] - [E:414| 400]: Train Loss:0.0011065, Val MRR:0.32616, yago11k
2023-05-10 14:09:18,734 - [INFO] - [E:414| 500]: Train Loss:0.0011063, Val MRR:0.32616, yago11k
2023-05-10 14:11:02,491 - [INFO] - [E:414| 600]: Train Loss:0.0011062, Val MRR:0.32616, yago11k
2023-05-10 14:11:02,491 - [INFO] - [Epoch:414]: Training Loss:0.001106
2023-05-10 14:11:02,839 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 14:11:24,854 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 14:11:45,791 - [INFO] - [Evaluating Epoch 414 valid]:
MRR: Tail : 0.41166, Head : 0.23296, Avg : 0.32231
2023-05-10 14:11:45,791 - [INFO] - [Epoch 414]: Training Loss: 0.0011062, Valid MRR: 0.32616,
2023-05-10 14:11:46,861 - [INFO] - [E:415| 0]: Train Loss:0.0010963, Val MRR:0.32616, yago11k
2023-05-10 14:13:31,080 - [INFO] - [E:415| 100]: Train Loss:0.0011055, Val MRR:0.32616, yago11k
2023-05-10 14:15:16,021 - [INFO] - [E:415| 200]: Train Loss:0.0011048, Val MRR:0.32616, yago11k
2023-05-10 14:16:52,043 - [INFO] - [E:415| 300]: Train Loss:0.001105, Val MRR:0.32616, yago11k
2023-05-10 14:18:36,602 - [INFO] - [E:415| 400]: Train Loss:0.0011048, Val MRR:0.32616, yago11k
2023-05-10 14:20:20,650 - [INFO] - [E:415| 500]: Train Loss:0.0011054, Val MRR:0.32616, yago11k
2023-05-10 14:22:04,457 - [INFO] - [E:415| 600]: Train Loss:0.001106, Val MRR:0.32616, yago11k
2023-05-10 14:22:04,458 - [INFO] - [Epoch:415]: Training Loss:0.001106
2023-05-10 14:22:04,868 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 14:22:26,089 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 14:22:47,489 - [INFO] - [Evaluating Epoch 415 valid]:
MRR: Tail : 0.41114, Head : 0.23275, Avg : 0.32194
2023-05-10 14:22:47,489 - [INFO] - [Epoch 415]: Training Loss: 0.001106, Valid MRR: 0.32616,
2023-05-10 14:22:48,326 - [INFO] - [E:416| 0]: Train Loss:0.0011231, Val MRR:0.32616, yago11k
2023-05-10 14:24:31,906 - [INFO] - [E:416| 100]: Train Loss:0.0011055, Val MRR:0.32616, yago11k
2023-05-10 14:26:05,148 - [INFO] - [E:416| 200]: Train Loss:0.0011062, Val MRR:0.32616, yago11k
2023-05-10 14:27:49,120 - [INFO] - [E:416| 300]: Train Loss:0.001106, Val MRR:0.32616, yago11k
2023-05-10 14:29:32,770 - [INFO] - [E:416| 400]: Train Loss:0.0011059, Val MRR:0.32616, yago11k
2023-05-10 14:31:17,581 - [INFO] - [E:416| 500]: Train Loss:0.0011055, Val MRR:0.32616, yago11k
2023-05-10 14:33:00,591 - [INFO] - [E:416| 600]: Train Loss:0.0011058, Val MRR:0.32616, yago11k
2023-05-10 14:33:00,591 - [INFO] - [Epoch:416]: Training Loss:0.001106
2023-05-10 14:33:01,110 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 14:33:22,363 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 14:33:40,169 - [INFO] - [Evaluating Epoch 416 valid]:
MRR: Tail : 0.41167, Head : 0.23252, Avg : 0.3221
2023-05-10 14:33:40,169 - [INFO] - [Epoch 416]: Training Loss: 0.0011058, Valid MRR: 0.32616,
2023-05-10 14:33:40,815 - [INFO] - [E:417| 0]: Train Loss:0.0011095, Val MRR:0.32616, yago11k
2023-05-10 14:35:17,209 - [INFO] - [E:417| 100]: Train Loss:0.0011074, Val MRR:0.32616, yago11k
2023-05-10 14:37:01,979 - [INFO] - [E:417| 200]: Train Loss:0.0011077, Val MRR:0.32616, yago11k
2023-05-10 14:38:46,076 - [INFO] - [E:417| 300]: Train Loss:0.0011066, Val MRR:0.32616, yago11k
2023-05-10 14:40:30,024 - [INFO] - [E:417| 400]: Train Loss:0.0011058, Val MRR:0.32616, yago11k
2023-05-10 14:42:13,547 - [INFO] - [E:417| 500]: Train Loss:0.0011058, Val MRR:0.32616, yago11k
2023-05-10 14:43:45,559 - [INFO] - [E:417| 600]: Train Loss:0.0011057, Val MRR:0.32616, yago11k
2023-05-10 14:43:45,559 - [INFO] - [Epoch:417]: Training Loss:0.001106
2023-05-10 14:43:45,822 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 14:44:07,519 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 14:44:28,883 - [INFO] - [Evaluating Epoch 417 valid]:
MRR: Tail : 0.41553, Head : 0.23326, Avg : 0.3244
2023-05-10 14:44:28,883 - [INFO] - [Epoch 417]: Training Loss: 0.0011057, Valid MRR: 0.32616,
2023-05-10 14:44:30,086 - [INFO] - [E:418| 0]: Train Loss:0.0011153, Val MRR:0.32616, yago11k
2023-05-10 14:46:14,457 - [INFO] - [E:418| 100]: Train Loss:0.0011059, Val MRR:0.32616, yago11k
2023-05-10 14:47:59,778 - [INFO] - [E:418| 200]: Train Loss:0.0011058, Val MRR:0.32616, yago11k
2023-05-10 14:49:45,035 - [INFO] - [E:418| 300]: Train Loss:0.0011059, Val MRR:0.32616, yago11k
2023-05-10 14:51:20,778 - [INFO] - [E:418| 400]: Train Loss:0.0011064, Val MRR:0.32616, yago11k
2023-05-10 14:53:02,431 - [INFO] - [E:418| 500]: Train Loss:0.001106, Val MRR:0.32616, yago11k
2023-05-10 14:54:46,010 - [INFO] - [E:418| 600]: Train Loss:0.001106, Val MRR:0.32616, yago11k
2023-05-10 14:54:46,011 - [INFO] - [Epoch:418]: Training Loss:0.001106
2023-05-10 14:54:46,527 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 14:55:07,765 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 14:55:29,153 - [INFO] - [Evaluating Epoch 418 valid]:
MRR: Tail : 0.40846, Head : 0.23295, Avg : 0.32071
2023-05-10 14:55:29,154 - [INFO] - [Epoch 418]: Training Loss: 0.001106, Valid MRR: 0.32616,
2023-05-10 14:55:30,088 - [INFO] - [E:419| 0]: Train Loss:0.0011118, Val MRR:0.32616, yago11k
2023-05-10 14:57:13,939 - [INFO] - [E:419| 100]: Train Loss:0.0011081, Val MRR:0.32616, yago11k
2023-05-10 14:58:57,966 - [INFO] - [E:419| 200]: Train Loss:0.0011062, Val MRR:0.32616, yago11k
2023-05-10 15:00:30,215 - [INFO] - [E:419| 300]: Train Loss:0.0011061, Val MRR:0.32616, yago11k
2023-05-10 15:02:14,257 - [INFO] - [E:419| 400]: Train Loss:0.0011062, Val MRR:0.32616, yago11k
2023-05-10 15:03:58,679 - [INFO] - [E:419| 500]: Train Loss:0.0011059, Val MRR:0.32616, yago11k
2023-05-10 15:05:46,193 - [INFO] - [E:419| 600]: Train Loss:0.0011057, Val MRR:0.32616, yago11k
2023-05-10 15:05:46,193 - [INFO] - [Epoch:419]: Training Loss:0.001106
2023-05-10 15:05:46,527 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 15:06:08,276 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 15:06:29,753 - [INFO] - [Evaluating Epoch 419 valid]:
MRR: Tail : 0.41221, Head : 0.2333, Avg : 0.32275
MR: Tail : 646.34, Head : 1043.8, Avg : 845.06
Hit-1: Tail : 0.33134, Head : 0.19144, Avg : 0.26139
Hit-3: Tail : 0.44429, Head : 0.23173, Avg : 0.33801
Hit-10: Tail : 0.57627, Head : 0.31467, Avg : 0.44547
2023-05-10 15:06:29,753 - [INFO] - [Epoch 419]: Training Loss: 0.0011057, Valid MRR: 0.32616,
2023-05-10 15:06:30,940 - [INFO] - [E:420| 0]: Train Loss:0.0010997, Val MRR:0.32616, yago11k
2023-05-10 15:08:24,516 - [INFO] - [E:420| 100]: Train Loss:0.0011042, Val MRR:0.32616, yago11k
2023-05-10 15:09:56,989 - [INFO] - [E:420| 200]: Train Loss:0.0011056, Val MRR:0.32616, yago11k
2023-05-10 15:11:41,123 - [INFO] - [E:420| 300]: Train Loss:0.0011062, Val MRR:0.32616, yago11k
2023-05-10 15:13:25,370 - [INFO] - [E:420| 400]: Train Loss:0.0011062, Val MRR:0.32616, yago11k
2023-05-10 15:15:09,276 - [INFO] - [E:420| 500]: Train Loss:0.0011056, Val MRR:0.32616, yago11k
2023-05-10 15:16:52,901 - [INFO] - [E:420| 600]: Train Loss:0.0011057, Val MRR:0.32616, yago11k
2023-05-10 15:16:52,901 - [INFO] - [Epoch:420]: Training Loss:0.001106
2023-05-10 15:16:53,420 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 15:17:14,774 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 15:17:35,478 - [INFO] - [Evaluating Epoch 420 valid]:
MRR: Tail : 0.41398, Head : 0.23484, Avg : 0.32441
2023-05-10 15:17:35,478 - [INFO] - [Epoch 420]: Training Loss: 0.0011057, Valid MRR: 0.32616,
2023-05-10 15:17:36,662 - [INFO] - [E:421| 0]: Train Loss:0.001107, Val MRR:0.32616, yago11k
2023-05-10 15:19:09,167 - [INFO] - [E:421| 100]: Train Loss:0.0011049, Val MRR:0.32616, yago11k
2023-05-10 15:20:53,464 - [INFO] - [E:421| 200]: Train Loss:0.0011066, Val MRR:0.32616, yago11k
2023-05-10 15:22:38,670 - [INFO] - [E:421| 300]: Train Loss:0.0011064, Val MRR:0.32616, yago11k
2023-05-10 15:24:23,204 - [INFO] - [E:421| 400]: Train Loss:0.0011061, Val MRR:0.32616, yago11k
2023-05-10 15:26:07,484 - [INFO] - [E:421| 500]: Train Loss:0.0011057, Val MRR:0.32616, yago11k
2023-05-10 15:27:39,308 - [INFO] - [E:421| 600]: Train Loss:0.0011055, Val MRR:0.32616, yago11k
2023-05-10 15:27:39,309 - [INFO] - [Epoch:421]: Training Loss:0.001106
2023-05-10 15:27:39,731 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 15:28:01,000 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 15:28:22,494 - [INFO] - [Evaluating Epoch 421 valid]:
MRR: Tail : 0.41824, Head : 0.2335, Avg : 0.32587
2023-05-10 15:28:22,494 - [INFO] - [Epoch 421]: Training Loss: 0.0011055, Valid MRR: 0.32616,
2023-05-10 15:28:23,447 - [INFO] - [E:422| 0]: Train Loss:0.0011008, Val MRR:0.32616, yago11k
2023-05-10 15:30:08,366 - [INFO] - [E:422| 100]: Train Loss:0.0011054, Val MRR:0.32616, yago11k
2023-05-10 15:31:54,541 - [INFO] - [E:422| 200]: Train Loss:0.0011051, Val MRR:0.32616, yago11k
2023-05-10 15:33:39,153 - [INFO] - [E:422| 300]: Train Loss:0.0011057, Val MRR:0.32616, yago11k
2023-05-10 15:35:25,435 - [INFO] - [E:422| 400]: Train Loss:0.0011056, Val MRR:0.32616, yago11k
2023-05-10 15:36:54,026 - [INFO] - [E:422| 500]: Train Loss:0.0011059, Val MRR:0.32616, yago11k
2023-05-10 15:38:38,736 - [INFO] - [E:422| 600]: Train Loss:0.0011055, Val MRR:0.32616, yago11k
2023-05-10 15:38:38,737 - [INFO] - [Epoch:422]: Training Loss:0.001105
2023-05-10 15:38:39,002 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 15:39:00,288 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 15:39:20,988 - [INFO] - [Evaluating Epoch 422 valid]:
MRR: Tail : 0.4135, Head : 0.235, Avg : 0.32425
2023-05-10 15:39:20,988 - [INFO] - [Epoch 422]: Training Loss: 0.0011055, Valid MRR: 0.32616,
2023-05-10 15:39:22,140 - [INFO] - [E:423| 0]: Train Loss:0.0010893, Val MRR:0.32616, yago11k
2023-05-10 15:41:08,012 - [INFO] - [E:423| 100]: Train Loss:0.0011023, Val MRR:0.32616, yago11k
2023-05-10 15:42:53,247 - [INFO] - [E:423| 200]: Train Loss:0.0011045, Val MRR:0.32616, yago11k
2023-05-10 15:44:38,233 - [INFO] - [E:423| 300]: Train Loss:0.0011048, Val MRR:0.32616, yago11k
2023-05-10 15:46:11,730 - [INFO] - [E:423| 400]: Train Loss:0.0011061, Val MRR:0.32616, yago11k
2023-05-10 15:47:57,410 - [INFO] - [E:423| 500]: Train Loss:0.0011056, Val MRR:0.32616, yago11k
2023-05-10 15:49:41,929 - [INFO] - [E:423| 600]: Train Loss:0.0011057, Val MRR:0.32616, yago11k
2023-05-10 15:49:41,929 - [INFO] - [Epoch:423]: Training Loss:0.001106
2023-05-10 15:49:42,449 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 15:50:04,176 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 15:50:25,264 - [INFO] - [Evaluating Epoch 423 valid]:
MRR: Tail : 0.40776, Head : 0.23329, Avg : 0.32053
2023-05-10 15:50:25,264 - [INFO] - [Epoch 423]: Training Loss: 0.0011057, Valid MRR: 0.32616,
2023-05-10 15:50:26,351 - [INFO] - [E:424| 0]: Train Loss:0.0011189, Val MRR:0.32616, yago11k
2023-05-10 15:52:11,533 - [INFO] - [E:424| 100]: Train Loss:0.0011062, Val MRR:0.32616, yago11k
2023-05-10 15:53:45,337 - [INFO] - [E:424| 200]: Train Loss:0.0011057, Val MRR:0.32616, yago11k
2023-05-10 15:55:32,377 - [INFO] - [E:424| 300]: Train Loss:0.0011061, Val MRR:0.32616, yago11k
2023-05-10 15:57:16,885 - [INFO] - [E:424| 400]: Train Loss:0.0011054, Val MRR:0.32616, yago11k
2023-05-10 15:59:02,149 - [INFO] - [E:424| 500]: Train Loss:0.0011055, Val MRR:0.32616, yago11k
2023-05-10 16:00:46,655 - [INFO] - [E:424| 600]: Train Loss:0.0011054, Val MRR:0.32616, yago11k
2023-05-10 16:00:46,656 - [INFO] - [Epoch:424]: Training Loss:0.001105
2023-05-10 16:00:46,963 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 16:01:08,478 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 16:01:29,867 - [INFO] - [Evaluating Epoch 424 valid]:
MRR: Tail : 0.41703, Head : 0.23558, Avg : 0.32631
2023-05-10 16:01:30,828 - [INFO] - [Epoch 424]: Training Loss: 0.0011054, Valid MRR: 0.32631,
2023-05-10 16:01:32,017 - [INFO] - [E:425| 0]: Train Loss:0.0011104, Val MRR:0.32631, yago11k
2023-05-10 16:03:04,670 - [INFO] - [E:425| 100]: Train Loss:0.0011047, Val MRR:0.32631, yago11k
2023-05-10 16:04:49,676 - [INFO] - [E:425| 200]: Train Loss:0.001105, Val MRR:0.32631, yago11k
2023-05-10 16:06:34,156 - [INFO] - [E:425| 300]: Train Loss:0.0011056, Val MRR:0.32631, yago11k
2023-05-10 16:08:18,053 - [INFO] - [E:425| 400]: Train Loss:0.0011056, Val MRR:0.32631, yago11k
2023-05-10 16:10:02,923 - [INFO] - [E:425| 500]: Train Loss:0.0011055, Val MRR:0.32631, yago11k
2023-05-10 16:11:35,416 - [INFO] - [E:425| 600]: Train Loss:0.0011053, Val MRR:0.32631, yago11k
2023-05-10 16:11:35,417 - [INFO] - [Epoch:425]: Training Loss:0.001105
2023-05-10 16:11:35,679 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 16:11:57,539 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 16:12:18,876 - [INFO] - [Evaluating Epoch 425 valid]:
MRR: Tail : 0.41391, Head : 0.23585, Avg : 0.32488
2023-05-10 16:12:18,876 - [INFO] - [Epoch 425]: Training Loss: 0.0011053, Valid MRR: 0.32631,
2023-05-10 16:12:20,115 - [INFO] - [E:426| 0]: Train Loss:0.0011018, Val MRR:0.32631, yago11k
2023-05-10 16:14:04,847 - [INFO] - [E:426| 100]: Train Loss:0.0011051, Val MRR:0.32631, yago11k
2023-05-10 16:15:49,201 - [INFO] - [E:426| 200]: Train Loss:0.0011043, Val MRR:0.32631, yago11k
2023-05-10 16:17:33,336 - [INFO] - [E:426| 300]: Train Loss:0.0011051, Val MRR:0.32631, yago11k
2023-05-10 16:19:18,355 - [INFO] - [E:426| 400]: Train Loss:0.0011046, Val MRR:0.32631, yago11k
2023-05-10 16:20:51,010 - [INFO] - [E:426| 500]: Train Loss:0.0011049, Val MRR:0.32631, yago11k
2023-05-10 16:22:35,422 - [INFO] - [E:426| 600]: Train Loss:0.0011051, Val MRR:0.32631, yago11k
2023-05-10 16:22:35,422 - [INFO] - [Epoch:426]: Training Loss:0.001105
2023-05-10 16:22:35,685 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 16:22:57,585 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 16:23:18,872 - [INFO] - [Evaluating Epoch 426 valid]:
MRR: Tail : 0.41439, Head : 0.23477, Avg : 0.32458
2023-05-10 16:23:18,872 - [INFO] - [Epoch 426]: Training Loss: 0.0011051, Valid MRR: 0.32631,
2023-05-10 16:23:20,082 - [INFO] - [E:427| 0]: Train Loss:0.0010933, Val MRR:0.32631, yago11k
2023-05-10 16:25:05,116 - [INFO] - [E:427| 100]: Train Loss:0.0011051, Val MRR:0.32631, yago11k
2023-05-10 16:26:50,075 - [INFO] - [E:427| 200]: Train Loss:0.0011062, Val MRR:0.32631, yago11k
2023-05-10 16:28:34,979 - [INFO] - [E:427| 300]: Train Loss:0.0011056, Val MRR:0.32631, yago11k
2023-05-10 16:30:03,967 - [INFO] - [E:427| 400]: Train Loss:0.0011059, Val MRR:0.32631, yago11k
2023-05-10 16:31:49,462 - [INFO] - [E:427| 500]: Train Loss:0.0011054, Val MRR:0.32631, yago11k
2023-05-10 16:33:34,916 - [INFO] - [E:427| 600]: Train Loss:0.0011052, Val MRR:0.32631, yago11k
2023-05-10 16:33:34,916 - [INFO] - [Epoch:427]: Training Loss:0.001105
2023-05-10 16:33:35,216 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 16:33:55,992 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 16:34:16,456 - [INFO] - [Evaluating Epoch 427 valid]:
MRR: Tail : 0.4116, Head : 0.23329, Avg : 0.32244
2023-05-10 16:34:16,457 - [INFO] - [Epoch 427]: Training Loss: 0.0011052, Valid MRR: 0.32631,
2023-05-10 16:34:17,527 - [INFO] - [E:428| 0]: Train Loss:0.0010884, Val MRR:0.32631, yago11k
2023-05-10 16:36:02,995 - [INFO] - [E:428| 100]: Train Loss:0.0011062, Val MRR:0.32631, yago11k
2023-05-10 16:37:45,355 - [INFO] - [E:428| 200]: Train Loss:0.0011056, Val MRR:0.32631, yago11k
2023-05-10 16:39:18,517 - [INFO] - [E:428| 300]: Train Loss:0.001105, Val MRR:0.32631, yago11k
2023-05-10 16:41:04,063 - [INFO] - [E:428| 400]: Train Loss:0.0011053, Val MRR:0.32631, yago11k
2023-05-10 16:42:50,805 - [INFO] - [E:428| 500]: Train Loss:0.0011054, Val MRR:0.32631, yago11k
2023-05-10 16:44:35,473 - [INFO] - [E:428| 600]: Train Loss:0.001105, Val MRR:0.32631, yago11k
2023-05-10 16:44:35,473 - [INFO] - [Epoch:428]: Training Loss:0.001105
2023-05-10 16:44:35,941 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 16:44:57,155 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 16:45:19,003 - [INFO] - [Evaluating Epoch 428 valid]:
MRR: Tail : 0.41183, Head : 0.23423, Avg : 0.32303
2023-05-10 16:45:19,003 - [INFO] - [Epoch 428]: Training Loss: 0.001105, Valid MRR: 0.32631,
2023-05-10 16:45:19,966 - [INFO] - [E:429| 0]: Train Loss:0.0010839, Val MRR:0.32631, yago11k
2023-05-10 16:46:55,589 - [INFO] - [E:429| 100]: Train Loss:0.0011023, Val MRR:0.32631, yago11k
2023-05-10 16:48:37,591 - [INFO] - [E:429| 200]: Train Loss:0.0011038, Val MRR:0.32631, yago11k
2023-05-10 16:50:22,010 - [INFO] - [E:429| 300]: Train Loss:0.0011045, Val MRR:0.32631, yago11k
2023-05-10 16:52:05,927 - [INFO] - [E:429| 400]: Train Loss:0.0011041, Val MRR:0.32631, yago11k
2023-05-10 16:54:00,484 - [INFO] - [E:429| 500]: Train Loss:0.0011047, Val MRR:0.32631, yago11k
2023-05-10 16:55:56,736 - [INFO] - [E:429| 600]: Train Loss:0.0011047, Val MRR:0.32631, yago11k
2023-05-10 16:55:56,736 - [INFO] - [Epoch:429]: Training Loss:0.001105
2023-05-10 16:55:57,080 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 16:56:18,917 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 16:56:38,300 - [INFO] - [Evaluating Epoch 429 valid]:
MRR: Tail : 0.41487, Head : 0.23401, Avg : 0.32444
MR: Tail : 652.24, Head : 1010.8, Avg : 831.5
Hit-1: Tail : 0.33162, Head : 0.19283, Avg : 0.26223
Hit-3: Tail : 0.45304, Head : 0.23159, Avg : 0.34232
Hit-10: Tail : 0.58127, Head : 0.31412, Avg : 0.44769
2023-05-10 16:56:38,300 - [INFO] - [Epoch 429]: Training Loss: 0.0011047, Valid MRR: 0.32631,
2023-05-10 16:56:38,949 - [INFO] - [E:430| 0]: Train Loss:0.0011056, Val MRR:0.32631, yago11k
2023-05-10 16:58:18,686 - [INFO] - [E:430| 100]: Train Loss:0.0011087, Val MRR:0.32631, yago11k
2023-05-10 17:00:06,644 - [INFO] - [E:430| 200]: Train Loss:0.0011053, Val MRR:0.32631, yago11k
2023-05-10 17:01:51,283 - [INFO] - [E:430| 300]: Train Loss:0.0011046, Val MRR:0.32631, yago11k
2023-05-10 17:03:36,330 - [INFO] - [E:430| 400]: Train Loss:0.001105, Val MRR:0.32631, yago11k
2023-05-10 17:05:21,370 - [INFO] - [E:430| 500]: Train Loss:0.0011051, Val MRR:0.32631, yago11k
2023-05-10 17:06:54,020 - [INFO] - [E:430| 600]: Train Loss:0.0011049, Val MRR:0.32631, yago11k
2023-05-10 17:06:54,021 - [INFO] - [Epoch:430]: Training Loss:0.001105
2023-05-10 17:06:54,369 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 17:07:16,288 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 17:07:37,618 - [INFO] - [Evaluating Epoch 430 valid]:
MRR: Tail : 0.41085, Head : 0.23533, Avg : 0.32309
2023-05-10 17:07:37,618 - [INFO] - [Epoch 430]: Training Loss: 0.0011049, Valid MRR: 0.32631,
2023-05-10 17:07:38,442 - [INFO] - [E:431| 0]: Train Loss:0.0010948, Val MRR:0.32631, yago11k
2023-05-10 17:09:22,756 - [INFO] - [E:431| 100]: Train Loss:0.0011028, Val MRR:0.32631, yago11k
2023-05-10 17:11:06,673 - [INFO] - [E:431| 200]: Train Loss:0.0011042, Val MRR:0.32631, yago11k
2023-05-10 17:12:51,395 - [INFO] - [E:431| 300]: Train Loss:0.0011038, Val MRR:0.32631, yago11k
2023-05-10 17:14:35,432 - [INFO] - [E:431| 400]: Train Loss:0.0011041, Val MRR:0.32631, yago11k
2023-05-10 17:16:08,979 - [INFO] - [E:431| 500]: Train Loss:0.0011043, Val MRR:0.32631, yago11k
2023-05-10 17:17:51,638 - [INFO] - [E:431| 600]: Train Loss:0.0011046, Val MRR:0.32631, yago11k
2023-05-10 17:17:51,639 - [INFO] - [Epoch:431]: Training Loss:0.001105
2023-05-10 17:17:52,042 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 17:18:13,612 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 17:18:34,958 - [INFO] - [Evaluating Epoch 431 valid]:
MRR: Tail : 0.41037, Head : 0.23424, Avg : 0.3223
2023-05-10 17:18:34,958 - [INFO] - [Epoch 431]: Training Loss: 0.0011046, Valid MRR: 0.32631,
2023-05-10 17:18:35,925 - [INFO] - [E:432| 0]: Train Loss:0.0011212, Val MRR:0.32631, yago11k
2023-05-10 17:20:21,995 - [INFO] - [E:432| 100]: Train Loss:0.0011042, Val MRR:0.32631, yago11k
2023-05-10 17:22:08,104 - [INFO] - [E:432| 200]: Train Loss:0.0011053, Val MRR:0.32631, yago11k
2023-05-10 17:23:42,656 - [INFO] - [E:432| 300]: Train Loss:0.0011053, Val MRR:0.32631, yago11k
2023-05-10 17:25:22,368 - [INFO] - [E:432| 400]: Train Loss:0.0011055, Val MRR:0.32631, yago11k
2023-05-10 17:27:08,603 - [INFO] - [E:432| 500]: Train Loss:0.001105, Val MRR:0.32631, yago11k
2023-05-10 17:28:53,853 - [INFO] - [E:432| 600]: Train Loss:0.0011049, Val MRR:0.32631, yago11k
2023-05-10 17:28:53,853 - [INFO] - [Epoch:432]: Training Loss:0.001105
2023-05-10 17:28:54,119 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 17:29:15,117 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 17:29:35,610 - [INFO] - [Evaluating Epoch 432 valid]:
MRR: Tail : 0.4113, Head : 0.23452, Avg : 0.32291
2023-05-10 17:29:35,610 - [INFO] - [Epoch 432]: Training Loss: 0.0011049, Valid MRR: 0.32631,
2023-05-10 17:29:36,693 - [INFO] - [E:433| 0]: Train Loss:0.0011016, Val MRR:0.32631, yago11k
2023-05-10 17:31:22,626 - [INFO] - [E:433| 100]: Train Loss:0.0011075, Val MRR:0.32631, yago11k
2023-05-10 17:32:52,315 - [INFO] - [E:433| 200]: Train Loss:0.0011061, Val MRR:0.32631, yago11k
2023-05-10 17:34:40,069 - [INFO] - [E:433| 300]: Train Loss:0.0011054, Val MRR:0.32631, yago11k
2023-05-10 17:36:24,646 - [INFO] - [E:433| 400]: Train Loss:0.0011053, Val MRR:0.32631, yago11k
2023-05-10 17:38:09,380 - [INFO] - [E:433| 500]: Train Loss:0.0011045, Val MRR:0.32631, yago11k
2023-05-10 17:39:53,137 - [INFO] - [E:433| 600]: Train Loss:0.0011047, Val MRR:0.32631, yago11k
2023-05-10 17:39:53,137 - [INFO] - [Epoch:433]: Training Loss:0.001105
2023-05-10 17:39:53,419 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 17:40:14,695 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 17:40:36,075 - [INFO] - [Evaluating Epoch 433 valid]:
MRR: Tail : 0.41496, Head : 0.23722, Avg : 0.32609
2023-05-10 17:40:36,076 - [INFO] - [Epoch 433]: Training Loss: 0.0011047, Valid MRR: 0.32631,
2023-05-10 17:40:37,288 - [INFO] - [E:434| 0]: Train Loss:0.0011155, Val MRR:0.32631, yago11k
2023-05-10 17:42:09,792 - [INFO] - [E:434| 100]: Train Loss:0.0011032, Val MRR:0.32631, yago11k
2023-05-10 17:43:55,307 - [INFO] - [E:434| 200]: Train Loss:0.0011036, Val MRR:0.32631, yago11k
2023-05-10 17:45:40,731 - [INFO] - [E:434| 300]: Train Loss:0.0011035, Val MRR:0.32631, yago11k
2023-05-10 17:47:25,761 - [INFO] - [E:434| 400]: Train Loss:0.0011044, Val MRR:0.32631, yago11k
2023-05-10 17:49:09,964 - [INFO] - [E:434| 500]: Train Loss:0.0011047, Val MRR:0.32631, yago11k
2023-05-10 17:50:41,732 - [INFO] - [E:434| 600]: Train Loss:0.0011047, Val MRR:0.32631, yago11k
2023-05-10 17:50:41,733 - [INFO] - [Epoch:434]: Training Loss:0.001105
2023-05-10 17:50:42,087 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 17:51:03,519 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 17:51:25,137 - [INFO] - [Evaluating Epoch 434 valid]:
MRR: Tail : 0.41456, Head : 0.2359, Avg : 0.32523
2023-05-10 17:51:25,137 - [INFO] - [Epoch 434]: Training Loss: 0.0011047, Valid MRR: 0.32631,
2023-05-10 17:51:26,038 - [INFO] - [E:435| 0]: Train Loss:0.0011056, Val MRR:0.32631, yago11k
2023-05-10 17:53:11,265 - [INFO] - [E:435| 100]: Train Loss:0.0011055, Val MRR:0.32631, yago11k
2023-05-10 17:54:55,972 - [INFO] - [E:435| 200]: Train Loss:0.0011043, Val MRR:0.32631, yago11k
2023-05-10 17:56:42,048 - [INFO] - [E:435| 300]: Train Loss:0.0011038, Val MRR:0.32631, yago11k
2023-05-10 17:58:26,557 - [INFO] - [E:435| 400]: Train Loss:0.0011041, Val MRR:0.32631, yago11k
2023-05-10 17:59:59,443 - [INFO] - [E:435| 500]: Train Loss:0.0011046, Val MRR:0.32631, yago11k
2023-05-10 18:01:42,714 - [INFO] - [E:435| 600]: Train Loss:0.0011049, Val MRR:0.32631, yago11k
2023-05-10 18:01:42,715 - [INFO] - [Epoch:435]: Training Loss:0.001105
2023-05-10 18:01:42,978 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 18:02:04,596 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 18:02:25,897 - [INFO] - [Evaluating Epoch 435 valid]:
MRR: Tail : 0.41312, Head : 0.23676, Avg : 0.32494
2023-05-10 18:02:25,897 - [INFO] - [Epoch 435]: Training Loss: 0.0011049, Valid MRR: 0.32631,
2023-05-10 18:02:27,100 - [INFO] - [E:436| 0]: Train Loss:0.001126, Val MRR:0.32631, yago11k
2023-05-10 18:04:11,095 - [INFO] - [E:436| 100]: Train Loss:0.0011051, Val MRR:0.32631, yago11k
2023-05-10 18:05:56,520 - [INFO] - [E:436| 200]: Train Loss:0.0011041, Val MRR:0.32631, yago11k
2023-05-10 18:07:41,781 - [INFO] - [E:436| 300]: Train Loss:0.0011046, Val MRR:0.32631, yago11k
2023-05-10 18:09:15,323 - [INFO] - [E:436| 400]: Train Loss:0.0011047, Val MRR:0.32631, yago11k
2023-05-10 18:10:59,950 - [INFO] - [E:436| 500]: Train Loss:0.0011049, Val MRR:0.32631, yago11k
2023-05-10 18:12:43,491 - [INFO] - [E:436| 600]: Train Loss:0.0011046, Val MRR:0.32631, yago11k
2023-05-10 18:12:43,491 - [INFO] - [Epoch:436]: Training Loss:0.001105
2023-05-10 18:12:43,831 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 18:13:05,524 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 18:13:26,746 - [INFO] - [Evaluating Epoch 436 valid]:
MRR: Tail : 0.41663, Head : 0.23511, Avg : 0.32587
2023-05-10 18:13:26,746 - [INFO] - [Epoch 436]: Training Loss: 0.0011046, Valid MRR: 0.32631,
2023-05-10 18:13:27,843 - [INFO] - [E:437| 0]: Train Loss:0.0011157, Val MRR:0.32631, yago11k
2023-05-10 18:15:12,361 - [INFO] - [E:437| 100]: Train Loss:0.0011016, Val MRR:0.32631, yago11k
2023-05-10 18:16:50,458 - [INFO] - [E:437| 200]: Train Loss:0.0011028, Val MRR:0.32631, yago11k
2023-05-10 18:18:28,709 - [INFO] - [E:437| 300]: Train Loss:0.001104, Val MRR:0.32631, yago11k
2023-05-10 18:20:13,774 - [INFO] - [E:437| 400]: Train Loss:0.0011042, Val MRR:0.32631, yago11k
2023-05-10 18:21:57,594 - [INFO] - [E:437| 500]: Train Loss:0.0011042, Val MRR:0.32631, yago11k
2023-05-10 18:23:44,295 - [INFO] - [E:437| 600]: Train Loss:0.0011045, Val MRR:0.32631, yago11k
2023-05-10 18:23:44,296 - [INFO] - [Epoch:437]: Training Loss:0.001105
2023-05-10 18:23:44,597 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 18:24:05,350 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 18:24:26,251 - [INFO] - [Evaluating Epoch 437 valid]:
MRR: Tail : 0.41627, Head : 0.23558, Avg : 0.32593
2023-05-10 18:24:26,252 - [INFO] - [Epoch 437]: Training Loss: 0.0011045, Valid MRR: 0.32631,
2023-05-10 18:24:27,315 - [INFO] - [E:438| 0]: Train Loss:0.0010883, Val MRR:0.32631, yago11k
2023-05-10 18:25:58,225 - [INFO] - [E:438| 100]: Train Loss:0.0011061, Val MRR:0.32631, yago11k
2023-05-10 18:27:42,592 - [INFO] - [E:438| 200]: Train Loss:0.0011058, Val MRR:0.32631, yago11k
2023-05-10 18:29:26,791 - [INFO] - [E:438| 300]: Train Loss:0.0011051, Val MRR:0.32631, yago11k
2023-05-10 18:31:11,050 - [INFO] - [E:438| 400]: Train Loss:0.0011055, Val MRR:0.32631, yago11k
2023-05-10 18:32:55,259 - [INFO] - [E:438| 500]: Train Loss:0.0011047, Val MRR:0.32631, yago11k
2023-05-10 18:34:34,542 - [INFO] - [E:438| 600]: Train Loss:0.0011043, Val MRR:0.32631, yago11k
2023-05-10 18:34:34,543 - [INFO] - [Epoch:438]: Training Loss:0.001104
2023-05-10 18:34:34,767 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 18:34:47,844 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 18:35:08,953 - [INFO] - [Evaluating Epoch 438 valid]:
MRR: Tail : 0.41316, Head : 0.23621, Avg : 0.32469
2023-05-10 18:35:08,953 - [INFO] - [Epoch 438]: Training Loss: 0.0011043, Valid MRR: 0.32631,
2023-05-10 18:35:10,169 - [INFO] - [E:439| 0]: Train Loss:0.0010952, Val MRR:0.32631, yago11k
2023-05-10 18:36:55,731 - [INFO] - [E:439| 100]: Train Loss:0.0011047, Val MRR:0.32631, yago11k
2023-05-10 18:38:40,412 - [INFO] - [E:439| 200]: Train Loss:0.0011029, Val MRR:0.32631, yago11k
2023-05-10 18:40:25,598 - [INFO] - [E:439| 300]: Train Loss:0.0011032, Val MRR:0.32631, yago11k
2023-05-10 18:42:10,708 - [INFO] - [E:439| 400]: Train Loss:0.0011039, Val MRR:0.32631, yago11k
2023-05-10 18:43:43,196 - [INFO] - [E:439| 500]: Train Loss:0.0011042, Val MRR:0.32631, yago11k
2023-05-10 18:45:26,415 - [INFO] - [E:439| 600]: Train Loss:0.0011042, Val MRR:0.32631, yago11k
2023-05-10 18:45:26,416 - [INFO] - [Epoch:439]: Training Loss:0.001104
2023-05-10 18:45:26,763 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 18:45:48,609 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 18:46:09,559 - [INFO] - [Evaluating Epoch 439 valid]:
MRR: Tail : 0.41131, Head : 0.23644, Avg : 0.32388
MR: Tail : 679.76, Head : 1018.4, Avg : 849.11
Hit-1: Tail : 0.32565, Head : 0.1945, Avg : 0.26007
Hit-3: Tail : 0.4504, Head : 0.23548, Avg : 0.34294
Hit-10: Tail : 0.57919, Head : 0.31509, Avg : 0.44714
2023-05-10 18:46:09,559 - [INFO] - [Epoch 439]: Training Loss: 0.0011042, Valid MRR: 0.32631,
2023-05-10 18:46:10,640 - [INFO] - [E:440| 0]: Train Loss:0.0011176, Val MRR:0.32631, yago11k
2023-05-10 18:47:55,880 - [INFO] - [E:440| 100]: Train Loss:0.0011045, Val MRR:0.32631, yago11k
2023-05-10 18:49:40,235 - [INFO] - [E:440| 200]: Train Loss:0.001104, Val MRR:0.32631, yago11k
2023-05-10 18:51:24,894 - [INFO] - [E:440| 300]: Train Loss:0.0011042, Val MRR:0.32631, yago11k
2023-05-10 18:52:57,965 - [INFO] - [E:440| 400]: Train Loss:0.0011046, Val MRR:0.32631, yago11k
2023-05-10 18:54:42,607 - [INFO] - [E:440| 500]: Train Loss:0.0011042, Val MRR:0.32631, yago11k
2023-05-10 18:56:26,507 - [INFO] - [E:440| 600]: Train Loss:0.001104, Val MRR:0.32631, yago11k
2023-05-10 18:56:26,508 - [INFO] - [Epoch:440]: Training Loss:0.001104
2023-05-10 18:56:26,913 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 18:56:48,231 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 18:57:09,866 - [INFO] - [Evaluating Epoch 440 valid]:
MRR: Tail : 0.41286, Head : 0.23395, Avg : 0.32341
2023-05-10 18:57:09,866 - [INFO] - [Epoch 440]: Training Loss: 0.001104, Valid MRR: 0.32631,
2023-05-10 18:57:10,790 - [INFO] - [E:441| 0]: Train Loss:0.0010775, Val MRR:0.32631, yago11k
2023-05-10 18:58:55,647 - [INFO] - [E:441| 100]: Train Loss:0.0011025, Val MRR:0.32631, yago11k
2023-05-10 19:00:40,427 - [INFO] - [E:441| 200]: Train Loss:0.0011027, Val MRR:0.32631, yago11k
2023-05-10 19:02:13,060 - [INFO] - [E:441| 300]: Train Loss:0.0011038, Val MRR:0.32631, yago11k
2023-05-10 19:03:57,465 - [INFO] - [E:441| 400]: Train Loss:0.0011037, Val MRR:0.32631, yago11k
2023-05-10 19:05:41,662 - [INFO] - [E:441| 500]: Train Loss:0.0011042, Val MRR:0.32631, yago11k
2023-05-10 19:07:25,763 - [INFO] - [E:441| 600]: Train Loss:0.0011044, Val MRR:0.32631, yago11k
2023-05-10 19:07:25,763 - [INFO] - [Epoch:441]: Training Loss:0.001104
2023-05-10 19:07:26,239 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 19:07:47,642 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 19:08:08,877 - [INFO] - [Evaluating Epoch 441 valid]:
MRR: Tail : 0.41647, Head : 0.23604, Avg : 0.32626
2023-05-10 19:08:08,877 - [INFO] - [Epoch 441]: Training Loss: 0.0011044, Valid MRR: 0.32631,
2023-05-10 19:08:09,964 - [INFO] - [E:442| 0]: Train Loss:0.0010933, Val MRR:0.32631, yago11k
2023-05-10 19:09:44,356 - [INFO] - [E:442| 100]: Train Loss:0.0011035, Val MRR:0.32631, yago11k
2023-05-10 19:11:30,436 - [INFO] - [E:442| 200]: Train Loss:0.0011047, Val MRR:0.32631, yago11k
2023-05-10 19:13:15,773 - [INFO] - [E:442| 300]: Train Loss:0.0011032, Val MRR:0.32631, yago11k
2023-05-10 19:15:00,569 - [INFO] - [E:442| 400]: Train Loss:0.0011037, Val MRR:0.32631, yago11k
2023-05-10 19:16:45,414 - [INFO] - [E:442| 500]: Train Loss:0.001104, Val MRR:0.32631, yago11k
2023-05-10 19:18:25,443 - [INFO] - [E:442| 600]: Train Loss:0.0011042, Val MRR:0.32631, yago11k
2023-05-10 19:18:25,443 - [INFO] - [Epoch:442]: Training Loss:0.001104
2023-05-10 19:18:25,662 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 19:18:37,890 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 19:18:58,617 - [INFO] - [Evaluating Epoch 442 valid]:
MRR: Tail : 0.4151, Head : 0.23505, Avg : 0.32508
2023-05-10 19:18:58,617 - [INFO] - [Epoch 442]: Training Loss: 0.0011042, Valid MRR: 0.32631,
2023-05-10 19:18:59,802 - [INFO] - [E:443| 0]: Train Loss:0.0011096, Val MRR:0.32631, yago11k
2023-05-10 19:20:44,524 - [INFO] - [E:443| 100]: Train Loss:0.001103, Val MRR:0.32631, yago11k
2023-05-10 19:22:29,111 - [INFO] - [E:443| 200]: Train Loss:0.0011044, Val MRR:0.32631, yago11k
2023-05-10 19:24:13,863 - [INFO] - [E:443| 300]: Train Loss:0.0011043, Val MRR:0.32631, yago11k
2023-05-10 19:25:58,504 - [INFO] - [E:443| 400]: Train Loss:0.0011046, Val MRR:0.32631, yago11k
2023-05-10 19:27:31,521 - [INFO] - [E:443| 500]: Train Loss:0.0011046, Val MRR:0.32631, yago11k
2023-05-10 19:29:15,357 - [INFO] - [E:443| 600]: Train Loss:0.0011044, Val MRR:0.32631, yago11k
2023-05-10 19:29:15,357 - [INFO] - [Epoch:443]: Training Loss:0.001104
2023-05-10 19:29:15,804 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 19:29:37,213 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 19:29:58,364 - [INFO] - [Evaluating Epoch 443 valid]:
MRR: Tail : 0.41607, Head : 0.23479, Avg : 0.32543
2023-05-10 19:29:58,364 - [INFO] - [Epoch 443]: Training Loss: 0.0011044, Valid MRR: 0.32631,
2023-05-10 19:29:59,575 - [INFO] - [E:444| 0]: Train Loss:0.001101, Val MRR:0.32631, yago11k
2023-05-10 19:31:43,517 - [INFO] - [E:444| 100]: Train Loss:0.0011034, Val MRR:0.32631, yago11k
2023-05-10 19:33:27,332 - [INFO] - [E:444| 200]: Train Loss:0.0011033, Val MRR:0.32631, yago11k
2023-05-10 19:35:10,898 - [INFO] - [E:444| 300]: Train Loss:0.001104, Val MRR:0.32631, yago11k
2023-05-10 19:36:44,175 - [INFO] - [E:444| 400]: Train Loss:0.0011035, Val MRR:0.32631, yago11k
2023-05-10 19:38:29,283 - [INFO] - [E:444| 500]: Train Loss:0.0011041, Val MRR:0.32631, yago11k
2023-05-10 19:40:13,045 - [INFO] - [E:444| 600]: Train Loss:0.0011041, Val MRR:0.32631, yago11k
2023-05-10 19:40:13,046 - [INFO] - [Epoch:444]: Training Loss:0.001104
2023-05-10 19:40:13,398 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 19:40:35,043 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 19:40:56,315 - [INFO] - [Evaluating Epoch 444 valid]:
MRR: Tail : 0.41608, Head : 0.23465, Avg : 0.32536
2023-05-10 19:40:56,315 - [INFO] - [Epoch 444]: Training Loss: 0.0011041, Valid MRR: 0.32631,
2023-05-10 19:40:57,424 - [INFO] - [E:445| 0]: Train Loss:0.0011099, Val MRR:0.32631, yago11k
2023-05-10 19:42:41,958 - [INFO] - [E:445| 100]: Train Loss:0.0011069, Val MRR:0.32631, yago11k
2023-05-10 19:44:26,953 - [INFO] - [E:445| 200]: Train Loss:0.0011058, Val MRR:0.32631, yago11k
2023-05-10 19:45:59,998 - [INFO] - [E:445| 300]: Train Loss:0.001104, Val MRR:0.32631, yago11k
2023-05-10 19:47:44,595 - [INFO] - [E:445| 400]: Train Loss:0.0011041, Val MRR:0.32631, yago11k
2023-05-10 19:49:28,840 - [INFO] - [E:445| 500]: Train Loss:0.0011039, Val MRR:0.32631, yago11k
2023-05-10 19:51:12,551 - [INFO] - [E:445| 600]: Train Loss:0.001104, Val MRR:0.32631, yago11k
2023-05-10 19:51:12,551 - [INFO] - [Epoch:445]: Training Loss:0.001104
2023-05-10 19:51:12,950 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 19:51:34,229 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 19:51:55,910 - [INFO] - [Evaluating Epoch 445 valid]:
MRR: Tail : 0.41114, Head : 0.23454, Avg : 0.32284
2023-05-10 19:51:55,910 - [INFO] - [Epoch 445]: Training Loss: 0.001104, Valid MRR: 0.32631,
2023-05-10 19:51:56,790 - [INFO] - [E:446| 0]: Train Loss:0.0011194, Val MRR:0.32631, yago11k
2023-05-10 19:53:30,054 - [INFO] - [E:446| 100]: Train Loss:0.0011031, Val MRR:0.32631, yago11k
2023-05-10 19:55:12,159 - [INFO] - [E:446| 200]: Train Loss:0.0011039, Val MRR:0.32631, yago11k
2023-05-10 19:56:56,081 - [INFO] - [E:446| 300]: Train Loss:0.001104, Val MRR:0.32631, yago11k
2023-05-10 19:58:40,907 - [INFO] - [E:446| 400]: Train Loss:0.0011044, Val MRR:0.32631, yago11k
2023-05-10 20:00:27,306 - [INFO] - [E:446| 500]: Train Loss:0.0011043, Val MRR:0.32631, yago11k
2023-05-10 20:02:08,472 - [INFO] - [E:446| 600]: Train Loss:0.0011042, Val MRR:0.32631, yago11k
2023-05-10 20:02:08,472 - [INFO] - [Epoch:446]: Training Loss:0.001104
2023-05-10 20:02:08,692 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 20:02:20,914 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 20:02:40,521 - [INFO] - [Evaluating Epoch 446 valid]:
MRR: Tail : 0.41113, Head : 0.23359, Avg : 0.32236
2023-05-10 20:02:40,521 - [INFO] - [Epoch 446]: Training Loss: 0.0011042, Valid MRR: 0.32631,
2023-05-10 20:02:41,718 - [INFO] - [E:447| 0]: Train Loss:0.00111, Val MRR:0.32631, yago11k
2023-05-10 20:04:25,239 - [INFO] - [E:447| 100]: Train Loss:0.0011021, Val MRR:0.32631, yago11k
2023-05-10 20:06:09,711 - [INFO] - [E:447| 200]: Train Loss:0.0011026, Val MRR:0.32631, yago11k
2023-05-10 20:07:53,782 - [INFO] - [E:447| 300]: Train Loss:0.0011027, Val MRR:0.32631, yago11k
2023-05-10 20:09:38,091 - [INFO] - [E:447| 400]: Train Loss:0.0011034, Val MRR:0.32631, yago11k
2023-05-10 20:11:10,917 - [INFO] - [E:447| 500]: Train Loss:0.0011039, Val MRR:0.32631, yago11k
2023-05-10 20:12:54,480 - [INFO] - [E:447| 600]: Train Loss:0.001104, Val MRR:0.32631, yago11k
2023-05-10 20:12:54,481 - [INFO] - [Epoch:447]: Training Loss:0.001104
2023-05-10 20:12:54,891 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 20:13:16,025 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 20:13:37,165 - [INFO] - [Evaluating Epoch 447 valid]:
MRR: Tail : 0.41268, Head : 0.23443, Avg : 0.32355
2023-05-10 20:13:37,165 - [INFO] - [Epoch 447]: Training Loss: 0.001104, Valid MRR: 0.32631,
2023-05-10 20:13:38,239 - [INFO] - [E:448| 0]: Train Loss:0.0011075, Val MRR:0.32631, yago11k
2023-05-10 20:15:22,948 - [INFO] - [E:448| 100]: Train Loss:0.0011017, Val MRR:0.32631, yago11k
2023-05-10 20:17:07,639 - [INFO] - [E:448| 200]: Train Loss:0.0011034, Val MRR:0.32631, yago11k
2023-05-10 20:18:52,781 - [INFO] - [E:448| 300]: Train Loss:0.0011036, Val MRR:0.32631, yago11k
2023-05-10 20:20:25,505 - [INFO] - [E:448| 400]: Train Loss:0.0011034, Val MRR:0.32631, yago11k
2023-05-10 20:22:09,832 - [INFO] - [E:448| 500]: Train Loss:0.0011037, Val MRR:0.32631, yago11k
2023-05-10 20:23:53,094 - [INFO] - [E:448| 600]: Train Loss:0.0011038, Val MRR:0.32631, yago11k
2023-05-10 20:23:53,095 - [INFO] - [Epoch:448]: Training Loss:0.001104
2023-05-10 20:23:53,447 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 20:24:14,567 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 20:24:36,031 - [INFO] - [Evaluating Epoch 448 valid]:
MRR: Tail : 0.4095, Head : 0.23347, Avg : 0.32148
2023-05-10 20:24:36,031 - [INFO] - [Epoch 448]: Training Loss: 0.0011038, Valid MRR: 0.32631,
2023-05-10 20:24:37,220 - [INFO] - [E:449| 0]: Train Loss:0.0010949, Val MRR:0.32631, yago11k
2023-05-10 20:26:21,812 - [INFO] - [E:449| 100]: Train Loss:0.0011047, Val MRR:0.32631, yago11k
2023-05-10 20:28:05,393 - [INFO] - [E:449| 200]: Train Loss:0.0011038, Val MRR:0.32631, yago11k
2023-05-10 20:29:37,611 - [INFO] - [E:449| 300]: Train Loss:0.0011042, Val MRR:0.32631, yago11k
2023-05-10 20:31:21,701 - [INFO] - [E:449| 400]: Train Loss:0.0011042, Val MRR:0.32631, yago11k
2023-05-10 20:33:06,743 - [INFO] - [E:449| 500]: Train Loss:0.0011037, Val MRR:0.32631, yago11k
2023-05-10 20:34:50,824 - [INFO] - [E:449| 600]: Train Loss:0.001104, Val MRR:0.32631, yago11k
2023-05-10 20:34:50,824 - [INFO] - [Epoch:449]: Training Loss:0.001104
2023-05-10 20:34:51,177 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 20:35:12,852 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 20:35:34,316 - [INFO] - [Evaluating Epoch 449 valid]:
MRR: Tail : 0.41473, Head : 0.23378, Avg : 0.32426
MR: Tail : 652.99, Head : 1027.9, Avg : 840.47
Hit-1: Tail : 0.33162, Head : 0.19241, Avg : 0.26202
Hit-3: Tail : 0.45596, Head : 0.23118, Avg : 0.34357
Hit-10: Tail : 0.58044, Head : 0.31203, Avg : 0.44624
2023-05-10 20:35:34,317 - [INFO] - [Epoch 449]: Training Loss: 0.001104, Valid MRR: 0.32631,
2023-05-10 20:35:35,152 - [INFO] - [E:450| 0]: Train Loss:0.0011053, Val MRR:0.32631, yago11k
2023-05-10 20:37:14,098 - [INFO] - [E:450| 100]: Train Loss:0.0011042, Val MRR:0.32631, yago11k
2023-05-10 20:38:53,606 - [INFO] - [E:450| 200]: Train Loss:0.0011055, Val MRR:0.32631, yago11k
2023-05-10 20:40:37,920 - [INFO] - [E:450| 300]: Train Loss:0.001104, Val MRR:0.32631, yago11k
2023-05-10 20:42:22,619 - [INFO] - [E:450| 400]: Train Loss:0.0011036, Val MRR:0.32631, yago11k
2023-05-10 20:44:06,556 - [INFO] - [E:450| 500]: Train Loss:0.0011037, Val MRR:0.32631, yago11k
2023-05-10 20:45:49,671 - [INFO] - [E:450| 600]: Train Loss:0.0011037, Val MRR:0.32631, yago11k
2023-05-10 20:45:49,671 - [INFO] - [Epoch:450]: Training Loss:0.001104
2023-05-10 20:45:50,174 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 20:46:02,611 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 20:46:19,058 - [INFO] - [Evaluating Epoch 450 valid]:
MRR: Tail : 0.41225, Head : 0.23558, Avg : 0.32392
2023-05-10 20:46:19,058 - [INFO] - [Epoch 450]: Training Loss: 0.0011037, Valid MRR: 0.32631,
2023-05-10 20:46:19,979 - [INFO] - [E:451| 0]: Train Loss:0.0010995, Val MRR:0.32631, yago11k
2023-05-10 20:48:06,923 - [INFO] - [E:451| 100]: Train Loss:0.0011034, Val MRR:0.32631, yago11k
2023-05-10 20:49:51,140 - [INFO] - [E:451| 200]: Train Loss:0.001104, Val MRR:0.32631, yago11k
2023-05-10 20:51:35,817 - [INFO] - [E:451| 300]: Train Loss:0.0011042, Val MRR:0.32631, yago11k
2023-05-10 20:53:20,317 - [INFO] - [E:451| 400]: Train Loss:0.001104, Val MRR:0.32631, yago11k
2023-05-10 20:54:58,122 - [INFO] - [E:451| 500]: Train Loss:0.0011035, Val MRR:0.32631, yago11k
2023-05-10 20:56:37,190 - [INFO] - [E:451| 600]: Train Loss:0.0011037, Val MRR:0.32631, yago11k
2023-05-10 20:56:37,191 - [INFO] - [Epoch:451]: Training Loss:0.001104
2023-05-10 20:56:37,527 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 20:56:58,592 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 20:57:20,217 - [INFO] - [Evaluating Epoch 451 valid]:
MRR: Tail : 0.4087, Head : 0.23425, Avg : 0.32148
2023-05-10 20:57:20,217 - [INFO] - [Epoch 451]: Training Loss: 0.0011037, Valid MRR: 0.32631,
2023-05-10 20:57:21,403 - [INFO] - [E:452| 0]: Train Loss:0.0011021, Val MRR:0.32631, yago11k
2023-05-10 20:59:06,332 - [INFO] - [E:452| 100]: Train Loss:0.0011038, Val MRR:0.32631, yago11k
2023-05-10 21:00:50,493 - [INFO] - [E:452| 200]: Train Loss:0.0011054, Val MRR:0.32631, yago11k
2023-05-10 21:02:35,198 - [INFO] - [E:452| 300]: Train Loss:0.0011043, Val MRR:0.32631, yago11k
2023-05-10 21:04:07,669 - [INFO] - [E:452| 400]: Train Loss:0.0011036, Val MRR:0.32631, yago11k
2023-05-10 21:05:51,495 - [INFO] - [E:452| 500]: Train Loss:0.0011039, Val MRR:0.32631, yago11k
2023-05-10 21:07:35,426 - [INFO] - [E:452| 600]: Train Loss:0.0011039, Val MRR:0.32631, yago11k
2023-05-10 21:07:35,426 - [INFO] - [Epoch:452]: Training Loss:0.001104
2023-05-10 21:07:35,828 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 21:07:57,609 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 21:08:18,922 - [INFO] - [Evaluating Epoch 452 valid]:
MRR: Tail : 0.40956, Head : 0.23484, Avg : 0.3222
2023-05-10 21:08:18,922 - [INFO] - [Epoch 452]: Training Loss: 0.0011039, Valid MRR: 0.32631,
2023-05-10 21:08:19,928 - [INFO] - [E:453| 0]: Train Loss:0.0010934, Val MRR:0.32631, yago11k
2023-05-10 21:10:05,419 - [INFO] - [E:453| 100]: Train Loss:0.0011044, Val MRR:0.32631, yago11k
2023-05-10 21:11:49,879 - [INFO] - [E:453| 200]: Train Loss:0.0011043, Val MRR:0.32631, yago11k
2023-05-10 21:13:22,401 - [INFO] - [E:453| 300]: Train Loss:0.0011044, Val MRR:0.32631, yago11k
2023-05-10 21:15:06,846 - [INFO] - [E:453| 400]: Train Loss:0.0011039, Val MRR:0.32631, yago11k
2023-05-10 21:16:51,712 - [INFO] - [E:453| 500]: Train Loss:0.0011034, Val MRR:0.32631, yago11k
2023-05-10 21:18:36,363 - [INFO] - [E:453| 600]: Train Loss:0.0011032, Val MRR:0.32631, yago11k
2023-05-10 21:18:36,364 - [INFO] - [Epoch:453]: Training Loss:0.001103
2023-05-10 21:18:36,814 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 21:18:58,547 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 21:19:19,490 - [INFO] - [Evaluating Epoch 453 valid]:
MRR: Tail : 0.41295, Head : 0.2363, Avg : 0.32462
2023-05-10 21:19:19,490 - [INFO] - [Epoch 453]: Training Loss: 0.0011032, Valid MRR: 0.32631,
2023-05-10 21:19:20,698 - [INFO] - [E:454| 0]: Train Loss:0.0011147, Val MRR:0.32631, yago11k
2023-05-10 21:21:04,352 - [INFO] - [E:454| 100]: Train Loss:0.0011018, Val MRR:0.32631, yago11k
2023-05-10 21:22:38,728 - [INFO] - [E:454| 200]: Train Loss:0.0011022, Val MRR:0.32631, yago11k
2023-05-10 21:24:22,271 - [INFO] - [E:454| 300]: Train Loss:0.0011034, Val MRR:0.32631, yago11k
2023-05-10 21:26:05,682 - [INFO] - [E:454| 400]: Train Loss:0.0011031, Val MRR:0.32631, yago11k
2023-05-10 21:27:50,029 - [INFO] - [E:454| 500]: Train Loss:0.0011035, Val MRR:0.32631, yago11k
2023-05-10 21:29:34,094 - [INFO] - [E:454| 600]: Train Loss:0.0011034, Val MRR:0.32631, yago11k
2023-05-10 21:29:34,095 - [INFO] - [Epoch:454]: Training Loss:0.001103
2023-05-10 21:29:34,356 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 21:29:46,643 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 21:30:02,445 - [INFO] - [Evaluating Epoch 454 valid]:
MRR: Tail : 0.41324, Head : 0.23406, Avg : 0.32365
2023-05-10 21:30:02,445 - [INFO] - [Epoch 454]: Training Loss: 0.0011034, Valid MRR: 0.32631,
2023-05-10 21:30:03,659 - [INFO] - [E:455| 0]: Train Loss:0.0010945, Val MRR:0.32631, yago11k
2023-05-10 21:31:48,758 - [INFO] - [E:455| 100]: Train Loss:0.0011029, Val MRR:0.32631, yago11k
2023-05-10 21:33:32,522 - [INFO] - [E:455| 200]: Train Loss:0.0011048, Val MRR:0.32631, yago11k
2023-05-10 21:35:17,052 - [INFO] - [E:455| 300]: Train Loss:0.0011049, Val MRR:0.32631, yago11k
2023-05-10 21:37:03,879 - [INFO] - [E:455| 400]: Train Loss:0.0011044, Val MRR:0.32631, yago11k
2023-05-10 21:38:40,942 - [INFO] - [E:455| 500]: Train Loss:0.0011039, Val MRR:0.32631, yago11k
2023-05-10 21:40:22,131 - [INFO] - [E:455| 600]: Train Loss:0.0011036, Val MRR:0.32631, yago11k
2023-05-10 21:40:22,131 - [INFO] - [Epoch:455]: Training Loss:0.001104
2023-05-10 21:40:22,479 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 21:40:44,138 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 21:41:05,820 - [INFO] - [Evaluating Epoch 455 valid]:
MRR: Tail : 0.41213, Head : 0.2362, Avg : 0.32417
2023-05-10 21:41:05,820 - [INFO] - [Epoch 455]: Training Loss: 0.0011036, Valid MRR: 0.32631,
2023-05-10 21:41:06,735 - [INFO] - [E:456| 0]: Train Loss:0.0011015, Val MRR:0.32631, yago11k
2023-05-10 21:42:50,541 - [INFO] - [E:456| 100]: Train Loss:0.0011014, Val MRR:0.32631, yago11k
2023-05-10 21:44:34,282 - [INFO] - [E:456| 200]: Train Loss:0.001103, Val MRR:0.32631, yago11k
2023-05-10 21:46:18,531 - [INFO] - [E:456| 300]: Train Loss:0.0011035, Val MRR:0.32631, yago11k
2023-05-10 21:47:51,538 - [INFO] - [E:456| 400]: Train Loss:0.0011033, Val MRR:0.32631, yago11k
2023-05-10 21:49:35,684 - [INFO] - [E:456| 500]: Train Loss:0.0011032, Val MRR:0.32631, yago11k
2023-05-10 21:51:18,778 - [INFO] - [E:456| 600]: Train Loss:0.0011034, Val MRR:0.32631, yago11k
2023-05-10 21:51:18,778 - [INFO] - [Epoch:456]: Training Loss:0.001103
2023-05-10 21:51:19,162 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 21:51:40,738 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 21:52:02,109 - [INFO] - [Evaluating Epoch 456 valid]:
MRR: Tail : 0.41326, Head : 0.23489, Avg : 0.32407
2023-05-10 21:52:02,109 - [INFO] - [Epoch 456]: Training Loss: 0.0011034, Valid MRR: 0.32631,
2023-05-10 21:52:02,937 - [INFO] - [E:457| 0]: Train Loss:0.0011125, Val MRR:0.32631, yago11k
2023-05-10 21:53:47,732 - [INFO] - [E:457| 100]: Train Loss:0.0011044, Val MRR:0.32631, yago11k
2023-05-10 21:55:32,240 - [INFO] - [E:457| 200]: Train Loss:0.0011035, Val MRR:0.32631, yago11k
2023-05-10 21:57:05,187 - [INFO] - [E:457| 300]: Train Loss:0.0011045, Val MRR:0.32631, yago11k
2023-05-10 21:58:50,050 - [INFO] - [E:457| 400]: Train Loss:0.0011041, Val MRR:0.32631, yago11k
2023-05-10 22:00:34,172 - [INFO] - [E:457| 500]: Train Loss:0.0011039, Val MRR:0.32631, yago11k
2023-05-10 22:02:17,391 - [INFO] - [E:457| 600]: Train Loss:0.0011036, Val MRR:0.32631, yago11k
2023-05-10 22:02:17,391 - [INFO] - [Epoch:457]: Training Loss:0.001104
2023-05-10 22:02:17,681 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 22:02:38,971 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 22:03:00,408 - [INFO] - [Evaluating Epoch 457 valid]:
MRR: Tail : 0.41899, Head : 0.23641, Avg : 0.3277
2023-05-10 22:03:01,470 - [INFO] - [Epoch 457]: Training Loss: 0.0011036, Valid MRR: 0.3277,
2023-05-10 22:03:02,679 - [INFO] - [E:458| 0]: Train Loss:0.0011138, Val MRR:0.3277, yago11k
2023-05-10 22:04:44,895 - [INFO] - [E:458| 100]: Train Loss:0.0011064, Val MRR:0.3277, yago11k
2023-05-10 22:06:19,839 - [INFO] - [E:458| 200]: Train Loss:0.0011045, Val MRR:0.3277, yago11k
2023-05-10 22:08:04,426 - [INFO] - [E:458| 300]: Train Loss:0.001104, Val MRR:0.3277, yago11k
2023-05-10 22:09:49,015 - [INFO] - [E:458| 400]: Train Loss:0.0011034, Val MRR:0.3277, yago11k
2023-05-10 22:11:34,230 - [INFO] - [E:458| 500]: Train Loss:0.0011033, Val MRR:0.3277, yago11k
2023-05-10 22:13:18,034 - [INFO] - [E:458| 600]: Train Loss:0.0011035, Val MRR:0.3277, yago11k
2023-05-10 22:13:18,034 - [INFO] - [Epoch:458]: Training Loss:0.001104
2023-05-10 22:13:18,344 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 22:13:33,858 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 22:13:47,057 - [INFO] - [Evaluating Epoch 458 valid]:
MRR: Tail : 0.41448, Head : 0.23577, Avg : 0.32512
2023-05-10 22:13:47,058 - [INFO] - [Epoch 458]: Training Loss: 0.0011035, Valid MRR: 0.3277,
2023-05-10 22:13:47,976 - [INFO] - [E:459| 0]: Train Loss:0.0011005, Val MRR:0.3277, yago11k
2023-05-10 22:15:32,440 - [INFO] - [E:459| 100]: Train Loss:0.0011024, Val MRR:0.3277, yago11k
2023-05-10 22:17:16,701 - [INFO] - [E:459| 200]: Train Loss:0.0011022, Val MRR:0.3277, yago11k
2023-05-10 22:19:00,652 - [INFO] - [E:459| 300]: Train Loss:0.0011024, Val MRR:0.3277, yago11k
2023-05-10 22:20:45,017 - [INFO] - [E:459| 400]: Train Loss:0.0011029, Val MRR:0.3277, yago11k
2023-05-10 22:22:22,141 - [INFO] - [E:459| 500]: Train Loss:0.0011028, Val MRR:0.3277, yago11k
2023-05-10 22:24:01,570 - [INFO] - [E:459| 600]: Train Loss:0.0011031, Val MRR:0.3277, yago11k
2023-05-10 22:24:01,570 - [INFO] - [Epoch:459]: Training Loss:0.001103
2023-05-10 22:24:02,001 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 22:24:23,662 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 22:24:46,950 - [INFO] - [Evaluating Epoch 459 valid]:
MRR: Tail : 0.41481, Head : 0.23581, Avg : 0.32531
MR: Tail : 679.6, Head : 1025.8, Avg : 852.7
Hit-1: Tail : 0.33079, Head : 0.19325, Avg : 0.26202
Hit-3: Tail : 0.45235, Head : 0.23451, Avg : 0.34343
Hit-10: Tail : 0.58739, Head : 0.3162, Avg : 0.45179
2023-05-10 22:24:46,950 - [INFO] - [Epoch 459]: Training Loss: 0.0011031, Valid MRR: 0.3277,
2023-05-10 22:24:48,150 - [INFO] - [E:460| 0]: Train Loss:0.0010997, Val MRR:0.3277, yago11k
2023-05-10 22:26:32,772 - [INFO] - [E:460| 100]: Train Loss:0.0011029, Val MRR:0.3277, yago11k
2023-05-10 22:28:16,956 - [INFO] - [E:460| 200]: Train Loss:0.0011032, Val MRR:0.3277, yago11k
2023-05-10 22:30:01,858 - [INFO] - [E:460| 300]: Train Loss:0.0011032, Val MRR:0.3277, yago11k
2023-05-10 22:31:34,885 - [INFO] - [E:460| 400]: Train Loss:0.0011028, Val MRR:0.3277, yago11k
2023-05-10 22:33:19,668 - [INFO] - [E:460| 500]: Train Loss:0.0011028, Val MRR:0.3277, yago11k
2023-05-10 22:35:03,673 - [INFO] - [E:460| 600]: Train Loss:0.0011033, Val MRR:0.3277, yago11k
2023-05-10 22:35:03,673 - [INFO] - [Epoch:460]: Training Loss:0.001103
2023-05-10 22:35:04,015 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 22:35:25,654 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 22:35:46,881 - [INFO] - [Evaluating Epoch 460 valid]:
MRR: Tail : 0.41609, Head : 0.23495, Avg : 0.32552
2023-05-10 22:35:46,881 - [INFO] - [Epoch 460]: Training Loss: 0.0011033, Valid MRR: 0.3277,
2023-05-10 22:35:47,977 - [INFO] - [E:461| 0]: Train Loss:0.0011035, Val MRR:0.3277, yago11k
2023-05-10 22:37:32,563 - [INFO] - [E:461| 100]: Train Loss:0.0011046, Val MRR:0.3277, yago11k
2023-05-10 22:39:17,048 - [INFO] - [E:461| 200]: Train Loss:0.0011031, Val MRR:0.3277, yago11k
2023-05-10 22:40:49,900 - [INFO] - [E:461| 300]: Train Loss:0.0011031, Val MRR:0.3277, yago11k
2023-05-10 22:42:34,310 - [INFO] - [E:461| 400]: Train Loss:0.0011034, Val MRR:0.3277, yago11k
2023-05-10 22:44:19,461 - [INFO] - [E:461| 500]: Train Loss:0.0011033, Val MRR:0.3277, yago11k
2023-05-10 22:46:04,201 - [INFO] - [E:461| 600]: Train Loss:0.0011032, Val MRR:0.3277, yago11k
2023-05-10 22:46:04,201 - [INFO] - [Epoch:461]: Training Loss:0.001103
2023-05-10 22:46:04,638 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 22:46:26,292 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 22:46:47,657 - [INFO] - [Evaluating Epoch 461 valid]:
MRR: Tail : 0.41504, Head : 0.23481, Avg : 0.32492
2023-05-10 22:46:47,658 - [INFO] - [Epoch 461]: Training Loss: 0.0011032, Valid MRR: 0.3277,
2023-05-10 22:46:48,869 - [INFO] - [E:462| 0]: Train Loss:0.0010995, Val MRR:0.3277, yago11k
2023-05-10 22:48:33,266 - [INFO] - [E:462| 100]: Train Loss:0.0011054, Val MRR:0.3277, yago11k
2023-05-10 22:50:06,025 - [INFO] - [E:462| 200]: Train Loss:0.001103, Val MRR:0.3277, yago11k
2023-05-10 22:51:50,110 - [INFO] - [E:462| 300]: Train Loss:0.0011031, Val MRR:0.3277, yago11k
2023-05-10 22:53:33,619 - [INFO] - [E:462| 400]: Train Loss:0.001103, Val MRR:0.3277, yago11k
2023-05-10 22:55:17,378 - [INFO] - [E:462| 500]: Train Loss:0.0011028, Val MRR:0.3277, yago11k
2023-05-10 22:57:00,479 - [INFO] - [E:462| 600]: Train Loss:0.001103, Val MRR:0.3277, yago11k
2023-05-10 22:57:00,479 - [INFO] - [Epoch:462]: Training Loss:0.001103
2023-05-10 22:57:00,880 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 22:57:16,141 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 22:57:29,343 - [INFO] - [Evaluating Epoch 462 valid]:
MRR: Tail : 0.41348, Head : 0.23519, Avg : 0.32433
2023-05-10 22:57:29,343 - [INFO] - [Epoch 462]: Training Loss: 0.001103, Valid MRR: 0.3277,
2023-05-10 22:57:30,310 - [INFO] - [E:463| 0]: Train Loss:0.0011057, Val MRR:0.3277, yago11k
2023-05-10 22:59:15,665 - [INFO] - [E:463| 100]: Train Loss:0.0011025, Val MRR:0.3277, yago11k
2023-05-10 23:00:59,585 - [INFO] - [E:463| 200]: Train Loss:0.0011035, Val MRR:0.3277, yago11k
2023-05-10 23:02:43,348 - [INFO] - [E:463| 300]: Train Loss:0.0011029, Val MRR:0.3277, yago11k
2023-05-10 23:04:27,408 - [INFO] - [E:463| 400]: Train Loss:0.0011027, Val MRR:0.3277, yago11k
2023-05-10 23:06:04,981 - [INFO] - [E:463| 500]: Train Loss:0.0011025, Val MRR:0.3277, yago11k
2023-05-10 23:07:43,983 - [INFO] - [E:463| 600]: Train Loss:0.001103, Val MRR:0.3277, yago11k
2023-05-10 23:07:43,984 - [INFO] - [Epoch:463]: Training Loss:0.001103
2023-05-10 23:07:44,442 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 23:08:06,010 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 23:08:27,244 - [INFO] - [Evaluating Epoch 463 valid]:
MRR: Tail : 0.41777, Head : 0.23635, Avg : 0.32706
2023-05-10 23:08:27,245 - [INFO] - [Epoch 463]: Training Loss: 0.001103, Valid MRR: 0.3277,
2023-05-10 23:08:28,459 - [INFO] - [E:464| 0]: Train Loss:0.0011081, Val MRR:0.3277, yago11k
2023-05-10 23:10:12,967 - [INFO] - [E:464| 100]: Train Loss:0.0011024, Val MRR:0.3277, yago11k
2023-05-10 23:11:57,099 - [INFO] - [E:464| 200]: Train Loss:0.0011035, Val MRR:0.3277, yago11k
2023-05-10 23:13:44,085 - [INFO] - [E:464| 300]: Train Loss:0.0011035, Val MRR:0.3277, yago11k
2023-05-10 23:15:16,591 - [INFO] - [E:464| 400]: Train Loss:0.0011035, Val MRR:0.3277, yago11k
2023-05-10 23:17:01,700 - [INFO] - [E:464| 500]: Train Loss:0.0011037, Val MRR:0.3277, yago11k
2023-05-10 23:18:45,658 - [INFO] - [E:464| 600]: Train Loss:0.0011032, Val MRR:0.3277, yago11k
2023-05-10 23:18:45,658 - [INFO] - [Epoch:464]: Training Loss:0.001103
2023-05-10 23:18:46,117 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 23:19:07,562 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 23:19:29,130 - [INFO] - [Evaluating Epoch 464 valid]:
MRR: Tail : 0.41183, Head : 0.23684, Avg : 0.32433
2023-05-10 23:19:29,130 - [INFO] - [Epoch 464]: Training Loss: 0.0011032, Valid MRR: 0.3277,
2023-05-10 23:19:30,062 - [INFO] - [E:465| 0]: Train Loss:0.0010994, Val MRR:0.3277, yago11k
2023-05-10 23:21:14,742 - [INFO] - [E:465| 100]: Train Loss:0.0011007, Val MRR:0.3277, yago11k
2023-05-10 23:22:58,619 - [INFO] - [E:465| 200]: Train Loss:0.0011019, Val MRR:0.3277, yago11k
2023-05-10 23:24:31,323 - [INFO] - [E:465| 300]: Train Loss:0.0011027, Val MRR:0.3277, yago11k
2023-05-10 23:26:15,810 - [INFO] - [E:465| 400]: Train Loss:0.0011023, Val MRR:0.3277, yago11k
2023-05-10 23:28:00,138 - [INFO] - [E:465| 500]: Train Loss:0.0011024, Val MRR:0.3277, yago11k
2023-05-10 23:29:43,509 - [INFO] - [E:465| 600]: Train Loss:0.0011026, Val MRR:0.3277, yago11k
2023-05-10 23:29:43,510 - [INFO] - [Epoch:465]: Training Loss:0.001103
2023-05-10 23:29:43,981 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 23:30:05,258 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 23:30:26,379 - [INFO] - [Evaluating Epoch 465 valid]:
MRR: Tail : 0.41249, Head : 0.23944, Avg : 0.32597
2023-05-10 23:30:26,379 - [INFO] - [Epoch 465]: Training Loss: 0.0011026, Valid MRR: 0.3277,
2023-05-10 23:30:27,462 - [INFO] - [E:466| 0]: Train Loss:0.0011056, Val MRR:0.3277, yago11k
2023-05-10 23:32:11,967 - [INFO] - [E:466| 100]: Train Loss:0.0011047, Val MRR:0.3277, yago11k
2023-05-10 23:33:44,214 - [INFO] - [E:466| 200]: Train Loss:0.0011033, Val MRR:0.3277, yago11k
2023-05-10 23:35:28,396 - [INFO] - [E:466| 300]: Train Loss:0.0011037, Val MRR:0.3277, yago11k
2023-05-10 23:37:12,923 - [INFO] - [E:466| 400]: Train Loss:0.0011031, Val MRR:0.3277, yago11k
2023-05-10 23:38:57,328 - [INFO] - [E:466| 500]: Train Loss:0.0011033, Val MRR:0.3277, yago11k
2023-05-10 23:40:40,120 - [INFO] - [E:466| 600]: Train Loss:0.001103, Val MRR:0.3277, yago11k
2023-05-10 23:40:40,120 - [INFO] - [Epoch:466]: Training Loss:0.001103
2023-05-10 23:40:40,549 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 23:41:01,666 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 23:41:14,330 - [INFO] - [Evaluating Epoch 466 valid]:
MRR: Tail : 0.41304, Head : 0.23716, Avg : 0.3251
2023-05-10 23:41:14,330 - [INFO] - [Epoch 466]: Training Loss: 0.001103, Valid MRR: 0.3277,
2023-05-10 23:41:14,982 - [INFO] - [E:467| 0]: Train Loss:0.0011165, Val MRR:0.3277, yago11k
2023-05-10 23:42:55,285 - [INFO] - [E:467| 100]: Train Loss:0.001104, Val MRR:0.3277, yago11k
2023-05-10 23:44:40,173 - [INFO] - [E:467| 200]: Train Loss:0.0011032, Val MRR:0.3277, yago11k
2023-05-10 23:46:25,222 - [INFO] - [E:467| 300]: Train Loss:0.0011035, Val MRR:0.3277, yago11k
2023-05-10 23:48:09,317 - [INFO] - [E:467| 400]: Train Loss:0.0011034, Val MRR:0.3277, yago11k
2023-05-10 23:49:51,656 - [INFO] - [E:467| 500]: Train Loss:0.0011031, Val MRR:0.3277, yago11k
2023-05-10 23:51:25,836 - [INFO] - [E:467| 600]: Train Loss:0.0011029, Val MRR:0.3277, yago11k
2023-05-10 23:51:25,836 - [INFO] - [Epoch:467]: Training Loss:0.001103
2023-05-10 23:51:26,185 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-10 23:51:48,079 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-10 23:52:09,257 - [INFO] - [Evaluating Epoch 467 valid]:
MRR: Tail : 0.4145, Head : 0.23536, Avg : 0.32493
2023-05-10 23:52:09,257 - [INFO] - [Epoch 467]: Training Loss: 0.0011029, Valid MRR: 0.3277,
2023-05-10 23:52:10,345 - [INFO] - [E:468| 0]: Train Loss:0.001105, Val MRR:0.3277, yago11k
2023-05-10 23:53:55,052 - [INFO] - [E:468| 100]: Train Loss:0.0011016, Val MRR:0.3277, yago11k
2023-05-10 23:55:40,525 - [INFO] - [E:468| 200]: Train Loss:0.0011032, Val MRR:0.3277, yago11k
2023-05-10 23:57:25,816 - [INFO] - [E:468| 300]: Train Loss:0.0011028, Val MRR:0.3277, yago11k
2023-05-10 23:58:59,177 - [INFO] - [E:468| 400]: Train Loss:0.0011026, Val MRR:0.3277, yago11k
2023-05-11 00:00:43,724 - [INFO] - [E:468| 500]: Train Loss:0.0011024, Val MRR:0.3277, yago11k
2023-05-11 00:02:29,805 - [INFO] - [E:468| 600]: Train Loss:0.0011027, Val MRR:0.3277, yago11k
2023-05-11 00:02:29,805 - [INFO] - [Epoch:468]: Training Loss:0.001103
2023-05-11 00:02:30,158 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 00:02:51,700 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 00:03:13,113 - [INFO] - [Evaluating Epoch 468 valid]:
MRR: Tail : 0.4116, Head : 0.2355, Avg : 0.32355
2023-05-11 00:03:13,113 - [INFO] - [Epoch 468]: Training Loss: 0.0011027, Valid MRR: 0.3277,
2023-05-11 00:03:14,301 - [INFO] - [E:469| 0]: Train Loss:0.0011017, Val MRR:0.3277, yago11k
2023-05-11 00:04:58,731 - [INFO] - [E:469| 100]: Train Loss:0.0011052, Val MRR:0.3277, yago11k
2023-05-11 00:06:44,062 - [INFO] - [E:469| 200]: Train Loss:0.0011046, Val MRR:0.3277, yago11k
2023-05-11 00:08:16,847 - [INFO] - [E:469| 300]: Train Loss:0.0011035, Val MRR:0.3277, yago11k
2023-05-11 00:10:01,627 - [INFO] - [E:469| 400]: Train Loss:0.0011028, Val MRR:0.3277, yago11k
2023-05-11 00:11:46,243 - [INFO] - [E:469| 500]: Train Loss:0.0011025, Val MRR:0.3277, yago11k
2023-05-11 00:13:30,427 - [INFO] - [E:469| 600]: Train Loss:0.0011025, Val MRR:0.3277, yago11k
2023-05-11 00:13:30,428 - [INFO] - [Epoch:469]: Training Loss:0.001103
2023-05-11 00:13:30,900 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 00:13:51,838 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 00:14:13,212 - [INFO] - [Evaluating Epoch 469 valid]:
MRR: Tail : 0.41858, Head : 0.23773, Avg : 0.32815
MR: Tail : 675.36, Head : 1008.4, Avg : 841.87
Hit-1: Tail : 0.33732, Head : 0.19519, Avg : 0.26625
Hit-3: Tail : 0.45388, Head : 0.23923, Avg : 0.34655
Hit-10: Tail : 0.58433, Head : 0.31425, Avg : 0.44929
2023-05-11 00:14:14,210 - [INFO] - [Epoch 469]: Training Loss: 0.0011025, Valid MRR: 0.32815,
2023-05-11 00:14:15,406 - [INFO] - [E:470| 0]: Train Loss:0.0010973, Val MRR:0.32815, yago11k
2023-05-11 00:15:59,401 - [INFO] - [E:470| 100]: Train Loss:0.0011026, Val MRR:0.32815, yago11k
2023-05-11 00:17:31,695 - [INFO] - [E:470| 200]: Train Loss:0.0011018, Val MRR:0.32815, yago11k
2023-05-11 00:19:16,623 - [INFO] - [E:470| 300]: Train Loss:0.0011024, Val MRR:0.32815, yago11k
2023-05-11 00:21:01,895 - [INFO] - [E:470| 400]: Train Loss:0.0011025, Val MRR:0.32815, yago11k
2023-05-11 00:22:45,873 - [INFO] - [E:470| 500]: Train Loss:0.0011022, Val MRR:0.32815, yago11k
2023-05-11 00:24:29,819 - [INFO] - [E:470| 600]: Train Loss:0.0011026, Val MRR:0.32815, yago11k
2023-05-11 00:24:29,819 - [INFO] - [Epoch:470]: Training Loss:0.001103
2023-05-11 00:24:30,330 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 00:24:51,887 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 00:25:04,945 - [INFO] - [Evaluating Epoch 470 valid]:
MRR: Tail : 0.41589, Head : 0.23878, Avg : 0.32734
2023-05-11 00:25:04,945 - [INFO] - [Epoch 470]: Training Loss: 0.0011026, Valid MRR: 0.32815,
2023-05-11 00:25:05,611 - [INFO] - [E:471| 0]: Train Loss:0.0011288, Val MRR:0.32815, yago11k
2023-05-11 00:26:45,195 - [INFO] - [E:471| 100]: Train Loss:0.0011002, Val MRR:0.32815, yago11k
2023-05-11 00:28:29,251 - [INFO] - [E:471| 200]: Train Loss:0.0011007, Val MRR:0.32815, yago11k
2023-05-11 00:30:14,231 - [INFO] - [E:471| 300]: Train Loss:0.0011022, Val MRR:0.32815, yago11k
2023-05-11 00:31:58,541 - [INFO] - [E:471| 400]: Train Loss:0.0011025, Val MRR:0.32815, yago11k
2023-05-11 00:33:36,746 - [INFO] - [E:471| 500]: Train Loss:0.0011023, Val MRR:0.32815, yago11k
2023-05-11 00:35:15,043 - [INFO] - [E:471| 600]: Train Loss:0.0011025, Val MRR:0.32815, yago11k
2023-05-11 00:35:15,044 - [INFO] - [Epoch:471]: Training Loss:0.001102
2023-05-11 00:35:15,562 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 00:35:36,768 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 00:35:58,260 - [INFO] - [Evaluating Epoch 471 valid]:
MRR: Tail : 0.40805, Head : 0.23862, Avg : 0.32334
2023-05-11 00:35:58,260 - [INFO] - [Epoch 471]: Training Loss: 0.0011025, Valid MRR: 0.32815,
2023-05-11 00:35:59,443 - [INFO] - [E:472| 0]: Train Loss:0.0010935, Val MRR:0.32815, yago11k
2023-05-11 00:37:43,518 - [INFO] - [E:472| 100]: Train Loss:0.0011018, Val MRR:0.32815, yago11k
2023-05-11 00:39:27,980 - [INFO] - [E:472| 200]: Train Loss:0.001102, Val MRR:0.32815, yago11k
2023-05-11 00:41:13,173 - [INFO] - [E:472| 300]: Train Loss:0.0011025, Val MRR:0.32815, yago11k
2023-05-11 00:42:46,164 - [INFO] - [E:472| 400]: Train Loss:0.0011026, Val MRR:0.32815, yago11k
2023-05-11 00:44:30,793 - [INFO] - [E:472| 500]: Train Loss:0.0011028, Val MRR:0.32815, yago11k
2023-05-11 00:46:14,490 - [INFO] - [E:472| 600]: Train Loss:0.0011024, Val MRR:0.32815, yago11k
2023-05-11 00:46:14,491 - [INFO] - [Epoch:472]: Training Loss:0.001102
2023-05-11 00:46:14,883 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 00:46:35,922 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 00:46:57,297 - [INFO] - [Evaluating Epoch 472 valid]:
MRR: Tail : 0.41663, Head : 0.23797, Avg : 0.3273
2023-05-11 00:46:57,297 - [INFO] - [Epoch 472]: Training Loss: 0.0011024, Valid MRR: 0.32815,
2023-05-11 00:46:58,347 - [INFO] - [E:473| 0]: Train Loss:0.0011298, Val MRR:0.32815, yago11k
2023-05-11 00:48:43,554 - [INFO] - [E:473| 100]: Train Loss:0.0011014, Val MRR:0.32815, yago11k
2023-05-11 00:50:30,451 - [INFO] - [E:473| 200]: Train Loss:0.0011017, Val MRR:0.32815, yago11k
2023-05-11 00:52:03,371 - [INFO] - [E:473| 300]: Train Loss:0.001102, Val MRR:0.32815, yago11k
2023-05-11 00:53:48,119 - [INFO] - [E:473| 400]: Train Loss:0.0011029, Val MRR:0.32815, yago11k
2023-05-11 00:55:32,403 - [INFO] - [E:473| 500]: Train Loss:0.0011025, Val MRR:0.32815, yago11k
2023-05-11 00:57:16,359 - [INFO] - [E:473| 600]: Train Loss:0.0011028, Val MRR:0.32815, yago11k
2023-05-11 00:57:16,359 - [INFO] - [Epoch:473]: Training Loss:0.001103
2023-05-11 00:57:16,662 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 00:57:38,400 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 00:57:59,584 - [INFO] - [Evaluating Epoch 473 valid]:
MRR: Tail : 0.41367, Head : 0.23566, Avg : 0.32467
2023-05-11 00:57:59,584 - [INFO] - [Epoch 473]: Training Loss: 0.0011028, Valid MRR: 0.32815,
2023-05-11 00:58:00,762 - [INFO] - [E:474| 0]: Train Loss:0.0011035, Val MRR:0.32815, yago11k
2023-05-11 00:59:44,876 - [INFO] - [E:474| 100]: Train Loss:0.001103, Val MRR:0.32815, yago11k
2023-05-11 01:01:18,317 - [INFO] - [E:474| 200]: Train Loss:0.0011017, Val MRR:0.32815, yago11k
2023-05-11 01:03:02,706 - [INFO] - [E:474| 300]: Train Loss:0.0011029, Val MRR:0.32815, yago11k
2023-05-11 01:04:46,509 - [INFO] - [E:474| 400]: Train Loss:0.0011027, Val MRR:0.32815, yago11k
2023-05-11 01:06:30,295 - [INFO] - [E:474| 500]: Train Loss:0.0011024, Val MRR:0.32815, yago11k
2023-05-11 01:08:13,415 - [INFO] - [E:474| 600]: Train Loss:0.0011026, Val MRR:0.32815, yago11k
2023-05-11 01:08:13,415 - [INFO] - [Epoch:474]: Training Loss:0.001103
2023-05-11 01:08:13,892 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 01:08:34,876 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 01:08:47,923 - [INFO] - [Evaluating Epoch 474 valid]:
MRR: Tail : 0.41611, Head : 0.2362, Avg : 0.32615
2023-05-11 01:08:47,924 - [INFO] - [Epoch 474]: Training Loss: 0.0011026, Valid MRR: 0.32815,
2023-05-11 01:08:48,588 - [INFO] - [E:475| 0]: Train Loss:0.0011007, Val MRR:0.32815, yago11k
2023-05-11 01:10:28,580 - [INFO] - [E:475| 100]: Train Loss:0.001103, Val MRR:0.32815, yago11k
2023-05-11 01:12:12,832 - [INFO] - [E:475| 200]: Train Loss:0.0011029, Val MRR:0.32815, yago11k
2023-05-11 01:13:57,651 - [INFO] - [E:475| 300]: Train Loss:0.0011029, Val MRR:0.32815, yago11k
2023-05-11 01:15:42,147 - [INFO] - [E:475| 400]: Train Loss:0.0011023, Val MRR:0.32815, yago11k
2023-05-11 01:17:25,544 - [INFO] - [E:475| 500]: Train Loss:0.0011021, Val MRR:0.32815, yago11k
2023-05-11 01:18:59,908 - [INFO] - [E:475| 600]: Train Loss:0.0011024, Val MRR:0.32815, yago11k
2023-05-11 01:18:59,909 - [INFO] - [Epoch:475]: Training Loss:0.001102
2023-05-11 01:19:00,179 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 01:19:21,347 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 01:19:42,637 - [INFO] - [Evaluating Epoch 475 valid]:
MRR: Tail : 0.41537, Head : 0.23455, Avg : 0.32496
2023-05-11 01:19:42,637 - [INFO] - [Epoch 475]: Training Loss: 0.0011024, Valid MRR: 0.32815,
2023-05-11 01:19:43,846 - [INFO] - [E:476| 0]: Train Loss:0.0011326, Val MRR:0.32815, yago11k
2023-05-11 01:21:28,317 - [INFO] - [E:476| 100]: Train Loss:0.0011007, Val MRR:0.32815, yago11k
2023-05-11 01:23:12,716 - [INFO] - [E:476| 200]: Train Loss:0.0011019, Val MRR:0.32815, yago11k
2023-05-11 01:24:57,050 - [INFO] - [E:476| 300]: Train Loss:0.0011018, Val MRR:0.32815, yago11k
2023-05-11 01:26:29,726 - [INFO] - [E:476| 400]: Train Loss:0.0011021, Val MRR:0.32815, yago11k
2023-05-11 01:28:14,051 - [INFO] - [E:476| 500]: Train Loss:0.0011019, Val MRR:0.32815, yago11k
2023-05-11 01:29:58,328 - [INFO] - [E:476| 600]: Train Loss:0.001102, Val MRR:0.32815, yago11k
2023-05-11 01:29:58,329 - [INFO] - [Epoch:476]: Training Loss:0.001102
2023-05-11 01:29:58,849 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 01:30:20,107 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 01:30:41,481 - [INFO] - [Evaluating Epoch 476 valid]:
MRR: Tail : 0.41522, Head : 0.23676, Avg : 0.32599
2023-05-11 01:30:41,481 - [INFO] - [Epoch 476]: Training Loss: 0.001102, Valid MRR: 0.32815,
2023-05-11 01:30:42,658 - [INFO] - [E:477| 0]: Train Loss:0.0011272, Val MRR:0.32815, yago11k
2023-05-11 01:32:27,290 - [INFO] - [E:477| 100]: Train Loss:0.0011, Val MRR:0.32815, yago11k
2023-05-11 01:34:11,573 - [INFO] - [E:477| 200]: Train Loss:0.0011016, Val MRR:0.32815, yago11k
2023-05-11 01:35:44,842 - [INFO] - [E:477| 300]: Train Loss:0.0011018, Val MRR:0.32815, yago11k
2023-05-11 01:37:28,895 - [INFO] - [E:477| 400]: Train Loss:0.0011024, Val MRR:0.32815, yago11k
2023-05-11 01:39:15,813 - [INFO] - [E:477| 500]: Train Loss:0.0011025, Val MRR:0.32815, yago11k
2023-05-11 01:40:59,217 - [INFO] - [E:477| 600]: Train Loss:0.0011024, Val MRR:0.32815, yago11k
2023-05-11 01:40:59,217 - [INFO] - [Epoch:477]: Training Loss:0.001102
2023-05-11 01:40:59,678 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 01:41:21,054 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 01:41:42,572 - [INFO] - [Evaluating Epoch 477 valid]:
MRR: Tail : 0.41345, Head : 0.23611, Avg : 0.32478
2023-05-11 01:41:42,572 - [INFO] - [Epoch 477]: Training Loss: 0.0011024, Valid MRR: 0.32815,
2023-05-11 01:41:43,528 - [INFO] - [E:478| 0]: Train Loss:0.0010915, Val MRR:0.32815, yago11k
2023-05-11 01:43:28,385 - [INFO] - [E:478| 100]: Train Loss:0.0011008, Val MRR:0.32815, yago11k
2023-05-11 01:45:01,442 - [INFO] - [E:478| 200]: Train Loss:0.0011004, Val MRR:0.32815, yago11k
2023-05-11 01:46:46,804 - [INFO] - [E:478| 300]: Train Loss:0.0011014, Val MRR:0.32815, yago11k
2023-05-11 01:48:31,057 - [INFO] - [E:478| 400]: Train Loss:0.0011016, Val MRR:0.32815, yago11k
2023-05-11 01:50:15,355 - [INFO] - [E:478| 500]: Train Loss:0.0011015, Val MRR:0.32815, yago11k
2023-05-11 01:51:59,595 - [INFO] - [E:478| 600]: Train Loss:0.0011021, Val MRR:0.32815, yago11k
2023-05-11 01:51:59,596 - [INFO] - [Epoch:478]: Training Loss:0.001102
2023-05-11 01:51:59,857 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 01:52:21,452 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 01:52:37,471 - [INFO] - [Evaluating Epoch 478 valid]:
MRR: Tail : 0.41666, Head : 0.23561, Avg : 0.32613
2023-05-11 01:52:37,472 - [INFO] - [Epoch 478]: Training Loss: 0.0011021, Valid MRR: 0.32815,
2023-05-11 01:52:38,119 - [INFO] - [E:479| 0]: Train Loss:0.0010777, Val MRR:0.32815, yago11k
2023-05-11 01:54:15,038 - [INFO] - [E:479| 100]: Train Loss:0.001099, Val MRR:0.32815, yago11k
2023-05-11 01:55:59,047 - [INFO] - [E:479| 200]: Train Loss:0.0011024, Val MRR:0.32815, yago11k
2023-05-11 01:57:42,959 - [INFO] - [E:479| 300]: Train Loss:0.0011021, Val MRR:0.32815, yago11k
2023-05-11 01:59:26,709 - [INFO] - [E:479| 400]: Train Loss:0.0011021, Val MRR:0.32815, yago11k
2023-05-11 02:01:08,160 - [INFO] - [E:479| 500]: Train Loss:0.0011023, Val MRR:0.32815, yago11k
2023-05-11 02:02:42,320 - [INFO] - [E:479| 600]: Train Loss:0.0011023, Val MRR:0.32815, yago11k
2023-05-11 02:02:42,321 - [INFO] - [Epoch:479]: Training Loss:0.001102
2023-05-11 02:02:42,664 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 02:03:04,354 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 02:03:25,715 - [INFO] - [Evaluating Epoch 479 valid]:
MRR: Tail : 0.41437, Head : 0.23803, Avg : 0.3262
MR: Tail : 701.36, Head : 1009.4, Avg : 855.37
Hit-1: Tail : 0.33176, Head : 0.19672, Avg : 0.26424
Hit-3: Tail : 0.44957, Head : 0.23645, Avg : 0.34301
Hit-10: Tail : 0.57822, Head : 0.31648, Avg : 0.44735
2023-05-11 02:03:25,715 - [INFO] - [Epoch 479]: Training Loss: 0.0011023, Valid MRR: 0.32815,
2023-05-11 02:03:26,544 - [INFO] - [E:480| 0]: Train Loss:0.0010868, Val MRR:0.32815, yago11k
2023-05-11 02:05:10,568 - [INFO] - [E:480| 100]: Train Loss:0.0010996, Val MRR:0.32815, yago11k
2023-05-11 02:06:54,811 - [INFO] - [E:480| 200]: Train Loss:0.0011014, Val MRR:0.32815, yago11k
2023-05-11 02:08:39,780 - [INFO] - [E:480| 300]: Train Loss:0.0011017, Val MRR:0.32815, yago11k
2023-05-11 02:10:13,390 - [INFO] - [E:480| 400]: Train Loss:0.0011018, Val MRR:0.32815, yago11k
2023-05-11 02:11:57,811 - [INFO] - [E:480| 500]: Train Loss:0.0011024, Val MRR:0.32815, yago11k
2023-05-11 02:13:41,453 - [INFO] - [E:480| 600]: Train Loss:0.0011022, Val MRR:0.32815, yago11k
2023-05-11 02:13:41,453 - [INFO] - [Epoch:480]: Training Loss:0.001102
2023-05-11 02:13:41,801 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 02:14:03,295 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 02:14:24,987 - [INFO] - [Evaluating Epoch 480 valid]:
MRR: Tail : 0.41191, Head : 0.23525, Avg : 0.32358
2023-05-11 02:14:24,987 - [INFO] - [Epoch 480]: Training Loss: 0.0011022, Valid MRR: 0.32815,
2023-05-11 02:14:25,872 - [INFO] - [E:481| 0]: Train Loss:0.0011068, Val MRR:0.32815, yago11k
2023-05-11 02:16:10,536 - [INFO] - [E:481| 100]: Train Loss:0.0011019, Val MRR:0.32815, yago11k
2023-05-11 02:17:55,062 - [INFO] - [E:481| 200]: Train Loss:0.0011011, Val MRR:0.32815, yago11k
2023-05-11 02:19:27,784 - [INFO] - [E:481| 300]: Train Loss:0.0011019, Val MRR:0.32815, yago11k
2023-05-11 02:21:12,060 - [INFO] - [E:481| 400]: Train Loss:0.001102, Val MRR:0.32815, yago11k
2023-05-11 02:22:56,431 - [INFO] - [E:481| 500]: Train Loss:0.0011023, Val MRR:0.32815, yago11k
2023-05-11 02:24:39,288 - [INFO] - [E:481| 600]: Train Loss:0.0011022, Val MRR:0.32815, yago11k
2023-05-11 02:24:39,288 - [INFO] - [Epoch:481]: Training Loss:0.001102
2023-05-11 02:24:39,637 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 02:25:01,402 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 02:25:22,505 - [INFO] - [Evaluating Epoch 481 valid]:
MRR: Tail : 0.41503, Head : 0.23456, Avg : 0.3248
2023-05-11 02:25:22,506 - [INFO] - [Epoch 481]: Training Loss: 0.0011022, Valid MRR: 0.32815,
2023-05-11 02:25:23,639 - [INFO] - [E:482| 0]: Train Loss:0.0010923, Val MRR:0.32815, yago11k
2023-05-11 02:27:10,168 - [INFO] - [E:482| 100]: Train Loss:0.0011015, Val MRR:0.32815, yago11k
2023-05-11 02:28:43,215 - [INFO] - [E:482| 200]: Train Loss:0.0011017, Val MRR:0.32815, yago11k
2023-05-11 02:30:27,864 - [INFO] - [E:482| 300]: Train Loss:0.0011016, Val MRR:0.32815, yago11k
2023-05-11 02:32:12,462 - [INFO] - [E:482| 400]: Train Loss:0.0011019, Val MRR:0.32815, yago11k
2023-05-11 02:33:57,030 - [INFO] - [E:482| 500]: Train Loss:0.0011019, Val MRR:0.32815, yago11k
2023-05-11 02:35:41,658 - [INFO] - [E:482| 600]: Train Loss:0.0011016, Val MRR:0.32815, yago11k
2023-05-11 02:35:41,658 - [INFO] - [Epoch:482]: Training Loss:0.001102
2023-05-11 02:35:41,921 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 02:36:03,846 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 02:36:20,167 - [INFO] - [Evaluating Epoch 482 valid]:
MRR: Tail : 0.41512, Head : 0.23445, Avg : 0.32479
2023-05-11 02:36:20,167 - [INFO] - [Epoch 482]: Training Loss: 0.0011016, Valid MRR: 0.32815,
2023-05-11 02:36:20,815 - [INFO] - [E:483| 0]: Train Loss:0.0010917, Val MRR:0.32815, yago11k
2023-05-11 02:37:57,883 - [INFO] - [E:483| 100]: Train Loss:0.001104, Val MRR:0.32815, yago11k
2023-05-11 02:39:42,233 - [INFO] - [E:483| 200]: Train Loss:0.001103, Val MRR:0.32815, yago11k
2023-05-11 02:41:26,219 - [INFO] - [E:483| 300]: Train Loss:0.0011029, Val MRR:0.32815, yago11k
2023-05-11 02:43:10,330 - [INFO] - [E:483| 400]: Train Loss:0.0011027, Val MRR:0.32815, yago11k
2023-05-11 02:44:54,749 - [INFO] - [E:483| 500]: Train Loss:0.0011021, Val MRR:0.32815, yago11k
2023-05-11 02:46:26,835 - [INFO] - [E:483| 600]: Train Loss:0.0011021, Val MRR:0.32815, yago11k
2023-05-11 02:46:26,835 - [INFO] - [Epoch:483]: Training Loss:0.001102
2023-05-11 02:46:27,182 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 02:46:49,215 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 02:47:10,485 - [INFO] - [Evaluating Epoch 483 valid]:
MRR: Tail : 0.41392, Head : 0.23427, Avg : 0.3241
2023-05-11 02:47:10,485 - [INFO] - [Epoch 483]: Training Loss: 0.0011021, Valid MRR: 0.32815,
2023-05-11 02:47:11,582 - [INFO] - [E:484| 0]: Train Loss:0.0010954, Val MRR:0.32815, yago11k
2023-05-11 02:48:55,677 - [INFO] - [E:484| 100]: Train Loss:0.0011021, Val MRR:0.32815, yago11k
2023-05-11 02:50:40,464 - [INFO] - [E:484| 200]: Train Loss:0.001102, Val MRR:0.32815, yago11k
2023-05-11 02:52:24,272 - [INFO] - [E:484| 300]: Train Loss:0.0011019, Val MRR:0.32815, yago11k
2023-05-11 02:53:58,829 - [INFO] - [E:484| 400]: Train Loss:0.0011019, Val MRR:0.32815, yago11k
2023-05-11 02:55:40,919 - [INFO] - [E:484| 500]: Train Loss:0.001102, Val MRR:0.32815, yago11k
2023-05-11 02:57:24,877 - [INFO] - [E:484| 600]: Train Loss:0.0011022, Val MRR:0.32815, yago11k
2023-05-11 02:57:24,877 - [INFO] - [Epoch:484]: Training Loss:0.001102
2023-05-11 02:57:25,382 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 02:57:46,626 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 02:58:07,990 - [INFO] - [Evaluating Epoch 484 valid]:
MRR: Tail : 0.4143, Head : 0.23757, Avg : 0.32593
2023-05-11 02:58:07,990 - [INFO] - [Epoch 484]: Training Loss: 0.0011022, Valid MRR: 0.32815,
2023-05-11 02:58:08,834 - [INFO] - [E:485| 0]: Train Loss:0.0011182, Val MRR:0.32815, yago11k
2023-05-11 02:59:54,139 - [INFO] - [E:485| 100]: Train Loss:0.0011018, Val MRR:0.32815, yago11k
2023-05-11 03:01:38,399 - [INFO] - [E:485| 200]: Train Loss:0.0011026, Val MRR:0.32815, yago11k
2023-05-11 03:03:11,317 - [INFO] - [E:485| 300]: Train Loss:0.0011026, Val MRR:0.32815, yago11k
2023-05-11 03:04:56,377 - [INFO] - [E:485| 400]: Train Loss:0.0011025, Val MRR:0.32815, yago11k
2023-05-11 03:06:41,730 - [INFO] - [E:485| 500]: Train Loss:0.0011022, Val MRR:0.32815, yago11k
2023-05-11 03:08:25,929 - [INFO] - [E:485| 600]: Train Loss:0.0011019, Val MRR:0.32815, yago11k
2023-05-11 03:08:25,930 - [INFO] - [Epoch:485]: Training Loss:0.001102
2023-05-11 03:08:26,435 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 03:08:47,429 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 03:09:08,541 - [INFO] - [Evaluating Epoch 485 valid]:
MRR: Tail : 0.41544, Head : 0.23562, Avg : 0.32553
2023-05-11 03:09:08,541 - [INFO] - [Epoch 485]: Training Loss: 0.0011019, Valid MRR: 0.32815,
2023-05-11 03:09:09,721 - [INFO] - [E:486| 0]: Train Loss:0.0011116, Val MRR:0.32815, yago11k
2023-05-11 03:10:54,512 - [INFO] - [E:486| 100]: Train Loss:0.0011011, Val MRR:0.32815, yago11k
2023-05-11 03:12:27,918 - [INFO] - [E:486| 200]: Train Loss:0.0011013, Val MRR:0.32815, yago11k
2023-05-11 03:14:12,608 - [INFO] - [E:486| 300]: Train Loss:0.0011014, Val MRR:0.32815, yago11k
2023-05-11 03:15:59,557 - [INFO] - [E:486| 400]: Train Loss:0.0011016, Val MRR:0.32815, yago11k
2023-05-11 03:17:44,702 - [INFO] - [E:486| 500]: Train Loss:0.0011017, Val MRR:0.32815, yago11k
2023-05-11 03:19:29,234 - [INFO] - [E:486| 600]: Train Loss:0.0011018, Val MRR:0.32815, yago11k
2023-05-11 03:19:29,234 - [INFO] - [Epoch:486]: Training Loss:0.001102
2023-05-11 03:19:29,582 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 03:19:51,156 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 03:20:10,398 - [INFO] - [Evaluating Epoch 486 valid]:
MRR: Tail : 0.41142, Head : 0.23499, Avg : 0.32321
2023-05-11 03:20:10,398 - [INFO] - [Epoch 486]: Training Loss: 0.0011018, Valid MRR: 0.32815,
2023-05-11 03:20:11,046 - [INFO] - [E:487| 0]: Train Loss:0.0010885, Val MRR:0.32815, yago11k
2023-05-11 03:21:46,473 - [INFO] - [E:487| 100]: Train Loss:0.0011024, Val MRR:0.32815, yago11k
2023-05-11 03:23:31,542 - [INFO] - [E:487| 200]: Train Loss:0.0011019, Val MRR:0.32815, yago11k
2023-05-11 03:25:16,964 - [INFO] - [E:487| 300]: Train Loss:0.0011026, Val MRR:0.32815, yago11k
2023-05-11 03:27:01,511 - [INFO] - [E:487| 400]: Train Loss:0.0011021, Val MRR:0.32815, yago11k
2023-05-11 03:28:46,746 - [INFO] - [E:487| 500]: Train Loss:0.001102, Val MRR:0.32815, yago11k
2023-05-11 03:30:18,316 - [INFO] - [E:487| 600]: Train Loss:0.0011021, Val MRR:0.32815, yago11k
2023-05-11 03:30:18,317 - [INFO] - [Epoch:487]: Training Loss:0.001102
2023-05-11 03:30:18,787 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 03:30:39,796 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 03:31:00,784 - [INFO] - [Evaluating Epoch 487 valid]:
MRR: Tail : 0.41684, Head : 0.23582, Avg : 0.32633
2023-05-11 03:31:00,784 - [INFO] - [Epoch 487]: Training Loss: 0.0011021, Valid MRR: 0.32815,
2023-05-11 03:31:01,863 - [INFO] - [E:488| 0]: Train Loss:0.001095, Val MRR:0.32815, yago11k
2023-05-11 03:32:45,945 - [INFO] - [E:488| 100]: Train Loss:0.0011006, Val MRR:0.32815, yago11k
2023-05-11 03:34:30,312 - [INFO] - [E:488| 200]: Train Loss:0.0011008, Val MRR:0.32815, yago11k
2023-05-11 03:36:14,285 - [INFO] - [E:488| 300]: Train Loss:0.0011011, Val MRR:0.32815, yago11k
2023-05-11 03:37:47,210 - [INFO] - [E:488| 400]: Train Loss:0.0011016, Val MRR:0.32815, yago11k
2023-05-11 03:39:31,410 - [INFO] - [E:488| 500]: Train Loss:0.001102, Val MRR:0.32815, yago11k
2023-05-11 03:41:14,598 - [INFO] - [E:488| 600]: Train Loss:0.0011019, Val MRR:0.32815, yago11k
2023-05-11 03:41:14,599 - [INFO] - [Epoch:488]: Training Loss:0.001102
2023-05-11 03:41:14,983 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 03:41:36,204 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 03:41:57,375 - [INFO] - [Evaluating Epoch 488 valid]:
MRR: Tail : 0.41734, Head : 0.23597, Avg : 0.32665
2023-05-11 03:41:57,376 - [INFO] - [Epoch 488]: Training Loss: 0.0011019, Valid MRR: 0.32815,
2023-05-11 03:41:58,458 - [INFO] - [E:489| 0]: Train Loss:0.0011345, Val MRR:0.32815, yago11k
2023-05-11 03:43:42,470 - [INFO] - [E:489| 100]: Train Loss:0.0011014, Val MRR:0.32815, yago11k
2023-05-11 03:45:26,615 - [INFO] - [E:489| 200]: Train Loss:0.0011007, Val MRR:0.32815, yago11k
2023-05-11 03:46:59,739 - [INFO] - [E:489| 300]: Train Loss:0.0011011, Val MRR:0.32815, yago11k
2023-05-11 03:48:44,470 - [INFO] - [E:489| 400]: Train Loss:0.0011016, Val MRR:0.32815, yago11k
2023-05-11 03:50:28,729 - [INFO] - [E:489| 500]: Train Loss:0.0011016, Val MRR:0.32815, yago11k
2023-05-11 03:52:12,521 - [INFO] - [E:489| 600]: Train Loss:0.0011016, Val MRR:0.32815, yago11k
2023-05-11 03:52:12,521 - [INFO] - [Epoch:489]: Training Loss:0.001102
2023-05-11 03:52:12,868 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 03:52:34,428 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 03:52:55,740 - [INFO] - [Evaluating Epoch 489 valid]:
MRR: Tail : 0.41762, Head : 0.23549, Avg : 0.32656
MR: Tail : 685.42, Head : 1040.4, Avg : 862.91
Hit-1: Tail : 0.33745, Head : 0.19408, Avg : 0.26577
Hit-3: Tail : 0.45068, Head : 0.23437, Avg : 0.34253
Hit-10: Tail : 0.58475, Head : 0.31203, Avg : 0.44839
2023-05-11 03:52:55,740 - [INFO] - [Epoch 489]: Training Loss: 0.0011016, Valid MRR: 0.32815,
2023-05-11 03:52:56,930 - [INFO] - [E:490| 0]: Train Loss:0.0011122, Val MRR:0.32815, yago11k
2023-05-11 03:54:40,642 - [INFO] - [E:490| 100]: Train Loss:0.0011009, Val MRR:0.32815, yago11k
2023-05-11 03:56:13,395 - [INFO] - [E:490| 200]: Train Loss:0.0011016, Val MRR:0.32815, yago11k
2023-05-11 03:57:58,291 - [INFO] - [E:490| 300]: Train Loss:0.0011014, Val MRR:0.32815, yago11k
2023-05-11 03:59:43,148 - [INFO] - [E:490| 400]: Train Loss:0.0011017, Val MRR:0.32815, yago11k
2023-05-11 04:01:27,336 - [INFO] - [E:490| 500]: Train Loss:0.0011017, Val MRR:0.32815, yago11k
2023-05-11 04:03:14,051 - [INFO] - [E:490| 600]: Train Loss:0.0011014, Val MRR:0.32815, yago11k
2023-05-11 04:03:14,051 - [INFO] - [Epoch:490]: Training Loss:0.001101
2023-05-11 04:03:14,352 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 04:03:35,776 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 04:03:56,011 - [INFO] - [Evaluating Epoch 490 valid]:
MRR: Tail : 0.41971, Head : 0.23854, Avg : 0.32912
2023-05-11 04:03:57,134 - [INFO] - [Epoch 490]: Training Loss: 0.0011014, Valid MRR: 0.32912,
2023-05-11 04:03:57,781 - [INFO] - [E:491| 0]: Train Loss:0.0011004, Val MRR:0.32912, yago11k
2023-05-11 04:05:31,988 - [INFO] - [E:491| 100]: Train Loss:0.0011003, Val MRR:0.32912, yago11k
2023-05-11 04:07:16,438 - [INFO] - [E:491| 200]: Train Loss:0.0011005, Val MRR:0.32912, yago11k
2023-05-11 04:09:00,815 - [INFO] - [E:491| 300]: Train Loss:0.0011006, Val MRR:0.32912, yago11k
2023-05-11 04:10:44,887 - [INFO] - [E:491| 400]: Train Loss:0.0011009, Val MRR:0.32912, yago11k
2023-05-11 04:12:28,952 - [INFO] - [E:491| 500]: Train Loss:0.0011011, Val MRR:0.32912, yago11k
2023-05-11 04:14:01,331 - [INFO] - [E:491| 600]: Train Loss:0.0011014, Val MRR:0.32912, yago11k
2023-05-11 04:14:01,331 - [INFO] - [Epoch:491]: Training Loss:0.001101
2023-05-11 04:14:01,674 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 04:14:22,979 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 04:14:44,761 - [INFO] - [Evaluating Epoch 491 valid]:
MRR: Tail : 0.41654, Head : 0.23626, Avg : 0.3264
2023-05-11 04:14:44,761 - [INFO] - [Epoch 491]: Training Loss: 0.0011014, Valid MRR: 0.32912,
2023-05-11 04:14:45,624 - [INFO] - [E:492| 0]: Train Loss:0.0010902, Val MRR:0.32912, yago11k
2023-05-11 04:16:30,227 - [INFO] - [E:492| 100]: Train Loss:0.0011013, Val MRR:0.32912, yago11k
2023-05-11 04:18:15,197 - [INFO] - [E:492| 200]: Train Loss:0.0011022, Val MRR:0.32912, yago11k
2023-05-11 04:20:00,155 - [INFO] - [E:492| 300]: Train Loss:0.0011014, Val MRR:0.32912, yago11k
2023-05-11 04:21:37,258 - [INFO] - [E:492| 400]: Train Loss:0.0011016, Val MRR:0.32912, yago11k
2023-05-11 04:23:17,041 - [INFO] - [E:492| 500]: Train Loss:0.0011016, Val MRR:0.32912, yago11k
2023-05-11 04:25:00,556 - [INFO] - [E:492| 600]: Train Loss:0.0011014, Val MRR:0.32912, yago11k
2023-05-11 04:25:00,556 - [INFO] - [Epoch:492]: Training Loss:0.001101
2023-05-11 04:25:00,958 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 04:25:22,445 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 04:25:43,696 - [INFO] - [Evaluating Epoch 492 valid]:
MRR: Tail : 0.41746, Head : 0.23838, Avg : 0.32792
2023-05-11 04:25:43,696 - [INFO] - [Epoch 492]: Training Loss: 0.0011014, Valid MRR: 0.32912,
2023-05-11 04:25:44,516 - [INFO] - [E:493| 0]: Train Loss:0.0011067, Val MRR:0.32912, yago11k
2023-05-11 04:27:29,500 - [INFO] - [E:493| 100]: Train Loss:0.0011018, Val MRR:0.32912, yago11k
2023-05-11 04:29:14,583 - [INFO] - [E:493| 200]: Train Loss:0.0011017, Val MRR:0.32912, yago11k
2023-05-11 04:30:47,145 - [INFO] - [E:493| 300]: Train Loss:0.0011018, Val MRR:0.32912, yago11k
2023-05-11 04:32:33,128 - [INFO] - [E:493| 400]: Train Loss:0.0011014, Val MRR:0.32912, yago11k
2023-05-11 04:34:17,188 - [INFO] - [E:493| 500]: Train Loss:0.0011015, Val MRR:0.32912, yago11k
2023-05-11 04:36:00,551 - [INFO] - [E:493| 600]: Train Loss:0.0011014, Val MRR:0.32912, yago11k
2023-05-11 04:36:00,552 - [INFO] - [Epoch:493]: Training Loss:0.001101
2023-05-11 04:36:00,898 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 04:36:22,435 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 04:36:44,072 - [INFO] - [Evaluating Epoch 493 valid]:
MRR: Tail : 0.41373, Head : 0.2352, Avg : 0.32447
2023-05-11 04:36:44,072 - [INFO] - [Epoch 493]: Training Loss: 0.0011014, Valid MRR: 0.32912,
2023-05-11 04:36:44,931 - [INFO] - [E:494| 0]: Train Loss:0.0011015, Val MRR:0.32912, yago11k
2023-05-11 04:38:29,947 - [INFO] - [E:494| 100]: Train Loss:0.0011011, Val MRR:0.32912, yago11k
2023-05-11 04:40:02,955 - [INFO] - [E:494| 200]: Train Loss:0.0011008, Val MRR:0.32912, yago11k
2023-05-11 04:41:47,380 - [INFO] - [E:494| 300]: Train Loss:0.0011009, Val MRR:0.32912, yago11k
2023-05-11 04:43:32,254 - [INFO] - [E:494| 400]: Train Loss:0.0011012, Val MRR:0.32912, yago11k
2023-05-11 04:45:16,060 - [INFO] - [E:494| 500]: Train Loss:0.0011013, Val MRR:0.32912, yago11k
2023-05-11 04:46:59,201 - [INFO] - [E:494| 600]: Train Loss:0.0011016, Val MRR:0.32912, yago11k
2023-05-11 04:46:59,201 - [INFO] - [Epoch:494]: Training Loss:0.001102
2023-05-11 04:46:59,519 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 04:47:21,092 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 04:47:42,487 - [INFO] - [Evaluating Epoch 494 valid]:
MRR: Tail : 0.41836, Head : 0.23502, Avg : 0.32669
2023-05-11 04:47:42,487 - [INFO] - [Epoch 494]: Training Loss: 0.0011016, Valid MRR: 0.32912,
2023-05-11 04:47:43,153 - [INFO] - [E:495| 0]: Train Loss:0.0010939, Val MRR:0.32912, yago11k
2023-05-11 04:49:15,980 - [INFO] - [E:495| 100]: Train Loss:0.0011005, Val MRR:0.32912, yago11k
2023-05-11 04:51:00,490 - [INFO] - [E:495| 200]: Train Loss:0.0011015, Val MRR:0.32912, yago11k
2023-05-11 04:52:47,202 - [INFO] - [E:495| 300]: Train Loss:0.0011014, Val MRR:0.32912, yago11k
2023-05-11 04:54:31,303 - [INFO] - [E:495| 400]: Train Loss:0.0011016, Val MRR:0.32912, yago11k
2023-05-11 04:56:15,393 - [INFO] - [E:495| 500]: Train Loss:0.0011015, Val MRR:0.32912, yago11k
2023-05-11 04:57:48,151 - [INFO] - [E:495| 600]: Train Loss:0.0011014, Val MRR:0.32912, yago11k
2023-05-11 04:57:48,151 - [INFO] - [Epoch:495]: Training Loss:0.001101
2023-05-11 04:57:48,658 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 04:58:09,542 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 04:58:30,885 - [INFO] - [Evaluating Epoch 495 valid]:
MRR: Tail : 0.41606, Head : 0.2337, Avg : 0.32488
2023-05-11 04:58:30,886 - [INFO] - [Epoch 495]: Training Loss: 0.0011014, Valid MRR: 0.32912,
2023-05-11 04:58:31,846 - [INFO] - [E:496| 0]: Train Loss:0.001101, Val MRR:0.32912, yago11k
2023-05-11 05:00:16,475 - [INFO] - [E:496| 100]: Train Loss:0.0011024, Val MRR:0.32912, yago11k
2023-05-11 05:02:00,004 - [INFO] - [E:496| 200]: Train Loss:0.0011007, Val MRR:0.32912, yago11k
2023-05-11 05:03:44,905 - [INFO] - [E:496| 300]: Train Loss:0.001101, Val MRR:0.32912, yago11k
2023-05-11 05:05:22,467 - [INFO] - [E:496| 400]: Train Loss:0.0011008, Val MRR:0.32912, yago11k
2023-05-11 05:07:08,424 - [INFO] - [E:496| 500]: Train Loss:0.0011008, Val MRR:0.32912, yago11k
2023-05-11 05:08:52,463 - [INFO] - [E:496| 600]: Train Loss:0.0011013, Val MRR:0.32912, yago11k
2023-05-11 05:08:52,463 - [INFO] - [Epoch:496]: Training Loss:0.001101
2023-05-11 05:08:52,830 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 05:09:14,346 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 05:09:35,844 - [INFO] - [Evaluating Epoch 496 valid]:
MRR: Tail : 0.4141, Head : 0.23445, Avg : 0.32427
2023-05-11 05:09:35,844 - [INFO] - [Epoch 496]: Training Loss: 0.0011013, Valid MRR: 0.32912,
2023-05-11 05:09:37,039 - [INFO] - [E:497| 0]: Train Loss:0.0011004, Val MRR:0.32912, yago11k
2023-05-11 05:11:25,871 - [INFO] - [E:497| 100]: Train Loss:0.0010988, Val MRR:0.32912, yago11k
2023-05-11 05:13:25,356 - [INFO] - [E:497| 200]: Train Loss:0.0011001, Val MRR:0.32912, yago11k
2023-05-11 05:15:12,313 - [INFO] - [E:497| 300]: Train Loss:0.0011002, Val MRR:0.32912, yago11k
2023-05-11 05:16:50,263 - [INFO] - [E:497| 400]: Train Loss:0.0011006, Val MRR:0.32912, yago11k
2023-05-11 05:18:35,266 - [INFO] - [E:497| 500]: Train Loss:0.0011012, Val MRR:0.32912, yago11k
2023-05-11 05:20:18,911 - [INFO] - [E:497| 600]: Train Loss:0.0011013, Val MRR:0.32912, yago11k
2023-05-11 05:20:18,911 - [INFO] - [Epoch:497]: Training Loss:0.001101
2023-05-11 05:20:19,292 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 05:20:41,138 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 05:21:02,760 - [INFO] - [Evaluating Epoch 497 valid]:
MRR: Tail : 0.41439, Head : 0.23709, Avg : 0.32574
2023-05-11 05:21:02,760 - [INFO] - [Epoch 497]: Training Loss: 0.0011013, Valid MRR: 0.32912,
2023-05-11 05:21:03,749 - [INFO] - [E:498| 0]: Train Loss:0.0011093, Val MRR:0.32912, yago11k
2023-05-11 05:22:48,738 - [INFO] - [E:498| 100]: Train Loss:0.0011013, Val MRR:0.32912, yago11k
2023-05-11 05:24:32,952 - [INFO] - [E:498| 200]: Train Loss:0.0011004, Val MRR:0.32912, yago11k
2023-05-11 05:26:05,447 - [INFO] - [E:498| 300]: Train Loss:0.0011003, Val MRR:0.32912, yago11k
2023-05-11 05:27:50,192 - [INFO] - [E:498| 400]: Train Loss:0.0011006, Val MRR:0.32912, yago11k
2023-05-11 05:29:34,450 - [INFO] - [E:498| 500]: Train Loss:0.0011005, Val MRR:0.32912, yago11k
2023-05-11 05:31:17,980 - [INFO] - [E:498| 600]: Train Loss:0.0011011, Val MRR:0.32912, yago11k
2023-05-11 05:31:17,981 - [INFO] - [Epoch:498]: Training Loss:0.001101
2023-05-11 05:31:18,499 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 05:31:39,692 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 05:32:01,104 - [INFO] - [Evaluating Epoch 498 valid]:
MRR: Tail : 0.41261, Head : 0.23554, Avg : 0.32408
2023-05-11 05:32:01,104 - [INFO] - [Epoch 498]: Training Loss: 0.0011011, Valid MRR: 0.32912,
2023-05-11 05:32:02,286 - [INFO] - [E:499| 0]: Train Loss:0.0011021, Val MRR:0.32912, yago11k
2023-05-11 05:33:40,920 - [INFO] - [E:499| 100]: Train Loss:0.0010999, Val MRR:0.32912, yago11k
2023-05-11 05:35:20,163 - [INFO] - [E:499| 200]: Train Loss:0.0010994, Val MRR:0.32912, yago11k
2023-05-11 05:37:04,793 - [INFO] - [E:499| 300]: Train Loss:0.0010996, Val MRR:0.32912, yago11k
2023-05-11 05:38:49,498 - [INFO] - [E:499| 400]: Train Loss:0.0010997, Val MRR:0.32912, yago11k
2023-05-11 05:40:34,506 - [INFO] - [E:499| 500]: Train Loss:0.0011001, Val MRR:0.32912, yago11k
2023-05-11 05:42:20,211 - [INFO] - [E:499| 600]: Train Loss:0.0011008, Val MRR:0.32912, yago11k
2023-05-11 05:42:20,211 - [INFO] - [Epoch:499]: Training Loss:0.001101
2023-05-11 05:42:20,611 - [INFO] - [Valid, Tail_Batch Step 0] yago11k
2023-05-11 05:42:34,667 - [INFO] - [Valid, Head_Batch Step 0] yago11k
2023-05-11 05:42:48,708 - [INFO] - [Evaluating Epoch 499 valid]:
MRR: Tail : 0.41282, Head : 0.23554, Avg : 0.32418
MR: Tail : 690.63, Head : 1039.3, Avg : 864.99
Hit-1: Tail : 0.32676, Head : 0.19422, Avg : 0.26049
Hit-3: Tail : 0.45096, Head : 0.23312, Avg : 0.34204
Hit-10: Tail : 0.58766, Head : 0.31578, Avg : 0.45172
2023-05-11 05:42:48,709 - [INFO] - [Epoch 499]: Training Loss: 0.0011008, Valid MRR: 0.32912,
2023-05-11 05:42:48,709 - [INFO] - Loading best model, evaluating on test data
2023-05-11 05:42:50,265 - [INFO] - [Test, Tail_Batch Step 0] yago11k
2023-05-11 05:43:11,044 - [INFO] - [Test, Head_Batch Step 0] yago11k
2023-05-11 05:43:31,321 - [INFO] - [Evaluating Epoch 0 test]:
MRR: Tail : 0.35254, Head : 0.20402, Avg : 0.27828
MR: Tail : 752.02, Head : 1142.1, Avg : 947.06
Hit-1: Tail : 0.2669, Head : 0.1582, Avg : 0.21255
Hit-3: Tail : 0.38443, Head : 0.20538, Avg : 0.29491
Hit-10: Tail : 0.51845, Head : 0.29556, Avg : 0.40701
main.py:414: UserWarning: where received a uint8 condition tensor. This behavior is deprecated and will be removed in a future version of PyTorch. Use a boolean condition instead. (Triggered internally at ../aten/src/ATen/native/TensorCompare.cpp:402.)
pred = torch.where(label.byte(), torch.zeros_like(pred), pred)