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update viz util

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This commit is contained in:
Cong Thanh Vu
2023-06-24 02:59:32 +00:00
parent 53443a4026
commit 45ce0c995b
73 changed files with 1374675 additions and 304886 deletions
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run_log/icews14/0.00001.log
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run_log/icews14/0.00003.log
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run_log/icews14/0.0001.out
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run_log/icews14/0.001.log
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run_log/wikidata12k/0.001.log
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nohup: ignoring input
2023-05-27 04:41:18,497 - [INFO] - {'dataset': 'wikidata12k', 'name': 'wikidata12k_0.001', 'gpu': '3', 'train_strategy': 'one_to_n', 'opt': 'adam', 'neg_num': 1000, 'batch_size': 128, 'l2': 0.0, 'lr': 0.001, '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, 'grid_search': False}
{'batch_size': 128,
'bias': False,
'config_dir': './config/',
'dataset': 'wikidata12k',
'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',
'grid_search': False,
'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': 0.001,
'max_epochs': 500,
'mixer_depth': 16,
'mixer_dim': 256,
'mixer_dropout': 0.2,
'name': 'wikidata12k_0.001',
'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'}
2023-05-27 04:41:28,635 - [INFO] - [E:0| 0]: Train Loss:0.69813, Val MRR:0.0, wikidata12k_0.001
2023-05-27 04:42:32,570 - [INFO] - [E:0| 100]: Train Loss:0.053587, Val MRR:0.0, wikidata12k_0.001
2023-05-27 04:43:36,618 - [INFO] - [E:0| 200]: Train Loss:0.028724, Val MRR:0.0, wikidata12k_0.001
2023-05-27 04:44:40,687 - [INFO] - [E:0| 300]: Train Loss:0.020033, Val MRR:0.0, wikidata12k_0.001
2023-05-27 04:45:44,799 - [INFO] - [E:0| 400]: Train Loss:0.015589, Val MRR:0.0, wikidata12k_0.001
2023-05-27 04:46:48,901 - [INFO] - [E:0| 500]: Train Loss:0.012878, Val MRR:0.0, wikidata12k_0.001
2023-05-27 04:47:53,124 - [INFO] - [E:0| 600]: Train Loss:0.011054, Val MRR:0.0, wikidata12k_0.001
2023-05-27 04:48:57,224 - [INFO] - [E:0| 700]: Train Loss:0.0097532, Val MRR:0.0, wikidata12k_0.001
2023-05-27 04:50:01,352 - [INFO] - [E:0| 800]: Train Loss:0.008763, Val MRR:0.0, wikidata12k_0.001
2023-05-27 04:51:05,445 - [INFO] - [E:0| 900]: Train Loss:0.0079929, Val MRR:0.0, wikidata12k_0.001
2023-05-27 04:52:09,559 - [INFO] - [E:0| 1000]: Train Loss:0.0073745, Val MRR:0.0, wikidata12k_0.001
2023-05-27 04:53:13,624 - [INFO] - [E:0| 1100]: Train Loss:0.0068693, Val MRR:0.0, wikidata12k_0.001
2023-05-27 04:54:17,823 - [INFO] - [E:0| 1200]: Train Loss:0.0064497, Val MRR:0.0, wikidata12k_0.001
2023-05-27 04:55:21,967 - [INFO] - [E:0| 1300]: Train Loss:0.0060945, Val MRR:0.0, wikidata12k_0.001
2023-05-27 04:56:26,129 - [INFO] - [E:0| 1400]: Train Loss:0.0057879, Val MRR:0.0, wikidata12k_0.001
2023-05-27 04:57:30,256 - [INFO] - [E:0| 1500]: Train Loss:0.0055195, Val MRR:0.0, wikidata12k_0.001
2023-05-27 04:58:34,350 - [INFO] - [E:0| 1600]: Train Loss:0.0052845, Val MRR:0.0, wikidata12k_0.001
2023-05-27 04:59:16,259 - [INFO] - [Epoch:0]: Training Loss:0.005147
2023-05-27 04:59:16,481 - [INFO] - [Valid, Tail_Batch Step 0] wikidata12k_0.001
2023-05-27 04:59:38,187 - [INFO] - [Valid, Tail_Batch Step 100] wikidata12k_0.001
2023-05-27 04:59:50,745 - [INFO] - [Valid, Head_Batch Step 0] wikidata12k_0.001
2023-05-27 05:00:12,609 - [INFO] - [Valid, Head_Batch Step 100] wikidata12k_0.001
2023-05-27 05:00:25,062 - [INFO] - [Evaluating Epoch 0 valid]:
MRR: Tail : 0.08049, Head : 0.01947, Avg : 0.04998
2023-05-27 05:00:26,469 - [INFO] - [Epoch 0]: Training Loss: 0.0051469, Valid MRR: 0.04998,
2023-05-27 05:00:27,127 - [INFO] - [E:1| 0]: Train Loss:0.0016275, Val MRR:0.04998, wikidata12k_0.001
2023-05-27 05:01:31,277 - [INFO] - [E:1| 100]: Train Loss:0.0017991, Val MRR:0.04998, wikidata12k_0.001
2023-05-27 05:02:35,390 - [INFO] - [E:1| 200]: Train Loss:0.0017846, Val MRR:0.04998, wikidata12k_0.001
2023-05-27 05:03:39,590 - [INFO] - [E:1| 300]: Train Loss:0.0017789, Val MRR:0.04998, wikidata12k_0.001
2023-05-27 05:04:43,748 - [INFO] - [E:1| 400]: Train Loss:0.001772, Val MRR:0.04998, wikidata12k_0.001
2023-05-27 05:05:47,967 - [INFO] - [E:1| 500]: Train Loss:0.0017692, Val MRR:0.04998, wikidata12k_0.001
2023-05-27 05:06:52,036 - [INFO] - [E:1| 600]: Train Loss:0.0017597, Val MRR:0.04998, wikidata12k_0.001
2023-05-27 05:07:56,215 - [INFO] - [E:1| 700]: Train Loss:0.0017589, Val MRR:0.04998, wikidata12k_0.001
2023-05-27 05:09:00,363 - [INFO] - [E:1| 800]: Train Loss:0.0017555, Val MRR:0.04998, wikidata12k_0.001
2023-05-27 05:10:04,516 - [INFO] - [E:1| 900]: Train Loss:0.0017507, Val MRR:0.04998, wikidata12k_0.001
2023-05-27 05:11:08,719 - [INFO] - [E:1| 1000]: Train Loss:0.0017476, Val MRR:0.04998, wikidata12k_0.001
2023-05-27 05:12:12,940 - [INFO] - [E:1| 1100]: Train Loss:0.0017427, Val MRR:0.04998, wikidata12k_0.001
2023-05-27 05:13:17,076 - [INFO] - [E:1| 1200]: Train Loss:0.0017384, Val MRR:0.04998, wikidata12k_0.001
2023-05-27 05:14:21,295 - [INFO] - [E:1| 1300]: Train Loss:0.0017345, Val MRR:0.04998, wikidata12k_0.001
2023-05-27 05:15:25,462 - [INFO] - [E:1| 1400]: Train Loss:0.0017307, Val MRR:0.04998, wikidata12k_0.001
2023-05-27 05:16:29,614 - [INFO] - [E:1| 1500]: Train Loss:0.0017243, Val MRR:0.04998, wikidata12k_0.001
2023-05-27 05:17:33,705 - [INFO] - [E:1| 1600]: Train Loss:0.001719, Val MRR:0.04998, wikidata12k_0.001
2023-05-27 05:18:15,618 - [INFO] - [Epoch:1]: Training Loss:0.001714
2023-05-27 05:18:15,839 - [INFO] - [Valid, Tail_Batch Step 0] wikidata12k_0.001
2023-05-27 05:18:37,583 - [INFO] - [Valid, Tail_Batch Step 100] wikidata12k_0.001
2023-05-27 05:18:50,191 - [INFO] - [Valid, Head_Batch Step 0] wikidata12k_0.001
2023-05-27 05:19:12,067 - [INFO] - [Valid, Head_Batch Step 100] wikidata12k_0.001
2023-05-27 05:19:24,503 - [INFO] - [Evaluating Epoch 1 valid]:
MRR: Tail : 0.1748, Head : 0.04108, Avg : 0.10794
2023-05-27 05:19:25,566 - [INFO] - [Epoch 1]: Training Loss: 0.0017143, Valid MRR: 0.10794,
2023-05-27 05:19:26,219 - [INFO] - [E:2| 0]: Train Loss:0.0016961, Val MRR:0.10794, wikidata12k_0.001
2023-05-27 05:20:30,344 - [INFO] - [E:2| 100]: Train Loss:0.0016227, Val MRR:0.10794, wikidata12k_0.001
2023-05-27 05:21:34,535 - [INFO] - [E:2| 200]: Train Loss:0.0016161, Val MRR:0.10794, wikidata12k_0.001
2023-05-27 05:22:38,770 - [INFO] - [E:2| 300]: Train Loss:0.0016161, Val MRR:0.10794, wikidata12k_0.001
2023-05-27 05:23:43,004 - [INFO] - [E:2| 400]: Train Loss:0.0016106, Val MRR:0.10794, wikidata12k_0.001
2023-05-27 05:24:47,137 - [INFO] - [E:2| 500]: Train Loss:0.0016058, Val MRR:0.10794, wikidata12k_0.001
2023-05-27 05:25:51,362 - [INFO] - [E:2| 600]: Train Loss:0.0016067, Val MRR:0.10794, wikidata12k_0.001
2023-05-27 05:26:55,499 - [INFO] - [E:2| 700]: Train Loss:0.0016013, Val MRR:0.10794, wikidata12k_0.001
2023-05-27 05:27:59,761 - [INFO] - [E:2| 800]: Train Loss:0.0015978, Val MRR:0.10794, wikidata12k_0.001
2023-05-27 05:29:03,935 - [INFO] - [E:2| 900]: Train Loss:0.0015935, Val MRR:0.10794, wikidata12k_0.001
2023-05-27 05:30:08,210 - [INFO] - [E:2| 1000]: Train Loss:0.0015896, Val MRR:0.10794, wikidata12k_0.001
2023-05-27 05:31:12,398 - [INFO] - [E:2| 1100]: Train Loss:0.0015856, Val MRR:0.10794, wikidata12k_0.001
2023-05-27 05:32:16,608 - [INFO] - [E:2| 1200]: Train Loss:0.0015814, Val MRR:0.10794, wikidata12k_0.001
2023-05-27 05:33:20,836 - [INFO] - [E:2| 1300]: Train Loss:0.0015758, Val MRR:0.10794, wikidata12k_0.001
2023-05-27 05:34:25,014 - [INFO] - [E:2| 1400]: Train Loss:0.001571, Val MRR:0.10794, wikidata12k_0.001
2023-05-27 05:35:29,265 - [INFO] - [E:2| 1500]: Train Loss:0.001565, Val MRR:0.10794, wikidata12k_0.001
2023-05-27 05:36:33,450 - [INFO] - [E:2| 1600]: Train Loss:0.0015589, Val MRR:0.10794, wikidata12k_0.001
2023-05-27 05:37:15,383 - [INFO] - [Epoch:2]: Training Loss:0.001556
2023-05-27 05:37:15,603 - [INFO] - [Valid, Tail_Batch Step 0] wikidata12k_0.001
2023-05-27 05:37:37,308 - [INFO] - [Valid, Tail_Batch Step 100] wikidata12k_0.001
2023-05-27 05:37:49,874 - [INFO] - [Valid, Head_Batch Step 0] wikidata12k_0.001
2023-05-27 05:38:11,738 - [INFO] - [Valid, Head_Batch Step 100] wikidata12k_0.001
2023-05-27 05:38:24,173 - [INFO] - [Evaluating Epoch 2 valid]:
MRR: Tail : 0.28305, Head : 0.07818, Avg : 0.18062
2023-05-27 05:38:25,157 - [INFO] - [Epoch 2]: Training Loss: 0.001556, Valid MRR: 0.18062,
2023-05-27 05:38:25,813 - [INFO] - [E:3| 0]: Train Loss:0.0013897, Val MRR:0.18062, wikidata12k_0.001
2023-05-27 05:39:30,024 - [INFO] - [E:3| 100]: Train Loss:0.0014599, Val MRR:0.18062, wikidata12k_0.001
2023-05-27 05:40:34,122 - [INFO] - [E:3| 200]: Train Loss:0.0014516, Val MRR:0.18062, wikidata12k_0.001
2023-05-27 05:41:38,261 - [INFO] - [E:3| 300]: Train Loss:0.0014552, Val MRR:0.18062, wikidata12k_0.001
2023-05-27 05:42:42,459 - [INFO] - [E:3| 400]: Train Loss:0.0014541, Val MRR:0.18062, wikidata12k_0.001
2023-05-27 05:43:46,707 - [INFO] - [E:3| 500]: Train Loss:0.0014521, Val MRR:0.18062, wikidata12k_0.001
2023-05-27 05:44:50,829 - [INFO] - [E:3| 600]: Train Loss:0.0014476, Val MRR:0.18062, wikidata12k_0.001
2023-05-27 05:45:54,979 - [INFO] - [E:3| 700]: Train Loss:0.0014439, Val MRR:0.18062, wikidata12k_0.001
2023-05-27 05:46:59,115 - [INFO] - [E:3| 800]: Train Loss:0.0014396, Val MRR:0.18062, wikidata12k_0.001
2023-05-27 05:48:03,341 - [INFO] - [E:3| 900]: Train Loss:0.0014367, Val MRR:0.18062, wikidata12k_0.001
2023-05-27 05:49:07,419 - [INFO] - [E:3| 1000]: Train Loss:0.0014329, Val MRR:0.18062, wikidata12k_0.001
2023-05-27 05:50:11,647 - [INFO] - [E:3| 1100]: Train Loss:0.0014308, Val MRR:0.18062, wikidata12k_0.001
2023-05-27 05:51:15,783 - [INFO] - [E:3| 1200]: Train Loss:0.0014276, Val MRR:0.18062, wikidata12k_0.001
2023-05-27 05:52:19,915 - [INFO] - [E:3| 1300]: Train Loss:0.0014245, Val MRR:0.18062, wikidata12k_0.001
2023-05-27 05:53:24,121 - [INFO] - [E:3| 1400]: Train Loss:0.0014212, Val MRR:0.18062, wikidata12k_0.001
2023-05-27 05:54:28,236 - [INFO] - [E:3| 1500]: Train Loss:0.0014184, Val MRR:0.18062, wikidata12k_0.001
2023-05-27 05:55:32,482 - [INFO] - [E:3| 1600]: Train Loss:0.0014147, Val MRR:0.18062, wikidata12k_0.001
2023-05-27 05:56:14,438 - [INFO] - [Epoch:3]: Training Loss:0.001413
2023-05-27 05:56:14,658 - [INFO] - [Valid, Tail_Batch Step 0] wikidata12k_0.001
2023-05-27 05:56:36,372 - [INFO] - [Valid, Tail_Batch Step 100] wikidata12k_0.001
2023-05-27 05:56:48,954 - [INFO] - [Valid, Head_Batch Step 0] wikidata12k_0.001
2023-05-27 05:57:10,881 - [INFO] - [Valid, Head_Batch Step 100] wikidata12k_0.001
2023-05-27 05:57:23,328 - [INFO] - [Evaluating Epoch 3 valid]:
MRR: Tail : 0.31549, Head : 0.09979, Avg : 0.20764
2023-05-27 05:57:24,420 - [INFO] - [Epoch 3]: Training Loss: 0.001413, Valid MRR: 0.20764,
2023-05-27 05:57:25,077 - [INFO] - [E:4| 0]: Train Loss:0.0014323, Val MRR:0.20764, wikidata12k_0.001
2023-05-27 05:58:29,238 - [INFO] - [E:4| 100]: Train Loss:0.0013524, Val MRR:0.20764, wikidata12k_0.001
2023-05-27 05:59:33,410 - [INFO] - [E:4| 200]: Train Loss:0.0013439, Val MRR:0.20764, wikidata12k_0.001
2023-05-27 06:00:37,566 - [INFO] - [E:4| 300]: Train Loss:0.0013507, Val MRR:0.20764, wikidata12k_0.001
2023-05-27 06:01:41,692 - [INFO] - [E:4| 400]: Train Loss:0.0013525, Val MRR:0.20764, wikidata12k_0.001
2023-05-27 06:02:45,877 - [INFO] - [E:4| 500]: Train Loss:0.0013497, Val MRR:0.20764, wikidata12k_0.001
2023-05-27 06:03:50,088 - [INFO] - [E:4| 600]: Train Loss:0.0013468, Val MRR:0.20764, wikidata12k_0.001
2023-05-27 06:04:54,238 - [INFO] - [E:4| 700]: Train Loss:0.0013447, Val MRR:0.20764, wikidata12k_0.001
2023-05-27 06:05:58,490 - [INFO] - [E:4| 800]: Train Loss:0.0013417, Val MRR:0.20764, wikidata12k_0.001
2023-05-27 06:07:02,645 - [INFO] - [E:4| 900]: Train Loss:0.001339, Val MRR:0.20764, wikidata12k_0.001
2023-05-27 06:08:06,755 - [INFO] - [E:4| 1000]: Train Loss:0.0013377, Val MRR:0.20764, wikidata12k_0.001
2023-05-27 06:09:10,902 - [INFO] - [E:4| 1100]: Train Loss:0.0013348, Val MRR:0.20764, wikidata12k_0.001
2023-05-27 06:10:15,038 - [INFO] - [E:4| 1200]: Train Loss:0.0013326, Val MRR:0.20764, wikidata12k_0.001
2023-05-27 06:11:19,143 - [INFO] - [E:4| 1300]: Train Loss:0.0013302, Val MRR:0.20764, wikidata12k_0.001
2023-05-27 06:12:23,347 - [INFO] - [E:4| 1400]: Train Loss:0.0013283, Val MRR:0.20764, wikidata12k_0.001
2023-05-27 06:13:27,477 - [INFO] - [E:4| 1500]: Train Loss:0.0013269, Val MRR:0.20764, wikidata12k_0.001
2023-05-27 06:14:31,542 - [INFO] - [E:4| 1600]: Train Loss:0.0013247, Val MRR:0.20764, wikidata12k_0.001
2023-05-27 06:15:13,457 - [INFO] - [Epoch:4]: Training Loss:0.001323
2023-05-27 06:15:13,677 - [INFO] - [Valid, Tail_Batch Step 0] wikidata12k_0.001
2023-05-27 06:15:35,362 - [INFO] - [Valid, Tail_Batch Step 100] wikidata12k_0.001
2023-05-27 06:15:47,916 - [INFO] - [Valid, Head_Batch Step 0] wikidata12k_0.001
2023-05-27 06:16:09,784 - [INFO] - [Valid, Head_Batch Step 100] wikidata12k_0.001
2023-05-27 06:16:22,221 - [INFO] - [Evaluating Epoch 4 valid]:
MRR: Tail : 0.36022, Head : 0.1037, Avg : 0.23196
2023-05-27 06:16:23,220 - [INFO] - [Epoch 4]: Training Loss: 0.0013235, Valid MRR: 0.23196,
2023-05-27 06:16:23,875 - [INFO] - [E:5| 0]: Train Loss:0.0013387, Val MRR:0.23196, wikidata12k_0.001
2023-05-27 06:17:28,154 - [INFO] - [E:5| 100]: Train Loss:0.0012781, Val MRR:0.23196, wikidata12k_0.001
2023-05-27 06:18:32,286 - [INFO] - [E:5| 200]: Train Loss:0.0012786, Val MRR:0.23196, wikidata12k_0.001
2023-05-27 06:19:36,495 - [INFO] - [E:5| 300]: Train Loss:0.0012809, Val MRR:0.23196, wikidata12k_0.001
2023-05-27 06:20:40,588 - [INFO] - [E:5| 400]: Train Loss:0.0012857, Val MRR:0.23196, wikidata12k_0.001
2023-05-27 06:21:44,792 - [INFO] - [E:5| 500]: Train Loss:0.0012853, Val MRR:0.23196, wikidata12k_0.001
2023-05-27 06:22:49,006 - [INFO] - [E:5| 600]: Train Loss:0.0012833, Val MRR:0.23196, wikidata12k_0.001
2023-05-27 06:23:53,190 - [INFO] - [E:5| 700]: Train Loss:0.0012812, Val MRR:0.23196, wikidata12k_0.001
2023-05-27 06:24:57,311 - [INFO] - [E:5| 800]: Train Loss:0.0012813, Val MRR:0.23196, wikidata12k_0.001
2023-05-27 06:26:01,510 - [INFO] - [E:5| 900]: Train Loss:0.0012801, Val MRR:0.23196, wikidata12k_0.001
2023-05-27 06:27:05,756 - [INFO] - [E:5| 1000]: Train Loss:0.0012789, Val MRR:0.23196, wikidata12k_0.001
2023-05-27 06:28:09,936 - [INFO] - [E:5| 1100]: Train Loss:0.0012769, Val MRR:0.23196, wikidata12k_0.001
2023-05-27 06:29:14,145 - [INFO] - [E:5| 1200]: Train Loss:0.0012746, Val MRR:0.23196, wikidata12k_0.001
2023-05-27 06:30:18,293 - [INFO] - [E:5| 1300]: Train Loss:0.0012721, Val MRR:0.23196, wikidata12k_0.001
2023-05-27 06:31:22,538 - [INFO] - [E:5| 1400]: Train Loss:0.0012703, Val MRR:0.23196, wikidata12k_0.001
2023-05-27 06:32:26,694 - [INFO] - [E:5| 1500]: Train Loss:0.0012689, Val MRR:0.23196, wikidata12k_0.001
2023-05-27 06:33:30,913 - [INFO] - [E:5| 1600]: Train Loss:0.0012677, Val MRR:0.23196, wikidata12k_0.001
2023-05-27 06:34:12,771 - [INFO] - [Epoch:5]: Training Loss:0.001267
2023-05-27 06:34:12,992 - [INFO] - [Valid, Tail_Batch Step 0] wikidata12k_0.001
2023-05-27 06:34:34,725 - [INFO] - [Valid, Tail_Batch Step 100] wikidata12k_0.001
2023-05-27 06:34:47,309 - [INFO] - [Valid, Head_Batch Step 0] wikidata12k_0.001
2023-05-27 06:35:09,233 - [INFO] - [Valid, Head_Batch Step 100] wikidata12k_0.001
2023-05-27 06:35:21,676 - [INFO] - [Evaluating Epoch 5 valid]:
MRR: Tail : 0.39017, Head : 0.12832, Avg : 0.25924
2023-05-27 06:35:22,811 - [INFO] - [Epoch 5]: Training Loss: 0.0012668, Valid MRR: 0.25924,
2023-05-27 06:35:23,469 - [INFO] - [E:6| 0]: Train Loss:0.0011894, Val MRR:0.25924, wikidata12k_0.001
2023-05-27 06:36:27,594 - [INFO] - [E:6| 100]: Train Loss:0.0012342, Val MRR:0.25924, wikidata12k_0.001
2023-05-27 06:37:31,786 - [INFO] - [E:6| 200]: Train Loss:0.0012378, Val MRR:0.25924, wikidata12k_0.001
2023-05-27 06:38:35,956 - [INFO] - [E:6| 300]: Train Loss:0.0012388, Val MRR:0.25924, wikidata12k_0.001
2023-05-27 06:39:40,226 - [INFO] - [E:6| 400]: Train Loss:0.0012378, Val MRR:0.25924, wikidata12k_0.001
2023-05-27 06:40:44,423 - [INFO] - [E:6| 500]: Train Loss:0.0012438, Val MRR:0.25924, wikidata12k_0.001
2023-05-27 06:41:48,645 - [INFO] - [E:6| 600]: Train Loss:0.0012421, Val MRR:0.25924, wikidata12k_0.001
2023-05-27 06:42:52,773 - [INFO] - [E:6| 700]: Train Loss:0.0012408, Val MRR:0.25924, wikidata12k_0.001
2023-05-27 06:43:56,948 - [INFO] - [E:6| 800]: Train Loss:0.0012416, Val MRR:0.25924, wikidata12k_0.001
2023-05-27 06:45:01,063 - [INFO] - [E:6| 900]: Train Loss:0.001242, Val MRR:0.25924, wikidata12k_0.001
2023-05-27 06:46:05,216 - [INFO] - [E:6| 1000]: Train Loss:0.0012397, Val MRR:0.25924, wikidata12k_0.001
2023-05-27 06:47:09,350 - [INFO] - [E:6| 1100]: Train Loss:0.0012386, Val MRR:0.25924, wikidata12k_0.001
2023-05-27 06:48:13,445 - [INFO] - [E:6| 1200]: Train Loss:0.0012373, Val MRR:0.25924, wikidata12k_0.001
2023-05-27 06:49:17,622 - [INFO] - [E:6| 1300]: Train Loss:0.0012363, Val MRR:0.25924, wikidata12k_0.001
2023-05-27 06:50:21,832 - [INFO] - [E:6| 1400]: Train Loss:0.0012346, Val MRR:0.25924, wikidata12k_0.001
2023-05-27 06:51:26,056 - [INFO] - [E:6| 1500]: Train Loss:0.0012342, Val MRR:0.25924, wikidata12k_0.001
2023-05-27 06:52:30,214 - [INFO] - [E:6| 1600]: Train Loss:0.001233, Val MRR:0.25924, wikidata12k_0.001
2023-05-27 06:53:12,160 - [INFO] - [Epoch:6]: Training Loss:0.001232
2023-05-27 06:53:12,380 - [INFO] - [Valid, Tail_Batch Step 0] wikidata12k_0.001
2023-05-27 06:53:34,088 - [INFO] - [Valid, Tail_Batch Step 100] wikidata12k_0.001
2023-05-27 06:53:46,650 - [INFO] - [Valid, Head_Batch Step 0] wikidata12k_0.001
2023-05-27 06:54:08,519 - [INFO] - [Valid, Head_Batch Step 100] wikidata12k_0.001
2023-05-27 06:54:20,952 - [INFO] - [Evaluating Epoch 6 valid]:
MRR: Tail : 0.37877, Head : 0.18554, Avg : 0.28215
2023-05-27 06:54:22,025 - [INFO] - [Epoch 6]: Training Loss: 0.0012324, Valid MRR: 0.28215,
2023-05-27 06:54:22,682 - [INFO] - [E:7| 0]: Train Loss:0.0011315, Val MRR:0.28215, wikidata12k_0.001
2023-05-27 06:55:26,826 - [INFO] - [E:7| 100]: Train Loss:0.001205, Val MRR:0.28215, wikidata12k_0.001
2023-05-27 06:56:30,996 - [INFO] - [E:7| 200]: Train Loss:0.0012037, Val MRR:0.28215, wikidata12k_0.001
2023-05-27 06:57:35,173 - [INFO] - [E:7| 300]: Train Loss:0.0012034, Val MRR:0.28215, wikidata12k_0.001
2023-05-27 06:58:39,365 - [INFO] - [E:7| 400]: Train Loss:0.0012073, Val MRR:0.28215, wikidata12k_0.001
2023-05-27 06:59:43,659 - [INFO] - [E:7| 500]: Train Loss:0.0012094, Val MRR:0.28215, wikidata12k_0.001
2023-05-27 07:00:47,839 - [INFO] - [E:7| 600]: Train Loss:0.0012093, Val MRR:0.28215, wikidata12k_0.001
2023-05-27 07:01:51,994 - [INFO] - [E:7| 700]: Train Loss:0.0012077, Val MRR:0.28215, wikidata12k_0.001
2023-05-27 07:02:56,159 - [INFO] - [E:7| 800]: Train Loss:0.0012085, Val MRR:0.28215, wikidata12k_0.001
2023-05-27 07:04:00,272 - [INFO] - [E:7| 900]: Train Loss:0.0012086, Val MRR:0.28215, wikidata12k_0.001
2023-05-27 07:05:04,432 - [INFO] - [E:7| 1000]: Train Loss:0.0012104, Val MRR:0.28215, wikidata12k_0.001
2023-05-27 07:06:08,565 - [INFO] - [E:7| 1100]: Train Loss:0.00121, Val MRR:0.28215, wikidata12k_0.001
2023-05-27 07:07:12,766 - [INFO] - [E:7| 1200]: Train Loss:0.0012097, Val MRR:0.28215, wikidata12k_0.001
2023-05-27 07:08:16,920 - [INFO] - [E:7| 1300]: Train Loss:0.0012101, Val MRR:0.28215, wikidata12k_0.001
2023-05-27 07:09:21,081 - [INFO] - [E:7| 1400]: Train Loss:0.0012095, Val MRR:0.28215, wikidata12k_0.001
2023-05-27 07:10:25,247 - [INFO] - [E:7| 1500]: Train Loss:0.0012082, Val MRR:0.28215, wikidata12k_0.001
2023-05-27 07:11:29,494 - [INFO] - [E:7| 1600]: Train Loss:0.0012075, Val MRR:0.28215, wikidata12k_0.001
2023-05-27 07:12:11,381 - [INFO] - [Epoch:7]: Training Loss:0.001208
2023-05-27 07:12:11,602 - [INFO] - [Valid, Tail_Batch Step 0] wikidata12k_0.001
2023-05-27 07:12:33,359 - [INFO] - [Valid, Tail_Batch Step 100] wikidata12k_0.001
2023-05-27 07:12:45,946 - [INFO] - [Valid, Head_Batch Step 0] wikidata12k_0.001
2023-05-27 07:13:07,852 - [INFO] - [Valid, Head_Batch Step 100] wikidata12k_0.001
2023-05-27 07:13:20,334 - [INFO] - [Evaluating Epoch 7 valid]:
MRR: Tail : 0.40626, Head : 0.21375, Avg : 0.31001
2023-05-27 07:13:21,326 - [INFO] - [Epoch 7]: Training Loss: 0.0012077, Valid MRR: 0.31001,
2023-05-27 07:13:21,980 - [INFO] - [E:8| 0]: Train Loss:0.0012363, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:14:26,096 - [INFO] - [E:8| 100]: Train Loss:0.0011868, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:15:30,354 - [INFO] - [E:8| 200]: Train Loss:0.0011847, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:16:34,466 - [INFO] - [E:8| 300]: Train Loss:0.0011814, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:17:38,565 - [INFO] - [E:8| 400]: Train Loss:0.0011847, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:18:42,799 - [INFO] - [E:8| 500]: Train Loss:0.0011887, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:19:46,964 - [INFO] - [E:8| 600]: Train Loss:0.0011901, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:20:51,144 - [INFO] - [E:8| 700]: Train Loss:0.0011897, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:21:55,282 - [INFO] - [E:8| 800]: Train Loss:0.0011913, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:22:59,411 - [INFO] - [E:8| 900]: Train Loss:0.0011918, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:24:03,538 - [INFO] - [E:8| 1000]: Train Loss:0.0011908, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:25:07,761 - [INFO] - [E:8| 1100]: Train Loss:0.0011915, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:26:11,872 - [INFO] - [E:8| 1200]: Train Loss:0.0011925, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:27:16,041 - [INFO] - [E:8| 1300]: Train Loss:0.0011918, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:28:20,210 - [INFO] - [E:8| 1400]: Train Loss:0.0011905, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:29:24,336 - [INFO] - [E:8| 1500]: Train Loss:0.0011898, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:30:28,566 - [INFO] - [E:8| 1600]: Train Loss:0.0011888, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:31:10,538 - [INFO] - [Epoch:8]: Training Loss:0.001189
2023-05-27 07:31:10,758 - [INFO] - [Valid, Tail_Batch Step 0] wikidata12k_0.001
2023-05-27 07:31:32,478 - [INFO] - [Valid, Tail_Batch Step 100] wikidata12k_0.001
2023-05-27 07:31:45,038 - [INFO] - [Valid, Head_Batch Step 0] wikidata12k_0.001
2023-05-27 07:32:06,913 - [INFO] - [Valid, Head_Batch Step 100] wikidata12k_0.001
2023-05-27 07:32:19,354 - [INFO] - [Evaluating Epoch 8 valid]:
MRR: Tail : 0.41408, Head : 0.20141, Avg : 0.30774
2023-05-27 07:32:19,354 - [INFO] - [Epoch 8]: Training Loss: 0.0011888, Valid MRR: 0.31001,
2023-05-27 07:32:20,011 - [INFO] - [E:9| 0]: Train Loss:0.0011748, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:33:24,159 - [INFO] - [E:9| 100]: Train Loss:0.0011746, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:34:28,351 - [INFO] - [E:9| 200]: Train Loss:0.0011787, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:35:32,472 - [INFO] - [E:9| 300]: Train Loss:0.0011761, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:36:36,656 - [INFO] - [E:9| 400]: Train Loss:0.0011729, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:37:40,796 - [INFO] - [E:9| 500]: Train Loss:0.0011725, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:38:44,981 - [INFO] - [E:9| 600]: Train Loss:0.0011741, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:39:49,133 - [INFO] - [E:9| 700]: Train Loss:0.001173, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:40:53,329 - [INFO] - [E:9| 800]: Train Loss:0.0011736, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:41:57,558 - [INFO] - [E:9| 900]: Train Loss:0.0011731, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:43:01,737 - [INFO] - [E:9| 1000]: Train Loss:0.0011729, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:44:05,854 - [INFO] - [E:9| 1100]: Train Loss:0.001173, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:45:10,080 - [INFO] - [E:9| 1200]: Train Loss:0.0011727, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:46:14,191 - [INFO] - [E:9| 1300]: Train Loss:0.0011718, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:47:18,385 - [INFO] - [E:9| 1400]: Train Loss:0.001171, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:48:22,543 - [INFO] - [E:9| 1500]: Train Loss:0.0011709, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:49:26,748 - [INFO] - [E:9| 1600]: Train Loss:0.0011712, Val MRR:0.31001, wikidata12k_0.001
2023-05-27 07:50:08,734 - [INFO] - [Epoch:9]: Training Loss:0.001171
2023-05-27 07:50:08,954 - [INFO] - [Valid, Tail_Batch Step 0] wikidata12k_0.001
2023-05-27 07:50:30,672 - [INFO] - [Valid, Tail_Batch Step 100] wikidata12k_0.001
2023-05-27 07:50:43,251 - [INFO] - [Valid, Head_Batch Step 0] wikidata12k_0.001
2023-05-27 07:51:05,138 - [INFO] - [Valid, Head_Batch Step 100] wikidata12k_0.001
2023-05-27 07:51:17,628 - [INFO] - [Evaluating Epoch 9 valid]:
MRR: Tail : 0.42849, Head : 0.23814, Avg : 0.33331
MR: Tail : 655.47, Head : 840.42, Avg : 747.94
Hit-1: Tail : 0.35832, Head : 0.15504, Avg : 0.25668
Hit-3: Tail : 0.45838, Head : 0.2739, Avg : 0.36614
Hit-10: Tail : 0.55785, Head : 0.39074, Avg : 0.47429
2023-05-27 07:51:18,545 - [INFO] - [Epoch 9]: Training Loss: 0.0011709, Valid MRR: 0.33331,
2023-05-27 07:51:19,204 - [INFO] - [E:10| 0]: Train Loss:0.00113, Val MRR:0.33331, wikidata12k_0.001
2023-05-27 07:52:23,358 - [INFO] - [E:10| 100]: Train Loss:0.0011531, Val MRR:0.33331, wikidata12k_0.001
2023-05-27 07:53:27,523 - [INFO] - [E:10| 200]: Train Loss:0.0011557, Val MRR:0.33331, wikidata12k_0.001
2023-05-27 07:54:31,758 - [INFO] - [E:10| 300]: Train Loss:0.0011545, Val MRR:0.33331, wikidata12k_0.001
2023-05-27 07:55:36,004 - [INFO] - [E:10| 400]: Train Loss:0.0011554, Val MRR:0.33331, wikidata12k_0.001
2023-05-27 07:56:40,140 - [INFO] - [E:10| 500]: Train Loss:0.001154, Val MRR:0.33331, wikidata12k_0.001
2023-05-27 07:57:44,301 - [INFO] - [E:10| 600]: Train Loss:0.0011525, Val MRR:0.33331, wikidata12k_0.001
2023-05-27 07:58:48,517 - [INFO] - [E:10| 700]: Train Loss:0.0011538, Val MRR:0.33331, wikidata12k_0.001
2023-05-27 07:59:52,698 - [INFO] - [E:10| 800]: Train Loss:0.0011536, Val MRR:0.33331, wikidata12k_0.001
2023-05-27 08:00:56,912 - [INFO] - [E:10| 900]: Train Loss:0.0011541, Val MRR:0.33331, wikidata12k_0.001
2023-05-27 08:02:01,143 - [INFO] - [E:10| 1000]: Train Loss:0.0011546, Val MRR:0.33331, wikidata12k_0.001
2023-05-27 08:03:05,293 - [INFO] - [E:10| 1100]: Train Loss:0.0011542, Val MRR:0.33331, wikidata12k_0.001
2023-05-27 08:04:09,471 - [INFO] - [E:10| 1200]: Train Loss:0.0011539, Val MRR:0.33331, wikidata12k_0.001
2023-05-27 08:05:13,701 - [INFO] - [E:10| 1300]: Train Loss:0.0011531, Val MRR:0.33331, wikidata12k_0.001
2023-05-27 08:06:17,887 - [INFO] - [E:10| 1400]: Train Loss:0.0011534, Val MRR:0.33331, wikidata12k_0.001
2023-05-27 08:07:22,089 - [INFO] - [E:10| 1500]: Train Loss:0.0011546, Val MRR:0.33331, wikidata12k_0.001
2023-05-27 08:08:26,239 - [INFO] - [E:10| 1600]: Train Loss:0.0011552, Val MRR:0.33331, wikidata12k_0.001
2023-05-27 08:09:08,153 - [INFO] - [Epoch:10]: Training Loss:0.001156
2023-05-27 08:09:08,373 - [INFO] - [Valid, Tail_Batch Step 0] wikidata12k_0.001
2023-05-27 08:09:30,456 - [INFO] - [Valid, Tail_Batch Step 100] wikidata12k_0.001
2023-05-27 08:09:43,084 - [INFO] - [Valid, Head_Batch Step 0] wikidata12k_0.001
2023-05-27 08:10:05,005 - [INFO] - [Valid, Head_Batch Step 100] wikidata12k_0.001
2023-05-27 08:10:17,448 - [INFO] - [Evaluating Epoch 10 valid]:
MRR: Tail : 0.45191, Head : 0.21626, Avg : 0.33409
2023-05-27 08:10:18,436 - [INFO] - [Epoch 10]: Training Loss: 0.0011556, Valid MRR: 0.33409,
2023-05-27 08:10:19,090 - [INFO] - [E:11| 0]: Train Loss:0.0011363, Val MRR:0.33409, wikidata12k_0.001
2023-05-27 08:11:23,530 - [INFO] - [E:11| 100]: Train Loss:0.0011426, Val MRR:0.33409, wikidata12k_0.001
2023-05-27 08:12:27,950 - [INFO] - [E:11| 200]: Train Loss:0.0011483, Val MRR:0.33409, wikidata12k_0.001
2023-05-27 08:13:32,143 - [INFO] - [E:11| 300]: Train Loss:0.0011472, Val MRR:0.33409, wikidata12k_0.001
2023-05-27 08:14:36,469 - [INFO] - [E:11| 400]: Train Loss:0.0011477, Val MRR:0.33409, wikidata12k_0.001
2023-05-27 08:15:40,641 - [INFO] - [E:11| 500]: Train Loss:0.0011474, Val MRR:0.33409, wikidata12k_0.001
2023-05-27 08:16:44,731 - [INFO] - [E:11| 600]: Train Loss:0.0011465, Val MRR:0.33409, wikidata12k_0.001
2023-05-27 08:17:48,900 - [INFO] - [E:11| 700]: Train Loss:0.0011469, Val MRR:0.33409, wikidata12k_0.001
2023-05-27 08:18:53,113 - [INFO] - [E:11| 800]: Train Loss:0.0011469, Val MRR:0.33409, wikidata12k_0.001
2023-05-27 08:19:57,285 - [INFO] - [E:11| 900]: Train Loss:0.0011457, Val MRR:0.33409, wikidata12k_0.001
2023-05-27 08:21:01,406 - [INFO] - [E:11| 1000]: Train Loss:0.0011445, Val MRR:0.33409, wikidata12k_0.001
2023-05-27 08:22:05,596 - [INFO] - [E:11| 1100]: Train Loss:0.0011434, Val MRR:0.33409, wikidata12k_0.001
2023-05-27 08:23:09,693 - [INFO] - [E:11| 1200]: Train Loss:0.0011431, Val MRR:0.33409, wikidata12k_0.001
2023-05-27 08:24:13,830 - [INFO] - [E:11| 1300]: Train Loss:0.001143, Val MRR:0.33409, wikidata12k_0.001
2023-05-27 08:25:18,076 - [INFO] - [E:11| 1400]: Train Loss:0.0011426, Val MRR:0.33409, wikidata12k_0.001
2023-05-27 08:26:22,160 - [INFO] - [E:11| 1500]: Train Loss:0.0011422, Val MRR:0.33409, wikidata12k_0.001
2023-05-27 08:27:26,373 - [INFO] - [E:11| 1600]: Train Loss:0.0011418, Val MRR:0.33409, wikidata12k_0.001
2023-05-27 08:28:08,368 - [INFO] - [Epoch:11]: Training Loss:0.001142
2023-05-27 08:28:08,589 - [INFO] - [Valid, Tail_Batch Step 0] wikidata12k_0.001
2023-05-27 08:28:30,301 - [INFO] - [Valid, Tail_Batch Step 100] wikidata12k_0.001
2023-05-27 08:28:42,888 - [INFO] - [Valid, Head_Batch Step 0] wikidata12k_0.001
2023-05-27 08:29:04,760 - [INFO] - [Valid, Head_Batch Step 100] wikidata12k_0.001
2023-05-27 08:29:17,200 - [INFO] - [Evaluating Epoch 11 valid]:
MRR: Tail : 0.4433, Head : 0.23916, Avg : 0.34123
2023-05-27 08:29:18,266 - [INFO] - [Epoch 11]: Training Loss: 0.0011416, Valid MRR: 0.34123,
2023-05-27 08:29:18,927 - [INFO] - [E:12| 0]: Train Loss:0.0010957, Val MRR:0.34123, wikidata12k_0.001
2023-05-27 08:30:23,063 - [INFO] - [E:12| 100]: Train Loss:0.0011303, Val MRR:0.34123, wikidata12k_0.001
2023-05-27 08:31:27,243 - [INFO] - [E:12| 200]: Train Loss:0.001132, Val MRR:0.34123, wikidata12k_0.001
2023-05-27 08:32:31,360 - [INFO] - [E:12| 300]: Train Loss:0.0011321, Val MRR:0.34123, wikidata12k_0.001
2023-05-27 08:33:35,484 - [INFO] - [E:12| 400]: Train Loss:0.0011313, Val MRR:0.34123, wikidata12k_0.001
2023-05-27 08:34:39,656 - [INFO] - [E:12| 500]: Train Loss:0.0011302, Val MRR:0.34123, wikidata12k_0.001
2023-05-27 08:35:43,783 - [INFO] - [E:12| 600]: Train Loss:0.0011318, Val MRR:0.34123, wikidata12k_0.001
2023-05-27 08:36:47,900 - [INFO] - [E:12| 700]: Train Loss:0.0011316, Val MRR:0.34123, wikidata12k_0.001
2023-05-27 08:37:52,082 - [INFO] - [E:12| 800]: Train Loss:0.0011323, Val MRR:0.34123, wikidata12k_0.001
2023-05-27 08:38:56,174 - [INFO] - [E:12| 900]: Train Loss:0.001132, Val MRR:0.34123, wikidata12k_0.001
2023-05-27 08:40:00,316 - [INFO] - [E:12| 1000]: Train Loss:0.0011317, Val MRR:0.34123, wikidata12k_0.001
2023-05-27 08:41:04,530 - [INFO] - [E:12| 1100]: Train Loss:0.0011322, Val MRR:0.34123, wikidata12k_0.001
2023-05-27 08:42:08,648 - [INFO] - [E:12| 1200]: Train Loss:0.0011318, Val MRR:0.34123, wikidata12k_0.001
2023-05-27 08:43:12,819 - [INFO] - [E:12| 1300]: Train Loss:0.0011314, Val MRR:0.34123, wikidata12k_0.001
2023-05-27 08:44:18,052 - [INFO] - [E:12| 1400]: Train Loss:0.0011312, Val MRR:0.34123, wikidata12k_0.001