Thesis/icews14.out

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2023-06-24 04:11:17 +00:00
nohup: ignoring input
2023-05-10 05:50:04,152 - [INFO] - {'dataset': 'icews14', 'name': 'icews14', 'gpu': '0', 'train_strategy': 'one_to_n', 'opt': 'adam', 'neg_num': 1000, 'batch_size': 64, 'l2': 0.0, 'lr': 0.0001, 'max_epochs': 500, 'num_workers': 0, 'seed': 42, 'restore': False, 'lbl_smooth': 0.1, 'embed_dim': 400, 'ent_vec_dim': 400, 'rel_vec_dim': 400, 'bias': False, 'form': 'plain', 'k_w': 10, 'k_h': 20, 'num_filt': 96, 'ker_sz': 9, 'perm': 1, 'hid_drop': 0.5, 'feat_drop': 0.2, 'inp_drop': 0.2, 'drop_path': 0.0, 'drop': 0.0, 'in_channels': 1, 'out_channels': 32, 'filt_h': 1, 'filt_w': 9, 'image_h': 128, 'image_w': 128, 'patch_size': 8, 'mixer_dim': 256, 'expansion_factor': 4, 'expansion_factor_token': 0.5, 'mixer_depth': 16, 'mixer_dropout': 0.2, 'log_dir': './log/', 'config_dir': './config/', 'test_only': False, 'filtered': False}
{'batch_size': 64,
'bias': False,
'config_dir': './config/',
'dataset': 'icews14',
'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,
'filtered': False,
'form': 'plain',
'gpu': '0',
'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': 'icews14',
'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'}
2023-05-10 05:50:12,948 - [INFO] - [E:0| 0]: Train Loss:0.70006, Val MRR:0.0, icews14
2023-05-10 05:51:06,370 - [INFO] - [E:0| 100]: Train Loss:0.37166, Val MRR:0.0, icews14
2023-05-10 05:52:00,490 - [INFO] - [E:0| 200]: Train Loss:0.24374, Val MRR:0.0, icews14
2023-05-10 05:52:54,362 - [INFO] - [E:0| 300]: Train Loss:0.18109, Val MRR:0.0, icews14
2023-05-10 05:53:47,927 - [INFO] - [E:0| 400]: Train Loss:0.14422, Val MRR:0.0, icews14
2023-05-10 05:54:41,840 - [INFO] - [E:0| 500]: Train Loss:0.11996, Val MRR:0.0, icews14
2023-05-10 05:55:25,894 - [INFO] - [E:0| 600]: Train Loss:0.10278, Val MRR:0.0, icews14
2023-05-10 05:56:19,146 - [INFO] - [E:0| 700]: Train Loss:0.089983, Val MRR:0.0, icews14
2023-05-10 05:57:13,136 - [INFO] - [E:0| 800]: Train Loss:0.08007, Val MRR:0.0, icews14
2023-05-10 05:58:07,076 - [INFO] - [E:0| 900]: Train Loss:0.072166, Val MRR:0.0, icews14
2023-05-10 05:59:00,601 - [INFO] - [E:0| 1000]: Train Loss:0.065716, Val MRR:0.0, icews14
2023-05-10 05:59:53,970 - [INFO] - [E:0| 1100]: Train Loss:0.060352, Val MRR:0.0, icews14
2023-05-10 06:00:47,555 - [INFO] - [E:0| 1200]: Train Loss:0.055821, Val MRR:0.0, icews14
2023-05-10 06:01:41,144 - [INFO] - [E:0| 1300]: Train Loss:0.051943, Val MRR:0.0, icews14
2023-05-10 06:02:35,626 - [INFO] - [E:0| 1400]: Train Loss:0.048586, Val MRR:0.0, icews14
2023-05-10 06:03:29,105 - [INFO] - [E:0| 1500]: Train Loss:0.045651, Val MRR:0.0, icews14
2023-05-10 06:04:12,329 - [INFO] - [E:0| 1600]: Train Loss:0.043064, Val MRR:0.0, icews14
2023-05-10 06:05:06,202 - [INFO] - [E:0| 1700]: Train Loss:0.040766, Val MRR:0.0, icews14
2023-05-10 06:06:00,234 - [INFO] - [E:0| 1800]: Train Loss:0.038712, Val MRR:0.0, icews14
2023-05-10 06:06:53,953 - [INFO] - [E:0| 1900]: Train Loss:0.036864, Val MRR:0.0, icews14
2023-05-10 06:07:16,319 - [INFO] - [Epoch:0]: Training Loss:0.03614
2023-05-10 06:07:16,472 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 06:07:35,876 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 06:07:41,585 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 06:08:01,104 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 06:08:06,345 - [INFO] - [Evaluating Epoch 0 valid]:
MRR: Tail : 0.09383, Head : 0.06978, Avg : 0.08181
2023-05-10 06:08:07,682 - [INFO] - [Epoch 0]: Training Loss: 0.036143, Valid MRR: 0.08181,
2023-05-10 06:08:08,370 - [INFO] - [E:1| 0]: Train Loss:0.0034597, Val MRR:0.08181, icews14
2023-05-10 06:09:01,773 - [INFO] - [E:1| 100]: Train Loss:0.0033748, Val MRR:0.08181, icews14
2023-05-10 06:09:54,387 - [INFO] - [E:1| 200]: Train Loss:0.0033185, Val MRR:0.08181, icews14
2023-05-10 06:10:41,175 - [INFO] - [E:1| 300]: Train Loss:0.0032639, Val MRR:0.08181, icews14
2023-05-10 06:11:34,210 - [INFO] - [E:1| 400]: Train Loss:0.0032128, Val MRR:0.08181, icews14
2023-05-10 06:12:27,715 - [INFO] - [E:1| 500]: Train Loss:0.0031684, Val MRR:0.08181, icews14
2023-05-10 06:13:09,829 - [INFO] - [E:1| 600]: Train Loss:0.0031269, Val MRR:0.08181, icews14
2023-05-10 06:14:03,412 - [INFO] - [E:1| 700]: Train Loss:0.003088, Val MRR:0.08181, icews14
2023-05-10 06:14:57,273 - [INFO] - [E:1| 800]: Train Loss:0.0030529, Val MRR:0.08181, icews14
2023-05-10 06:15:51,066 - [INFO] - [E:1| 900]: Train Loss:0.0030201, Val MRR:0.08181, icews14
2023-05-10 06:16:44,624 - [INFO] - [E:1| 1000]: Train Loss:0.00299, Val MRR:0.08181, icews14
2023-05-10 06:17:38,152 - [INFO] - [E:1| 1100]: Train Loss:0.0029627, Val MRR:0.08181, icews14
2023-05-10 06:18:31,924 - [INFO] - [E:1| 1200]: Train Loss:0.002936, Val MRR:0.08181, icews14
2023-05-10 06:19:25,770 - [INFO] - [E:1| 1300]: Train Loss:0.0029121, Val MRR:0.08181, icews14
2023-05-10 06:20:19,326 - [INFO] - [E:1| 1400]: Train Loss:0.0028893, Val MRR:0.08181, icews14
2023-05-10 06:21:12,830 - [INFO] - [E:1| 1500]: Train Loss:0.0028678, Val MRR:0.08181, icews14
2023-05-10 06:21:55,578 - [INFO] - [E:1| 1600]: Train Loss:0.002848, Val MRR:0.08181, icews14
2023-05-10 06:22:49,719 - [INFO] - [E:1| 1700]: Train Loss:0.0028296, Val MRR:0.08181, icews14
2023-05-10 06:23:43,451 - [INFO] - [E:1| 1800]: Train Loss:0.0028123, Val MRR:0.08181, icews14
2023-05-10 06:24:36,960 - [INFO] - [E:1| 1900]: Train Loss:0.0027959, Val MRR:0.08181, icews14
2023-05-10 06:24:59,208 - [INFO] - [Epoch:1]: Training Loss:0.002789
2023-05-10 06:24:59,370 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 06:25:18,894 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 06:25:24,594 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 06:25:43,935 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 06:25:49,235 - [INFO] - [Evaluating Epoch 1 valid]:
MRR: Tail : 0.09452, Head : 0.06951, Avg : 0.08201
2023-05-10 06:25:51,060 - [INFO] - [Epoch 1]: Training Loss: 0.0027894, Valid MRR: 0.08201,
2023-05-10 06:25:51,571 - [INFO] - [E:2| 0]: Train Loss:0.0025237, Val MRR:0.08201, icews14
2023-05-10 06:26:45,889 - [INFO] - [E:2| 100]: Train Loss:0.0024988, Val MRR:0.08201, icews14
2023-05-10 06:27:40,138 - [INFO] - [E:2| 200]: Train Loss:0.0024948, Val MRR:0.08201, icews14
2023-05-10 06:28:33,911 - [INFO] - [E:2| 300]: Train Loss:0.002483, Val MRR:0.08201, icews14
2023-05-10 06:29:27,936 - [INFO] - [E:2| 400]: Train Loss:0.0024789, Val MRR:0.08201, icews14
2023-05-10 06:30:17,477 - [INFO] - [E:2| 500]: Train Loss:0.0024733, Val MRR:0.08201, icews14
2023-05-10 06:31:04,014 - [INFO] - [E:2| 600]: Train Loss:0.0024683, Val MRR:0.08201, icews14
2023-05-10 06:31:57,724 - [INFO] - [E:2| 700]: Train Loss:0.0024647, Val MRR:0.08201, icews14
2023-05-10 06:32:51,450 - [INFO] - [E:2| 800]: Train Loss:0.0024609, Val MRR:0.08201, icews14
2023-05-10 06:33:45,095 - [INFO] - [E:2| 900]: Train Loss:0.0024569, Val MRR:0.08201, icews14
2023-05-10 06:34:39,425 - [INFO] - [E:2| 1000]: Train Loss:0.0024547, Val MRR:0.08201, icews14
2023-05-10 06:35:33,183 - [INFO] - [E:2| 1100]: Train Loss:0.0024531, Val MRR:0.08201, icews14
2023-05-10 06:36:26,982 - [INFO] - [E:2| 1200]: Train Loss:0.0024503, Val MRR:0.08201, icews14
2023-05-10 06:37:20,880 - [INFO] - [E:2| 1300]: Train Loss:0.0024475, Val MRR:0.08201, icews14
2023-05-10 06:38:14,396 - [INFO] - [E:2| 1400]: Train Loss:0.0024446, Val MRR:0.08201, icews14
2023-05-10 06:39:03,670 - [INFO] - [E:2| 1500]: Train Loss:0.0024431, Val MRR:0.08201, icews14
2023-05-10 06:39:49,520 - [INFO] - [E:2| 1600]: Train Loss:0.0024411, Val MRR:0.08201, icews14
2023-05-10 06:40:43,031 - [INFO] - [E:2| 1700]: Train Loss:0.0024395, Val MRR:0.08201, icews14
2023-05-10 06:41:36,791 - [INFO] - [E:2| 1800]: Train Loss:0.0024379, Val MRR:0.08201, icews14
2023-05-10 06:42:30,692 - [INFO] - [E:2| 1900]: Train Loss:0.0024365, Val MRR:0.08201, icews14
2023-05-10 06:42:52,951 - [INFO] - [Epoch:2]: Training Loss:0.002436
2023-05-10 06:42:53,223 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 06:43:12,332 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 06:43:17,808 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 06:43:36,941 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 06:43:42,321 - [INFO] - [Evaluating Epoch 2 valid]:
MRR: Tail : 0.12232, Head : 0.09399, Avg : 0.10816
2023-05-10 06:43:43,836 - [INFO] - [Epoch 2]: Training Loss: 0.0024361, Valid MRR: 0.10816,
2023-05-10 06:43:44,574 - [INFO] - [E:3| 0]: Train Loss:0.0024862, Val MRR:0.10816, icews14
2023-05-10 06:44:39,306 - [INFO] - [E:3| 100]: Train Loss:0.0023964, Val MRR:0.10816, icews14
2023-05-10 06:45:32,875 - [INFO] - [E:3| 200]: Train Loss:0.002402, Val MRR:0.10816, icews14
2023-05-10 06:46:26,428 - [INFO] - [E:3| 300]: Train Loss:0.0024011, Val MRR:0.10816, icews14
2023-05-10 06:47:20,239 - [INFO] - [E:3| 400]: Train Loss:0.0024014, Val MRR:0.10816, icews14
2023-05-10 06:48:02,791 - [INFO] - [E:3| 500]: Train Loss:0.0023999, Val MRR:0.10816, icews14
2023-05-10 06:48:56,347 - [INFO] - [E:3| 600]: Train Loss:0.0023997, Val MRR:0.10816, icews14
2023-05-10 06:49:50,002 - [INFO] - [E:3| 700]: Train Loss:0.0023978, Val MRR:0.10816, icews14
2023-05-10 06:50:44,505 - [INFO] - [E:3| 800]: Train Loss:0.0023962, Val MRR:0.10816, icews14
2023-05-10 06:51:38,794 - [INFO] - [E:3| 900]: Train Loss:0.0023957, Val MRR:0.10816, icews14
2023-05-10 06:52:33,013 - [INFO] - [E:3| 1000]: Train Loss:0.0023949, Val MRR:0.10816, icews14
2023-05-10 06:53:26,866 - [INFO] - [E:3| 1100]: Train Loss:0.0023925, Val MRR:0.10816, icews14
2023-05-10 06:54:20,687 - [INFO] - [E:3| 1200]: Train Loss:0.0023906, Val MRR:0.10816, icews14
2023-05-10 06:55:14,298 - [INFO] - [E:3| 1300]: Train Loss:0.0023887, Val MRR:0.10816, icews14
2023-05-10 06:56:07,897 - [INFO] - [E:3| 1400]: Train Loss:0.0023876, Val MRR:0.10816, icews14
2023-05-10 06:56:50,584 - [INFO] - [E:3| 1500]: Train Loss:0.0023861, Val MRR:0.10816, icews14
2023-05-10 06:57:44,694 - [INFO] - [E:3| 1600]: Train Loss:0.0023847, Val MRR:0.10816, icews14
2023-05-10 06:58:38,128 - [INFO] - [E:3| 1700]: Train Loss:0.0023822, Val MRR:0.10816, icews14
2023-05-10 06:59:27,314 - [INFO] - [E:3| 1800]: Train Loss:0.00238, Val MRR:0.10816, icews14
2023-05-10 07:00:20,969 - [INFO] - [E:3| 1900]: Train Loss:0.0023784, Val MRR:0.10816, icews14
2023-05-10 07:00:43,147 - [INFO] - [Epoch:3]: Training Loss:0.002378
2023-05-10 07:00:43,306 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 07:01:02,875 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 07:01:08,322 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 07:01:27,888 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 07:01:33,216 - [INFO] - [Evaluating Epoch 3 valid]:
MRR: Tail : 0.20966, Head : 0.16536, Avg : 0.18751
2023-05-10 07:01:34,957 - [INFO] - [Epoch 3]: Training Loss: 0.0023778, Valid MRR: 0.18751,
2023-05-10 07:01:35,675 - [INFO] - [E:4| 0]: Train Loss:0.0022891, Val MRR:0.18751, icews14
2023-05-10 07:02:29,858 - [INFO] - [E:4| 100]: Train Loss:0.0023207, Val MRR:0.18751, icews14
2023-05-10 07:03:23,775 - [INFO] - [E:4| 200]: Train Loss:0.0023251, Val MRR:0.18751, icews14
2023-05-10 07:04:17,883 - [INFO] - [E:4| 300]: Train Loss:0.0023268, Val MRR:0.18751, icews14
2023-05-10 07:05:11,221 - [INFO] - [E:4| 400]: Train Loss:0.0023259, Val MRR:0.18751, icews14
2023-05-10 07:05:54,197 - [INFO] - [E:4| 500]: Train Loss:0.002326, Val MRR:0.18751, icews14
2023-05-10 07:06:48,224 - [INFO] - [E:4| 600]: Train Loss:0.0023249, Val MRR:0.18751, icews14
2023-05-10 07:07:42,273 - [INFO] - [E:4| 700]: Train Loss:0.0023238, Val MRR:0.18751, icews14
2023-05-10 07:08:36,315 - [INFO] - [E:4| 800]: Train Loss:0.0023222, Val MRR:0.18751, icews14
2023-05-10 07:09:30,051 - [INFO] - [E:4| 900]: Train Loss:0.0023219, Val MRR:0.18751, icews14
2023-05-10 07:10:23,794 - [INFO] - [E:4| 1000]: Train Loss:0.0023206, Val MRR:0.18751, icews14
2023-05-10 07:11:17,218 - [INFO] - [E:4| 1100]: Train Loss:0.0023184, Val MRR:0.18751, icews14
2023-05-10 07:12:10,876 - [INFO] - [E:4| 1200]: Train Loss:0.0023167, Val MRR:0.18751, icews14
2023-05-10 07:13:04,932 - [INFO] - [E:4| 1300]: Train Loss:0.0023156, Val MRR:0.18751, icews14
2023-05-10 07:13:58,655 - [INFO] - [E:4| 1400]: Train Loss:0.0023137, Val MRR:0.18751, icews14
2023-05-10 07:14:40,835 - [INFO] - [E:4| 1500]: Train Loss:0.0023121, Val MRR:0.18751, icews14
2023-05-10 07:15:35,449 - [INFO] - [E:4| 1600]: Train Loss:0.0023102, Val MRR:0.18751, icews14
2023-05-10 07:16:29,930 - [INFO] - [E:4| 1700]: Train Loss:0.0023086, Val MRR:0.18751, icews14
2023-05-10 07:17:23,873 - [INFO] - [E:4| 1800]: Train Loss:0.0023073, Val MRR:0.18751, icews14
2023-05-10 07:18:17,738 - [INFO] - [E:4| 1900]: Train Loss:0.0023064, Val MRR:0.18751, icews14
2023-05-10 07:18:40,074 - [INFO] - [Epoch:4]: Training Loss:0.002306
2023-05-10 07:18:40,347 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 07:18:59,629 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 07:19:05,244 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 07:19:24,641 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 07:19:29,933 - [INFO] - [Evaluating Epoch 4 valid]:
MRR: Tail : 0.27519, Head : 0.21803, Avg : 0.24661
2023-05-10 07:19:31,412 - [INFO] - [Epoch 4]: Training Loss: 0.0023059, Valid MRR: 0.24661,
2023-05-10 07:19:32,162 - [INFO] - [E:5| 0]: Train Loss:0.0022678, Val MRR:0.24661, icews14
2023-05-10 07:20:26,606 - [INFO] - [E:5| 100]: Train Loss:0.0022725, Val MRR:0.24661, icews14
2023-05-10 07:21:20,060 - [INFO] - [E:5| 200]: Train Loss:0.0022697, Val MRR:0.24661, icews14
2023-05-10 07:22:13,777 - [INFO] - [E:5| 300]: Train Loss:0.0022703, Val MRR:0.24661, icews14
2023-05-10 07:23:00,961 - [INFO] - [E:5| 400]: Train Loss:0.0022659, Val MRR:0.24661, icews14
2023-05-10 07:23:50,301 - [INFO] - [E:5| 500]: Train Loss:0.0022644, Val MRR:0.24661, icews14
2023-05-10 07:24:44,047 - [INFO] - [E:5| 600]: Train Loss:0.0022638, Val MRR:0.24661, icews14
2023-05-10 07:25:38,660 - [INFO] - [E:5| 700]: Train Loss:0.0022621, Val MRR:0.24661, icews14
2023-05-10 07:26:32,282 - [INFO] - [E:5| 800]: Train Loss:0.0022608, Val MRR:0.24661, icews14
2023-05-10 07:27:25,784 - [INFO] - [E:5| 900]: Train Loss:0.0022599, Val MRR:0.24661, icews14
2023-05-10 07:28:19,045 - [INFO] - [E:5| 1000]: Train Loss:0.0022584, Val MRR:0.24661, icews14
2023-05-10 07:29:13,622 - [INFO] - [E:5| 1100]: Train Loss:0.002257, Val MRR:0.24661, icews14
2023-05-10 07:30:08,568 - [INFO] - [E:5| 1200]: Train Loss:0.0022553, Val MRR:0.24661, icews14
2023-05-10 07:31:02,786 - [INFO] - [E:5| 1300]: Train Loss:0.0022544, Val MRR:0.24661, icews14
2023-05-10 07:31:48,037 - [INFO] - [E:5| 1400]: Train Loss:0.0022532, Val MRR:0.24661, icews14
2023-05-10 07:32:38,926 - [INFO] - [E:5| 1500]: Train Loss:0.0022519, Val MRR:0.24661, icews14
2023-05-10 07:33:32,580 - [INFO] - [E:5| 1600]: Train Loss:0.0022505, Val MRR:0.24661, icews14
2023-05-10 07:34:27,000 - [INFO] - [E:5| 1700]: Train Loss:0.0022494, Val MRR:0.24661, icews14
2023-05-10 07:35:20,949 - [INFO] - [E:5| 1800]: Train Loss:0.0022483, Val MRR:0.24661, icews14
2023-05-10 07:36:15,083 - [INFO] - [E:5| 1900]: Train Loss:0.002247, Val MRR:0.24661, icews14
2023-05-10 07:36:37,434 - [INFO] - [Epoch:5]: Training Loss:0.002247
2023-05-10 07:36:37,707 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 07:36:57,097 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 07:37:02,691 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 07:37:22,088 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 07:37:27,355 - [INFO] - [Evaluating Epoch 5 valid]:
MRR: Tail : 0.31959, Head : 0.25784, Avg : 0.28871
2023-05-10 07:37:28,697 - [INFO] - [Epoch 5]: Training Loss: 0.0022465, Valid MRR: 0.28871,
2023-05-10 07:37:29,435 - [INFO] - [E:6| 0]: Train Loss:0.0022119, Val MRR:0.28871, icews14
2023-05-10 07:38:23,113 - [INFO] - [E:6| 100]: Train Loss:0.0022191, Val MRR:0.28871, icews14
2023-05-10 07:39:17,057 - [INFO] - [E:6| 200]: Train Loss:0.0022105, Val MRR:0.28871, icews14
2023-05-10 07:40:11,043 - [INFO] - [E:6| 300]: Train Loss:0.0022089, Val MRR:0.28871, icews14
2023-05-10 07:40:53,046 - [INFO] - [E:6| 400]: Train Loss:0.0022088, Val MRR:0.28871, icews14
2023-05-10 07:41:45,079 - [INFO] - [E:6| 500]: Train Loss:0.0022075, Val MRR:0.28871, icews14
2023-05-10 07:42:37,099 - [INFO] - [E:6| 600]: Train Loss:0.0022054, Val MRR:0.28871, icews14
2023-05-10 07:43:30,397 - [INFO] - [E:6| 700]: Train Loss:0.0022051, Val MRR:0.28871, icews14
2023-05-10 07:44:24,106 - [INFO] - [E:6| 800]: Train Loss:0.0022053, Val MRR:0.28871, icews14
2023-05-10 07:45:17,996 - [INFO] - [E:6| 900]: Train Loss:0.0022053, Val MRR:0.28871, icews14
2023-05-10 07:46:12,346 - [INFO] - [E:6| 1000]: Train Loss:0.0022042, Val MRR:0.28871, icews14
2023-05-10 07:47:03,774 - [INFO] - [E:6| 1100]: Train Loss:0.0022032, Val MRR:0.28871, icews14
2023-05-10 07:47:54,483 - [INFO] - [E:6| 1200]: Train Loss:0.002202, Val MRR:0.28871, icews14
2023-05-10 07:48:49,019 - [INFO] - [E:6| 1300]: Train Loss:0.0022011, Val MRR:0.28871, icews14
2023-05-10 07:49:31,142 - [INFO] - [E:6| 1400]: Train Loss:0.0022004, Val MRR:0.28871, icews14
2023-05-10 07:50:25,251 - [INFO] - [E:6| 1500]: Train Loss:0.0021993, Val MRR:0.28871, icews14
2023-05-10 07:51:18,992 - [INFO] - [E:6| 1600]: Train Loss:0.0021987, Val MRR:0.28871, icews14
2023-05-10 07:52:12,486 - [INFO] - [E:6| 1700]: Train Loss:0.0021983, Val MRR:0.28871, icews14
2023-05-10 07:53:06,106 - [INFO] - [E:6| 1800]: Train Loss:0.0021968, Val MRR:0.28871, icews14
2023-05-10 07:53:59,817 - [INFO] - [E:6| 1900]: Train Loss:0.0021958, Val MRR:0.28871, icews14
2023-05-10 07:54:22,109 - [INFO] - [Epoch:6]: Training Loss:0.002196
2023-05-10 07:54:22,381 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 07:54:41,501 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 07:54:47,112 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 07:55:06,309 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 07:55:11,523 - [INFO] - [Evaluating Epoch 6 valid]:
MRR: Tail : 0.34201, Head : 0.27594, Avg : 0.30898
2023-05-10 07:55:12,980 - [INFO] - [Epoch 6]: Training Loss: 0.0021956, Valid MRR: 0.30898,
2023-05-10 07:55:13,606 - [INFO] - [E:7| 0]: Train Loss:0.0022185, Val MRR:0.30898, icews14
2023-05-10 07:56:07,342 - [INFO] - [E:7| 100]: Train Loss:0.0021572, Val MRR:0.30898, icews14
2023-05-10 07:57:00,509 - [INFO] - [E:7| 200]: Train Loss:0.0021567, Val MRR:0.30898, icews14
2023-05-10 07:57:52,411 - [INFO] - [E:7| 300]: Train Loss:0.0021569, Val MRR:0.30898, icews14
2023-05-10 07:58:37,492 - [INFO] - [E:7| 400]: Train Loss:0.002157, Val MRR:0.30898, icews14
2023-05-10 07:59:31,083 - [INFO] - [E:7| 500]: Train Loss:0.0021578, Val MRR:0.30898, icews14
2023-05-10 08:00:24,704 - [INFO] - [E:7| 600]: Train Loss:0.0021567, Val MRR:0.30898, icews14
2023-05-10 08:01:18,706 - [INFO] - [E:7| 700]: Train Loss:0.0021559, Val MRR:0.30898, icews14
2023-05-10 08:02:12,641 - [INFO] - [E:7| 800]: Train Loss:0.0021551, Val MRR:0.30898, icews14
2023-05-10 08:03:06,692 - [INFO] - [E:7| 900]: Train Loss:0.0021548, Val MRR:0.30898, icews14
2023-05-10 08:04:00,495 - [INFO] - [E:7| 1000]: Train Loss:0.0021545, Val MRR:0.30898, icews14
2023-05-10 08:04:54,188 - [INFO] - [E:7| 1100]: Train Loss:0.0021542, Val MRR:0.30898, icews14
2023-05-10 08:05:47,759 - [INFO] - [E:7| 1200]: Train Loss:0.0021538, Val MRR:0.30898, icews14
2023-05-10 08:06:38,136 - [INFO] - [E:7| 1300]: Train Loss:0.0021541, Val MRR:0.30898, icews14
2023-05-10 08:07:23,723 - [INFO] - [E:7| 1400]: Train Loss:0.002154, Val MRR:0.30898, icews14
2023-05-10 08:08:17,367 - [INFO] - [E:7| 1500]: Train Loss:0.0021531, Val MRR:0.30898, icews14
2023-05-10 08:09:11,160 - [INFO] - [E:7| 1600]: Train Loss:0.0021531, Val MRR:0.30898, icews14
2023-05-10 08:10:05,042 - [INFO] - [E:7| 1700]: Train Loss:0.0021529, Val MRR:0.30898, icews14
2023-05-10 08:10:58,562 - [INFO] - [E:7| 1800]: Train Loss:0.0021523, Val MRR:0.30898, icews14
2023-05-10 08:11:52,262 - [INFO] - [E:7| 1900]: Train Loss:0.0021513, Val MRR:0.30898, icews14
2023-05-10 08:12:14,605 - [INFO] - [Epoch:7]: Training Loss:0.002151
2023-05-10 08:12:14,757 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 08:12:34,035 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 08:12:39,443 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 08:12:59,182 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 08:13:04,481 - [INFO] - [Evaluating Epoch 7 valid]:
MRR: Tail : 0.36026, Head : 0.29881, Avg : 0.32954
2023-05-10 08:13:05,821 - [INFO] - [Epoch 7]: Training Loss: 0.002151, Valid MRR: 0.32954,
2023-05-10 08:13:06,568 - [INFO] - [E:8| 0]: Train Loss:0.002158, Val MRR:0.32954, icews14
2023-05-10 08:14:00,359 - [INFO] - [E:8| 100]: Train Loss:0.0021141, Val MRR:0.32954, icews14
2023-05-10 08:14:53,918 - [INFO] - [E:8| 200]: Train Loss:0.0021131, Val MRR:0.32954, icews14
2023-05-10 08:15:37,047 - [INFO] - [E:8| 300]: Train Loss:0.0021146, Val MRR:0.32954, icews14
2023-05-10 08:16:29,477 - [INFO] - [E:8| 400]: Train Loss:0.0021155, Val MRR:0.32954, icews14
2023-05-10 08:17:23,807 - [INFO] - [E:8| 500]: Train Loss:0.0021165, Val MRR:0.32954, icews14
2023-05-10 08:18:17,828 - [INFO] - [E:8| 600]: Train Loss:0.0021178, Val MRR:0.32954, icews14
2023-05-10 08:19:11,498 - [INFO] - [E:8| 700]: Train Loss:0.0021183, Val MRR:0.32954, icews14
2023-05-10 08:20:04,886 - [INFO] - [E:8| 800]: Train Loss:0.0021182, Val MRR:0.32954, icews14
2023-05-10 08:20:58,655 - [INFO] - [E:8| 900]: Train Loss:0.0021182, Val MRR:0.32954, icews14
2023-05-10 08:21:52,309 - [INFO] - [E:8| 1000]: Train Loss:0.0021179, Val MRR:0.32954, icews14
2023-05-10 08:22:45,972 - [INFO] - [E:8| 1100]: Train Loss:0.0021171, Val MRR:0.32954, icews14
2023-05-10 08:23:39,529 - [INFO] - [E:8| 1200]: Train Loss:0.0021173, Val MRR:0.32954, icews14
2023-05-10 08:24:22,658 - [INFO] - [E:8| 1300]: Train Loss:0.0021171, Val MRR:0.32954, icews14
2023-05-10 08:25:16,498 - [INFO] - [E:8| 1400]: Train Loss:0.0021165, Val MRR:0.32954, icews14
2023-05-10 08:26:10,015 - [INFO] - [E:8| 1500]: Train Loss:0.0021161, Val MRR:0.32954, icews14
2023-05-10 08:27:04,007 - [INFO] - [E:8| 1600]: Train Loss:0.0021159, Val MRR:0.32954, icews14
2023-05-10 08:27:57,727 - [INFO] - [E:8| 1700]: Train Loss:0.0021156, Val MRR:0.32954, icews14
2023-05-10 08:28:51,651 - [INFO] - [E:8| 1800]: Train Loss:0.0021155, Val MRR:0.32954, icews14
2023-05-10 08:29:45,264 - [INFO] - [E:8| 1900]: Train Loss:0.0021149, Val MRR:0.32954, icews14
2023-05-10 08:30:07,541 - [INFO] - [Epoch:8]: Training Loss:0.002115
2023-05-10 08:30:07,700 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 08:30:27,131 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 08:30:32,740 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 08:30:51,765 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 08:30:57,424 - [INFO] - [Evaluating Epoch 8 valid]:
MRR: Tail : 0.36904, Head : 0.31041, Avg : 0.33973
2023-05-10 08:30:59,091 - [INFO] - [Epoch 8]: Training Loss: 0.0021151, Valid MRR: 0.33973,
2023-05-10 08:30:59,833 - [INFO] - [E:9| 0]: Train Loss:0.0020322, Val MRR:0.33973, icews14
2023-05-10 08:31:53,542 - [INFO] - [E:9| 100]: Train Loss:0.0020773, Val MRR:0.33973, icews14
2023-05-10 08:32:46,768 - [INFO] - [E:9| 200]: Train Loss:0.0020818, Val MRR:0.33973, icews14
2023-05-10 08:33:29,253 - [INFO] - [E:9| 300]: Train Loss:0.0020859, Val MRR:0.33973, icews14
2023-05-10 08:34:23,192 - [INFO] - [E:9| 400]: Train Loss:0.0020858, Val MRR:0.33973, icews14
2023-05-10 08:35:17,236 - [INFO] - [E:9| 500]: Train Loss:0.0020873, Val MRR:0.33973, icews14
2023-05-10 08:36:05,512 - [INFO] - [E:9| 600]: Train Loss:0.0020875, Val MRR:0.33973, icews14
2023-05-10 08:36:58,973 - [INFO] - [E:9| 700]: Train Loss:0.0020879, Val MRR:0.33973, icews14
2023-05-10 08:37:53,304 - [INFO] - [E:9| 800]: Train Loss:0.0020889, Val MRR:0.33973, icews14
2023-05-10 08:38:47,426 - [INFO] - [E:9| 900]: Train Loss:0.0020886, Val MRR:0.33973, icews14
2023-05-10 08:39:41,522 - [INFO] - [E:9| 1000]: Train Loss:0.002089, Val MRR:0.33973, icews14
2023-05-10 08:40:35,929 - [INFO] - [E:9| 1100]: Train Loss:0.0020892, Val MRR:0.33973, icews14
2023-05-10 08:41:30,445 - [INFO] - [E:9| 1200]: Train Loss:0.0020893, Val MRR:0.33973, icews14
2023-05-10 08:42:13,111 - [INFO] - [E:9| 1300]: Train Loss:0.0020887, Val MRR:0.33973, icews14
2023-05-10 08:43:06,761 - [INFO] - [E:9| 1400]: Train Loss:0.002089, Val MRR:0.33973, icews14
2023-05-10 08:44:00,195 - [INFO] - [E:9| 1500]: Train Loss:0.0020893, Val MRR:0.33973, icews14
2023-05-10 08:44:54,191 - [INFO] - [E:9| 1600]: Train Loss:0.0020894, Val MRR:0.33973, icews14
2023-05-10 08:45:47,484 - [INFO] - [E:9| 1700]: Train Loss:0.0020891, Val MRR:0.33973, icews14
2023-05-10 08:46:41,311 - [INFO] - [E:9| 1800]: Train Loss:0.0020882, Val MRR:0.33973, icews14
2023-05-10 08:47:35,136 - [INFO] - [E:9| 1900]: Train Loss:0.0020883, Val MRR:0.33973, icews14
2023-05-10 08:47:57,644 - [INFO] - [Epoch:9]: Training Loss:0.002088
2023-05-10 08:47:57,777 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 08:48:17,264 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 08:48:22,730 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 08:48:41,860 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 08:48:47,053 - [INFO] - [Evaluating Epoch 9 valid]:
MRR: Tail : 0.3784, Head : 0.32311, Avg : 0.35075
MR: Tail : 224.33, Head : 258.72, Avg : 241.53
Hit-1: Tail : 0.27807, Head : 0.22551, Avg : 0.25179
Hit-3: Tail : 0.42177, Head : 0.35987, Avg : 0.39082
Hit-10: Tail : 0.56827, Head : 0.5179, Avg : 0.54309
2023-05-10 08:48:48,631 - [INFO] - [Epoch 9]: Training Loss: 0.0020881, Valid MRR: 0.35075,
2023-05-10 08:48:49,377 - [INFO] - [E:10| 0]: Train Loss:0.0021082, Val MRR:0.35075, icews14
2023-05-10 08:49:43,739 - [INFO] - [E:10| 100]: Train Loss:0.0020581, Val MRR:0.35075, icews14
2023-05-10 08:50:34,238 - [INFO] - [E:10| 200]: Train Loss:0.002058, Val MRR:0.35075, icews14
2023-05-10 08:51:19,514 - [INFO] - [E:10| 300]: Train Loss:0.0020604, Val MRR:0.35075, icews14
2023-05-10 08:52:13,776 - [INFO] - [E:10| 400]: Train Loss:0.0020625, Val MRR:0.35075, icews14
2023-05-10 08:53:08,126 - [INFO] - [E:10| 500]: Train Loss:0.0020626, Val MRR:0.35075, icews14
2023-05-10 08:54:02,248 - [INFO] - [E:10| 600]: Train Loss:0.0020627, Val MRR:0.35075, icews14
2023-05-10 08:54:56,441 - [INFO] - [E:10| 700]: Train Loss:0.0020616, Val MRR:0.35075, icews14
2023-05-10 08:55:50,087 - [INFO] - [E:10| 800]: Train Loss:0.0020603, Val MRR:0.35075, icews14
2023-05-10 08:56:43,813 - [INFO] - [E:10| 900]: Train Loss:0.0020616, Val MRR:0.35075, icews14
2023-05-10 08:57:37,763 - [INFO] - [E:10| 1000]: Train Loss:0.0020624, Val MRR:0.35075, icews14
2023-05-10 08:58:31,768 - [INFO] - [E:10| 1100]: Train Loss:0.0020632, Val MRR:0.35075, icews14
2023-05-10 08:59:21,962 - [INFO] - [E:10| 1200]: Train Loss:0.0020633, Val MRR:0.35075, icews14
2023-05-10 09:00:09,366 - [INFO] - [E:10| 1300]: Train Loss:0.0020641, Val MRR:0.35075, icews14
2023-05-10 09:01:04,710 - [INFO] - [E:10| 1400]: Train Loss:0.0020641, Val MRR:0.35075, icews14
2023-05-10 09:01:59,299 - [INFO] - [E:10| 1500]: Train Loss:0.0020642, Val MRR:0.35075, icews14
2023-05-10 09:02:55,207 - [INFO] - [E:10| 1600]: Train Loss:0.0020645, Val MRR:0.35075, icews14
2023-05-10 09:03:49,715 - [INFO] - [E:10| 1700]: Train Loss:0.0020646, Val MRR:0.35075, icews14
2023-05-10 09:04:43,757 - [INFO] - [E:10| 1800]: Train Loss:0.0020651, Val MRR:0.35075, icews14
2023-05-10 09:05:37,457 - [INFO] - [E:10| 1900]: Train Loss:0.0020656, Val MRR:0.35075, icews14
2023-05-10 09:05:59,623 - [INFO] - [Epoch:10]: Training Loss:0.002066
2023-05-10 09:05:59,756 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 09:06:19,223 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 09:06:24,747 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 09:06:44,125 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 09:06:49,417 - [INFO] - [Evaluating Epoch 10 valid]:
MRR: Tail : 0.38273, Head : 0.32909, Avg : 0.35591
2023-05-10 09:06:50,778 - [INFO] - [Epoch 10]: Training Loss: 0.0020657, Valid MRR: 0.35591,
2023-05-10 09:06:51,515 - [INFO] - [E:11| 0]: Train Loss:0.0020596, Val MRR:0.35591, icews14
2023-05-10 09:07:45,158 - [INFO] - [E:11| 100]: Train Loss:0.0020415, Val MRR:0.35591, icews14
2023-05-10 09:08:27,951 - [INFO] - [E:11| 200]: Train Loss:0.0020352, Val MRR:0.35591, icews14
2023-05-10 09:09:21,619 - [INFO] - [E:11| 300]: Train Loss:0.0020366, Val MRR:0.35591, icews14
2023-05-10 09:10:15,453 - [INFO] - [E:11| 400]: Train Loss:0.0020389, Val MRR:0.35591, icews14
2023-05-10 09:11:09,362 - [INFO] - [E:11| 500]: Train Loss:0.0020409, Val MRR:0.35591, icews14
2023-05-10 09:12:03,014 - [INFO] - [E:11| 600]: Train Loss:0.0020425, Val MRR:0.35591, icews14
2023-05-10 09:12:55,150 - [INFO] - [E:11| 700]: Train Loss:0.0020442, Val MRR:0.35591, icews14
2023-05-10 09:13:47,540 - [INFO] - [E:11| 800]: Train Loss:0.0020444, Val MRR:0.35591, icews14
2023-05-10 09:14:41,026 - [INFO] - [E:11| 900]: Train Loss:0.0020452, Val MRR:0.35591, icews14
2023-05-10 09:15:35,669 - [INFO] - [E:11| 1000]: Train Loss:0.0020443, Val MRR:0.35591, icews14
2023-05-10 09:16:30,722 - [INFO] - [E:11| 1100]: Train Loss:0.0020442, Val MRR:0.35591, icews14
2023-05-10 09:17:10,681 - [INFO] - [E:11| 1200]: Train Loss:0.0020449, Val MRR:0.35591, icews14
2023-05-10 09:18:06,366 - [INFO] - [E:11| 1300]: Train Loss:0.0020451, Val MRR:0.35591, icews14
2023-05-10 09:19:00,115 - [INFO] - [E:11| 1400]: Train Loss:0.0020449, Val MRR:0.35591, icews14
2023-05-10 09:19:53,812 - [INFO] - [E:11| 1500]: Train Loss:0.0020455, Val MRR:0.35591, icews14
2023-05-10 09:20:47,973 - [INFO] - [E:11| 1600]: Train Loss:0.0020459, Val MRR:0.35591, icews14
2023-05-10 09:21:42,273 - [INFO] - [E:11| 1700]: Train Loss:0.0020461, Val MRR:0.35591, icews14
2023-05-10 09:22:47,126 - [INFO] - [E:11| 1800]: Train Loss:0.0020465, Val MRR:0.35591, icews14
2023-05-10 09:23:55,846 - [INFO] - [E:11| 1900]: Train Loss:0.002047, Val MRR:0.35591, icews14
2023-05-10 09:24:18,120 - [INFO] - [Epoch:11]: Training Loss:0.002047
2023-05-10 09:24:18,265 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 09:24:37,629 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 09:24:41,922 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 09:24:54,890 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 09:25:00,422 - [INFO] - [Evaluating Epoch 11 valid]:
MRR: Tail : 0.38847, Head : 0.337, Avg : 0.36274
2023-05-10 09:25:05,207 - [INFO] - [Epoch 11]: Training Loss: 0.0020469, Valid MRR: 0.36274,
2023-05-10 09:25:05,963 - [INFO] - [E:12| 0]: Train Loss:0.0019955, Val MRR:0.36274, icews14
2023-05-10 09:25:59,606 - [INFO] - [E:12| 100]: Train Loss:0.0020247, Val MRR:0.36274, icews14
2023-05-10 09:26:42,209 - [INFO] - [E:12| 200]: Train Loss:0.0020261, Val MRR:0.36274, icews14
2023-05-10 09:27:36,266 - [INFO] - [E:12| 300]: Train Loss:0.002026, Val MRR:0.36274, icews14
2023-05-10 09:28:29,768 - [INFO] - [E:12| 400]: Train Loss:0.0020255, Val MRR:0.36274, icews14
2023-05-10 09:29:23,418 - [INFO] - [E:12| 500]: Train Loss:0.0020266, Val MRR:0.36274, icews14
2023-05-10 09:30:17,278 - [INFO] - [E:12| 600]: Train Loss:0.002026, Val MRR:0.36274, icews14
2023-05-10 09:31:11,353 - [INFO] - [E:12| 700]: Train Loss:0.0020273, Val MRR:0.36274, icews14
2023-05-10 09:32:05,353 - [INFO] - [E:12| 800]: Train Loss:0.0020274, Val MRR:0.36274, icews14
2023-05-10 09:32:59,762 - [INFO] - [E:12| 900]: Train Loss:0.0020278, Val MRR:0.36274, icews14
2023-05-10 09:33:53,533 - [INFO] - [E:12| 1000]: Train Loss:0.0020278, Val MRR:0.36274, icews14
2023-05-10 09:34:47,449 - [INFO] - [E:12| 1100]: Train Loss:0.0020282, Val MRR:0.36274, icews14
2023-05-10 09:35:30,673 - [INFO] - [E:12| 1200]: Train Loss:0.0020282, Val MRR:0.36274, icews14
2023-05-10 09:36:24,787 - [INFO] - [E:12| 1300]: Train Loss:0.002029, Val MRR:0.36274, icews14
2023-05-10 09:37:18,476 - [INFO] - [E:12| 1400]: Train Loss:0.0020295, Val MRR:0.36274, icews14
2023-05-10 09:38:12,433 - [INFO] - [E:12| 1500]: Train Loss:0.0020295, Val MRR:0.36274, icews14
2023-05-10 09:39:06,037 - [INFO] - [E:12| 1600]: Train Loss:0.0020299, Val MRR:0.36274, icews14
2023-05-10 09:40:00,529 - [INFO] - [E:12| 1700]: Train Loss:0.0020299, Val MRR:0.36274, icews14
2023-05-10 09:40:54,374 - [INFO] - [E:12| 1800]: Train Loss:0.0020302, Val MRR:0.36274, icews14
2023-05-10 09:41:48,042 - [INFO] - [E:12| 1900]: Train Loss:0.0020309, Val MRR:0.36274, icews14
2023-05-10 09:42:10,853 - [INFO] - [Epoch:12]: Training Loss:0.002031
2023-05-10 09:42:11,121 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 09:42:30,452 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 09:42:36,029 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 09:42:55,332 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 09:43:00,574 - [INFO] - [Evaluating Epoch 12 valid]:
MRR: Tail : 0.38912, Head : 0.33927, Avg : 0.3642
2023-05-10 09:43:01,976 - [INFO] - [Epoch 12]: Training Loss: 0.0020308, Valid MRR: 0.3642,
2023-05-10 09:43:02,722 - [INFO] - [E:13| 0]: Train Loss:0.0019524, Val MRR:0.3642, icews14
2023-05-10 09:43:53,535 - [INFO] - [E:13| 100]: Train Loss:0.0020077, Val MRR:0.3642, icews14
2023-05-10 09:44:39,197 - [INFO] - [E:13| 200]: Train Loss:0.0020031, Val MRR:0.3642, icews14
2023-05-10 09:45:32,786 - [INFO] - [E:13| 300]: Train Loss:0.0020064, Val MRR:0.3642, icews14
2023-05-10 09:46:26,691 - [INFO] - [E:13| 400]: Train Loss:0.0020085, Val MRR:0.3642, icews14
2023-05-10 09:47:20,379 - [INFO] - [E:13| 500]: Train Loss:0.002007, Val MRR:0.3642, icews14
2023-05-10 09:48:13,882 - [INFO] - [E:13| 600]: Train Loss:0.0020087, Val MRR:0.3642, icews14
2023-05-10 09:49:07,541 - [INFO] - [E:13| 700]: Train Loss:0.0020101, Val MRR:0.3642, icews14
2023-05-10 09:50:01,735 - [INFO] - [E:13| 800]: Train Loss:0.0020109, Val MRR:0.3642, icews14
2023-05-10 09:50:56,431 - [INFO] - [E:13| 900]: Train Loss:0.0020113, Val MRR:0.3642, icews14
2023-05-10 09:51:51,366 - [INFO] - [E:13| 1000]: Train Loss:0.0020116, Val MRR:0.3642, icews14
2023-05-10 09:52:42,920 - [INFO] - [E:13| 1100]: Train Loss:0.0020118, Val MRR:0.3642, icews14
2023-05-10 09:53:30,549 - [INFO] - [E:13| 1200]: Train Loss:0.0020123, Val MRR:0.3642, icews14
2023-05-10 09:54:23,908 - [INFO] - [E:13| 1300]: Train Loss:0.0020132, Val MRR:0.3642, icews14
2023-05-10 09:55:18,381 - [INFO] - [E:13| 1400]: Train Loss:0.0020136, Val MRR:0.3642, icews14
2023-05-10 09:56:13,364 - [INFO] - [E:13| 1500]: Train Loss:0.002014, Val MRR:0.3642, icews14
2023-05-10 09:57:08,160 - [INFO] - [E:13| 1600]: Train Loss:0.0020147, Val MRR:0.3642, icews14
2023-05-10 09:58:02,011 - [INFO] - [E:13| 1700]: Train Loss:0.0020153, Val MRR:0.3642, icews14
2023-05-10 09:58:55,639 - [INFO] - [E:13| 1800]: Train Loss:0.0020161, Val MRR:0.3642, icews14
2023-05-10 09:59:49,583 - [INFO] - [E:13| 1900]: Train Loss:0.0020168, Val MRR:0.3642, icews14
2023-05-10 10:00:12,104 - [INFO] - [Epoch:13]: Training Loss:0.002017
2023-05-10 10:00:12,372 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 10:00:31,680 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 10:00:37,198 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 10:00:56,403 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 10:01:01,684 - [INFO] - [Evaluating Epoch 13 valid]:
MRR: Tail : 0.39236, Head : 0.34117, Avg : 0.36677
2023-05-10 10:01:03,219 - [INFO] - [Epoch 13]: Training Loss: 0.0020168, Valid MRR: 0.36677,
2023-05-10 10:01:03,656 - [INFO] - [E:14| 0]: Train Loss:0.0019088, Val MRR:0.36677, icews14
2023-05-10 10:01:47,261 - [INFO] - [E:14| 100]: Train Loss:0.0019869, Val MRR:0.36677, icews14
2023-05-10 10:02:41,698 - [INFO] - [E:14| 200]: Train Loss:0.0019895, Val MRR:0.36677, icews14
2023-05-10 10:03:35,182 - [INFO] - [E:14| 300]: Train Loss:0.0019936, Val MRR:0.36677, icews14
2023-05-10 10:04:28,579 - [INFO] - [E:14| 400]: Train Loss:0.001996, Val MRR:0.36677, icews14
2023-05-10 10:05:22,222 - [INFO] - [E:14| 500]: Train Loss:0.0019985, Val MRR:0.36677, icews14
2023-05-10 10:06:16,281 - [INFO] - [E:14| 600]: Train Loss:0.0020002, Val MRR:0.36677, icews14
2023-05-10 10:07:10,251 - [INFO] - [E:14| 700]: Train Loss:0.0019998, Val MRR:0.36677, icews14
2023-05-10 10:08:04,217 - [INFO] - [E:14| 800]: Train Loss:0.002, Val MRR:0.36677, icews14
2023-05-10 10:08:57,900 - [INFO] - [E:14| 900]: Train Loss:0.0020006, Val MRR:0.36677, icews14
2023-05-10 10:09:51,852 - [INFO] - [E:14| 1000]: Train Loss:0.0020017, Val MRR:0.36677, icews14
2023-05-10 10:10:34,452 - [INFO] - [E:14| 1100]: Train Loss:0.0020015, Val MRR:0.36677, icews14
2023-05-10 10:11:27,613 - [INFO] - [E:14| 1200]: Train Loss:0.0020015, Val MRR:0.36677, icews14
2023-05-10 10:12:21,303 - [INFO] - [E:14| 1300]: Train Loss:0.0020015, Val MRR:0.36677, icews14
2023-05-10 10:13:15,167 - [INFO] - [E:14| 1400]: Train Loss:0.0020017, Val MRR:0.36677, icews14
2023-05-10 10:14:03,535 - [INFO] - [E:14| 1500]: Train Loss:0.0020018, Val MRR:0.36677, icews14
2023-05-10 10:14:57,402 - [INFO] - [E:14| 1600]: Train Loss:0.002002, Val MRR:0.36677, icews14
2023-05-10 10:15:51,373 - [INFO] - [E:14| 1700]: Train Loss:0.0020021, Val MRR:0.36677, icews14
2023-05-10 10:16:45,366 - [INFO] - [E:14| 1800]: Train Loss:0.0020026, Val MRR:0.36677, icews14
2023-05-10 10:17:39,374 - [INFO] - [E:14| 1900]: Train Loss:0.0020032, Val MRR:0.36677, icews14
2023-05-10 10:18:01,701 - [INFO] - [Epoch:14]: Training Loss:0.002004
2023-05-10 10:18:01,856 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 10:18:21,004 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 10:18:26,686 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 10:18:45,889 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 10:18:51,223 - [INFO] - [Evaluating Epoch 14 valid]:
MRR: Tail : 0.39429, Head : 0.34495, Avg : 0.36962
2023-05-10 10:18:53,228 - [INFO] - [Epoch 14]: Training Loss: 0.0020036, Valid MRR: 0.36962,
2023-05-10 10:18:53,960 - [INFO] - [E:15| 0]: Train Loss:0.0019916, Val MRR:0.36962, icews14
2023-05-10 10:19:37,068 - [INFO] - [E:15| 100]: Train Loss:0.0019814, Val MRR:0.36962, icews14
2023-05-10 10:20:31,441 - [INFO] - [E:15| 200]: Train Loss:0.001986, Val MRR:0.36962, icews14
2023-05-10 10:21:25,745 - [INFO] - [E:15| 300]: Train Loss:0.0019864, Val MRR:0.36962, icews14
2023-05-10 10:22:19,520 - [INFO] - [E:15| 400]: Train Loss:0.0019861, Val MRR:0.36962, icews14
2023-05-10 10:23:12,830 - [INFO] - [E:15| 500]: Train Loss:0.0019866, Val MRR:0.36962, icews14
2023-05-10 10:24:06,978 - [INFO] - [E:15| 600]: Train Loss:0.0019888, Val MRR:0.36962, icews14
2023-05-10 10:25:01,014 - [INFO] - [E:15| 700]: Train Loss:0.0019891, Val MRR:0.36962, icews14
2023-05-10 10:25:54,816 - [INFO] - [E:15| 800]: Train Loss:0.001988, Val MRR:0.36962, icews14
2023-05-10 10:26:48,566 - [INFO] - [E:15| 900]: Train Loss:0.001988, Val MRR:0.36962, icews14
2023-05-10 10:27:42,355 - [INFO] - [E:15| 1000]: Train Loss:0.0019884, Val MRR:0.36962, icews14
2023-05-10 10:28:26,118 - [INFO] - [E:15| 1100]: Train Loss:0.0019889, Val MRR:0.36962, icews14
2023-05-10 10:29:19,861 - [INFO] - [E:15| 1200]: Train Loss:0.0019901, Val MRR:0.36962, icews14
2023-05-10 10:30:13,554 - [INFO] - [E:15| 1300]: Train Loss:0.0019899, Val MRR:0.36962, icews14
2023-05-10 10:31:07,828 - [INFO] - [E:15| 1400]: Train Loss:0.0019906, Val MRR:0.36962, icews14
2023-05-10 10:32:02,200 - [INFO] - [E:15| 1500]: Train Loss:0.0019912, Val MRR:0.36962, icews14
2023-05-10 10:32:56,176 - [INFO] - [E:15| 1600]: Train Loss:0.001991, Val MRR:0.36962, icews14
2023-05-10 10:33:49,848 - [INFO] - [E:15| 1700]: Train Loss:0.0019913, Val MRR:0.36962, icews14
2023-05-10 10:34:43,262 - [INFO] - [E:15| 1800]: Train Loss:0.0019921, Val MRR:0.36962, icews14
2023-05-10 10:35:37,431 - [INFO] - [E:15| 1900]: Train Loss:0.0019928, Val MRR:0.36962, icews14
2023-05-10 10:35:59,876 - [INFO] - [Epoch:15]: Training Loss:0.001993
2023-05-10 10:36:00,150 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 10:36:19,077 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 10:36:24,696 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 10:36:38,324 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 10:36:41,339 - [INFO] - [Evaluating Epoch 15 valid]:
MRR: Tail : 0.39745, Head : 0.34839, Avg : 0.37292
2023-05-10 10:36:43,201 - [INFO] - [Epoch 15]: Training Loss: 0.0019928, Valid MRR: 0.37292,
2023-05-10 10:36:43,545 - [INFO] - [E:16| 0]: Train Loss:0.0019164, Val MRR:0.37292, icews14
2023-05-10 10:37:34,391 - [INFO] - [E:16| 100]: Train Loss:0.0019666, Val MRR:0.37292, icews14
2023-05-10 10:38:28,029 - [INFO] - [E:16| 200]: Train Loss:0.0019696, Val MRR:0.37292, icews14
2023-05-10 10:39:22,651 - [INFO] - [E:16| 300]: Train Loss:0.0019712, Val MRR:0.37292, icews14
2023-05-10 10:40:16,439 - [INFO] - [E:16| 400]: Train Loss:0.0019751, Val MRR:0.37292, icews14
2023-05-10 10:41:09,984 - [INFO] - [E:16| 500]: Train Loss:0.0019757, Val MRR:0.37292, icews14
2023-05-10 10:42:03,728 - [INFO] - [E:16| 600]: Train Loss:0.0019764, Val MRR:0.37292, icews14
2023-05-10 10:42:57,382 - [INFO] - [E:16| 700]: Train Loss:0.0019773, Val MRR:0.37292, icews14
2023-05-10 10:43:49,690 - [INFO] - [E:16| 800]: Train Loss:0.0019774, Val MRR:0.37292, icews14
2023-05-10 10:44:41,521 - [INFO] - [E:16| 900]: Train Loss:0.0019778, Val MRR:0.37292, icews14
2023-05-10 10:45:24,492 - [INFO] - [E:16| 1000]: Train Loss:0.0019782, Val MRR:0.37292, icews14
2023-05-10 10:46:17,176 - [INFO] - [E:16| 1100]: Train Loss:0.0019781, Val MRR:0.37292, icews14
2023-05-10 10:47:10,932 - [INFO] - [E:16| 1200]: Train Loss:0.0019786, Val MRR:0.37292, icews14
2023-05-10 10:48:05,042 - [INFO] - [E:16| 1300]: Train Loss:0.0019795, Val MRR:0.37292, icews14
2023-05-10 10:48:58,549 - [INFO] - [E:16| 1400]: Train Loss:0.0019801, Val MRR:0.37292, icews14
2023-05-10 10:49:52,269 - [INFO] - [E:16| 1500]: Train Loss:0.0019802, Val MRR:0.37292, icews14
2023-05-10 10:50:46,406 - [INFO] - [E:16| 1600]: Train Loss:0.0019813, Val MRR:0.37292, icews14
2023-05-10 10:51:40,484 - [INFO] - [E:16| 1700]: Train Loss:0.0019817, Val MRR:0.37292, icews14
2023-05-10 10:52:33,503 - [INFO] - [E:16| 1800]: Train Loss:0.0019816, Val MRR:0.37292, icews14
2023-05-10 10:53:27,253 - [INFO] - [E:16| 1900]: Train Loss:0.0019821, Val MRR:0.37292, icews14
2023-05-10 10:53:49,597 - [INFO] - [Epoch:16]: Training Loss:0.001982
2023-05-10 10:53:49,849 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 10:54:02,081 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 10:54:05,204 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 10:54:19,665 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 10:54:24,841 - [INFO] - [Evaluating Epoch 16 valid]:
MRR: Tail : 0.40087, Head : 0.35121, Avg : 0.37604
2023-05-10 10:54:26,792 - [INFO] - [Epoch 16]: Training Loss: 0.0019823, Valid MRR: 0.37604,
2023-05-10 10:54:27,461 - [INFO] - [E:17| 0]: Train Loss:0.0020528, Val MRR:0.37604, icews14
2023-05-10 10:55:21,259 - [INFO] - [E:17| 100]: Train Loss:0.0019537, Val MRR:0.37604, icews14
2023-05-10 10:56:15,048 - [INFO] - [E:17| 200]: Train Loss:0.0019572, Val MRR:0.37604, icews14
2023-05-10 10:57:08,802 - [INFO] - [E:17| 300]: Train Loss:0.001959, Val MRR:0.37604, icews14
2023-05-10 10:58:02,691 - [INFO] - [E:17| 400]: Train Loss:0.0019619, Val MRR:0.37604, icews14
2023-05-10 10:58:56,559 - [INFO] - [E:17| 500]: Train Loss:0.0019634, Val MRR:0.37604, icews14
2023-05-10 10:59:50,651 - [INFO] - [E:17| 600]: Train Loss:0.0019646, Val MRR:0.37604, icews14
2023-05-10 11:00:44,463 - [INFO] - [E:17| 700]: Train Loss:0.0019655, Val MRR:0.37604, icews14
2023-05-10 11:01:36,562 - [INFO] - [E:17| 800]: Train Loss:0.0019659, Val MRR:0.37604, icews14
2023-05-10 11:02:27,038 - [INFO] - [E:17| 900]: Train Loss:0.0019665, Val MRR:0.37604, icews14
2023-05-10 11:03:11,208 - [INFO] - [E:17| 1000]: Train Loss:0.0019679, Val MRR:0.37604, icews14
2023-05-10 11:04:05,116 - [INFO] - [E:17| 1100]: Train Loss:0.0019685, Val MRR:0.37604, icews14
2023-05-10 11:04:59,219 - [INFO] - [E:17| 1200]: Train Loss:0.0019695, Val MRR:0.37604, icews14
2023-05-10 11:05:52,890 - [INFO] - [E:17| 1300]: Train Loss:0.0019704, Val MRR:0.37604, icews14
2023-05-10 11:06:47,164 - [INFO] - [E:17| 1400]: Train Loss:0.0019705, Val MRR:0.37604, icews14
2023-05-10 11:07:41,195 - [INFO] - [E:17| 1500]: Train Loss:0.0019704, Val MRR:0.37604, icews14
2023-05-10 11:08:35,760 - [INFO] - [E:17| 1600]: Train Loss:0.0019707, Val MRR:0.37604, icews14
2023-05-10 11:09:29,970 - [INFO] - [E:17| 1700]: Train Loss:0.0019716, Val MRR:0.37604, icews14
2023-05-10 11:10:23,323 - [INFO] - [E:17| 1800]: Train Loss:0.0019721, Val MRR:0.37604, icews14
2023-05-10 11:11:16,989 - [INFO] - [E:17| 1900]: Train Loss:0.0019726, Val MRR:0.37604, icews14
2023-05-10 11:11:35,807 - [INFO] - [Epoch:17]: Training Loss:0.001973
2023-05-10 11:11:35,918 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 11:11:46,776 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 11:11:50,850 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 11:12:10,045 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 11:12:15,371 - [INFO] - [Evaluating Epoch 17 valid]:
MRR: Tail : 0.401, Head : 0.351, Avg : 0.376
2023-05-10 11:12:15,371 - [INFO] - [Epoch 17]: Training Loss: 0.0019726, Valid MRR: 0.37604,
2023-05-10 11:12:16,107 - [INFO] - [E:18| 0]: Train Loss:0.0019118, Val MRR:0.37604, icews14
2023-05-10 11:13:09,486 - [INFO] - [E:18| 100]: Train Loss:0.0019487, Val MRR:0.37604, icews14
2023-05-10 11:14:03,737 - [INFO] - [E:18| 200]: Train Loss:0.0019528, Val MRR:0.37604, icews14
2023-05-10 11:14:58,178 - [INFO] - [E:18| 300]: Train Loss:0.0019528, Val MRR:0.37604, icews14
2023-05-10 11:15:52,316 - [INFO] - [E:18| 400]: Train Loss:0.0019528, Val MRR:0.37604, icews14
2023-05-10 11:16:46,795 - [INFO] - [E:18| 500]: Train Loss:0.0019518, Val MRR:0.37604, icews14
2023-05-10 11:17:40,509 - [INFO] - [E:18| 600]: Train Loss:0.001953, Val MRR:0.37604, icews14
2023-05-10 11:18:34,240 - [INFO] - [E:18| 700]: Train Loss:0.0019536, Val MRR:0.37604, icews14
2023-05-10 11:19:28,578 - [INFO] - [E:18| 800]: Train Loss:0.0019555, Val MRR:0.37604, icews14
2023-05-10 11:20:19,156 - [INFO] - [E:18| 900]: Train Loss:0.001956, Val MRR:0.37604, icews14
2023-05-10 11:21:06,043 - [INFO] - [E:18| 1000]: Train Loss:0.0019566, Val MRR:0.37604, icews14
2023-05-10 11:21:59,738 - [INFO] - [E:18| 1100]: Train Loss:0.0019573, Val MRR:0.37604, icews14
2023-05-10 11:22:53,202 - [INFO] - [E:18| 1200]: Train Loss:0.0019583, Val MRR:0.37604, icews14
2023-05-10 11:23:47,278 - [INFO] - [E:18| 1300]: Train Loss:0.0019599, Val MRR:0.37604, icews14
2023-05-10 11:24:41,823 - [INFO] - [E:18| 1400]: Train Loss:0.0019604, Val MRR:0.37604, icews14
2023-05-10 11:25:35,340 - [INFO] - [E:18| 1500]: Train Loss:0.0019617, Val MRR:0.37604, icews14
2023-05-10 11:26:28,971 - [INFO] - [E:18| 1600]: Train Loss:0.0019626, Val MRR:0.37604, icews14
2023-05-10 11:27:22,757 - [INFO] - [E:18| 1700]: Train Loss:0.001963, Val MRR:0.37604, icews14
2023-05-10 11:28:16,736 - [INFO] - [E:18| 1800]: Train Loss:0.0019636, Val MRR:0.37604, icews14
2023-05-10 11:29:05,377 - [INFO] - [E:18| 1900]: Train Loss:0.0019638, Val MRR:0.37604, icews14
2023-05-10 11:29:22,367 - [INFO] - [Epoch:18]: Training Loss:0.001964
2023-05-10 11:29:22,639 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 11:29:41,937 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 11:29:47,523 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 11:30:06,961 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 11:30:12,216 - [INFO] - [Evaluating Epoch 18 valid]:
MRR: Tail : 0.40612, Head : 0.35741, Avg : 0.38176
2023-05-10 11:30:14,031 - [INFO] - [Epoch 18]: Training Loss: 0.001964, Valid MRR: 0.38176,
2023-05-10 11:30:14,770 - [INFO] - [E:19| 0]: Train Loss:0.0019558, Val MRR:0.38176, icews14
2023-05-10 11:31:08,673 - [INFO] - [E:19| 100]: Train Loss:0.0019336, Val MRR:0.38176, icews14
2023-05-10 11:32:02,496 - [INFO] - [E:19| 200]: Train Loss:0.0019434, Val MRR:0.38176, icews14
2023-05-10 11:32:56,170 - [INFO] - [E:19| 300]: Train Loss:0.0019406, Val MRR:0.38176, icews14
2023-05-10 11:33:49,906 - [INFO] - [E:19| 400]: Train Loss:0.0019425, Val MRR:0.38176, icews14
2023-05-10 11:34:44,349 - [INFO] - [E:19| 500]: Train Loss:0.0019432, Val MRR:0.38176, icews14
2023-05-10 11:35:37,906 - [INFO] - [E:19| 600]: Train Loss:0.0019447, Val MRR:0.38176, icews14
2023-05-10 11:36:31,575 - [INFO] - [E:19| 700]: Train Loss:0.001946, Val MRR:0.38176, icews14
2023-05-10 11:37:25,330 - [INFO] - [E:19| 800]: Train Loss:0.0019477, Val MRR:0.38176, icews14
2023-05-10 11:38:07,995 - [INFO] - [E:19| 900]: Train Loss:0.0019481, Val MRR:0.38176, icews14
2023-05-10 11:39:01,599 - [INFO] - [E:19| 1000]: Train Loss:0.0019487, Val MRR:0.38176, icews14
2023-05-10 11:39:56,057 - [INFO] - [E:19| 1100]: Train Loss:0.0019502, Val MRR:0.38176, icews14
2023-05-10 11:41:15,019 - [INFO] - [E:19| 1200]: Train Loss:0.001951, Val MRR:0.38176, icews14
2023-05-10 11:42:08,787 - [INFO] - [E:19| 1300]: Train Loss:0.0019516, Val MRR:0.38176, icews14
2023-05-10 11:43:02,584 - [INFO] - [E:19| 1400]: Train Loss:0.0019524, Val MRR:0.38176, icews14
2023-05-10 11:43:56,428 - [INFO] - [E:19| 1500]: Train Loss:0.0019531, Val MRR:0.38176, icews14
2023-05-10 11:44:50,266 - [INFO] - [E:19| 1600]: Train Loss:0.0019536, Val MRR:0.38176, icews14
2023-05-10 11:45:44,173 - [INFO] - [E:19| 1700]: Train Loss:0.0019538, Val MRR:0.38176, icews14
2023-05-10 11:46:37,736 - [INFO] - [E:19| 1800]: Train Loss:0.0019541, Val MRR:0.38176, icews14
2023-05-10 11:47:20,196 - [INFO] - [E:19| 1900]: Train Loss:0.0019545, Val MRR:0.38176, icews14
2023-05-10 11:47:42,959 - [INFO] - [Epoch:19]: Training Loss:0.001955
2023-05-10 11:47:43,112 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 11:48:02,128 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 11:48:07,876 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 11:48:27,066 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 11:48:32,286 - [INFO] - [Evaluating Epoch 19 valid]:
MRR: Tail : 0.40374, Head : 0.35654, Avg : 0.38014
MR: Tail : 269.16, Head : 288.07, Avg : 278.61
Hit-1: Tail : 0.29979, Head : 0.25586, Avg : 0.27782
Hit-3: Tail : 0.45175, Head : 0.39968, Avg : 0.42572
Hit-10: Tail : 0.60942, Head : 0.55419, Avg : 0.58181
2023-05-10 11:48:32,287 - [INFO] - [Epoch 19]: Training Loss: 0.0019547, Valid MRR: 0.38176,
2023-05-10 11:48:32,838 - [INFO] - [E:20| 0]: Train Loss:0.0019378, Val MRR:0.38176, icews14
2023-05-10 11:49:27,134 - [INFO] - [E:20| 100]: Train Loss:0.0019374, Val MRR:0.38176, icews14
2023-05-10 11:50:20,901 - [INFO] - [E:20| 200]: Train Loss:0.0019339, Val MRR:0.38176, icews14
2023-05-10 11:51:08,617 - [INFO] - [E:20| 300]: Train Loss:0.0019331, Val MRR:0.38176, icews14
2023-05-10 11:52:02,562 - [INFO] - [E:20| 400]: Train Loss:0.0019355, Val MRR:0.38176, icews14
2023-05-10 11:52:56,191 - [INFO] - [E:20| 500]: Train Loss:0.0019357, Val MRR:0.38176, icews14
2023-05-10 11:53:49,795 - [INFO] - [E:20| 600]: Train Loss:0.0019369, Val MRR:0.38176, icews14
2023-05-10 11:54:43,706 - [INFO] - [E:20| 700]: Train Loss:0.0019369, Val MRR:0.38176, icews14
2023-05-10 11:55:37,661 - [INFO] - [E:20| 800]: Train Loss:0.0019383, Val MRR:0.38176, icews14
2023-05-10 11:56:20,263 - [INFO] - [E:20| 900]: Train Loss:0.0019398, Val MRR:0.38176, icews14
2023-05-10 11:57:14,507 - [INFO] - [E:20| 1000]: Train Loss:0.0019411, Val MRR:0.38176, icews14
2023-05-10 11:58:08,608 - [INFO] - [E:20| 1100]: Train Loss:0.0019414, Val MRR:0.38176, icews14
2023-05-10 11:59:02,533 - [INFO] - [E:20| 1200]: Train Loss:0.0019421, Val MRR:0.38176, icews14
2023-05-10 11:59:56,101 - [INFO] - [E:20| 1300]: Train Loss:0.0019425, Val MRR:0.38176, icews14
2023-05-10 12:00:49,406 - [INFO] - [E:20| 1400]: Train Loss:0.0019434, Val MRR:0.38176, icews14
2023-05-10 12:01:43,250 - [INFO] - [E:20| 1500]: Train Loss:0.0019436, Val MRR:0.38176, icews14
2023-05-10 12:02:37,048 - [INFO] - [E:20| 1600]: Train Loss:0.0019442, Val MRR:0.38176, icews14
2023-05-10 12:03:30,679 - [INFO] - [E:20| 1700]: Train Loss:0.0019447, Val MRR:0.38176, icews14
2023-05-10 12:04:24,403 - [INFO] - [E:20| 1800]: Train Loss:0.0019456, Val MRR:0.38176, icews14
2023-05-10 12:05:06,590 - [INFO] - [E:20| 1900]: Train Loss:0.0019458, Val MRR:0.38176, icews14
2023-05-10 12:05:28,989 - [INFO] - [Epoch:20]: Training Loss:0.001946
2023-05-10 12:05:29,262 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 12:05:48,365 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 12:05:53,847 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 12:06:12,969 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 12:06:18,252 - [INFO] - [Evaluating Epoch 20 valid]:
MRR: Tail : 0.40486, Head : 0.35642, Avg : 0.38064
2023-05-10 12:06:18,252 - [INFO] - [Epoch 20]: Training Loss: 0.0019462, Valid MRR: 0.38176,
2023-05-10 12:06:18,943 - [INFO] - [E:21| 0]: Train Loss:0.0019222, Val MRR:0.38176, icews14
2023-05-10 12:07:12,820 - [INFO] - [E:21| 100]: Train Loss:0.0019144, Val MRR:0.38176, icews14
2023-05-10 12:08:06,334 - [INFO] - [E:21| 200]: Train Loss:0.0019162, Val MRR:0.38176, icews14
2023-05-10 12:08:59,810 - [INFO] - [E:21| 300]: Train Loss:0.0019184, Val MRR:0.38176, icews14
2023-05-10 12:09:53,602 - [INFO] - [E:21| 400]: Train Loss:0.0019217, Val MRR:0.38176, icews14
2023-05-10 12:10:46,690 - [INFO] - [E:21| 500]: Train Loss:0.0019226, Val MRR:0.38176, icews14
2023-05-10 12:11:40,468 - [INFO] - [E:21| 600]: Train Loss:0.0019233, Val MRR:0.38176, icews14
2023-05-10 12:12:34,126 - [INFO] - [E:21| 700]: Train Loss:0.0019259, Val MRR:0.38176, icews14
2023-05-10 12:13:26,690 - [INFO] - [E:21| 800]: Train Loss:0.0019283, Val MRR:0.38176, icews14
2023-05-10 12:14:09,916 - [INFO] - [E:21| 900]: Train Loss:0.0019295, Val MRR:0.38176, icews14
2023-05-10 12:15:03,191 - [INFO] - [E:21| 1000]: Train Loss:0.0019305, Val MRR:0.38176, icews14
2023-05-10 12:15:55,971 - [INFO] - [E:21| 1100]: Train Loss:0.0019314, Val MRR:0.38176, icews14
2023-05-10 12:16:48,724 - [INFO] - [E:21| 1200]: Train Loss:0.0019323, Val MRR:0.38176, icews14
2023-05-10 12:17:42,231 - [INFO] - [E:21| 1300]: Train Loss:0.0019335, Val MRR:0.38176, icews14
2023-05-10 12:18:36,091 - [INFO] - [E:21| 1400]: Train Loss:0.0019343, Val MRR:0.38176, icews14
2023-05-10 12:19:29,648 - [INFO] - [E:21| 1500]: Train Loss:0.0019346, Val MRR:0.38176, icews14
2023-05-10 12:20:23,068 - [INFO] - [E:21| 1600]: Train Loss:0.0019357, Val MRR:0.38176, icews14
2023-05-10 12:21:16,447 - [INFO] - [E:21| 1700]: Train Loss:0.0019367, Val MRR:0.38176, icews14
2023-05-10 12:22:05,579 - [INFO] - [E:21| 1800]: Train Loss:0.0019375, Val MRR:0.38176, icews14
2023-05-10 12:22:52,945 - [INFO] - [E:21| 1900]: Train Loss:0.0019382, Val MRR:0.38176, icews14
2023-05-10 12:23:15,297 - [INFO] - [Epoch:21]: Training Loss:0.001939
2023-05-10 12:23:15,429 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 12:23:34,748 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 12:23:40,456 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 12:23:59,790 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 12:24:05,064 - [INFO] - [Evaluating Epoch 21 valid]:
MRR: Tail : 0.40686, Head : 0.35984, Avg : 0.38335
2023-05-10 12:24:06,902 - [INFO] - [Epoch 21]: Training Loss: 0.0019386, Valid MRR: 0.38335,
2023-05-10 12:24:07,410 - [INFO] - [E:22| 0]: Train Loss:0.0018966, Val MRR:0.38335, icews14
2023-05-10 12:25:01,503 - [INFO] - [E:22| 100]: Train Loss:0.0019252, Val MRR:0.38335, icews14
2023-05-10 12:25:55,661 - [INFO] - [E:22| 200]: Train Loss:0.0019213, Val MRR:0.38335, icews14
2023-05-10 12:26:50,043 - [INFO] - [E:22| 300]: Train Loss:0.001919, Val MRR:0.38335, icews14
2023-05-10 12:27:44,004 - [INFO] - [E:22| 400]: Train Loss:0.0019194, Val MRR:0.38335, icews14
2023-05-10 12:28:37,760 - [INFO] - [E:22| 500]: Train Loss:0.0019193, Val MRR:0.38335, icews14
2023-05-10 12:29:31,280 - [INFO] - [E:22| 600]: Train Loss:0.0019199, Val MRR:0.38335, icews14
2023-05-10 12:30:25,153 - [INFO] - [E:22| 700]: Train Loss:0.0019208, Val MRR:0.38335, icews14
2023-05-10 12:31:08,270 - [INFO] - [E:22| 800]: Train Loss:0.0019217, Val MRR:0.38335, icews14
2023-05-10 12:32:01,837 - [INFO] - [E:22| 900]: Train Loss:0.001923, Val MRR:0.38335, icews14
2023-05-10 12:32:56,009 - [INFO] - [E:22| 1000]: Train Loss:0.0019234, Val MRR:0.38335, icews14
2023-05-10 12:33:49,555 - [INFO] - [E:22| 1100]: Train Loss:0.0019244, Val MRR:0.38335, icews14
2023-05-10 12:34:43,360 - [INFO] - [E:22| 1200]: Train Loss:0.0019247, Val MRR:0.38335, icews14
2023-05-10 12:35:36,977 - [INFO] - [E:22| 1300]: Train Loss:0.001926, Val MRR:0.38335, icews14
2023-05-10 12:36:30,666 - [INFO] - [E:22| 1400]: Train Loss:0.0019268, Val MRR:0.38335, icews14
2023-05-10 12:37:24,468 - [INFO] - [E:22| 1500]: Train Loss:0.0019274, Val MRR:0.38335, icews14
2023-05-10 12:38:18,219 - [INFO] - [E:22| 1600]: Train Loss:0.0019276, Val MRR:0.38335, icews14
2023-05-10 12:39:05,681 - [INFO] - [E:22| 1700]: Train Loss:0.0019282, Val MRR:0.38335, icews14
2023-05-10 12:39:51,831 - [INFO] - [E:22| 1800]: Train Loss:0.0019287, Val MRR:0.38335, icews14
2023-05-10 12:40:42,497 - [INFO] - [E:22| 1900]: Train Loss:0.0019297, Val MRR:0.38335, icews14
2023-05-10 12:41:05,098 - [INFO] - [Epoch:22]: Training Loss:0.00193
2023-05-10 12:41:05,232 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 12:41:24,496 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 12:41:30,262 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 12:41:49,482 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 12:41:54,780 - [INFO] - [Evaluating Epoch 22 valid]:
MRR: Tail : 0.40578, Head : 0.35655, Avg : 0.38117
2023-05-10 12:41:54,780 - [INFO] - [Epoch 22]: Training Loss: 0.0019302, Valid MRR: 0.38335,
2023-05-10 12:41:55,379 - [INFO] - [E:23| 0]: Train Loss:0.0018995, Val MRR:0.38335, icews14
2023-05-10 12:42:49,028 - [INFO] - [E:23| 100]: Train Loss:0.0019125, Val MRR:0.38335, icews14
2023-05-10 12:43:43,385 - [INFO] - [E:23| 200]: Train Loss:0.0019148, Val MRR:0.38335, icews14
2023-05-10 12:44:36,966 - [INFO] - [E:23| 300]: Train Loss:0.0019147, Val MRR:0.38335, icews14
2023-05-10 12:45:30,772 - [INFO] - [E:23| 400]: Train Loss:0.0019152, Val MRR:0.38335, icews14
2023-05-10 12:46:24,412 - [INFO] - [E:23| 500]: Train Loss:0.0019148, Val MRR:0.38335, icews14
2023-05-10 12:47:18,919 - [INFO] - [E:23| 600]: Train Loss:0.0019164, Val MRR:0.38335, icews14
2023-05-10 12:48:12,565 - [INFO] - [E:23| 700]: Train Loss:0.0019158, Val MRR:0.38335, icews14
2023-05-10 12:48:55,346 - [INFO] - [E:23| 800]: Train Loss:0.0019165, Val MRR:0.38335, icews14
2023-05-10 12:49:48,875 - [INFO] - [E:23| 900]: Train Loss:0.0019173, Val MRR:0.38335, icews14
2023-05-10 12:50:42,765 - [INFO] - [E:23| 1000]: Train Loss:0.0019169, Val MRR:0.38335, icews14
2023-05-10 12:51:36,480 - [INFO] - [E:23| 1100]: Train Loss:0.0019173, Val MRR:0.38335, icews14
2023-05-10 12:52:30,865 - [INFO] - [E:23| 1200]: Train Loss:0.0019176, Val MRR:0.38335, icews14
2023-05-10 12:53:24,927 - [INFO] - [E:23| 1300]: Train Loss:0.0019188, Val MRR:0.38335, icews14
2023-05-10 12:54:18,594 - [INFO] - [E:23| 1400]: Train Loss:0.0019194, Val MRR:0.38335, icews14
2023-05-10 12:55:11,953 - [INFO] - [E:23| 1500]: Train Loss:0.00192, Val MRR:0.38335, icews14
2023-05-10 12:56:05,494 - [INFO] - [E:23| 1600]: Train Loss:0.0019204, Val MRR:0.38335, icews14
2023-05-10 12:56:59,411 - [INFO] - [E:23| 1700]: Train Loss:0.0019206, Val MRR:0.38335, icews14
2023-05-10 12:57:41,962 - [INFO] - [E:23| 1800]: Train Loss:0.0019213, Val MRR:0.38335, icews14
2023-05-10 12:58:35,666 - [INFO] - [E:23| 1900]: Train Loss:0.0019223, Val MRR:0.38335, icews14
2023-05-10 12:58:57,910 - [INFO] - [Epoch:23]: Training Loss:0.001923
2023-05-10 12:58:58,068 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 12:59:17,275 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 12:59:22,902 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 12:59:42,035 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 12:59:47,514 - [INFO] - [Evaluating Epoch 23 valid]:
MRR: Tail : 0.40559, Head : 0.36065, Avg : 0.38312
2023-05-10 12:59:47,514 - [INFO] - [Epoch 23]: Training Loss: 0.0019226, Valid MRR: 0.38335,
2023-05-10 12:59:48,021 - [INFO] - [E:24| 0]: Train Loss:0.0019203, Val MRR:0.38335, icews14
2023-05-10 13:00:42,819 - [INFO] - [E:24| 100]: Train Loss:0.001903, Val MRR:0.38335, icews14
2023-05-10 13:01:36,237 - [INFO] - [E:24| 200]: Train Loss:0.0019016, Val MRR:0.38335, icews14
2023-05-10 13:02:30,503 - [INFO] - [E:24| 300]: Train Loss:0.0018997, Val MRR:0.38335, icews14
2023-05-10 13:03:24,435 - [INFO] - [E:24| 400]: Train Loss:0.0019021, Val MRR:0.38335, icews14
2023-05-10 13:04:18,205 - [INFO] - [E:24| 500]: Train Loss:0.0019021, Val MRR:0.38335, icews14
2023-05-10 13:05:11,986 - [INFO] - [E:24| 600]: Train Loss:0.0019029, Val MRR:0.38335, icews14
2023-05-10 13:06:01,353 - [INFO] - [E:24| 700]: Train Loss:0.0019044, Val MRR:0.38335, icews14
2023-05-10 13:06:49,004 - [INFO] - [E:24| 800]: Train Loss:0.0019057, Val MRR:0.38335, icews14
2023-05-10 13:07:43,121 - [INFO] - [E:24| 900]: Train Loss:0.0019069, Val MRR:0.38335, icews14
2023-05-10 13:08:36,612 - [INFO] - [E:24| 1000]: Train Loss:0.0019074, Val MRR:0.38335, icews14
2023-05-10 13:09:30,353 - [INFO] - [E:24| 1100]: Train Loss:0.0019081, Val MRR:0.38335, icews14
2023-05-10 13:10:24,800 - [INFO] - [E:24| 1200]: Train Loss:0.001909, Val MRR:0.38335, icews14
2023-05-10 13:11:18,775 - [INFO] - [E:24| 1300]: Train Loss:0.0019103, Val MRR:0.38335, icews14
2023-05-10 13:12:12,672 - [INFO] - [E:24| 1400]: Train Loss:0.0019114, Val MRR:0.38335, icews14
2023-05-10 13:13:06,418 - [INFO] - [E:24| 1500]: Train Loss:0.0019122, Val MRR:0.38335, icews14
2023-05-10 13:14:00,562 - [INFO] - [E:24| 1600]: Train Loss:0.0019129, Val MRR:0.38335, icews14
2023-05-10 13:14:49,130 - [INFO] - [E:24| 1700]: Train Loss:0.0019134, Val MRR:0.38335, icews14
2023-05-10 13:15:36,855 - [INFO] - [E:24| 1800]: Train Loss:0.0019138, Val MRR:0.38335, icews14
2023-05-10 13:16:30,660 - [INFO] - [E:24| 1900]: Train Loss:0.0019146, Val MRR:0.38335, icews14
2023-05-10 13:16:52,830 - [INFO] - [Epoch:24]: Training Loss:0.001915
2023-05-10 13:16:52,962 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 13:17:12,502 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 13:17:17,928 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 13:17:37,257 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 13:17:42,465 - [INFO] - [Evaluating Epoch 24 valid]:
MRR: Tail : 0.40944, Head : 0.36023, Avg : 0.38484
2023-05-10 13:17:45,095 - [INFO] - [Epoch 24]: Training Loss: 0.0019148, Valid MRR: 0.38484,
2023-05-10 13:17:45,825 - [INFO] - [E:25| 0]: Train Loss:0.0019046, Val MRR:0.38484, icews14
2023-05-10 13:18:39,429 - [INFO] - [E:25| 100]: Train Loss:0.0018948, Val MRR:0.38484, icews14
2023-05-10 13:19:33,048 - [INFO] - [E:25| 200]: Train Loss:0.0018929, Val MRR:0.38484, icews14
2023-05-10 13:20:26,706 - [INFO] - [E:25| 300]: Train Loss:0.0018953, Val MRR:0.38484, icews14
2023-05-10 13:21:20,459 - [INFO] - [E:25| 400]: Train Loss:0.0018944, Val MRR:0.38484, icews14
2023-05-10 13:22:14,192 - [INFO] - [E:25| 500]: Train Loss:0.0018941, Val MRR:0.38484, icews14
2023-05-10 13:23:07,574 - [INFO] - [E:25| 600]: Train Loss:0.0018953, Val MRR:0.38484, icews14
2023-05-10 13:23:50,712 - [INFO] - [E:25| 700]: Train Loss:0.0018958, Val MRR:0.38484, icews14
2023-05-10 13:24:44,282 - [INFO] - [E:25| 800]: Train Loss:0.0018965, Val MRR:0.38484, icews14
2023-05-10 13:25:38,199 - [INFO] - [E:25| 900]: Train Loss:0.0018975, Val MRR:0.38484, icews14
2023-05-10 13:26:31,912 - [INFO] - [E:25| 1000]: Train Loss:0.0018988, Val MRR:0.38484, icews14
2023-05-10 13:27:25,745 - [INFO] - [E:25| 1100]: Train Loss:0.0018998, Val MRR:0.38484, icews14
2023-05-10 13:28:12,517 - [INFO] - [E:25| 1200]: Train Loss:0.0019014, Val MRR:0.38484, icews14
2023-05-10 13:29:06,504 - [INFO] - [E:25| 1300]: Train Loss:0.0019025, Val MRR:0.38484, icews14
2023-05-10 13:30:00,320 - [INFO] - [E:25| 1400]: Train Loss:0.0019031, Val MRR:0.38484, icews14
2023-05-10 13:30:55,547 - [INFO] - [E:25| 1500]: Train Loss:0.0019035, Val MRR:0.38484, icews14
2023-05-10 13:31:50,122 - [INFO] - [E:25| 1600]: Train Loss:0.0019044, Val MRR:0.38484, icews14
2023-05-10 13:32:34,648 - [INFO] - [E:25| 1700]: Train Loss:0.001905, Val MRR:0.38484, icews14
2023-05-10 13:33:27,471 - [INFO] - [E:25| 1800]: Train Loss:0.0019055, Val MRR:0.38484, icews14
2023-05-10 13:34:21,056 - [INFO] - [E:25| 1900]: Train Loss:0.0019061, Val MRR:0.38484, icews14
2023-05-10 13:34:43,391 - [INFO] - [Epoch:25]: Training Loss:0.001906
2023-05-10 13:34:43,548 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 13:35:02,970 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 13:35:08,461 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 13:35:27,634 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 13:35:33,176 - [INFO] - [Evaluating Epoch 25 valid]:
MRR: Tail : 0.40548, Head : 0.35891, Avg : 0.38219
2023-05-10 13:35:33,176 - [INFO] - [Epoch 25]: Training Loss: 0.0019064, Valid MRR: 0.38484,
2023-05-10 13:35:33,662 - [INFO] - [E:26| 0]: Train Loss:0.0018948, Val MRR:0.38484, icews14
2023-05-10 13:36:27,266 - [INFO] - [E:26| 100]: Train Loss:0.0018804, Val MRR:0.38484, icews14
2023-05-10 13:37:21,470 - [INFO] - [E:26| 200]: Train Loss:0.0018804, Val MRR:0.38484, icews14
2023-05-10 13:38:15,039 - [INFO] - [E:26| 300]: Train Loss:0.0018812, Val MRR:0.38484, icews14
2023-05-10 13:39:08,842 - [INFO] - [E:26| 400]: Train Loss:0.0018842, Val MRR:0.38484, icews14
2023-05-10 13:40:02,687 - [INFO] - [E:26| 500]: Train Loss:0.0018864, Val MRR:0.38484, icews14
2023-05-10 13:40:56,566 - [INFO] - [E:26| 600]: Train Loss:0.0018878, Val MRR:0.38484, icews14
2023-05-10 13:41:39,076 - [INFO] - [E:26| 700]: Train Loss:0.0018882, Val MRR:0.38484, icews14
2023-05-10 13:42:33,126 - [INFO] - [E:26| 800]: Train Loss:0.0018891, Val MRR:0.38484, icews14
2023-05-10 13:43:27,010 - [INFO] - [E:26| 900]: Train Loss:0.0018901, Val MRR:0.38484, icews14
2023-05-10 13:44:21,165 - [INFO] - [E:26| 1000]: Train Loss:0.0018915, Val MRR:0.38484, icews14
2023-05-10 13:45:15,189 - [INFO] - [E:26| 1100]: Train Loss:0.0018927, Val MRR:0.38484, icews14
2023-05-10 13:46:08,756 - [INFO] - [E:26| 1200]: Train Loss:0.0018934, Val MRR:0.38484, icews14
2023-05-10 13:47:00,511 - [INFO] - [E:26| 1300]: Train Loss:0.0018942, Val MRR:0.38484, icews14
2023-05-10 13:47:53,300 - [INFO] - [E:26| 1400]: Train Loss:0.0018951, Val MRR:0.38484, icews14
2023-05-10 13:48:45,963 - [INFO] - [E:26| 1500]: Train Loss:0.0018959, Val MRR:0.38484, icews14
2023-05-10 13:49:39,623 - [INFO] - [E:26| 1600]: Train Loss:0.0018966, Val MRR:0.38484, icews14
2023-05-10 13:50:22,713 - [INFO] - [E:26| 1700]: Train Loss:0.0018973, Val MRR:0.38484, icews14
2023-05-10 13:51:17,262 - [INFO] - [E:26| 1800]: Train Loss:0.0018978, Val MRR:0.38484, icews14
2023-05-10 13:52:10,927 - [INFO] - [E:26| 1900]: Train Loss:0.0018978, Val MRR:0.38484, icews14
2023-05-10 13:52:33,049 - [INFO] - [Epoch:26]: Training Loss:0.001898
2023-05-10 13:52:33,206 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 13:52:52,842 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 13:52:58,401 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 13:53:17,883 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 13:53:23,491 - [INFO] - [Evaluating Epoch 26 valid]:
MRR: Tail : 0.40919, Head : 0.362, Avg : 0.38559
2023-05-10 13:53:26,441 - [INFO] - [Epoch 26]: Training Loss: 0.001898, Valid MRR: 0.38559,
2023-05-10 13:53:27,182 - [INFO] - [E:27| 0]: Train Loss:0.0019488, Val MRR:0.38559, icews14
2023-05-10 13:54:21,449 - [INFO] - [E:27| 100]: Train Loss:0.0018852, Val MRR:0.38559, icews14
2023-05-10 13:55:15,158 - [INFO] - [E:27| 200]: Train Loss:0.0018768, Val MRR:0.38559, icews14
2023-05-10 13:56:08,680 - [INFO] - [E:27| 300]: Train Loss:0.0018785, Val MRR:0.38559, icews14
2023-05-10 13:57:02,215 - [INFO] - [E:27| 400]: Train Loss:0.0018787, Val MRR:0.38559, icews14
2023-05-10 13:57:56,645 - [INFO] - [E:27| 500]: Train Loss:0.0018784, Val MRR:0.38559, icews14
2023-05-10 13:58:41,418 - [INFO] - [E:27| 600]: Train Loss:0.0018788, Val MRR:0.38559, icews14
2023-05-10 13:59:33,623 - [INFO] - [E:27| 700]: Train Loss:0.0018797, Val MRR:0.38559, icews14
2023-05-10 14:00:27,854 - [INFO] - [E:27| 800]: Train Loss:0.0018806, Val MRR:0.38559, icews14
2023-05-10 14:01:21,770 - [INFO] - [E:27| 900]: Train Loss:0.0018815, Val MRR:0.38559, icews14
2023-05-10 14:02:15,263 - [INFO] - [E:27| 1000]: Train Loss:0.0018826, Val MRR:0.38559, icews14
2023-05-10 14:03:09,038 - [INFO] - [E:27| 1100]: Train Loss:0.0018828, Val MRR:0.38559, icews14
2023-05-10 14:04:02,930 - [INFO] - [E:27| 1200]: Train Loss:0.0018833, Val MRR:0.38559, icews14
2023-05-10 14:04:56,756 - [INFO] - [E:27| 1300]: Train Loss:0.0018839, Val MRR:0.38559, icews14
2023-05-10 14:05:50,359 - [INFO] - [E:27| 1400]: Train Loss:0.0018847, Val MRR:0.38559, icews14
2023-05-10 14:06:44,083 - [INFO] - [E:27| 1500]: Train Loss:0.0018849, Val MRR:0.38559, icews14
2023-05-10 14:07:28,167 - [INFO] - [E:27| 1600]: Train Loss:0.0018859, Val MRR:0.38559, icews14
2023-05-10 14:08:21,274 - [INFO] - [E:27| 1700]: Train Loss:0.0018867, Val MRR:0.38559, icews14
2023-05-10 14:09:15,119 - [INFO] - [E:27| 1800]: Train Loss:0.0018879, Val MRR:0.38559, icews14
2023-05-10 14:10:08,854 - [INFO] - [E:27| 1900]: Train Loss:0.0018886, Val MRR:0.38559, icews14
2023-05-10 14:10:31,154 - [INFO] - [Epoch:27]: Training Loss:0.001889
2023-05-10 14:10:31,427 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 14:10:50,620 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 14:10:56,197 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 14:11:15,290 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 14:11:20,754 - [INFO] - [Evaluating Epoch 27 valid]:
MRR: Tail : 0.41027, Head : 0.36116, Avg : 0.38572
2023-05-10 14:11:23,685 - [INFO] - [Epoch 27]: Training Loss: 0.0018888, Valid MRR: 0.38572,
2023-05-10 14:11:24,191 - [INFO] - [E:28| 0]: Train Loss:0.0018429, Val MRR:0.38572, icews14
2023-05-10 14:12:18,377 - [INFO] - [E:28| 100]: Train Loss:0.0018682, Val MRR:0.38572, icews14
2023-05-10 14:13:12,487 - [INFO] - [E:28| 200]: Train Loss:0.0018665, Val MRR:0.38572, icews14
2023-05-10 14:14:06,336 - [INFO] - [E:28| 300]: Train Loss:0.0018673, Val MRR:0.38572, icews14
2023-05-10 14:14:59,924 - [INFO] - [E:28| 400]: Train Loss:0.0018652, Val MRR:0.38572, icews14
2023-05-10 14:15:49,252 - [INFO] - [E:28| 500]: Train Loss:0.0018653, Val MRR:0.38572, icews14
2023-05-10 14:16:30,355 - [INFO] - [E:28| 600]: Train Loss:0.0018658, Val MRR:0.38572, icews14
2023-05-10 14:17:24,249 - [INFO] - [E:28| 700]: Train Loss:0.0018675, Val MRR:0.38572, icews14
2023-05-10 14:18:17,795 - [INFO] - [E:28| 800]: Train Loss:0.0018687, Val MRR:0.38572, icews14
2023-05-10 14:19:11,801 - [INFO] - [E:28| 900]: Train Loss:0.0018696, Val MRR:0.38572, icews14
2023-05-10 14:20:05,667 - [INFO] - [E:28| 1000]: Train Loss:0.001871, Val MRR:0.38572, icews14
2023-05-10 14:20:59,632 - [INFO] - [E:28| 1100]: Train Loss:0.0018726, Val MRR:0.38572, icews14
2023-05-10 14:21:54,207 - [INFO] - [E:28| 1200]: Train Loss:0.0018739, Val MRR:0.38572, icews14
2023-05-10 14:22:48,382 - [INFO] - [E:28| 1300]: Train Loss:0.0018752, Val MRR:0.38572, icews14
2023-05-10 14:23:42,406 - [INFO] - [E:28| 1400]: Train Loss:0.0018761, Val MRR:0.38572, icews14
2023-05-10 14:24:36,308 - [INFO] - [E:28| 1500]: Train Loss:0.0018765, Val MRR:0.38572, icews14
2023-05-10 14:25:19,117 - [INFO] - [E:28| 1600]: Train Loss:0.0018771, Val MRR:0.38572, icews14
2023-05-10 14:26:12,305 - [INFO] - [E:28| 1700]: Train Loss:0.0018778, Val MRR:0.38572, icews14
2023-05-10 14:27:06,068 - [INFO] - [E:28| 1800]: Train Loss:0.0018784, Val MRR:0.38572, icews14
2023-05-10 14:27:59,717 - [INFO] - [E:28| 1900]: Train Loss:0.0018789, Val MRR:0.38572, icews14
2023-05-10 14:28:22,114 - [INFO] - [Epoch:28]: Training Loss:0.001879
2023-05-10 14:28:22,246 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 14:28:41,571 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 14:28:47,272 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 14:29:06,417 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 14:29:11,742 - [INFO] - [Evaluating Epoch 28 valid]:
MRR: Tail : 0.41182, Head : 0.36312, Avg : 0.38747
2023-05-10 14:29:14,129 - [INFO] - [Epoch 28]: Training Loss: 0.0018793, Valid MRR: 0.38747,
2023-05-10 14:29:14,639 - [INFO] - [E:29| 0]: Train Loss:0.0019168, Val MRR:0.38747, icews14
2023-05-10 14:30:08,591 - [INFO] - [E:29| 100]: Train Loss:0.0018575, Val MRR:0.38747, icews14
2023-05-10 14:31:02,023 - [INFO] - [E:29| 200]: Train Loss:0.0018588, Val MRR:0.38747, icews14
2023-05-10 14:31:56,077 - [INFO] - [E:29| 300]: Train Loss:0.001858, Val MRR:0.38747, icews14
2023-05-10 14:32:49,876 - [INFO] - [E:29| 400]: Train Loss:0.0018609, Val MRR:0.38747, icews14
2023-05-10 14:33:40,757 - [INFO] - [E:29| 500]: Train Loss:0.0018623, Val MRR:0.38747, icews14
2023-05-10 14:34:26,609 - [INFO] - [E:29| 600]: Train Loss:0.0018637, Val MRR:0.38747, icews14
2023-05-10 14:35:20,192 - [INFO] - [E:29| 700]: Train Loss:0.0018645, Val MRR:0.38747, icews14
2023-05-10 14:36:13,419 - [INFO] - [E:29| 800]: Train Loss:0.0018648, Val MRR:0.38747, icews14
2023-05-10 14:37:06,877 - [INFO] - [E:29| 900]: Train Loss:0.0018652, Val MRR:0.38747, icews14
2023-05-10 14:38:01,051 - [INFO] - [E:29| 1000]: Train Loss:0.0018654, Val MRR:0.38747, icews14
2023-05-10 14:38:55,190 - [INFO] - [E:29| 1100]: Train Loss:0.0018658, Val MRR:0.38747, icews14
2023-05-10 14:39:48,860 - [INFO] - [E:29| 1200]: Train Loss:0.0018654, Val MRR:0.38747, icews14
2023-05-10 14:40:42,376 - [INFO] - [E:29| 1300]: Train Loss:0.0018661, Val MRR:0.38747, icews14
2023-05-10 14:41:37,017 - [INFO] - [E:29| 1400]: Train Loss:0.0018671, Val MRR:0.38747, icews14
2023-05-10 14:42:26,510 - [INFO] - [E:29| 1500]: Train Loss:0.0018678, Val MRR:0.38747, icews14
2023-05-10 14:43:13,469 - [INFO] - [E:29| 1600]: Train Loss:0.001868, Val MRR:0.38747, icews14
2023-05-10 14:44:07,907 - [INFO] - [E:29| 1700]: Train Loss:0.0018688, Val MRR:0.38747, icews14
2023-05-10 14:45:01,759 - [INFO] - [E:29| 1800]: Train Loss:0.0018698, Val MRR:0.38747, icews14
2023-05-10 14:45:55,961 - [INFO] - [E:29| 1900]: Train Loss:0.0018703, Val MRR:0.38747, icews14
2023-05-10 14:46:18,592 - [INFO] - [Epoch:29]: Training Loss:0.00187
2023-05-10 14:46:18,749 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 14:46:38,221 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 14:46:43,720 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 14:47:03,477 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 14:47:08,802 - [INFO] - [Evaluating Epoch 29 valid]:
MRR: Tail : 0.41173, Head : 0.36106, Avg : 0.3864
MR: Tail : 329.49, Head : 359.65, Avg : 344.57
Hit-1: Tail : 0.30987, Head : 0.26108, Avg : 0.28547
Hit-3: Tail : 0.4611, Head : 0.40272, Avg : 0.43191
Hit-10: Tail : 0.61051, Head : 0.55978, Avg : 0.58514
2023-05-10 14:47:08,803 - [INFO] - [Epoch 29]: Training Loss: 0.0018702, Valid MRR: 0.38747,
2023-05-10 14:47:09,440 - [INFO] - [E:30| 0]: Train Loss:0.0018508, Val MRR:0.38747, icews14
2023-05-10 14:48:03,846 - [INFO] - [E:30| 100]: Train Loss:0.001845, Val MRR:0.38747, icews14
2023-05-10 14:48:57,707 - [INFO] - [E:30| 200]: Train Loss:0.0018436, Val MRR:0.38747, icews14
2023-05-10 14:49:51,466 - [INFO] - [E:30| 300]: Train Loss:0.0018437, Val MRR:0.38747, icews14
2023-05-10 14:50:45,112 - [INFO] - [E:30| 400]: Train Loss:0.0018477, Val MRR:0.38747, icews14
2023-05-10 14:51:28,008 - [INFO] - [E:30| 500]: Train Loss:0.001849, Val MRR:0.38747, icews14
2023-05-10 14:52:22,508 - [INFO] - [E:30| 600]: Train Loss:0.0018513, Val MRR:0.38747, icews14
2023-05-10 14:53:16,404 - [INFO] - [E:30| 700]: Train Loss:0.0018519, Val MRR:0.38747, icews14
2023-05-10 14:54:10,145 - [INFO] - [E:30| 800]: Train Loss:0.001852, Val MRR:0.38747, icews14
2023-05-10 14:55:03,516 - [INFO] - [E:30| 900]: Train Loss:0.0018531, Val MRR:0.38747, icews14
2023-05-10 14:55:57,348 - [INFO] - [E:30| 1000]: Train Loss:0.0018538, Val MRR:0.38747, icews14
2023-05-10 14:56:51,113 - [INFO] - [E:30| 1100]: Train Loss:0.0018552, Val MRR:0.38747, icews14
2023-05-10 14:57:45,323 - [INFO] - [E:30| 1200]: Train Loss:0.0018555, Val MRR:0.38747, icews14
2023-05-10 14:58:39,505 - [INFO] - [E:30| 1300]: Train Loss:0.0018567, Val MRR:0.38747, icews14
2023-05-10 14:59:33,316 - [INFO] - [E:30| 1400]: Train Loss:0.0018574, Val MRR:0.38747, icews14
2023-05-10 15:00:15,324 - [INFO] - [E:30| 1500]: Train Loss:0.0018582, Val MRR:0.38747, icews14
2023-05-10 15:01:09,139 - [INFO] - [E:30| 1600]: Train Loss:0.0018586, Val MRR:0.38747, icews14
2023-05-10 15:02:02,890 - [INFO] - [E:30| 1700]: Train Loss:0.0018593, Val MRR:0.38747, icews14
2023-05-10 15:02:56,630 - [INFO] - [E:30| 1800]: Train Loss:0.0018596, Val MRR:0.38747, icews14
2023-05-10 15:03:50,210 - [INFO] - [E:30| 1900]: Train Loss:0.0018602, Val MRR:0.38747, icews14
2023-05-10 15:04:12,518 - [INFO] - [Epoch:30]: Training Loss:0.001861
2023-05-10 15:04:12,671 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 15:04:28,130 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 15:04:31,247 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 15:04:46,655 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 15:04:51,959 - [INFO] - [Evaluating Epoch 30 valid]:
MRR: Tail : 0.40734, Head : 0.3578, Avg : 0.38257
2023-05-10 15:04:51,959 - [INFO] - [Epoch 30]: Training Loss: 0.0018606, Valid MRR: 0.38747,
2023-05-10 15:04:52,680 - [INFO] - [E:31| 0]: Train Loss:0.001807, Val MRR:0.38747, icews14
2023-05-10 15:05:46,093 - [INFO] - [E:31| 100]: Train Loss:0.0018353, Val MRR:0.38747, icews14
2023-05-10 15:06:42,509 - [INFO] - [E:31| 200]: Train Loss:0.0018359, Val MRR:0.38747, icews14
2023-05-10 15:07:59,633 - [INFO] - [E:31| 300]: Train Loss:0.0018386, Val MRR:0.38747, icews14
2023-05-10 15:08:53,247 - [INFO] - [E:31| 400]: Train Loss:0.0018391, Val MRR:0.38747, icews14
2023-05-10 15:09:39,111 - [INFO] - [E:31| 500]: Train Loss:0.0018399, Val MRR:0.38747, icews14
2023-05-10 15:10:30,542 - [INFO] - [E:31| 600]: Train Loss:0.0018404, Val MRR:0.38747, icews14
2023-05-10 15:11:24,778 - [INFO] - [E:31| 700]: Train Loss:0.0018405, Val MRR:0.38747, icews14
2023-05-10 15:12:18,777 - [INFO] - [E:31| 800]: Train Loss:0.0018414, Val MRR:0.38747, icews14
2023-05-10 15:13:12,619 - [INFO] - [E:31| 900]: Train Loss:0.0018407, Val MRR:0.38747, icews14
2023-05-10 15:14:06,473 - [INFO] - [E:31| 1000]: Train Loss:0.0018416, Val MRR:0.38747, icews14
2023-05-10 15:14:59,867 - [INFO] - [E:31| 1100]: Train Loss:0.0018426, Val MRR:0.38747, icews14
2023-05-10 15:15:53,505 - [INFO] - [E:31| 1200]: Train Loss:0.0018439, Val MRR:0.38747, icews14
2023-05-10 15:16:47,146 - [INFO] - [E:31| 1300]: Train Loss:0.0018448, Val MRR:0.38747, icews14
2023-05-10 15:17:40,599 - [INFO] - [E:31| 1400]: Train Loss:0.0018457, Val MRR:0.38747, icews14
2023-05-10 15:18:23,506 - [INFO] - [E:31| 1500]: Train Loss:0.0018466, Val MRR:0.38747, icews14
2023-05-10 15:19:14,633 - [INFO] - [E:31| 1600]: Train Loss:0.0018477, Val MRR:0.38747, icews14
2023-05-10 15:20:07,935 - [INFO] - [E:31| 1700]: Train Loss:0.0018489, Val MRR:0.38747, icews14
2023-05-10 15:21:01,530 - [INFO] - [E:31| 1800]: Train Loss:0.0018498, Val MRR:0.38747, icews14
2023-05-10 15:21:55,079 - [INFO] - [E:31| 1900]: Train Loss:0.0018507, Val MRR:0.38747, icews14
2023-05-10 15:22:17,481 - [INFO] - [Epoch:31]: Training Loss:0.001851
2023-05-10 15:22:17,754 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 15:22:37,086 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 15:22:42,586 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 15:23:01,576 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 15:23:07,082 - [INFO] - [Evaluating Epoch 31 valid]:
MRR: Tail : 0.40805, Head : 0.35836, Avg : 0.38321
2023-05-10 15:23:07,083 - [INFO] - [Epoch 31]: Training Loss: 0.0018511, Valid MRR: 0.38747,
2023-05-10 15:23:07,722 - [INFO] - [E:32| 0]: Train Loss:0.0018331, Val MRR:0.38747, icews14
2023-05-10 15:24:02,553 - [INFO] - [E:32| 100]: Train Loss:0.0018323, Val MRR:0.38747, icews14
2023-05-10 15:24:56,060 - [INFO] - [E:32| 200]: Train Loss:0.0018303, Val MRR:0.38747, icews14
2023-05-10 15:25:49,813 - [INFO] - [E:32| 300]: Train Loss:0.0018286, Val MRR:0.38747, icews14
2023-05-10 15:26:43,607 - [INFO] - [E:32| 400]: Train Loss:0.0018304, Val MRR:0.38747, icews14
2023-05-10 15:27:25,990 - [INFO] - [E:32| 500]: Train Loss:0.0018316, Val MRR:0.38747, icews14
2023-05-10 15:28:20,431 - [INFO] - [E:32| 600]: Train Loss:0.0018313, Val MRR:0.38747, icews14
2023-05-10 15:29:13,993 - [INFO] - [E:32| 700]: Train Loss:0.0018318, Val MRR:0.38747, icews14
2023-05-10 15:30:08,647 - [INFO] - [E:32| 800]: Train Loss:0.0018332, Val MRR:0.38747, icews14
2023-05-10 15:31:03,875 - [INFO] - [E:32| 900]: Train Loss:0.0018343, Val MRR:0.38747, icews14
2023-05-10 15:31:59,698 - [INFO] - [E:32| 1000]: Train Loss:0.0018351, Val MRR:0.38747, icews14
2023-05-10 15:32:55,749 - [INFO] - [E:32| 1100]: Train Loss:0.0018365, Val MRR:0.38747, icews14
2023-05-10 15:33:51,453 - [INFO] - [E:32| 1200]: Train Loss:0.0018369, Val MRR:0.38747, icews14
2023-05-10 15:34:46,332 - [INFO] - [E:32| 1300]: Train Loss:0.0018379, Val MRR:0.38747, icews14
2023-05-10 15:35:40,013 - [INFO] - [E:32| 1400]: Train Loss:0.0018389, Val MRR:0.38747, icews14
2023-05-10 15:36:21,614 - [INFO] - [E:32| 1500]: Train Loss:0.0018395, Val MRR:0.38747, icews14
2023-05-10 15:37:16,622 - [INFO] - [E:32| 1600]: Train Loss:0.0018401, Val MRR:0.38747, icews14
2023-05-10 15:38:11,665 - [INFO] - [E:32| 1700]: Train Loss:0.0018409, Val MRR:0.38747, icews14
2023-05-10 15:39:06,686 - [INFO] - [E:32| 1800]: Train Loss:0.0018413, Val MRR:0.38747, icews14
2023-05-10 15:40:01,507 - [INFO] - [E:32| 1900]: Train Loss:0.0018419, Val MRR:0.38747, icews14
2023-05-10 15:40:24,551 - [INFO] - [Epoch:32]: Training Loss:0.001842
2023-05-10 15:40:24,827 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 15:40:44,136 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 15:40:49,646 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 15:41:08,319 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 15:41:13,570 - [INFO] - [Evaluating Epoch 32 valid]:
MRR: Tail : 0.40705, Head : 0.35669, Avg : 0.38187
2023-05-10 15:41:13,570 - [INFO] - [Epoch 32]: Training Loss: 0.0018421, Valid MRR: 0.38747,
2023-05-10 15:41:14,186 - [INFO] - [E:33| 0]: Train Loss:0.0018263, Val MRR:0.38747, icews14
2023-05-10 15:42:10,436 - [INFO] - [E:33| 100]: Train Loss:0.0018245, Val MRR:0.38747, icews14
2023-05-10 15:43:04,983 - [INFO] - [E:33| 200]: Train Loss:0.0018233, Val MRR:0.38747, icews14
2023-05-10 15:43:59,979 - [INFO] - [E:33| 300]: Train Loss:0.0018243, Val MRR:0.38747, icews14
2023-05-10 15:44:49,418 - [INFO] - [E:33| 400]: Train Loss:0.0018229, Val MRR:0.38747, icews14
2023-05-10 15:45:36,910 - [INFO] - [E:33| 500]: Train Loss:0.0018227, Val MRR:0.38747, icews14
2023-05-10 15:46:30,517 - [INFO] - [E:33| 600]: Train Loss:0.0018242, Val MRR:0.38747, icews14
2023-05-10 15:47:24,079 - [INFO] - [E:33| 700]: Train Loss:0.0018252, Val MRR:0.38747, icews14
2023-05-10 15:48:17,706 - [INFO] - [E:33| 800]: Train Loss:0.0018257, Val MRR:0.38747, icews14
2023-05-10 15:49:11,461 - [INFO] - [E:33| 900]: Train Loss:0.0018266, Val MRR:0.38747, icews14
2023-05-10 15:50:05,272 - [INFO] - [E:33| 1000]: Train Loss:0.0018276, Val MRR:0.38747, icews14
2023-05-10 15:50:58,727 - [INFO] - [E:33| 1100]: Train Loss:0.0018275, Val MRR:0.38747, icews14
2023-05-10 15:51:52,300 - [INFO] - [E:33| 1200]: Train Loss:0.0018282, Val MRR:0.38747, icews14
2023-05-10 15:52:46,646 - [INFO] - [E:33| 1300]: Train Loss:0.0018291, Val MRR:0.38747, icews14
2023-05-10 15:53:35,124 - [INFO] - [E:33| 1400]: Train Loss:0.0018295, Val MRR:0.38747, icews14
2023-05-10 15:54:17,412 - [INFO] - [E:33| 1500]: Train Loss:0.0018301, Val MRR:0.38747, icews14
2023-05-10 15:55:10,796 - [INFO] - [E:33| 1600]: Train Loss:0.0018305, Val MRR:0.38747, icews14
2023-05-10 15:56:04,517 - [INFO] - [E:33| 1700]: Train Loss:0.0018311, Val MRR:0.38747, icews14
2023-05-10 15:56:58,515 - [INFO] - [E:33| 1800]: Train Loss:0.0018317, Val MRR:0.38747, icews14
2023-05-10 15:57:52,023 - [INFO] - [E:33| 1900]: Train Loss:0.0018321, Val MRR:0.38747, icews14
2023-05-10 15:58:14,650 - [INFO] - [Epoch:33]: Training Loss:0.001832
2023-05-10 15:58:14,783 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 15:58:34,494 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 15:58:40,045 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 15:58:59,317 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 15:59:04,915 - [INFO] - [Evaluating Epoch 33 valid]:
MRR: Tail : 0.40278, Head : 0.35417, Avg : 0.37848
2023-05-10 15:59:04,915 - [INFO] - [Epoch 33]: Training Loss: 0.0018325, Valid MRR: 0.38747,
2023-05-10 15:59:05,387 - [INFO] - [E:34| 0]: Train Loss:0.0018227, Val MRR:0.38747, icews14
2023-05-10 15:59:58,601 - [INFO] - [E:34| 100]: Train Loss:0.0018098, Val MRR:0.38747, icews14
2023-05-10 16:00:52,335 - [INFO] - [E:34| 200]: Train Loss:0.0018063, Val MRR:0.38747, icews14
2023-05-10 16:01:45,970 - [INFO] - [E:34| 300]: Train Loss:0.0018113, Val MRR:0.38747, icews14
2023-05-10 16:02:32,685 - [INFO] - [E:34| 400]: Train Loss:0.0018116, Val MRR:0.38747, icews14
2023-05-10 16:03:22,563 - [INFO] - [E:34| 500]: Train Loss:0.0018131, Val MRR:0.38747, icews14
2023-05-10 16:04:16,064 - [INFO] - [E:34| 600]: Train Loss:0.0018143, Val MRR:0.38747, icews14
2023-05-10 16:05:10,230 - [INFO] - [E:34| 700]: Train Loss:0.0018142, Val MRR:0.38747, icews14
2023-05-10 16:06:03,907 - [INFO] - [E:34| 800]: Train Loss:0.0018151, Val MRR:0.38747, icews14
2023-05-10 16:06:57,593 - [INFO] - [E:34| 900]: Train Loss:0.001816, Val MRR:0.38747, icews14
2023-05-10 16:07:52,074 - [INFO] - [E:34| 1000]: Train Loss:0.0018172, Val MRR:0.38747, icews14
2023-05-10 16:08:45,650 - [INFO] - [E:34| 1100]: Train Loss:0.0018173, Val MRR:0.38747, icews14
2023-05-10 16:09:39,105 - [INFO] - [E:34| 1200]: Train Loss:0.0018175, Val MRR:0.38747, icews14
2023-05-10 16:10:33,647 - [INFO] - [E:34| 1300]: Train Loss:0.0018186, Val MRR:0.38747, icews14
2023-05-10 16:11:19,016 - [INFO] - [E:34| 1400]: Train Loss:0.0018197, Val MRR:0.38747, icews14
2023-05-10 16:12:09,879 - [INFO] - [E:34| 1500]: Train Loss:0.0018199, Val MRR:0.38747, icews14
2023-05-10 16:13:03,755 - [INFO] - [E:34| 1600]: Train Loss:0.001821, Val MRR:0.38747, icews14
2023-05-10 16:13:57,241 - [INFO] - [E:34| 1700]: Train Loss:0.001822, Val MRR:0.38747, icews14
2023-05-10 16:14:51,800 - [INFO] - [E:34| 1800]: Train Loss:0.0018225, Val MRR:0.38747, icews14
2023-05-10 16:15:45,788 - [INFO] - [E:34| 1900]: Train Loss:0.0018234, Val MRR:0.38747, icews14
2023-05-10 16:16:08,094 - [INFO] - [Epoch:34]: Training Loss:0.001824
2023-05-10 16:16:08,227 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 16:16:27,717 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 16:16:33,239 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 16:16:52,524 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 16:16:58,227 - [INFO] - [Evaluating Epoch 34 valid]:
MRR: Tail : 0.39829, Head : 0.35087, Avg : 0.37458
2023-05-10 16:16:58,227 - [INFO] - [Epoch 34]: Training Loss: 0.0018238, Valid MRR: 0.38747,
2023-05-10 16:16:58,639 - [INFO] - [E:35| 0]: Train Loss:0.0017496, Val MRR:0.38747, icews14
2023-05-10 16:17:52,092 - [INFO] - [E:35| 100]: Train Loss:0.0017992, Val MRR:0.38747, icews14
2023-05-10 16:18:45,891 - [INFO] - [E:35| 200]: Train Loss:0.0017991, Val MRR:0.38747, icews14
2023-05-10 16:19:40,104 - [INFO] - [E:35| 300]: Train Loss:0.0018011, Val MRR:0.38747, icews14
2023-05-10 16:20:22,645 - [INFO] - [E:35| 400]: Train Loss:0.0018022, Val MRR:0.38747, icews14
2023-05-10 16:21:16,628 - [INFO] - [E:35| 500]: Train Loss:0.0018026, Val MRR:0.38747, icews14
2023-05-10 16:22:10,630 - [INFO] - [E:35| 600]: Train Loss:0.0018039, Val MRR:0.38747, icews14
2023-05-10 16:23:04,228 - [INFO] - [E:35| 700]: Train Loss:0.0018042, Val MRR:0.38747, icews14
2023-05-10 16:23:57,825 - [INFO] - [E:35| 800]: Train Loss:0.0018054, Val MRR:0.38747, icews14
2023-05-10 16:24:52,278 - [INFO] - [E:35| 900]: Train Loss:0.0018059, Val MRR:0.38747, icews14
2023-05-10 16:25:47,092 - [INFO] - [E:35| 1000]: Train Loss:0.0018073, Val MRR:0.38747, icews14
2023-05-10 16:26:42,069 - [INFO] - [E:35| 1100]: Train Loss:0.0018086, Val MRR:0.38747, icews14
2023-05-10 16:27:36,822 - [INFO] - [E:35| 1200]: Train Loss:0.0018096, Val MRR:0.38747, icews14
2023-05-10 16:28:32,083 - [INFO] - [E:35| 1300]: Train Loss:0.0018107, Val MRR:0.38747, icews14
2023-05-10 16:29:11,480 - [INFO] - [E:35| 1400]: Train Loss:0.0018106, Val MRR:0.38747, icews14
2023-05-10 16:30:06,588 - [INFO] - [E:35| 1500]: Train Loss:0.0018114, Val MRR:0.38747, icews14
2023-05-10 16:31:02,091 - [INFO] - [E:35| 1600]: Train Loss:0.0018124, Val MRR:0.38747, icews14
2023-05-10 16:31:57,398 - [INFO] - [E:35| 1700]: Train Loss:0.001813, Val MRR:0.38747, icews14
2023-05-10 16:32:52,876 - [INFO] - [E:35| 1800]: Train Loss:0.0018136, Val MRR:0.38747, icews14
2023-05-10 16:33:47,468 - [INFO] - [E:35| 1900]: Train Loss:0.0018143, Val MRR:0.38747, icews14
2023-05-10 16:34:10,184 - [INFO] - [Epoch:35]: Training Loss:0.001815
2023-05-10 16:34:10,320 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 16:34:29,808 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 16:34:35,615 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 16:34:54,852 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 16:35:00,041 - [INFO] - [Evaluating Epoch 35 valid]:
MRR: Tail : 0.40281, Head : 0.35381, Avg : 0.37831
2023-05-10 16:35:00,042 - [INFO] - [Epoch 35]: Training Loss: 0.0018146, Valid MRR: 0.38747,
2023-05-10 16:35:00,541 - [INFO] - [E:36| 0]: Train Loss:0.0018341, Val MRR:0.38747, icews14
2023-05-10 16:35:56,205 - [INFO] - [E:36| 100]: Train Loss:0.0017948, Val MRR:0.38747, icews14
2023-05-10 16:36:51,052 - [INFO] - [E:36| 200]: Train Loss:0.0017934, Val MRR:0.38747, icews14
2023-05-10 16:37:43,404 - [INFO] - [E:36| 300]: Train Loss:0.0017942, Val MRR:0.38747, icews14
2023-05-10 16:38:25,549 - [INFO] - [E:36| 400]: Train Loss:0.0017965, Val MRR:0.38747, icews14
2023-05-10 16:39:19,953 - [INFO] - [E:36| 500]: Train Loss:0.001797, Val MRR:0.38747, icews14
2023-05-10 16:40:13,896 - [INFO] - [E:36| 600]: Train Loss:0.0017978, Val MRR:0.38747, icews14
2023-05-10 16:41:07,526 - [INFO] - [E:36| 700]: Train Loss:0.0017981, Val MRR:0.38747, icews14
2023-05-10 16:42:01,412 - [INFO] - [E:36| 800]: Train Loss:0.0017981, Val MRR:0.38747, icews14
2023-05-10 16:42:50,536 - [INFO] - [E:36| 900]: Train Loss:0.0017993, Val MRR:0.38747, icews14
2023-05-10 16:43:46,043 - [INFO] - [E:36| 1000]: Train Loss:0.001799, Val MRR:0.38747, icews14
2023-05-10 16:44:39,900 - [INFO] - [E:36| 1100]: Train Loss:0.0018, Val MRR:0.38747, icews14
2023-05-10 16:45:33,555 - [INFO] - [E:36| 1200]: Train Loss:0.001801, Val MRR:0.38747, icews14
2023-05-10 16:46:27,192 - [INFO] - [E:36| 1300]: Train Loss:0.001802, Val MRR:0.38747, icews14
2023-05-10 16:47:09,689 - [INFO] - [E:36| 1400]: Train Loss:0.0018024, Val MRR:0.38747, icews14
2023-05-10 16:48:03,727 - [INFO] - [E:36| 1500]: Train Loss:0.0018026, Val MRR:0.38747, icews14
2023-05-10 16:48:57,122 - [INFO] - [E:36| 1600]: Train Loss:0.0018032, Val MRR:0.38747, icews14
2023-05-10 16:49:49,285 - [INFO] - [E:36| 1700]: Train Loss:0.0018044, Val MRR:0.38747, icews14
2023-05-10 16:50:41,664 - [INFO] - [E:36| 1800]: Train Loss:0.0018053, Val MRR:0.38747, icews14
2023-05-10 16:51:34,500 - [INFO] - [E:36| 1900]: Train Loss:0.0018062, Val MRR:0.38747, icews14
2023-05-10 16:51:56,890 - [INFO] - [Epoch:36]: Training Loss:0.001807
2023-05-10 16:51:57,158 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 16:52:16,223 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 16:52:21,307 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 16:52:42,088 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 16:52:50,502 - [INFO] - [Evaluating Epoch 36 valid]:
MRR: Tail : 0.40056, Head : 0.35043, Avg : 0.3755
2023-05-10 16:52:50,502 - [INFO] - [Epoch 36]: Training Loss: 0.0018065, Valid MRR: 0.38747,
2023-05-10 16:52:51,284 - [INFO] - [E:37| 0]: Train Loss:0.0017578, Val MRR:0.38747, icews14
2023-05-10 16:54:13,131 - [INFO] - [E:37| 100]: Train Loss:0.0017813, Val MRR:0.38747, icews14
2023-05-10 16:55:35,034 - [INFO] - [E:37| 200]: Train Loss:0.0017853, Val MRR:0.38747, icews14
2023-05-10 16:56:29,143 - [INFO] - [E:37| 300]: Train Loss:0.0017873, Val MRR:0.38747, icews14
2023-05-10 16:57:11,863 - [INFO] - [E:37| 400]: Train Loss:0.0017877, Val MRR:0.38747, icews14
2023-05-10 16:58:17,485 - [INFO] - [E:37| 500]: Train Loss:0.0017902, Val MRR:0.38747, icews14
2023-05-10 16:59:21,219 - [INFO] - [E:37| 600]: Train Loss:0.0017905, Val MRR:0.38747, icews14
2023-05-10 17:00:15,113 - [INFO] - [E:37| 700]: Train Loss:0.001792, Val MRR:0.38747, icews14
2023-05-10 17:01:08,855 - [INFO] - [E:37| 800]: Train Loss:0.0017916, Val MRR:0.38747, icews14
2023-05-10 17:02:02,809 - [INFO] - [E:37| 900]: Train Loss:0.0017926, Val MRR:0.38747, icews14
2023-05-10 17:02:56,603 - [INFO] - [E:37| 1000]: Train Loss:0.0017935, Val MRR:0.38747, icews14
2023-05-10 17:03:50,071 - [INFO] - [E:37| 1100]: Train Loss:0.0017941, Val MRR:0.38747, icews14
2023-05-10 17:04:43,633 - [INFO] - [E:37| 1200]: Train Loss:0.0017947, Val MRR:0.38747, icews14
2023-05-10 17:05:37,830 - [INFO] - [E:37| 1300]: Train Loss:0.0017953, Val MRR:0.38747, icews14
2023-05-10 17:06:20,591 - [INFO] - [E:37| 1400]: Train Loss:0.0017959, Val MRR:0.38747, icews14
2023-05-10 17:07:14,554 - [INFO] - [E:37| 1500]: Train Loss:0.0017961, Val MRR:0.38747, icews14
2023-05-10 17:08:08,238 - [INFO] - [E:37| 1600]: Train Loss:0.0017963, Val MRR:0.38747, icews14
2023-05-10 17:09:02,187 - [INFO] - [E:37| 1700]: Train Loss:0.0017968, Val MRR:0.38747, icews14
2023-05-10 17:09:55,927 - [INFO] - [E:37| 1800]: Train Loss:0.0017975, Val MRR:0.38747, icews14
2023-05-10 17:10:49,538 - [INFO] - [E:37| 1900]: Train Loss:0.0017981, Val MRR:0.38747, icews14
2023-05-10 17:11:11,813 - [INFO] - [Epoch:37]: Training Loss:0.001798
2023-05-10 17:11:11,965 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 17:11:31,152 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 17:11:36,738 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 17:11:56,096 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 17:12:01,439 - [INFO] - [Evaluating Epoch 37 valid]:
MRR: Tail : 0.39952, Head : 0.34839, Avg : 0.37396
2023-05-10 17:12:01,439 - [INFO] - [Epoch 37]: Training Loss: 0.0017983, Valid MRR: 0.38747,
2023-05-10 17:12:02,072 - [INFO] - [E:38| 0]: Train Loss:0.0018348, Val MRR:0.38747, icews14
2023-05-10 17:12:56,520 - [INFO] - [E:38| 100]: Train Loss:0.0017796, Val MRR:0.38747, icews14
2023-05-10 17:13:50,313 - [INFO] - [E:38| 200]: Train Loss:0.0017798, Val MRR:0.38747, icews14
2023-05-10 17:14:40,923 - [INFO] - [E:38| 300]: Train Loss:0.0017821, Val MRR:0.38747, icews14
2023-05-10 17:15:27,025 - [INFO] - [E:38| 400]: Train Loss:0.0017802, Val MRR:0.38747, icews14
2023-05-10 17:16:20,858 - [INFO] - [E:38| 500]: Train Loss:0.0017811, Val MRR:0.38747, icews14
2023-05-10 17:17:14,479 - [INFO] - [E:38| 600]: Train Loss:0.0017821, Val MRR:0.38747, icews14
2023-05-10 17:18:08,397 - [INFO] - [E:38| 700]: Train Loss:0.0017829, Val MRR:0.38747, icews14
2023-05-10 17:19:02,577 - [INFO] - [E:38| 800]: Train Loss:0.0017828, Val MRR:0.38747, icews14
2023-05-10 17:19:56,559 - [INFO] - [E:38| 900]: Train Loss:0.0017838, Val MRR:0.38747, icews14
2023-05-10 17:20:51,728 - [INFO] - [E:38| 1000]: Train Loss:0.001784, Val MRR:0.38747, icews14
2023-05-10 17:21:47,103 - [INFO] - [E:38| 1100]: Train Loss:0.0017838, Val MRR:0.38747, icews14
2023-05-10 17:22:42,429 - [INFO] - [E:38| 1200]: Train Loss:0.0017842, Val MRR:0.38747, icews14
2023-05-10 17:23:32,648 - [INFO] - [E:38| 1300]: Train Loss:0.0017851, Val MRR:0.38747, icews14
2023-05-10 17:24:17,352 - [INFO] - [E:38| 1400]: Train Loss:0.0017861, Val MRR:0.38747, icews14
2023-05-10 17:25:11,868 - [INFO] - [E:38| 1500]: Train Loss:0.0017868, Val MRR:0.38747, icews14
2023-05-10 17:26:06,789 - [INFO] - [E:38| 1600]: Train Loss:0.0017877, Val MRR:0.38747, icews14
2023-05-10 17:27:01,519 - [INFO] - [E:38| 1700]: Train Loss:0.001788, Val MRR:0.38747, icews14
2023-05-10 17:27:56,963 - [INFO] - [E:38| 1800]: Train Loss:0.0017888, Val MRR:0.38747, icews14
2023-05-10 17:28:51,670 - [INFO] - [E:38| 1900]: Train Loss:0.0017895, Val MRR:0.38747, icews14
2023-05-10 17:29:14,224 - [INFO] - [Epoch:38]: Training Loss:0.00179
2023-05-10 17:29:14,412 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 17:29:33,279 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 17:29:38,785 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 17:29:58,104 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 17:30:03,376 - [INFO] - [Evaluating Epoch 38 valid]:
MRR: Tail : 0.39625, Head : 0.34755, Avg : 0.3719
2023-05-10 17:30:03,376 - [INFO] - [Epoch 38]: Training Loss: 0.0017897, Valid MRR: 0.38747,
2023-05-10 17:30:03,897 - [INFO] - [E:39| 0]: Train Loss:0.0017423, Val MRR:0.38747, icews14
2023-05-10 17:30:59,753 - [INFO] - [E:39| 100]: Train Loss:0.0017653, Val MRR:0.38747, icews14
2023-05-10 17:31:54,897 - [INFO] - [E:39| 200]: Train Loss:0.0017654, Val MRR:0.38747, icews14
2023-05-10 17:32:40,895 - [INFO] - [E:39| 300]: Train Loss:0.0017691, Val MRR:0.38747, icews14
2023-05-10 17:33:29,588 - [INFO] - [E:39| 400]: Train Loss:0.0017689, Val MRR:0.38747, icews14
2023-05-10 17:34:16,827 - [INFO] - [E:39| 500]: Train Loss:0.0017717, Val MRR:0.38747, icews14
2023-05-10 17:35:10,631 - [INFO] - [E:39| 600]: Train Loss:0.0017735, Val MRR:0.38747, icews14
2023-05-10 17:36:04,351 - [INFO] - [E:39| 700]: Train Loss:0.001773, Val MRR:0.38747, icews14
2023-05-10 17:36:57,708 - [INFO] - [E:39| 800]: Train Loss:0.0017734, Val MRR:0.38747, icews14
2023-05-10 17:37:51,452 - [INFO] - [E:39| 900]: Train Loss:0.0017741, Val MRR:0.38747, icews14
2023-05-10 17:38:45,316 - [INFO] - [E:39| 1000]: Train Loss:0.0017748, Val MRR:0.38747, icews14
2023-05-10 17:39:39,008 - [INFO] - [E:39| 1100]: Train Loss:0.0017765, Val MRR:0.38747, icews14
2023-05-10 17:40:32,582 - [INFO] - [E:39| 1200]: Train Loss:0.0017775, Val MRR:0.38747, icews14
2023-05-10 17:41:25,995 - [INFO] - [E:39| 1300]: Train Loss:0.0017773, Val MRR:0.38747, icews14
2023-05-10 17:42:09,033 - [INFO] - [E:39| 1400]: Train Loss:0.001778, Val MRR:0.38747, icews14
2023-05-10 17:43:02,846 - [INFO] - [E:39| 1500]: Train Loss:0.0017788, Val MRR:0.38747, icews14
2023-05-10 17:43:56,018 - [INFO] - [E:39| 1600]: Train Loss:0.0017795, Val MRR:0.38747, icews14
2023-05-10 17:44:50,106 - [INFO] - [E:39| 1700]: Train Loss:0.0017803, Val MRR:0.38747, icews14
2023-05-10 17:45:44,143 - [INFO] - [E:39| 1800]: Train Loss:0.0017811, Val MRR:0.38747, icews14
2023-05-10 17:46:38,551 - [INFO] - [E:39| 1900]: Train Loss:0.0017813, Val MRR:0.38747, icews14
2023-05-10 17:47:01,179 - [INFO] - [Epoch:39]: Training Loss:0.001782
2023-05-10 17:47:01,312 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 17:47:20,676 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 17:47:26,490 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 17:47:45,871 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 17:47:51,425 - [INFO] - [Evaluating Epoch 39 valid]:
MRR: Tail : 0.39905, Head : 0.34555, Avg : 0.3723
MR: Tail : 480.8, Head : 497.49, Avg : 489.14
Hit-1: Tail : 0.30113, Head : 0.24712, Avg : 0.27412
Hit-3: Tail : 0.44326, Head : 0.38755, Avg : 0.4154
Hit-10: Tail : 0.58794, Head : 0.54242, Avg : 0.56518
2023-05-10 17:47:51,425 - [INFO] - [Epoch 39]: Training Loss: 0.0017817, Valid MRR: 0.38747,
2023-05-10 17:47:51,856 - [INFO] - [E:40| 0]: Train Loss:0.0017162, Val MRR:0.38747, icews14
2023-05-10 17:48:45,918 - [INFO] - [E:40| 100]: Train Loss:0.001757, Val MRR:0.38747, icews14
2023-05-10 17:49:40,074 - [INFO] - [E:40| 200]: Train Loss:0.001762, Val MRR:0.38747, icews14
2023-05-10 17:50:28,754 - [INFO] - [E:40| 300]: Train Loss:0.0017634, Val MRR:0.38747, icews14
2023-05-10 17:51:16,691 - [INFO] - [E:40| 400]: Train Loss:0.0017639, Val MRR:0.38747, icews14
2023-05-10 17:52:10,681 - [INFO] - [E:40| 500]: Train Loss:0.0017637, Val MRR:0.38747, icews14
2023-05-10 17:53:03,803 - [INFO] - [E:40| 600]: Train Loss:0.0017653, Val MRR:0.38747, icews14
2023-05-10 17:53:57,331 - [INFO] - [E:40| 700]: Train Loss:0.0017659, Val MRR:0.38747, icews14
2023-05-10 17:54:51,590 - [INFO] - [E:40| 800]: Train Loss:0.0017659, Val MRR:0.38747, icews14
2023-05-10 17:55:45,700 - [INFO] - [E:40| 900]: Train Loss:0.0017665, Val MRR:0.38747, icews14
2023-05-10 17:56:39,462 - [INFO] - [E:40| 1000]: Train Loss:0.0017672, Val MRR:0.38747, icews14
2023-05-10 17:57:33,143 - [INFO] - [E:40| 1100]: Train Loss:0.0017677, Val MRR:0.38747, icews14
2023-05-10 17:58:27,253 - [INFO] - [E:40| 1200]: Train Loss:0.0017687, Val MRR:0.38747, icews14
2023-05-10 17:59:14,782 - [INFO] - [E:40| 1300]: Train Loss:0.0017694, Val MRR:0.38747, icews14
2023-05-10 18:00:03,264 - [INFO] - [E:40| 1400]: Train Loss:0.0017697, Val MRR:0.38747, icews14
2023-05-10 18:00:57,290 - [INFO] - [E:40| 1500]: Train Loss:0.0017707, Val MRR:0.38747, icews14
2023-05-10 18:01:51,155 - [INFO] - [E:40| 1600]: Train Loss:0.0017713, Val MRR:0.38747, icews14
2023-05-10 18:02:44,660 - [INFO] - [E:40| 1700]: Train Loss:0.001772, Val MRR:0.38747, icews14
2023-05-10 18:03:38,277 - [INFO] - [E:40| 1800]: Train Loss:0.0017725, Val MRR:0.38747, icews14
2023-05-10 18:04:32,448 - [INFO] - [E:40| 1900]: Train Loss:0.0017731, Val MRR:0.38747, icews14
2023-05-10 18:04:54,851 - [INFO] - [Epoch:40]: Training Loss:0.001773
2023-05-10 18:04:55,124 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 18:05:14,187 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 18:05:19,762 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 18:05:38,806 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 18:05:44,133 - [INFO] - [Evaluating Epoch 40 valid]:
MRR: Tail : 0.39532, Head : 0.34331, Avg : 0.36931
2023-05-10 18:05:44,134 - [INFO] - [Epoch 40]: Training Loss: 0.0017735, Valid MRR: 0.38747,
2023-05-10 18:05:44,808 - [INFO] - [E:41| 0]: Train Loss:0.0017365, Val MRR:0.38747, icews14
2023-05-10 18:06:39,157 - [INFO] - [E:41| 100]: Train Loss:0.0017554, Val MRR:0.38747, icews14
2023-05-10 18:07:33,113 - [INFO] - [E:41| 200]: Train Loss:0.0017556, Val MRR:0.38747, icews14
2023-05-10 18:08:15,841 - [INFO] - [E:41| 300]: Train Loss:0.0017542, Val MRR:0.38747, icews14
2023-05-10 18:09:10,057 - [INFO] - [E:41| 400]: Train Loss:0.001756, Val MRR:0.38747, icews14
2023-05-10 18:10:03,768 - [INFO] - [E:41| 500]: Train Loss:0.0017556, Val MRR:0.38747, icews14
2023-05-10 18:10:57,113 - [INFO] - [E:41| 600]: Train Loss:0.001756, Val MRR:0.38747, icews14
2023-05-10 18:11:51,151 - [INFO] - [E:41| 700]: Train Loss:0.0017558, Val MRR:0.38747, icews14
2023-05-10 18:12:44,577 - [INFO] - [E:41| 800]: Train Loss:0.001757, Val MRR:0.38747, icews14
2023-05-10 18:13:38,586 - [INFO] - [E:41| 900]: Train Loss:0.0017575, Val MRR:0.38747, icews14
2023-05-10 18:14:32,894 - [INFO] - [E:41| 1000]: Train Loss:0.0017583, Val MRR:0.38747, icews14
2023-05-10 18:15:27,815 - [INFO] - [E:41| 1100]: Train Loss:0.0017589, Val MRR:0.38747, icews14
2023-05-10 18:16:23,113 - [INFO] - [E:41| 1200]: Train Loss:0.0017596, Val MRR:0.38747, icews14
2023-05-10 18:17:03,148 - [INFO] - [E:41| 1300]: Train Loss:0.0017604, Val MRR:0.38747, icews14
2023-05-10 18:17:58,133 - [INFO] - [E:41| 1400]: Train Loss:0.0017615, Val MRR:0.38747, icews14
2023-05-10 18:18:53,530 - [INFO] - [E:41| 1500]: Train Loss:0.0017624, Val MRR:0.38747, icews14
2023-05-10 18:19:48,354 - [INFO] - [E:41| 1600]: Train Loss:0.001763, Val MRR:0.38747, icews14
2023-05-10 18:20:43,338 - [INFO] - [E:41| 1700]: Train Loss:0.0017638, Val MRR:0.38747, icews14
2023-05-10 18:21:36,798 - [INFO] - [E:41| 1800]: Train Loss:0.0017643, Val MRR:0.38747, icews14
2023-05-10 18:22:24,637 - [INFO] - [E:41| 1900]: Train Loss:0.0017647, Val MRR:0.38747, icews14
2023-05-10 18:22:46,997 - [INFO] - [Epoch:41]: Training Loss:0.001765
2023-05-10 18:22:47,169 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 18:23:05,982 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 18:23:11,425 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 18:23:29,981 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 18:23:35,178 - [INFO] - [Evaluating Epoch 41 valid]:
MRR: Tail : 0.39813, Head : 0.34577, Avg : 0.37195
2023-05-10 18:23:35,179 - [INFO] - [Epoch 41]: Training Loss: 0.001765, Valid MRR: 0.38747,
2023-05-10 18:23:35,687 - [INFO] - [E:42| 0]: Train Loss:0.0016911, Val MRR:0.38747, icews14
2023-05-10 18:24:31,201 - [INFO] - [E:42| 100]: Train Loss:0.0017423, Val MRR:0.38747, icews14
2023-05-10 18:25:26,053 - [INFO] - [E:42| 200]: Train Loss:0.0017432, Val MRR:0.38747, icews14
2023-05-10 18:26:05,554 - [INFO] - [E:42| 300]: Train Loss:0.001743, Val MRR:0.38747, icews14
2023-05-10 18:26:59,779 - [INFO] - [E:42| 400]: Train Loss:0.0017437, Val MRR:0.38747, icews14
2023-05-10 18:27:55,416 - [INFO] - [E:42| 500]: Train Loss:0.0017449, Val MRR:0.38747, icews14
2023-05-10 18:28:49,695 - [INFO] - [E:42| 600]: Train Loss:0.0017469, Val MRR:0.38747, icews14
2023-05-10 18:29:43,851 - [INFO] - [E:42| 700]: Train Loss:0.0017471, Val MRR:0.38747, icews14
2023-05-10 18:30:37,827 - [INFO] - [E:42| 800]: Train Loss:0.0017485, Val MRR:0.38747, icews14
2023-05-10 18:31:32,386 - [INFO] - [E:42| 900]: Train Loss:0.0017485, Val MRR:0.38747, icews14
2023-05-10 18:32:26,042 - [INFO] - [E:42| 1000]: Train Loss:0.0017492, Val MRR:0.38747, icews14
2023-05-10 18:33:19,609 - [INFO] - [E:42| 1100]: Train Loss:0.0017502, Val MRR:0.38747, icews14
2023-05-10 18:34:13,201 - [INFO] - [E:42| 1200]: Train Loss:0.001751, Val MRR:0.38747, icews14
2023-05-10 18:34:55,707 - [INFO] - [E:42| 1300]: Train Loss:0.0017517, Val MRR:0.38747, icews14
2023-05-10 18:35:49,981 - [INFO] - [E:42| 1400]: Train Loss:0.0017519, Val MRR:0.38747, icews14
2023-05-10 18:36:44,681 - [INFO] - [E:42| 1500]: Train Loss:0.0017528, Val MRR:0.38747, icews14
2023-05-10 18:37:39,182 - [INFO] - [E:42| 1600]: Train Loss:0.0017536, Val MRR:0.38747, icews14
2023-05-10 18:38:33,145 - [INFO] - [E:42| 1700]: Train Loss:0.0017544, Val MRR:0.38747, icews14
2023-05-10 18:39:27,863 - [INFO] - [E:42| 1800]: Train Loss:0.001755, Val MRR:0.38747, icews14
2023-05-10 18:40:21,229 - [INFO] - [E:42| 1900]: Train Loss:0.0017556, Val MRR:0.38747, icews14
2023-05-10 18:40:44,057 - [INFO] - [Epoch:42]: Training Loss:0.001756
2023-05-10 18:40:44,204 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 18:41:03,256 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 18:41:08,723 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 18:41:27,931 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 18:41:33,531 - [INFO] - [Evaluating Epoch 42 valid]:
MRR: Tail : 0.39036, Head : 0.34274, Avg : 0.36655
2023-05-10 18:41:33,531 - [INFO] - [Epoch 42]: Training Loss: 0.0017559, Valid MRR: 0.38747,
2023-05-10 18:41:33,903 - [INFO] - [E:43| 0]: Train Loss:0.0017452, Val MRR:0.38747, icews14
2023-05-10 18:42:27,844 - [INFO] - [E:43| 100]: Train Loss:0.0017292, Val MRR:0.38747, icews14
2023-05-10 18:43:18,043 - [INFO] - [E:43| 200]: Train Loss:0.001732, Val MRR:0.38747, icews14
2023-05-10 18:44:04,455 - [INFO] - [E:43| 300]: Train Loss:0.0017331, Val MRR:0.38747, icews14
2023-05-10 18:44:58,173 - [INFO] - [E:43| 400]: Train Loss:0.0017357, Val MRR:0.38747, icews14
2023-05-10 18:45:51,853 - [INFO] - [E:43| 500]: Train Loss:0.0017368, Val MRR:0.38747, icews14
2023-05-10 18:46:45,566 - [INFO] - [E:43| 600]: Train Loss:0.0017379, Val MRR:0.38747, icews14
2023-05-10 18:47:39,888 - [INFO] - [E:43| 700]: Train Loss:0.0017383, Val MRR:0.38747, icews14
2023-05-10 18:48:33,289 - [INFO] - [E:43| 800]: Train Loss:0.0017383, Val MRR:0.38747, icews14
2023-05-10 18:49:27,304 - [INFO] - [E:43| 900]: Train Loss:0.0017402, Val MRR:0.38747, icews14
2023-05-10 18:50:21,348 - [INFO] - [E:43| 1000]: Train Loss:0.0017407, Val MRR:0.38747, icews14
2023-05-10 18:51:14,653 - [INFO] - [E:43| 1100]: Train Loss:0.0017414, Val MRR:0.38747, icews14
2023-05-10 18:52:04,484 - [INFO] - [E:43| 1200]: Train Loss:0.0017418, Val MRR:0.38747, icews14
2023-05-10 18:52:51,477 - [INFO] - [E:43| 1300]: Train Loss:0.0017426, Val MRR:0.38747, icews14
2023-05-10 18:53:45,369 - [INFO] - [E:43| 1400]: Train Loss:0.0017438, Val MRR:0.38747, icews14
2023-05-10 18:54:39,015 - [INFO] - [E:43| 1500]: Train Loss:0.001744, Val MRR:0.38747, icews14
2023-05-10 18:55:32,538 - [INFO] - [E:43| 1600]: Train Loss:0.0017442, Val MRR:0.38747, icews14
2023-05-10 18:56:26,133 - [INFO] - [E:43| 1700]: Train Loss:0.0017448, Val MRR:0.38747, icews14
2023-05-10 18:57:19,628 - [INFO] - [E:43| 1800]: Train Loss:0.0017455, Val MRR:0.38747, icews14
2023-05-10 18:58:13,282 - [INFO] - [E:43| 1900]: Train Loss:0.0017461, Val MRR:0.38747, icews14
2023-05-10 18:58:35,522 - [INFO] - [Epoch:43]: Training Loss:0.001746
2023-05-10 18:58:35,794 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 18:58:55,281 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 18:59:00,781 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 18:59:20,533 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 18:59:25,787 - [INFO] - [Evaluating Epoch 43 valid]:
MRR: Tail : 0.39577, Head : 0.34381, Avg : 0.36979
2023-05-10 18:59:25,788 - [INFO] - [Epoch 43]: Training Loss: 0.0017463, Valid MRR: 0.38747,
2023-05-10 18:59:26,215 - [INFO] - [E:44| 0]: Train Loss:0.0017438, Val MRR:0.38747, icews14
2023-05-10 19:00:19,824 - [INFO] - [E:44| 100]: Train Loss:0.0017229, Val MRR:0.38747, icews14
2023-05-10 19:01:02,250 - [INFO] - [E:44| 200]: Train Loss:0.001726, Val MRR:0.38747, icews14
2023-05-10 19:01:56,563 - [INFO] - [E:44| 300]: Train Loss:0.0017255, Val MRR:0.38747, icews14
2023-05-10 19:02:50,289 - [INFO] - [E:44| 400]: Train Loss:0.0017269, Val MRR:0.38747, icews14
2023-05-10 19:03:43,850 - [INFO] - [E:44| 500]: Train Loss:0.001729, Val MRR:0.38747, icews14
2023-05-10 19:04:38,049 - [INFO] - [E:44| 600]: Train Loss:0.0017287, Val MRR:0.38747, icews14
2023-05-10 19:05:32,179 - [INFO] - [E:44| 700]: Train Loss:0.0017301, Val MRR:0.38747, icews14
2023-05-10 19:06:25,668 - [INFO] - [E:44| 800]: Train Loss:0.0017305, Val MRR:0.38747, icews14
2023-05-10 19:07:20,163 - [INFO] - [E:44| 900]: Train Loss:0.0017309, Val MRR:0.38747, icews14
2023-05-10 19:08:13,816 - [INFO] - [E:44| 1000]: Train Loss:0.0017314, Val MRR:0.38747, icews14
2023-05-10 19:09:07,432 - [INFO] - [E:44| 1100]: Train Loss:0.0017316, Val MRR:0.38747, icews14
2023-05-10 19:09:49,936 - [INFO] - [E:44| 1200]: Train Loss:0.0017322, Val MRR:0.38747, icews14
2023-05-10 19:10:43,753 - [INFO] - [E:44| 1300]: Train Loss:0.0017331, Val MRR:0.38747, icews14
2023-05-10 19:11:32,468 - [INFO] - [E:44| 1400]: Train Loss:0.0017337, Val MRR:0.38747, icews14
2023-05-10 19:12:26,614 - [INFO] - [E:44| 1500]: Train Loss:0.0017338, Val MRR:0.38747, icews14
2023-05-10 19:13:20,299 - [INFO] - [E:44| 1600]: Train Loss:0.0017343, Val MRR:0.38747, icews14
2023-05-10 19:14:14,235 - [INFO] - [E:44| 1700]: Train Loss:0.0017351, Val MRR:0.38747, icews14
2023-05-10 19:15:08,665 - [INFO] - [E:44| 1800]: Train Loss:0.0017358, Val MRR:0.38747, icews14
2023-05-10 19:16:02,896 - [INFO] - [E:44| 1900]: Train Loss:0.0017366, Val MRR:0.38747, icews14
2023-05-10 19:16:25,397 - [INFO] - [Epoch:44]: Training Loss:0.001737
2023-05-10 19:16:25,530 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 19:16:44,724 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 19:16:50,538 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 19:17:09,814 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 19:17:15,383 - [INFO] - [Evaluating Epoch 44 valid]:
MRR: Tail : 0.39647, Head : 0.34058, Avg : 0.36852
2023-05-10 19:17:15,383 - [INFO] - [Epoch 44]: Training Loss: 0.001737, Valid MRR: 0.38747,
2023-05-10 19:17:15,798 - [INFO] - [E:45| 0]: Train Loss:0.0017096, Val MRR:0.38747, icews14
2023-05-10 19:18:10,002 - [INFO] - [E:45| 100]: Train Loss:0.0017208, Val MRR:0.38747, icews14
2023-05-10 19:18:52,170 - [INFO] - [E:45| 200]: Train Loss:0.0017179, Val MRR:0.38747, icews14
2023-05-10 19:19:45,940 - [INFO] - [E:45| 300]: Train Loss:0.0017186, Val MRR:0.38747, icews14
2023-05-10 19:20:39,411 - [INFO] - [E:45| 400]: Train Loss:0.0017197, Val MRR:0.38747, icews14
2023-05-10 19:21:33,256 - [INFO] - [E:45| 500]: Train Loss:0.0017193, Val MRR:0.38747, icews14
2023-05-10 19:22:27,011 - [INFO] - [E:45| 600]: Train Loss:0.001718, Val MRR:0.38747, icews14
2023-05-10 19:23:20,826 - [INFO] - [E:45| 700]: Train Loss:0.0017181, Val MRR:0.38747, icews14
2023-05-10 19:24:14,874 - [INFO] - [E:45| 800]: Train Loss:0.001719, Val MRR:0.38747, icews14
2023-05-10 19:25:08,556 - [INFO] - [E:45| 900]: Train Loss:0.0017196, Val MRR:0.38747, icews14
2023-05-10 19:26:02,410 - [INFO] - [E:45| 1000]: Train Loss:0.0017205, Val MRR:0.38747, icews14
2023-05-10 19:26:56,231 - [INFO] - [E:45| 1100]: Train Loss:0.0017208, Val MRR:0.38747, icews14
2023-05-10 19:27:38,517 - [INFO] - [E:45| 1200]: Train Loss:0.0017216, Val MRR:0.38747, icews14
2023-05-10 19:28:32,448 - [INFO] - [E:45| 1300]: Train Loss:0.0017225, Val MRR:0.38747, icews14
2023-05-10 19:29:26,293 - [INFO] - [E:45| 1400]: Train Loss:0.0017234, Val MRR:0.38747, icews14
2023-05-10 19:30:19,500 - [INFO] - [E:45| 1500]: Train Loss:0.0017242, Val MRR:0.38747, icews14
2023-05-10 19:31:13,475 - [INFO] - [E:45| 1600]: Train Loss:0.0017248, Val MRR:0.38747, icews14
2023-05-10 19:32:06,909 - [INFO] - [E:45| 1700]: Train Loss:0.0017252, Val MRR:0.38747, icews14
2023-05-10 19:33:00,383 - [INFO] - [E:45| 1800]: Train Loss:0.0017258, Val MRR:0.38747, icews14
2023-05-10 19:33:53,992 - [INFO] - [E:45| 1900]: Train Loss:0.0017265, Val MRR:0.38747, icews14
2023-05-10 19:34:16,406 - [INFO] - [Epoch:45]: Training Loss:0.001727
2023-05-10 19:34:16,679 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 19:34:36,068 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 19:34:41,653 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 19:35:00,965 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 19:35:06,281 - [INFO] - [Evaluating Epoch 45 valid]:
MRR: Tail : 0.39167, Head : 0.33934, Avg : 0.3655
2023-05-10 19:35:06,281 - [INFO] - [Epoch 45]: Training Loss: 0.0017269, Valid MRR: 0.38747,
2023-05-10 19:35:07,014 - [INFO] - [E:46| 0]: Train Loss:0.0016969, Val MRR:0.38747, icews14
2023-05-10 19:35:56,966 - [INFO] - [E:46| 100]: Train Loss:0.0017073, Val MRR:0.38747, icews14
2023-05-10 19:36:44,234 - [INFO] - [E:46| 200]: Train Loss:0.0017056, Val MRR:0.38747, icews14
2023-05-10 19:37:38,007 - [INFO] - [E:46| 300]: Train Loss:0.0017057, Val MRR:0.38747, icews14
2023-05-10 19:38:31,968 - [INFO] - [E:46| 400]: Train Loss:0.0017068, Val MRR:0.38747, icews14
2023-05-10 19:39:25,779 - [INFO] - [E:46| 500]: Train Loss:0.0017073, Val MRR:0.38747, icews14
2023-05-10 19:40:19,093 - [INFO] - [E:46| 600]: Train Loss:0.0017085, Val MRR:0.38747, icews14
2023-05-10 19:41:13,039 - [INFO] - [E:46| 700]: Train Loss:0.0017089, Val MRR:0.38747, icews14
2023-05-10 19:42:06,901 - [INFO] - [E:46| 800]: Train Loss:0.0017103, Val MRR:0.38747, icews14
2023-05-10 19:43:00,682 - [INFO] - [E:46| 900]: Train Loss:0.0017102, Val MRR:0.38747, icews14
2023-05-10 19:43:54,237 - [INFO] - [E:46| 1000]: Train Loss:0.0017109, Val MRR:0.38747, icews14
2023-05-10 19:44:43,538 - [INFO] - [E:46| 1100]: Train Loss:0.0017119, Val MRR:0.38747, icews14
2023-05-10 19:45:31,071 - [INFO] - [E:46| 1200]: Train Loss:0.0017125, Val MRR:0.38747, icews14
2023-05-10 19:46:24,727 - [INFO] - [E:46| 1300]: Train Loss:0.0017129, Val MRR:0.38747, icews14
2023-05-10 19:47:18,975 - [INFO] - [E:46| 1400]: Train Loss:0.0017136, Val MRR:0.38747, icews14
2023-05-10 19:48:12,595 - [INFO] - [E:46| 1500]: Train Loss:0.001714, Val MRR:0.38747, icews14
2023-05-10 19:49:06,288 - [INFO] - [E:46| 1600]: Train Loss:0.0017146, Val MRR:0.38747, icews14
2023-05-10 19:49:59,794 - [INFO] - [E:46| 1700]: Train Loss:0.0017149, Val MRR:0.38747, icews14
2023-05-10 19:50:53,609 - [INFO] - [E:46| 1800]: Train Loss:0.0017159, Val MRR:0.38747, icews14
2023-05-10 19:51:47,456 - [INFO] - [E:46| 1900]: Train Loss:0.0017163, Val MRR:0.38747, icews14
2023-05-10 19:52:09,902 - [INFO] - [Epoch:46]: Training Loss:0.001716
2023-05-10 19:52:10,035 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 19:52:28,942 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 19:52:34,452 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 19:52:53,295 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 19:52:58,502 - [INFO] - [Evaluating Epoch 46 valid]:
MRR: Tail : 0.39578, Head : 0.34338, Avg : 0.36958
2023-05-10 19:52:58,502 - [INFO] - [Epoch 46]: Training Loss: 0.0017165, Valid MRR: 0.38747,
2023-05-10 19:52:59,002 - [INFO] - [E:47| 0]: Train Loss:0.0016916, Val MRR:0.38747, icews14
2023-05-10 19:53:40,899 - [INFO] - [E:47| 100]: Train Loss:0.0016984, Val MRR:0.38747, icews14
2023-05-10 19:54:33,599 - [INFO] - [E:47| 200]: Train Loss:0.0016965, Val MRR:0.38747, icews14
2023-05-10 19:55:27,116 - [INFO] - [E:47| 300]: Train Loss:0.0016973, Val MRR:0.38747, icews14
2023-05-10 19:56:20,899 - [INFO] - [E:47| 400]: Train Loss:0.0016967, Val MRR:0.38747, icews14
2023-05-10 19:57:14,717 - [INFO] - [E:47| 500]: Train Loss:0.0016976, Val MRR:0.38747, icews14
2023-05-10 19:58:08,371 - [INFO] - [E:47| 600]: Train Loss:0.0016983, Val MRR:0.38747, icews14
2023-05-10 19:59:00,254 - [INFO] - [E:47| 700]: Train Loss:0.0016989, Val MRR:0.38747, icews14
2023-05-10 19:59:51,320 - [INFO] - [E:47| 800]: Train Loss:0.0016998, Val MRR:0.38747, icews14
2023-05-10 20:00:45,338 - [INFO] - [E:47| 900]: Train Loss:0.0017003, Val MRR:0.38747, icews14
2023-05-10 20:01:38,591 - [INFO] - [E:47| 1000]: Train Loss:0.001701, Val MRR:0.38747, icews14
2023-05-10 20:02:21,653 - [INFO] - [E:47| 1100]: Train Loss:0.0017011, Val MRR:0.38747, icews14
2023-05-10 20:03:15,593 - [INFO] - [E:47| 1200]: Train Loss:0.0017021, Val MRR:0.38747, icews14
2023-05-10 20:04:09,815 - [INFO] - [E:47| 1300]: Train Loss:0.0017025, Val MRR:0.38747, icews14
2023-05-10 20:05:03,589 - [INFO] - [E:47| 1400]: Train Loss:0.0017034, Val MRR:0.38747, icews14
2023-05-10 20:05:57,163 - [INFO] - [E:47| 1500]: Train Loss:0.0017046, Val MRR:0.38747, icews14
2023-05-10 20:06:50,886 - [INFO] - [E:47| 1600]: Train Loss:0.0017055, Val MRR:0.38747, icews14
2023-05-10 20:07:44,767 - [INFO] - [E:47| 1700]: Train Loss:0.0017058, Val MRR:0.38747, icews14
2023-05-10 20:08:39,100 - [INFO] - [E:47| 1800]: Train Loss:0.0017063, Val MRR:0.38747, icews14
2023-05-10 20:09:32,286 - [INFO] - [E:47| 1900]: Train Loss:0.0017067, Val MRR:0.38747, icews14
2023-05-10 20:09:55,115 - [INFO] - [Epoch:47]: Training Loss:0.001707
2023-05-10 20:09:55,372 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 20:10:14,817 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 20:10:20,284 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 20:10:39,452 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 20:10:44,724 - [INFO] - [Evaluating Epoch 47 valid]:
MRR: Tail : 0.39859, Head : 0.34245, Avg : 0.37052
2023-05-10 20:10:44,725 - [INFO] - [Epoch 47]: Training Loss: 0.0017068, Valid MRR: 0.38747,
2023-05-10 20:10:45,474 - [INFO] - [E:48| 0]: Train Loss:0.0017065, Val MRR:0.38747, icews14
2023-05-10 20:11:28,109 - [INFO] - [E:48| 100]: Train Loss:0.0016955, Val MRR:0.38747, icews14
2023-05-10 20:12:22,474 - [INFO] - [E:48| 200]: Train Loss:0.0016907, Val MRR:0.38747, icews14
2023-05-10 20:13:17,183 - [INFO] - [E:48| 300]: Train Loss:0.0016915, Val MRR:0.38747, icews14
2023-05-10 20:14:11,057 - [INFO] - [E:48| 400]: Train Loss:0.0016912, Val MRR:0.38747, icews14
2023-05-10 20:15:04,887 - [INFO] - [E:48| 500]: Train Loss:0.0016924, Val MRR:0.38747, icews14
2023-05-10 20:15:58,792 - [INFO] - [E:48| 600]: Train Loss:0.0016928, Val MRR:0.38747, icews14
2023-05-10 20:16:52,631 - [INFO] - [E:48| 700]: Train Loss:0.0016929, Val MRR:0.38747, icews14
2023-05-10 20:17:46,327 - [INFO] - [E:48| 800]: Train Loss:0.0016931, Val MRR:0.38747, icews14
2023-05-10 20:18:39,518 - [INFO] - [E:48| 900]: Train Loss:0.0016931, Val MRR:0.38747, icews14
2023-05-10 20:19:33,191 - [INFO] - [E:48| 1000]: Train Loss:0.0016936, Val MRR:0.38747, icews14
2023-05-10 20:20:15,809 - [INFO] - [E:48| 1100]: Train Loss:0.0016947, Val MRR:0.38747, icews14
2023-05-10 20:21:09,646 - [INFO] - [E:48| 1200]: Train Loss:0.0016951, Val MRR:0.38747, icews14
2023-05-10 20:22:03,497 - [INFO] - [E:48| 1300]: Train Loss:0.0016949, Val MRR:0.38747, icews14
2023-05-10 20:22:57,461 - [INFO] - [E:48| 1400]: Train Loss:0.0016947, Val MRR:0.38747, icews14
2023-05-10 20:23:51,445 - [INFO] - [E:48| 1500]: Train Loss:0.0016952, Val MRR:0.38747, icews14
2023-05-10 20:24:45,582 - [INFO] - [E:48| 1600]: Train Loss:0.001696, Val MRR:0.38747, icews14
2023-05-10 20:25:39,450 - [INFO] - [E:48| 1700]: Train Loss:0.0016965, Val MRR:0.38747, icews14
2023-05-10 20:26:33,168 - [INFO] - [E:48| 1800]: Train Loss:0.0016967, Val MRR:0.38747, icews14
2023-05-10 20:27:26,884 - [INFO] - [E:48| 1900]: Train Loss:0.0016969, Val MRR:0.38747, icews14
2023-05-10 20:27:49,248 - [INFO] - [Epoch:48]: Training Loss:0.001697
2023-05-10 20:27:49,399 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 20:28:08,510 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 20:28:13,891 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 20:28:27,529 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 20:28:30,548 - [INFO] - [Evaluating Epoch 48 valid]:
MRR: Tail : 0.40051, Head : 0.34567, Avg : 0.37309
2023-05-10 20:28:30,548 - [INFO] - [Epoch 48]: Training Loss: 0.0016969, Valid MRR: 0.38747,
2023-05-10 20:28:30,891 - [INFO] - [E:49| 0]: Train Loss:0.0017011, Val MRR:0.38747, icews14
2023-05-10 20:29:20,705 - [INFO] - [E:49| 100]: Train Loss:0.0016815, Val MRR:0.38747, icews14
2023-05-10 20:30:14,198 - [INFO] - [E:49| 200]: Train Loss:0.0016768, Val MRR:0.38747, icews14
2023-05-10 20:31:08,161 - [INFO] - [E:49| 300]: Train Loss:0.0016781, Val MRR:0.38747, icews14
2023-05-10 20:32:02,648 - [INFO] - [E:49| 400]: Train Loss:0.0016789, Val MRR:0.38747, icews14
2023-05-10 20:32:56,102 - [INFO] - [E:49| 500]: Train Loss:0.0016789, Val MRR:0.38747, icews14
2023-05-10 20:33:49,559 - [INFO] - [E:49| 600]: Train Loss:0.0016799, Val MRR:0.38747, icews14
2023-05-10 20:34:43,574 - [INFO] - [E:49| 700]: Train Loss:0.0016802, Val MRR:0.38747, icews14
2023-05-10 20:35:37,843 - [INFO] - [E:49| 800]: Train Loss:0.0016805, Val MRR:0.38747, icews14
2023-05-10 20:36:32,034 - [INFO] - [E:49| 900]: Train Loss:0.0016812, Val MRR:0.38747, icews14
2023-05-10 20:37:17,985 - [INFO] - [E:49| 1000]: Train Loss:0.0016818, Val MRR:0.38747, icews14
2023-05-10 20:38:08,242 - [INFO] - [E:49| 1100]: Train Loss:0.001683, Val MRR:0.38747, icews14
2023-05-10 20:39:01,971 - [INFO] - [E:49| 1200]: Train Loss:0.001684, Val MRR:0.38747, icews14
2023-05-10 20:39:55,211 - [INFO] - [E:49| 1300]: Train Loss:0.0016844, Val MRR:0.38747, icews14
2023-05-10 20:40:48,863 - [INFO] - [E:49| 1400]: Train Loss:0.0016847, Val MRR:0.38747, icews14
2023-05-10 20:41:42,805 - [INFO] - [E:49| 1500]: Train Loss:0.0016849, Val MRR:0.38747, icews14
2023-05-10 20:42:37,385 - [INFO] - [E:49| 1600]: Train Loss:0.0016857, Val MRR:0.38747, icews14
2023-05-10 20:43:31,590 - [INFO] - [E:49| 1700]: Train Loss:0.0016861, Val MRR:0.38747, icews14
2023-05-10 20:44:26,072 - [INFO] - [E:49| 1800]: Train Loss:0.0016866, Val MRR:0.38747, icews14
2023-05-10 20:45:20,097 - [INFO] - [E:49| 1900]: Train Loss:0.0016875, Val MRR:0.38747, icews14
2023-05-10 20:45:42,887 - [INFO] - [Epoch:49]: Training Loss:0.001688
2023-05-10 20:45:43,041 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 20:45:57,374 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 20:46:00,514 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 20:46:13,373 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 20:46:18,995 - [INFO] - [Evaluating Epoch 49 valid]:
MRR: Tail : 0.40027, Head : 0.34341, Avg : 0.37184
MR: Tail : 632.14, Head : 664.55, Avg : 648.34
Hit-1: Tail : 0.30683, Head : 0.25027, Avg : 0.27855
Hit-3: Tail : 0.44848, Head : 0.38136, Avg : 0.41492
Hit-10: Tail : 0.58114, Head : 0.52579, Avg : 0.55347
2023-05-10 20:46:18,996 - [INFO] - [Epoch 49]: Training Loss: 0.0016876, Valid MRR: 0.38747,
2023-05-10 20:46:19,403 - [INFO] - [E:50| 0]: Train Loss:0.0016243, Val MRR:0.38747, icews14
2023-05-10 20:47:13,584 - [INFO] - [E:50| 100]: Train Loss:0.0016745, Val MRR:0.38747, icews14
2023-05-10 20:48:02,047 - [INFO] - [E:50| 200]: Train Loss:0.0016728, Val MRR:0.38747, icews14
2023-05-10 20:48:55,900 - [INFO] - [E:50| 300]: Train Loss:0.0016717, Val MRR:0.38747, icews14
2023-05-10 20:49:49,834 - [INFO] - [E:50| 400]: Train Loss:0.0016704, Val MRR:0.38747, icews14
2023-05-10 20:50:44,321 - [INFO] - [E:50| 500]: Train Loss:0.0016715, Val MRR:0.38747, icews14
2023-05-10 20:51:38,447 - [INFO] - [E:50| 600]: Train Loss:0.0016721, Val MRR:0.38747, icews14
2023-05-10 20:52:32,503 - [INFO] - [E:50| 700]: Train Loss:0.0016725, Val MRR:0.38747, icews14
2023-05-10 20:53:26,141 - [INFO] - [E:50| 800]: Train Loss:0.0016731, Val MRR:0.38747, icews14
2023-05-10 20:54:19,601 - [INFO] - [E:50| 900]: Train Loss:0.0016737, Val MRR:0.38747, icews14
2023-05-10 20:55:03,481 - [INFO] - [E:50| 1000]: Train Loss:0.0016742, Val MRR:0.38747, icews14
2023-05-10 20:55:57,633 - [INFO] - [E:50| 1100]: Train Loss:0.0016743, Val MRR:0.38747, icews14
2023-05-10 20:56:51,366 - [INFO] - [E:50| 1200]: Train Loss:0.0016749, Val MRR:0.38747, icews14
2023-05-10 20:57:45,481 - [INFO] - [E:50| 1300]: Train Loss:0.0016754, Val MRR:0.38747, icews14
2023-05-10 20:58:38,913 - [INFO] - [E:50| 1400]: Train Loss:0.0016762, Val MRR:0.38747, icews14
2023-05-10 20:59:32,500 - [INFO] - [E:50| 1500]: Train Loss:0.0016765, Val MRR:0.38747, icews14
2023-05-10 21:00:26,488 - [INFO] - [E:50| 1600]: Train Loss:0.0016768, Val MRR:0.38747, icews14
2023-05-10 21:01:20,647 - [INFO] - [E:50| 1700]: Train Loss:0.001677, Val MRR:0.38747, icews14
2023-05-10 21:02:13,930 - [INFO] - [E:50| 1800]: Train Loss:0.0016775, Val MRR:0.38747, icews14
2023-05-10 21:03:07,758 - [INFO] - [E:50| 1900]: Train Loss:0.001678, Val MRR:0.38747, icews14
2023-05-10 21:03:30,109 - [INFO] - [Epoch:50]: Training Loss:0.001678
2023-05-10 21:03:30,243 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 21:03:41,765 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 21:03:44,897 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 21:03:59,539 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 21:04:05,153 - [INFO] - [Evaluating Epoch 50 valid]:
MRR: Tail : 0.40071, Head : 0.34958, Avg : 0.37515
2023-05-10 21:04:05,154 - [INFO] - [Epoch 50]: Training Loss: 0.0016784, Valid MRR: 0.38747,
2023-05-10 21:04:05,656 - [INFO] - [E:51| 0]: Train Loss:0.0016671, Val MRR:0.38747, icews14
2023-05-10 21:05:00,784 - [INFO] - [E:51| 100]: Train Loss:0.0016628, Val MRR:0.38747, icews14
2023-05-10 21:05:54,345 - [INFO] - [E:51| 200]: Train Loss:0.0016642, Val MRR:0.38747, icews14
2023-05-10 21:06:48,341 - [INFO] - [E:51| 300]: Train Loss:0.0016611, Val MRR:0.38747, icews14
2023-05-10 21:07:41,634 - [INFO] - [E:51| 400]: Train Loss:0.0016629, Val MRR:0.38747, icews14
2023-05-10 21:08:35,164 - [INFO] - [E:51| 500]: Train Loss:0.0016632, Val MRR:0.38747, icews14
2023-05-10 21:09:29,044 - [INFO] - [E:51| 600]: Train Loss:0.0016633, Val MRR:0.38747, icews14
2023-05-10 21:10:22,483 - [INFO] - [E:51| 700]: Train Loss:0.0016644, Val MRR:0.38747, icews14
2023-05-10 21:11:16,147 - [INFO] - [E:51| 800]: Train Loss:0.0016647, Val MRR:0.38747, icews14
2023-05-10 21:12:09,990 - [INFO] - [E:51| 900]: Train Loss:0.0016648, Val MRR:0.38747, icews14
2023-05-10 21:12:52,625 - [INFO] - [E:51| 1000]: Train Loss:0.0016658, Val MRR:0.38747, icews14
2023-05-10 21:13:45,923 - [INFO] - [E:51| 1100]: Train Loss:0.0016666, Val MRR:0.38747, icews14
2023-05-10 21:14:39,966 - [INFO] - [E:51| 1200]: Train Loss:0.001667, Val MRR:0.38747, icews14
2023-05-10 21:15:34,156 - [INFO] - [E:51| 1300]: Train Loss:0.0016673, Val MRR:0.38747, icews14
2023-05-10 21:16:27,826 - [INFO] - [E:51| 1400]: Train Loss:0.0016674, Val MRR:0.38747, icews14
2023-05-10 21:17:21,137 - [INFO] - [E:51| 1500]: Train Loss:0.0016677, Val MRR:0.38747, icews14
2023-05-10 21:18:14,765 - [INFO] - [E:51| 1600]: Train Loss:0.0016682, Val MRR:0.38747, icews14
2023-05-10 21:19:09,700 - [INFO] - [E:51| 1700]: Train Loss:0.0016687, Val MRR:0.38747, icews14
2023-05-10 21:20:03,334 - [INFO] - [E:51| 1800]: Train Loss:0.0016689, Val MRR:0.38747, icews14
2023-05-10 21:20:56,794 - [INFO] - [E:51| 1900]: Train Loss:0.0016693, Val MRR:0.38747, icews14
2023-05-10 21:21:12,824 - [INFO] - [Epoch:51]: Training Loss:0.001669
2023-05-10 21:21:12,936 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 21:21:25,916 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 21:21:31,663 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 21:21:50,932 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 21:21:56,377 - [INFO] - [Evaluating Epoch 51 valid]:
MRR: Tail : 0.39403, Head : 0.34087, Avg : 0.36745
2023-05-10 21:21:56,377 - [INFO] - [Epoch 51]: Training Loss: 0.0016694, Valid MRR: 0.38747,
2023-05-10 21:21:56,846 - [INFO] - [E:52| 0]: Train Loss:0.0016351, Val MRR:0.38747, icews14
2023-05-10 21:22:50,275 - [INFO] - [E:52| 100]: Train Loss:0.0016568, Val MRR:0.38747, icews14
2023-05-10 21:23:43,299 - [INFO] - [E:52| 200]: Train Loss:0.0016559, Val MRR:0.38747, icews14
2023-05-10 21:24:35,841 - [INFO] - [E:52| 300]: Train Loss:0.0016561, Val MRR:0.38747, icews14
2023-05-10 21:25:28,549 - [INFO] - [E:52| 400]: Train Loss:0.001657, Val MRR:0.38747, icews14
2023-05-10 21:26:21,526 - [INFO] - [E:52| 500]: Train Loss:0.0016564, Val MRR:0.38747, icews14
2023-05-10 21:27:15,071 - [INFO] - [E:52| 600]: Train Loss:0.0016565, Val MRR:0.38747, icews14
2023-05-10 21:28:08,771 - [INFO] - [E:52| 700]: Train Loss:0.0016573, Val MRR:0.38747, icews14
2023-05-10 21:29:02,496 - [INFO] - [E:52| 800]: Train Loss:0.0016577, Val MRR:0.38747, icews14
2023-05-10 21:29:48,235 - [INFO] - [E:52| 900]: Train Loss:0.001658, Val MRR:0.38747, icews14
2023-05-10 21:30:38,476 - [INFO] - [E:52| 1000]: Train Loss:0.0016583, Val MRR:0.38747, icews14
2023-05-10 21:31:32,159 - [INFO] - [E:52| 1100]: Train Loss:0.0016585, Val MRR:0.38747, icews14
2023-05-10 21:32:26,256 - [INFO] - [E:52| 1200]: Train Loss:0.0016586, Val MRR:0.38747, icews14
2023-05-10 21:33:20,020 - [INFO] - [E:52| 1300]: Train Loss:0.0016589, Val MRR:0.38747, icews14
2023-05-10 21:34:13,759 - [INFO] - [E:52| 1400]: Train Loss:0.0016597, Val MRR:0.38747, icews14
2023-05-10 21:35:07,401 - [INFO] - [E:52| 1500]: Train Loss:0.0016603, Val MRR:0.38747, icews14
2023-05-10 21:35:55,976 - [INFO] - [E:52| 1600]: Train Loss:0.0016612, Val MRR:0.38747, icews14
2023-05-10 21:36:50,000 - [INFO] - [E:52| 1700]: Train Loss:0.0016614, Val MRR:0.38747, icews14
2023-05-10 21:37:43,915 - [INFO] - [E:52| 1800]: Train Loss:0.0016615, Val MRR:0.38747, icews14
2023-05-10 21:38:34,141 - [INFO] - [E:52| 1900]: Train Loss:0.0016617, Val MRR:0.38747, icews14
2023-05-10 21:38:48,910 - [INFO] - [Epoch:52]: Training Loss:0.001662
2023-05-10 21:38:49,183 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 21:39:08,495 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 21:39:14,076 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 21:39:33,321 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 21:39:38,677 - [INFO] - [Evaluating Epoch 52 valid]:
MRR: Tail : 0.40075, Head : 0.35078, Avg : 0.37577
2023-05-10 21:39:38,677 - [INFO] - [Epoch 52]: Training Loss: 0.0016617, Valid MRR: 0.38747,
2023-05-10 21:39:39,183 - [INFO] - [E:53| 0]: Train Loss:0.0016396, Val MRR:0.38747, icews14
2023-05-10 21:40:33,438 - [INFO] - [E:53| 100]: Train Loss:0.0016508, Val MRR:0.38747, icews14
2023-05-10 21:41:27,131 - [INFO] - [E:53| 200]: Train Loss:0.0016474, Val MRR:0.38747, icews14
2023-05-10 21:42:21,232 - [INFO] - [E:53| 300]: Train Loss:0.0016494, Val MRR:0.38747, icews14
2023-05-10 21:43:14,882 - [INFO] - [E:53| 400]: Train Loss:0.0016497, Val MRR:0.38747, icews14
2023-05-10 21:44:08,377 - [INFO] - [E:53| 500]: Train Loss:0.0016496, Val MRR:0.38747, icews14
2023-05-10 21:45:02,637 - [INFO] - [E:53| 600]: Train Loss:0.0016496, Val MRR:0.38747, icews14
2023-05-10 21:45:56,000 - [INFO] - [E:53| 700]: Train Loss:0.0016492, Val MRR:0.38747, icews14
2023-05-10 21:46:49,984 - [INFO] - [E:53| 800]: Train Loss:0.00165, Val MRR:0.38747, icews14
2023-05-10 21:47:32,621 - [INFO] - [E:53| 900]: Train Loss:0.0016507, Val MRR:0.38747, icews14
2023-05-10 21:48:26,469 - [INFO] - [E:53| 1000]: Train Loss:0.0016516, Val MRR:0.38747, icews14
2023-05-10 21:49:20,699 - [INFO] - [E:53| 1100]: Train Loss:0.001652, Val MRR:0.38747, icews14
2023-05-10 21:50:14,446 - [INFO] - [E:53| 1200]: Train Loss:0.0016523, Val MRR:0.38747, icews14
2023-05-10 21:51:07,891 - [INFO] - [E:53| 1300]: Train Loss:0.0016526, Val MRR:0.38747, icews14
2023-05-10 21:52:02,165 - [INFO] - [E:53| 1400]: Train Loss:0.0016529, Val MRR:0.38747, icews14
2023-05-10 21:52:55,832 - [INFO] - [E:53| 1500]: Train Loss:0.0016533, Val MRR:0.38747, icews14
2023-05-10 21:53:49,373 - [INFO] - [E:53| 1600]: Train Loss:0.0016531, Val MRR:0.38747, icews14
2023-05-10 21:54:43,037 - [INFO] - [E:53| 1700]: Train Loss:0.0016535, Val MRR:0.38747, icews14
2023-05-10 21:55:36,791 - [INFO] - [E:53| 1800]: Train Loss:0.001654, Val MRR:0.38747, icews14
2023-05-10 21:56:19,805 - [INFO] - [E:53| 1900]: Train Loss:0.001654, Val MRR:0.38747, icews14
2023-05-10 21:56:42,261 - [INFO] - [Epoch:53]: Training Loss:0.001654
2023-05-10 21:56:42,416 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 21:57:02,023 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 21:57:07,493 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 21:57:26,808 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 21:57:32,273 - [INFO] - [Evaluating Epoch 53 valid]:
MRR: Tail : 0.40396, Head : 0.35461, Avg : 0.37928
2023-05-10 21:57:32,273 - [INFO] - [Epoch 53]: Training Loss: 0.0016539, Valid MRR: 0.38747,
2023-05-10 21:57:32,821 - [INFO] - [E:54| 0]: Train Loss:0.0016327, Val MRR:0.38747, icews14
2023-05-10 21:58:26,634 - [INFO] - [E:54| 100]: Train Loss:0.0016442, Val MRR:0.38747, icews14
2023-05-10 21:59:20,936 - [INFO] - [E:54| 200]: Train Loss:0.0016445, Val MRR:0.38747, icews14
2023-05-10 22:00:14,456 - [INFO] - [E:54| 300]: Train Loss:0.0016423, Val MRR:0.38747, icews14
2023-05-10 22:01:08,877 - [INFO] - [E:54| 400]: Train Loss:0.0016437, Val MRR:0.38747, icews14
2023-05-10 22:02:02,670 - [INFO] - [E:54| 500]: Train Loss:0.0016442, Val MRR:0.38747, icews14
2023-05-10 22:02:56,215 - [INFO] - [E:54| 600]: Train Loss:0.0016438, Val MRR:0.38747, icews14
2023-05-10 22:03:50,682 - [INFO] - [E:54| 700]: Train Loss:0.0016439, Val MRR:0.38747, icews14
2023-05-10 22:04:43,799 - [INFO] - [E:54| 800]: Train Loss:0.0016438, Val MRR:0.38747, icews14
2023-05-10 22:05:27,579 - [INFO] - [E:54| 900]: Train Loss:0.0016441, Val MRR:0.38747, icews14
2023-05-10 22:06:21,976 - [INFO] - [E:54| 1000]: Train Loss:0.0016438, Val MRR:0.38747, icews14
2023-05-10 22:07:15,796 - [INFO] - [E:54| 1100]: Train Loss:0.0016443, Val MRR:0.38747, icews14
2023-05-10 22:08:09,820 - [INFO] - [E:54| 1200]: Train Loss:0.0016448, Val MRR:0.38747, icews14
2023-05-10 22:09:03,477 - [INFO] - [E:54| 1300]: Train Loss:0.0016453, Val MRR:0.38747, icews14
2023-05-10 22:09:57,568 - [INFO] - [E:54| 1400]: Train Loss:0.0016453, Val MRR:0.38747, icews14
2023-05-10 22:10:51,618 - [INFO] - [E:54| 1500]: Train Loss:0.0016456, Val MRR:0.38747, icews14
2023-05-10 22:11:45,176 - [INFO] - [E:54| 1600]: Train Loss:0.001646, Val MRR:0.38747, icews14
2023-05-10 22:12:39,377 - [INFO] - [E:54| 1700]: Train Loss:0.0016461, Val MRR:0.38747, icews14
2023-05-10 22:13:30,642 - [INFO] - [E:54| 1800]: Train Loss:0.0016465, Val MRR:0.38747, icews14
2023-05-10 22:14:15,726 - [INFO] - [E:54| 1900]: Train Loss:0.0016469, Val MRR:0.38747, icews14
2023-05-10 22:14:37,916 - [INFO] - [Epoch:54]: Training Loss:0.001647
2023-05-10 22:14:38,068 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 22:14:57,451 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 22:15:02,940 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 22:15:22,287 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 22:15:27,470 - [INFO] - [Evaluating Epoch 54 valid]:
MRR: Tail : 0.40641, Head : 0.35601, Avg : 0.38121
2023-05-10 22:15:27,470 - [INFO] - [Epoch 54]: Training Loss: 0.0016471, Valid MRR: 0.38747,
2023-05-10 22:15:28,198 - [INFO] - [E:55| 0]: Train Loss:0.0016281, Val MRR:0.38747, icews14
2023-05-10 22:16:21,989 - [INFO] - [E:55| 100]: Train Loss:0.0016341, Val MRR:0.38747, icews14
2023-05-10 22:17:15,622 - [INFO] - [E:55| 200]: Train Loss:0.001635, Val MRR:0.38747, icews14
2023-05-10 22:18:09,330 - [INFO] - [E:55| 300]: Train Loss:0.0016337, Val MRR:0.38747, icews14
2023-05-10 22:19:03,100 - [INFO] - [E:55| 400]: Train Loss:0.0016354, Val MRR:0.38747, icews14
2023-05-10 22:19:56,639 - [INFO] - [E:55| 500]: Train Loss:0.0016368, Val MRR:0.38747, icews14
2023-05-10 22:20:50,536 - [INFO] - [E:55| 600]: Train Loss:0.0016374, Val MRR:0.38747, icews14
2023-05-10 22:21:44,245 - [INFO] - [E:55| 700]: Train Loss:0.0016373, Val MRR:0.38747, icews14
2023-05-10 22:22:27,890 - [INFO] - [E:55| 800]: Train Loss:0.0016377, Val MRR:0.38747, icews14
2023-05-10 22:23:20,279 - [INFO] - [E:55| 900]: Train Loss:0.0016377, Val MRR:0.38747, icews14
2023-05-10 22:24:14,020 - [INFO] - [E:55| 1000]: Train Loss:0.0016383, Val MRR:0.38747, icews14
2023-05-10 22:25:02,316 - [INFO] - [E:55| 1100]: Train Loss:0.0016378, Val MRR:0.38747, icews14
2023-05-10 22:25:56,093 - [INFO] - [E:55| 1200]: Train Loss:0.0016381, Val MRR:0.38747, icews14
2023-05-10 22:26:49,408 - [INFO] - [E:55| 1300]: Train Loss:0.0016379, Val MRR:0.38747, icews14
2023-05-10 22:27:42,871 - [INFO] - [E:55| 1400]: Train Loss:0.0016383, Val MRR:0.38747, icews14
2023-05-10 22:28:36,938 - [INFO] - [E:55| 1500]: Train Loss:0.0016388, Val MRR:0.38747, icews14
2023-05-10 22:29:30,853 - [INFO] - [E:55| 1600]: Train Loss:0.0016393, Val MRR:0.38747, icews14
2023-05-10 22:30:24,589 - [INFO] - [E:55| 1700]: Train Loss:0.0016398, Val MRR:0.38747, icews14
2023-05-10 22:31:12,864 - [INFO] - [E:55| 1800]: Train Loss:0.0016401, Val MRR:0.38747, icews14
2023-05-10 22:32:01,137 - [INFO] - [E:55| 1900]: Train Loss:0.0016405, Val MRR:0.38747, icews14
2023-05-10 22:32:23,544 - [INFO] - [Epoch:55]: Training Loss:0.001641
2023-05-10 22:32:23,808 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 22:32:43,114 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 22:32:48,714 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 22:33:08,024 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 22:33:13,311 - [INFO] - [Evaluating Epoch 55 valid]:
MRR: Tail : 0.40493, Head : 0.35296, Avg : 0.37894
2023-05-10 22:33:13,311 - [INFO] - [Epoch 55]: Training Loss: 0.0016406, Valid MRR: 0.38747,
2023-05-10 22:33:13,825 - [INFO] - [E:56| 0]: Train Loss:0.0016436, Val MRR:0.38747, icews14
2023-05-10 22:34:07,705 - [INFO] - [E:56| 100]: Train Loss:0.001629, Val MRR:0.38747, icews14
2023-05-10 22:35:01,419 - [INFO] - [E:56| 200]: Train Loss:0.0016304, Val MRR:0.38747, icews14
2023-05-10 22:35:55,582 - [INFO] - [E:56| 300]: Train Loss:0.0016327, Val MRR:0.38747, icews14
2023-05-10 22:36:49,116 - [INFO] - [E:56| 400]: Train Loss:0.0016322, Val MRR:0.38747, icews14
2023-05-10 22:37:42,985 - [INFO] - [E:56| 500]: Train Loss:0.0016325, Val MRR:0.38747, icews14
2023-05-10 22:38:37,156 - [INFO] - [E:56| 600]: Train Loss:0.0016322, Val MRR:0.38747, icews14
2023-05-10 22:39:30,939 - [INFO] - [E:56| 700]: Train Loss:0.0016316, Val MRR:0.38747, icews14
2023-05-10 22:40:13,566 - [INFO] - [E:56| 800]: Train Loss:0.0016321, Val MRR:0.38747, icews14
2023-05-10 22:41:07,315 - [INFO] - [E:56| 900]: Train Loss:0.0016326, Val MRR:0.38747, icews14
2023-05-10 22:42:01,308 - [INFO] - [E:56| 1000]: Train Loss:0.0016329, Val MRR:0.38747, icews14
2023-05-10 22:42:55,050 - [INFO] - [E:56| 1100]: Train Loss:0.0016331, Val MRR:0.38747, icews14
2023-05-10 22:43:48,158 - [INFO] - [E:56| 1200]: Train Loss:0.0016333, Val MRR:0.38747, icews14
2023-05-10 22:44:41,730 - [INFO] - [E:56| 1300]: Train Loss:0.0016337, Val MRR:0.38747, icews14
2023-05-10 22:45:35,407 - [INFO] - [E:56| 1400]: Train Loss:0.0016336, Val MRR:0.38747, icews14
2023-05-10 22:46:29,165 - [INFO] - [E:56| 1500]: Train Loss:0.0016337, Val MRR:0.38747, icews14
2023-05-10 22:47:22,951 - [INFO] - [E:56| 1600]: Train Loss:0.0016339, Val MRR:0.38747, icews14
2023-05-10 22:48:16,462 - [INFO] - [E:56| 1700]: Train Loss:0.0016342, Val MRR:0.38747, icews14
2023-05-10 22:48:59,293 - [INFO] - [E:56| 1800]: Train Loss:0.0016345, Val MRR:0.38747, icews14
2023-05-10 22:49:53,286 - [INFO] - [E:56| 1900]: Train Loss:0.0016346, Val MRR:0.38747, icews14
2023-05-10 22:50:15,802 - [INFO] - [Epoch:56]: Training Loss:0.001635
2023-05-10 22:50:16,075 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 22:50:35,142 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 22:50:40,606 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 22:50:59,798 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 22:51:05,139 - [INFO] - [Evaluating Epoch 56 valid]:
MRR: Tail : 0.40956, Head : 0.35558, Avg : 0.38257
2023-05-10 22:51:05,139 - [INFO] - [Epoch 56]: Training Loss: 0.0016348, Valid MRR: 0.38747,
2023-05-10 22:51:05,799 - [INFO] - [E:57| 0]: Train Loss:0.0016368, Val MRR:0.38747, icews14
2023-05-10 22:51:59,841 - [INFO] - [E:57| 100]: Train Loss:0.0016305, Val MRR:0.38747, icews14
2023-05-10 22:52:53,270 - [INFO] - [E:57| 200]: Train Loss:0.0016268, Val MRR:0.38747, icews14
2023-05-10 22:53:46,549 - [INFO] - [E:57| 300]: Train Loss:0.0016265, Val MRR:0.38747, icews14
2023-05-10 22:54:39,844 - [INFO] - [E:57| 400]: Train Loss:0.001626, Val MRR:0.38747, icews14
2023-05-10 22:55:32,089 - [INFO] - [E:57| 500]: Train Loss:0.0016253, Val MRR:0.38747, icews14
2023-05-10 22:56:24,232 - [INFO] - [E:57| 600]: Train Loss:0.0016256, Val MRR:0.38747, icews14
2023-05-10 22:57:13,563 - [INFO] - [E:57| 700]: Train Loss:0.0016261, Val MRR:0.38747, icews14
2023-05-10 22:57:59,591 - [INFO] - [E:57| 800]: Train Loss:0.0016266, Val MRR:0.38747, icews14
2023-05-10 22:58:54,186 - [INFO] - [E:57| 900]: Train Loss:0.0016268, Val MRR:0.38747, icews14
2023-05-10 22:59:47,756 - [INFO] - [E:57| 1000]: Train Loss:0.0016272, Val MRR:0.38747, icews14
2023-05-10 23:00:41,610 - [INFO] - [E:57| 1100]: Train Loss:0.0016269, Val MRR:0.38747, icews14
2023-05-10 23:01:35,326 - [INFO] - [E:57| 1200]: Train Loss:0.0016275, Val MRR:0.38747, icews14
2023-05-10 23:02:28,875 - [INFO] - [E:57| 1300]: Train Loss:0.0016276, Val MRR:0.38747, icews14
2023-05-10 23:03:23,159 - [INFO] - [E:57| 1400]: Train Loss:0.0016278, Val MRR:0.38747, icews14
2023-05-10 23:04:17,244 - [INFO] - [E:57| 1500]: Train Loss:0.0016281, Val MRR:0.38747, icews14
2023-05-10 23:05:11,023 - [INFO] - [E:57| 1600]: Train Loss:0.0016284, Val MRR:0.38747, icews14
2023-05-10 23:06:00,302 - [INFO] - [E:57| 1700]: Train Loss:0.0016286, Val MRR:0.38747, icews14
2023-05-10 23:06:46,985 - [INFO] - [E:57| 1800]: Train Loss:0.0016288, Val MRR:0.38747, icews14
2023-05-10 23:07:40,937 - [INFO] - [E:57| 1900]: Train Loss:0.0016289, Val MRR:0.38747, icews14
2023-05-10 23:08:03,270 - [INFO] - [Epoch:57]: Training Loss:0.001629
2023-05-10 23:08:03,473 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 23:08:22,645 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 23:08:28,285 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 23:08:47,688 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 23:08:52,984 - [INFO] - [Evaluating Epoch 57 valid]:
MRR: Tail : 0.4075, Head : 0.35441, Avg : 0.38095
2023-05-10 23:08:52,985 - [INFO] - [Epoch 57]: Training Loss: 0.0016292, Valid MRR: 0.38747,
2023-05-10 23:08:53,734 - [INFO] - [E:58| 0]: Train Loss:0.0016116, Val MRR:0.38747, icews14
2023-05-10 23:09:47,892 - [INFO] - [E:58| 100]: Train Loss:0.001621, Val MRR:0.38747, icews14
2023-05-10 23:10:41,398 - [INFO] - [E:58| 200]: Train Loss:0.0016191, Val MRR:0.38747, icews14
2023-05-10 23:11:35,063 - [INFO] - [E:58| 300]: Train Loss:0.0016199, Val MRR:0.38747, icews14
2023-05-10 23:12:29,230 - [INFO] - [E:58| 400]: Train Loss:0.0016217, Val MRR:0.38747, icews14
2023-05-10 23:13:17,060 - [INFO] - [E:58| 500]: Train Loss:0.0016214, Val MRR:0.38747, icews14
2023-05-10 23:14:11,128 - [INFO] - [E:58| 600]: Train Loss:0.0016208, Val MRR:0.38747, icews14
2023-05-10 23:14:58,561 - [INFO] - [E:58| 700]: Train Loss:0.0016208, Val MRR:0.38747, icews14
2023-05-10 23:15:47,469 - [INFO] - [E:58| 800]: Train Loss:0.0016213, Val MRR:0.38747, icews14
2023-05-10 23:16:41,288 - [INFO] - [E:58| 900]: Train Loss:0.0016217, Val MRR:0.38747, icews14
2023-05-10 23:17:34,911 - [INFO] - [E:58| 1000]: Train Loss:0.001622, Val MRR:0.38747, icews14
2023-05-10 23:18:28,562 - [INFO] - [E:58| 1100]: Train Loss:0.0016221, Val MRR:0.38747, icews14
2023-05-10 23:19:22,312 - [INFO] - [E:58| 1200]: Train Loss:0.001622, Val MRR:0.38747, icews14
2023-05-10 23:20:16,195 - [INFO] - [E:58| 1300]: Train Loss:0.0016222, Val MRR:0.38747, icews14
2023-05-10 23:21:10,464 - [INFO] - [E:58| 1400]: Train Loss:0.0016224, Val MRR:0.38747, icews14
2023-05-10 23:22:04,105 - [INFO] - [E:58| 1500]: Train Loss:0.0016225, Val MRR:0.38747, icews14
2023-05-10 23:22:57,702 - [INFO] - [E:58| 1600]: Train Loss:0.0016227, Val MRR:0.38747, icews14
2023-05-10 23:23:44,890 - [INFO] - [E:58| 1700]: Train Loss:0.0016229, Val MRR:0.38747, icews14
2023-05-10 23:24:34,096 - [INFO] - [E:58| 1800]: Train Loss:0.0016232, Val MRR:0.38747, icews14
2023-05-10 23:25:27,635 - [INFO] - [E:58| 1900]: Train Loss:0.0016234, Val MRR:0.38747, icews14
2023-05-10 23:25:50,502 - [INFO] - [Epoch:58]: Training Loss:0.001624
2023-05-10 23:25:50,636 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 23:26:09,768 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 23:26:15,339 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 23:26:34,645 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 23:26:40,118 - [INFO] - [Evaluating Epoch 58 valid]:
MRR: Tail : 0.40531, Head : 0.35594, Avg : 0.38063
2023-05-10 23:26:40,118 - [INFO] - [Epoch 58]: Training Loss: 0.0016236, Valid MRR: 0.38747,
2023-05-10 23:26:40,624 - [INFO] - [E:59| 0]: Train Loss:0.0016661, Val MRR:0.38747, icews14
2023-05-10 23:27:35,373 - [INFO] - [E:59| 100]: Train Loss:0.0016172, Val MRR:0.38747, icews14
2023-05-10 23:28:28,841 - [INFO] - [E:59| 200]: Train Loss:0.0016179, Val MRR:0.38747, icews14
2023-05-10 23:29:22,359 - [INFO] - [E:59| 300]: Train Loss:0.0016158, Val MRR:0.38747, icews14
2023-05-10 23:30:16,251 - [INFO] - [E:59| 400]: Train Loss:0.0016165, Val MRR:0.38747, icews14
2023-05-10 23:31:10,535 - [INFO] - [E:59| 500]: Train Loss:0.0016165, Val MRR:0.38747, icews14
2023-05-10 23:32:04,050 - [INFO] - [E:59| 600]: Train Loss:0.0016166, Val MRR:0.38747, icews14
2023-05-10 23:32:46,198 - [INFO] - [E:59| 700]: Train Loss:0.0016168, Val MRR:0.38747, icews14
2023-05-10 23:33:40,081 - [INFO] - [E:59| 800]: Train Loss:0.0016166, Val MRR:0.38747, icews14
2023-05-10 23:34:33,981 - [INFO] - [E:59| 900]: Train Loss:0.0016169, Val MRR:0.38747, icews14
2023-05-10 23:35:27,611 - [INFO] - [E:59| 1000]: Train Loss:0.001617, Val MRR:0.38747, icews14
2023-05-10 23:36:21,203 - [INFO] - [E:59| 1100]: Train Loss:0.0016166, Val MRR:0.38747, icews14
2023-05-10 23:37:14,982 - [INFO] - [E:59| 1200]: Train Loss:0.0016174, Val MRR:0.38747, icews14
2023-05-10 23:38:09,595 - [INFO] - [E:59| 1300]: Train Loss:0.0016177, Val MRR:0.38747, icews14
2023-05-10 23:39:03,319 - [INFO] - [E:59| 1400]: Train Loss:0.0016181, Val MRR:0.38747, icews14
2023-05-10 23:39:56,609 - [INFO] - [E:59| 1500]: Train Loss:0.0016185, Val MRR:0.38747, icews14
2023-05-10 23:40:50,410 - [INFO] - [E:59| 1600]: Train Loss:0.0016186, Val MRR:0.38747, icews14
2023-05-10 23:41:32,379 - [INFO] - [E:59| 1700]: Train Loss:0.0016185, Val MRR:0.38747, icews14
2023-05-10 23:42:25,583 - [INFO] - [E:59| 1800]: Train Loss:0.0016189, Val MRR:0.38747, icews14
2023-05-10 23:43:19,529 - [INFO] - [E:59| 1900]: Train Loss:0.0016188, Val MRR:0.38747, icews14
2023-05-10 23:43:41,811 - [INFO] - [Epoch:59]: Training Loss:0.001619
2023-05-10 23:43:41,943 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-10 23:44:01,556 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-10 23:44:07,057 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-10 23:44:26,428 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-10 23:44:32,096 - [INFO] - [Evaluating Epoch 59 valid]:
MRR: Tail : 0.41201, Head : 0.36124, Avg : 0.38662
MR: Tail : 716.15, Head : 764.0, Avg : 740.08
Hit-1: Tail : 0.32006, Head : 0.27346, Avg : 0.29676
Hit-3: Tail : 0.46001, Head : 0.40163, Avg : 0.43082
Hit-10: Tail : 0.58417, Head : 0.53138, Avg : 0.55777
2023-05-10 23:44:32,096 - [INFO] - [Epoch 59]: Training Loss: 0.0016188, Valid MRR: 0.38747,
2023-05-10 23:44:32,535 - [INFO] - [E:60| 0]: Train Loss:0.0016648, Val MRR:0.38747, icews14
2023-05-10 23:45:26,399 - [INFO] - [E:60| 100]: Train Loss:0.0016099, Val MRR:0.38747, icews14
2023-05-10 23:46:20,091 - [INFO] - [E:60| 200]: Train Loss:0.0016108, Val MRR:0.38747, icews14
2023-05-10 23:47:14,442 - [INFO] - [E:60| 300]: Train Loss:0.0016099, Val MRR:0.38747, icews14
2023-05-10 23:48:08,193 - [INFO] - [E:60| 400]: Train Loss:0.0016096, Val MRR:0.38747, icews14
2023-05-10 23:49:02,772 - [INFO] - [E:60| 500]: Train Loss:0.0016107, Val MRR:0.38747, icews14
2023-05-10 23:49:53,606 - [INFO] - [E:60| 600]: Train Loss:0.001611, Val MRR:0.38747, icews14
2023-05-10 23:50:39,545 - [INFO] - [E:60| 700]: Train Loss:0.0016114, Val MRR:0.38747, icews14
2023-05-10 23:51:32,676 - [INFO] - [E:60| 800]: Train Loss:0.0016118, Val MRR:0.38747, icews14
2023-05-10 23:52:27,150 - [INFO] - [E:60| 900]: Train Loss:0.001612, Val MRR:0.38747, icews14
2023-05-10 23:53:20,949 - [INFO] - [E:60| 1000]: Train Loss:0.0016122, Val MRR:0.38747, icews14
2023-05-10 23:54:15,288 - [INFO] - [E:60| 1100]: Train Loss:0.0016127, Val MRR:0.38747, icews14
2023-05-10 23:55:09,001 - [INFO] - [E:60| 1200]: Train Loss:0.0016131, Val MRR:0.38747, icews14
2023-05-10 23:56:03,446 - [INFO] - [E:60| 1300]: Train Loss:0.0016135, Val MRR:0.38747, icews14
2023-05-10 23:56:57,482 - [INFO] - [E:60| 1400]: Train Loss:0.0016139, Val MRR:0.38747, icews14
2023-05-10 23:57:51,073 - [INFO] - [E:60| 1500]: Train Loss:0.0016139, Val MRR:0.38747, icews14
2023-05-10 23:58:40,710 - [INFO] - [E:60| 1600]: Train Loss:0.0016143, Val MRR:0.38747, icews14
2023-05-10 23:59:27,384 - [INFO] - [E:60| 1700]: Train Loss:0.0016147, Val MRR:0.38747, icews14
2023-05-11 00:00:21,327 - [INFO] - [E:60| 1800]: Train Loss:0.0016147, Val MRR:0.38747, icews14
2023-05-11 00:01:12,714 - [INFO] - [E:60| 1900]: Train Loss:0.0016149, Val MRR:0.38747, icews14
2023-05-11 00:01:31,984 - [INFO] - [Epoch:60]: Training Loss:0.001615
2023-05-11 00:01:32,252 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 00:01:51,551 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 00:01:57,116 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 00:02:16,314 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 00:02:21,635 - [INFO] - [Evaluating Epoch 60 valid]:
MRR: Tail : 0.41198, Head : 0.35989, Avg : 0.38594
2023-05-11 00:02:21,635 - [INFO] - [Epoch 60]: Training Loss: 0.0016152, Valid MRR: 0.38747,
2023-05-11 00:02:22,268 - [INFO] - [E:61| 0]: Train Loss:0.0015953, Val MRR:0.38747, icews14
2023-05-11 00:03:16,528 - [INFO] - [E:61| 100]: Train Loss:0.0016115, Val MRR:0.38747, icews14
2023-05-11 00:04:10,484 - [INFO] - [E:61| 200]: Train Loss:0.00161, Val MRR:0.38747, icews14
2023-05-11 00:05:04,567 - [INFO] - [E:61| 300]: Train Loss:0.0016098, Val MRR:0.38747, icews14
2023-05-11 00:05:58,331 - [INFO] - [E:61| 400]: Train Loss:0.0016085, Val MRR:0.38747, icews14
2023-05-11 00:06:52,153 - [INFO] - [E:61| 500]: Train Loss:0.001609, Val MRR:0.38747, icews14
2023-05-11 00:07:38,378 - [INFO] - [E:61| 600]: Train Loss:0.0016093, Val MRR:0.38747, icews14
2023-05-11 00:08:28,207 - [INFO] - [E:61| 700]: Train Loss:0.0016083, Val MRR:0.38747, icews14
2023-05-11 00:09:22,122 - [INFO] - [E:61| 800]: Train Loss:0.0016087, Val MRR:0.38747, icews14
2023-05-11 00:10:16,125 - [INFO] - [E:61| 900]: Train Loss:0.0016086, Val MRR:0.38747, icews14
2023-05-11 00:11:09,410 - [INFO] - [E:61| 1000]: Train Loss:0.0016084, Val MRR:0.38747, icews14
2023-05-11 00:12:03,338 - [INFO] - [E:61| 1100]: Train Loss:0.0016087, Val MRR:0.38747, icews14
2023-05-11 00:12:57,046 - [INFO] - [E:61| 1200]: Train Loss:0.0016091, Val MRR:0.38747, icews14
2023-05-11 00:13:51,077 - [INFO] - [E:61| 1300]: Train Loss:0.0016091, Val MRR:0.38747, icews14
2023-05-11 00:14:44,932 - [INFO] - [E:61| 1400]: Train Loss:0.0016093, Val MRR:0.38747, icews14
2023-05-11 00:15:39,690 - [INFO] - [E:61| 1500]: Train Loss:0.0016096, Val MRR:0.38747, icews14
2023-05-11 00:16:24,893 - [INFO] - [E:61| 1600]: Train Loss:0.0016099, Val MRR:0.38747, icews14
2023-05-11 00:17:15,916 - [INFO] - [E:61| 1700]: Train Loss:0.0016101, Val MRR:0.38747, icews14
2023-05-11 00:18:09,857 - [INFO] - [E:61| 1800]: Train Loss:0.0016104, Val MRR:0.38747, icews14
2023-05-11 00:19:03,915 - [INFO] - [E:61| 1900]: Train Loss:0.0016108, Val MRR:0.38747, icews14
2023-05-11 00:19:26,258 - [INFO] - [Epoch:61]: Training Loss:0.001611
2023-05-11 00:19:26,396 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 00:19:45,426 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 00:19:50,928 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 00:20:10,137 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 00:20:15,410 - [INFO] - [Evaluating Epoch 61 valid]:
MRR: Tail : 0.41092, Head : 0.35893, Avg : 0.38493
2023-05-11 00:20:15,410 - [INFO] - [Epoch 61]: Training Loss: 0.0016109, Valid MRR: 0.38747,
2023-05-11 00:20:16,141 - [INFO] - [E:62| 0]: Train Loss:0.0016256, Val MRR:0.38747, icews14
2023-05-11 00:21:09,281 - [INFO] - [E:62| 100]: Train Loss:0.0016054, Val MRR:0.38747, icews14
2023-05-11 00:22:03,376 - [INFO] - [E:62| 200]: Train Loss:0.001605, Val MRR:0.38747, icews14
2023-05-11 00:22:57,120 - [INFO] - [E:62| 300]: Train Loss:0.0016057, Val MRR:0.38747, icews14
2023-05-11 00:23:51,344 - [INFO] - [E:62| 400]: Train Loss:0.0016044, Val MRR:0.38747, icews14
2023-05-11 00:24:45,426 - [INFO] - [E:62| 500]: Train Loss:0.0016054, Val MRR:0.38747, icews14
2023-05-11 00:25:27,747 - [INFO] - [E:62| 600]: Train Loss:0.0016051, Val MRR:0.38747, icews14
2023-05-11 00:26:20,659 - [INFO] - [E:62| 700]: Train Loss:0.0016051, Val MRR:0.38747, icews14
2023-05-11 00:27:13,154 - [INFO] - [E:62| 800]: Train Loss:0.0016048, Val MRR:0.38747, icews14
2023-05-11 00:28:05,251 - [INFO] - [E:62| 900]: Train Loss:0.0016047, Val MRR:0.38747, icews14
2023-05-11 00:28:58,701 - [INFO] - [E:62| 1000]: Train Loss:0.0016049, Val MRR:0.38747, icews14
2023-05-11 00:29:52,250 - [INFO] - [E:62| 1100]: Train Loss:0.0016051, Val MRR:0.38747, icews14
2023-05-11 00:30:46,351 - [INFO] - [E:62| 1200]: Train Loss:0.0016055, Val MRR:0.38747, icews14
2023-05-11 00:31:40,066 - [INFO] - [E:62| 1300]: Train Loss:0.0016058, Val MRR:0.38747, icews14
2023-05-11 00:32:33,927 - [INFO] - [E:62| 1400]: Train Loss:0.0016062, Val MRR:0.38747, icews14
2023-05-11 00:33:27,486 - [INFO] - [E:62| 1500]: Train Loss:0.0016065, Val MRR:0.38747, icews14
2023-05-11 00:34:09,968 - [INFO] - [E:62| 1600]: Train Loss:0.0016065, Val MRR:0.38747, icews14
2023-05-11 00:35:03,737 - [INFO] - [E:62| 1700]: Train Loss:0.0016064, Val MRR:0.38747, icews14
2023-05-11 00:35:57,727 - [INFO] - [E:62| 1800]: Train Loss:0.0016063, Val MRR:0.38747, icews14
2023-05-11 00:36:51,478 - [INFO] - [E:62| 1900]: Train Loss:0.0016065, Val MRR:0.38747, icews14
2023-05-11 00:37:14,023 - [INFO] - [Epoch:62]: Training Loss:0.001606
2023-05-11 00:37:14,176 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 00:37:33,555 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 00:37:39,052 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 00:37:58,330 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 00:38:03,983 - [INFO] - [Evaluating Epoch 62 valid]:
MRR: Tail : 0.414, Head : 0.36391, Avg : 0.38896
2023-05-11 00:38:05,266 - [INFO] - [Epoch 62]: Training Loss: 0.0016064, Valid MRR: 0.38896,
2023-05-11 00:38:06,013 - [INFO] - [E:63| 0]: Train Loss:0.0016383, Val MRR:0.38896, icews14
2023-05-11 00:38:59,766 - [INFO] - [E:63| 100]: Train Loss:0.0016016, Val MRR:0.38896, icews14
2023-05-11 00:39:52,883 - [INFO] - [E:63| 200]: Train Loss:0.0016013, Val MRR:0.38896, icews14
2023-05-11 00:40:46,334 - [INFO] - [E:63| 300]: Train Loss:0.0016022, Val MRR:0.38896, icews14
2023-05-11 00:41:40,699 - [INFO] - [E:63| 400]: Train Loss:0.0016015, Val MRR:0.38896, icews14
2023-05-11 00:42:26,116 - [INFO] - [E:63| 500]: Train Loss:0.0016009, Val MRR:0.38896, icews14
2023-05-11 00:43:17,073 - [INFO] - [E:63| 600]: Train Loss:0.0016003, Val MRR:0.38896, icews14
2023-05-11 00:44:10,939 - [INFO] - [E:63| 700]: Train Loss:0.0016003, Val MRR:0.38896, icews14
2023-05-11 00:45:04,734 - [INFO] - [E:63| 800]: Train Loss:0.0016008, Val MRR:0.38896, icews14
2023-05-11 00:45:58,630 - [INFO] - [E:63| 900]: Train Loss:0.0016001, Val MRR:0.38896, icews14
2023-05-11 00:46:53,123 - [INFO] - [E:63| 1000]: Train Loss:0.0016006, Val MRR:0.38896, icews14
2023-05-11 00:47:47,502 - [INFO] - [E:63| 1100]: Train Loss:0.0016007, Val MRR:0.38896, icews14
2023-05-11 00:48:41,450 - [INFO] - [E:63| 1200]: Train Loss:0.0016009, Val MRR:0.38896, icews14
2023-05-11 00:49:30,356 - [INFO] - [E:63| 1300]: Train Loss:0.0016011, Val MRR:0.38896, icews14
2023-05-11 00:50:24,331 - [INFO] - [E:63| 1400]: Train Loss:0.0016016, Val MRR:0.38896, icews14
2023-05-11 00:51:13,989 - [INFO] - [E:63| 1500]: Train Loss:0.0016021, Val MRR:0.38896, icews14
2023-05-11 00:52:01,200 - [INFO] - [E:63| 1600]: Train Loss:0.0016023, Val MRR:0.38896, icews14
2023-05-11 00:52:55,567 - [INFO] - [E:63| 1700]: Train Loss:0.0016023, Val MRR:0.38896, icews14
2023-05-11 00:53:49,526 - [INFO] - [E:63| 1800]: Train Loss:0.0016024, Val MRR:0.38896, icews14
2023-05-11 00:54:43,436 - [INFO] - [E:63| 1900]: Train Loss:0.001603, Val MRR:0.38896, icews14
2023-05-11 00:55:05,910 - [INFO] - [Epoch:63]: Training Loss:0.001603
2023-05-11 00:55:06,182 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 00:55:25,430 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 00:55:31,042 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 00:55:50,504 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 00:55:55,905 - [INFO] - [Evaluating Epoch 63 valid]:
MRR: Tail : 0.40848, Head : 0.36006, Avg : 0.38427
2023-05-11 00:55:55,905 - [INFO] - [Epoch 63]: Training Loss: 0.001603, Valid MRR: 0.38896,
2023-05-11 00:55:56,640 - [INFO] - [E:64| 0]: Train Loss:0.0015972, Val MRR:0.38896, icews14
2023-05-11 00:56:50,448 - [INFO] - [E:64| 100]: Train Loss:0.0015973, Val MRR:0.38896, icews14
2023-05-11 00:57:44,062 - [INFO] - [E:64| 200]: Train Loss:0.0015962, Val MRR:0.38896, icews14
2023-05-11 00:58:37,832 - [INFO] - [E:64| 300]: Train Loss:0.001596, Val MRR:0.38896, icews14
2023-05-11 00:59:31,532 - [INFO] - [E:64| 400]: Train Loss:0.0015969, Val MRR:0.38896, icews14
2023-05-11 01:00:14,563 - [INFO] - [E:64| 500]: Train Loss:0.001598, Val MRR:0.38896, icews14
2023-05-11 01:01:08,388 - [INFO] - [E:64| 600]: Train Loss:0.0015973, Val MRR:0.38896, icews14
2023-05-11 01:02:02,463 - [INFO] - [E:64| 700]: Train Loss:0.0015978, Val MRR:0.38896, icews14
2023-05-11 01:02:56,386 - [INFO] - [E:64| 800]: Train Loss:0.0015987, Val MRR:0.38896, icews14
2023-05-11 01:03:50,170 - [INFO] - [E:64| 900]: Train Loss:0.0015994, Val MRR:0.38896, icews14
2023-05-11 01:04:43,891 - [INFO] - [E:64| 1000]: Train Loss:0.0015993, Val MRR:0.38896, icews14
2023-05-11 01:05:37,715 - [INFO] - [E:64| 1100]: Train Loss:0.001599, Val MRR:0.38896, icews14
2023-05-11 01:06:31,344 - [INFO] - [E:64| 1200]: Train Loss:0.0015992, Val MRR:0.38896, icews14
2023-05-11 01:07:25,201 - [INFO] - [E:64| 1300]: Train Loss:0.0015991, Val MRR:0.38896, icews14
2023-05-11 01:08:19,211 - [INFO] - [E:64| 1400]: Train Loss:0.0015993, Val MRR:0.38896, icews14
2023-05-11 01:09:01,136 - [INFO] - [E:64| 1500]: Train Loss:0.0015992, Val MRR:0.38896, icews14
2023-05-11 01:09:55,126 - [INFO] - [E:64| 1600]: Train Loss:0.0015994, Val MRR:0.38896, icews14
2023-05-11 01:10:48,763 - [INFO] - [E:64| 1700]: Train Loss:0.0015993, Val MRR:0.38896, icews14
2023-05-11 01:11:42,307 - [INFO] - [E:64| 1800]: Train Loss:0.0015994, Val MRR:0.38896, icews14
2023-05-11 01:12:37,806 - [INFO] - [E:64| 1900]: Train Loss:0.0015995, Val MRR:0.38896, icews14
2023-05-11 01:13:00,492 - [INFO] - [Epoch:64]: Training Loss:0.0016
2023-05-11 01:13:00,760 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 01:13:20,353 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 01:13:25,937 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 01:13:45,613 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 01:13:50,954 - [INFO] - [Evaluating Epoch 64 valid]:
MRR: Tail : 0.41052, Head : 0.35997, Avg : 0.38524
2023-05-11 01:13:50,954 - [INFO] - [Epoch 64]: Training Loss: 0.0015996, Valid MRR: 0.38896,
2023-05-11 01:13:51,702 - [INFO] - [E:65| 0]: Train Loss:0.0015893, Val MRR:0.38896, icews14
2023-05-11 01:14:45,571 - [INFO] - [E:65| 100]: Train Loss:0.0015961, Val MRR:0.38896, icews14
2023-05-11 01:15:39,620 - [INFO] - [E:65| 200]: Train Loss:0.0015921, Val MRR:0.38896, icews14
2023-05-11 01:16:33,434 - [INFO] - [E:65| 300]: Train Loss:0.0015932, Val MRR:0.38896, icews14
2023-05-11 01:17:25,420 - [INFO] - [E:65| 400]: Train Loss:0.0015939, Val MRR:0.38896, icews14
2023-05-11 01:18:10,406 - [INFO] - [E:65| 500]: Train Loss:0.001594, Val MRR:0.38896, icews14
2023-05-11 01:19:04,357 - [INFO] - [E:65| 600]: Train Loss:0.0015937, Val MRR:0.38896, icews14
2023-05-11 01:19:58,615 - [INFO] - [E:65| 700]: Train Loss:0.001594, Val MRR:0.38896, icews14
2023-05-11 01:20:52,139 - [INFO] - [E:65| 800]: Train Loss:0.0015945, Val MRR:0.38896, icews14
2023-05-11 01:21:45,634 - [INFO] - [E:65| 900]: Train Loss:0.0015948, Val MRR:0.38896, icews14
2023-05-11 01:22:39,429 - [INFO] - [E:65| 1000]: Train Loss:0.0015948, Val MRR:0.38896, icews14
2023-05-11 01:23:33,428 - [INFO] - [E:65| 1100]: Train Loss:0.0015947, Val MRR:0.38896, icews14
2023-05-11 01:24:27,649 - [INFO] - [E:65| 1200]: Train Loss:0.0015948, Val MRR:0.38896, icews14
2023-05-11 01:25:21,605 - [INFO] - [E:65| 1300]: Train Loss:0.0015948, Val MRR:0.38896, icews14
2023-05-11 01:26:12,052 - [INFO] - [E:65| 1400]: Train Loss:0.0015949, Val MRR:0.38896, icews14
2023-05-11 01:26:57,929 - [INFO] - [E:65| 1500]: Train Loss:0.0015953, Val MRR:0.38896, icews14
2023-05-11 01:27:51,663 - [INFO] - [E:65| 1600]: Train Loss:0.0015954, Val MRR:0.38896, icews14
2023-05-11 01:28:44,887 - [INFO] - [E:65| 1700]: Train Loss:0.0015955, Val MRR:0.38896, icews14
2023-05-11 01:29:38,560 - [INFO] - [E:65| 1800]: Train Loss:0.0015956, Val MRR:0.38896, icews14
2023-05-11 01:30:32,915 - [INFO] - [E:65| 1900]: Train Loss:0.0015959, Val MRR:0.38896, icews14
2023-05-11 01:30:55,253 - [INFO] - [Epoch:65]: Training Loss:0.001596
2023-05-11 01:30:55,386 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 01:31:14,734 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 01:31:20,062 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 01:31:39,579 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 01:31:44,899 - [INFO] - [Evaluating Epoch 65 valid]:
MRR: Tail : 0.41933, Head : 0.36674, Avg : 0.39303
2023-05-11 01:31:46,165 - [INFO] - [Epoch 65]: Training Loss: 0.0015961, Valid MRR: 0.39303,
2023-05-11 01:31:46,720 - [INFO] - [E:66| 0]: Train Loss:0.001583, Val MRR:0.39303, icews14
2023-05-11 01:32:41,091 - [INFO] - [E:66| 100]: Train Loss:0.0015953, Val MRR:0.39303, icews14
2023-05-11 01:33:34,619 - [INFO] - [E:66| 200]: Train Loss:0.001593, Val MRR:0.39303, icews14
2023-05-11 01:34:28,919 - [INFO] - [E:66| 300]: Train Loss:0.0015927, Val MRR:0.39303, icews14
2023-05-11 01:35:11,794 - [INFO] - [E:66| 400]: Train Loss:0.0015924, Val MRR:0.39303, icews14
2023-05-11 01:36:06,378 - [INFO] - [E:66| 500]: Train Loss:0.0015924, Val MRR:0.39303, icews14
2023-05-11 01:37:00,638 - [INFO] - [E:66| 600]: Train Loss:0.0015932, Val MRR:0.39303, icews14
2023-05-11 01:37:54,287 - [INFO] - [E:66| 700]: Train Loss:0.0015928, Val MRR:0.39303, icews14
2023-05-11 01:38:42,692 - [INFO] - [E:66| 800]: Train Loss:0.0015931, Val MRR:0.39303, icews14
2023-05-11 01:39:36,580 - [INFO] - [E:66| 900]: Train Loss:0.0015934, Val MRR:0.39303, icews14
2023-05-11 01:40:30,338 - [INFO] - [E:66| 1000]: Train Loss:0.0015931, Val MRR:0.39303, icews14
2023-05-11 01:41:23,919 - [INFO] - [E:66| 1100]: Train Loss:0.0015931, Val MRR:0.39303, icews14
2023-05-11 01:42:17,505 - [INFO] - [E:66| 1200]: Train Loss:0.0015935, Val MRR:0.39303, icews14
2023-05-11 01:43:11,213 - [INFO] - [E:66| 1300]: Train Loss:0.0015932, Val MRR:0.39303, icews14
2023-05-11 01:43:57,729 - [INFO] - [E:66| 1400]: Train Loss:0.0015935, Val MRR:0.39303, icews14
2023-05-11 01:44:47,092 - [INFO] - [E:66| 1500]: Train Loss:0.0015934, Val MRR:0.39303, icews14
2023-05-11 01:45:41,524 - [INFO] - [E:66| 1600]: Train Loss:0.0015932, Val MRR:0.39303, icews14
2023-05-11 01:46:35,416 - [INFO] - [E:66| 1700]: Train Loss:0.0015931, Val MRR:0.39303, icews14
2023-05-11 01:47:29,386 - [INFO] - [E:66| 1800]: Train Loss:0.0015935, Val MRR:0.39303, icews14
2023-05-11 01:48:22,742 - [INFO] - [E:66| 1900]: Train Loss:0.0015936, Val MRR:0.39303, icews14
2023-05-11 01:48:44,884 - [INFO] - [Epoch:66]: Training Loss:0.001594
2023-05-11 01:48:45,041 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 01:49:04,546 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 01:49:10,004 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 01:49:29,487 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 01:49:34,965 - [INFO] - [Evaluating Epoch 66 valid]:
MRR: Tail : 0.4167, Head : 0.36281, Avg : 0.38976
2023-05-11 01:49:34,966 - [INFO] - [Epoch 66]: Training Loss: 0.0015936, Valid MRR: 0.39303,
2023-05-11 01:49:35,495 - [INFO] - [E:67| 0]: Train Loss:0.0015757, Val MRR:0.39303, icews14
2023-05-11 01:50:29,884 - [INFO] - [E:67| 100]: Train Loss:0.0015949, Val MRR:0.39303, icews14
2023-05-11 01:51:23,546 - [INFO] - [E:67| 200]: Train Loss:0.0015923, Val MRR:0.39303, icews14
2023-05-11 01:52:17,522 - [INFO] - [E:67| 300]: Train Loss:0.0015913, Val MRR:0.39303, icews14
2023-05-11 01:52:59,852 - [INFO] - [E:67| 400]: Train Loss:0.0015894, Val MRR:0.39303, icews14
2023-05-11 01:53:53,952 - [INFO] - [E:67| 500]: Train Loss:0.0015892, Val MRR:0.39303, icews14
2023-05-11 01:54:47,632 - [INFO] - [E:67| 600]: Train Loss:0.0015895, Val MRR:0.39303, icews14
2023-05-11 01:55:41,184 - [INFO] - [E:67| 700]: Train Loss:0.0015896, Val MRR:0.39303, icews14
2023-05-11 01:56:35,394 - [INFO] - [E:67| 800]: Train Loss:0.0015893, Val MRR:0.39303, icews14
2023-05-11 01:57:27,988 - [INFO] - [E:67| 900]: Train Loss:0.001589, Val MRR:0.39303, icews14
2023-05-11 01:58:20,308 - [INFO] - [E:67| 1000]: Train Loss:0.0015892, Val MRR:0.39303, icews14
2023-05-11 01:59:12,673 - [INFO] - [E:67| 1100]: Train Loss:0.0015892, Val MRR:0.39303, icews14
2023-05-11 02:00:06,140 - [INFO] - [E:67| 1200]: Train Loss:0.0015891, Val MRR:0.39303, icews14
2023-05-11 02:00:59,786 - [INFO] - [E:67| 1300]: Train Loss:0.0015892, Val MRR:0.39303, icews14
2023-05-11 02:01:43,168 - [INFO] - [E:67| 1400]: Train Loss:0.0015891, Val MRR:0.39303, icews14
2023-05-11 02:02:37,033 - [INFO] - [E:67| 1500]: Train Loss:0.0015893, Val MRR:0.39303, icews14
2023-05-11 02:03:31,011 - [INFO] - [E:67| 1600]: Train Loss:0.0015895, Val MRR:0.39303, icews14
2023-05-11 02:04:25,078 - [INFO] - [E:67| 1700]: Train Loss:0.0015899, Val MRR:0.39303, icews14
2023-05-11 02:05:18,473 - [INFO] - [E:67| 1800]: Train Loss:0.0015902, Val MRR:0.39303, icews14
2023-05-11 02:06:12,149 - [INFO] - [E:67| 1900]: Train Loss:0.0015903, Val MRR:0.39303, icews14
2023-05-11 02:06:34,640 - [INFO] - [Epoch:67]: Training Loss:0.00159
2023-05-11 02:06:34,795 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 02:06:53,478 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 02:06:59,184 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 02:07:18,338 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 02:07:23,538 - [INFO] - [Evaluating Epoch 67 valid]:
MRR: Tail : 0.4187, Head : 0.36597, Avg : 0.39233
2023-05-11 02:07:23,539 - [INFO] - [Epoch 67]: Training Loss: 0.0015902, Valid MRR: 0.39303,
2023-05-11 02:07:23,944 - [INFO] - [E:68| 0]: Train Loss:0.0015777, Val MRR:0.39303, icews14
2023-05-11 02:08:18,139 - [INFO] - [E:68| 100]: Train Loss:0.0015861, Val MRR:0.39303, icews14
2023-05-11 02:09:12,815 - [INFO] - [E:68| 200]: Train Loss:0.0015871, Val MRR:0.39303, icews14
2023-05-11 02:10:00,508 - [INFO] - [E:68| 300]: Train Loss:0.0015868, Val MRR:0.39303, icews14
2023-05-11 02:10:49,850 - [INFO] - [E:68| 400]: Train Loss:0.0015868, Val MRR:0.39303, icews14
2023-05-11 02:11:43,603 - [INFO] - [E:68| 500]: Train Loss:0.001586, Val MRR:0.39303, icews14
2023-05-11 02:12:37,135 - [INFO] - [E:68| 600]: Train Loss:0.001586, Val MRR:0.39303, icews14
2023-05-11 02:13:30,873 - [INFO] - [E:68| 700]: Train Loss:0.0015858, Val MRR:0.39303, icews14
2023-05-11 02:14:24,329 - [INFO] - [E:68| 800]: Train Loss:0.0015861, Val MRR:0.39303, icews14
2023-05-11 02:15:18,379 - [INFO] - [E:68| 900]: Train Loss:0.0015863, Val MRR:0.39303, icews14
2023-05-11 02:16:12,121 - [INFO] - [E:68| 1000]: Train Loss:0.001586, Val MRR:0.39303, icews14
2023-05-11 02:17:05,573 - [INFO] - [E:68| 1100]: Train Loss:0.0015857, Val MRR:0.39303, icews14
2023-05-11 02:17:59,258 - [INFO] - [E:68| 1200]: Train Loss:0.0015857, Val MRR:0.39303, icews14
2023-05-11 02:18:46,172 - [INFO] - [E:68| 1300]: Train Loss:0.0015862, Val MRR:0.39303, icews14
2023-05-11 02:19:35,941 - [INFO] - [E:68| 1400]: Train Loss:0.0015863, Val MRR:0.39303, icews14
2023-05-11 02:20:30,238 - [INFO] - [E:68| 1500]: Train Loss:0.0015865, Val MRR:0.39303, icews14
2023-05-11 02:21:24,172 - [INFO] - [E:68| 1600]: Train Loss:0.0015868, Val MRR:0.39303, icews14
2023-05-11 02:22:17,900 - [INFO] - [E:68| 1700]: Train Loss:0.0015871, Val MRR:0.39303, icews14
2023-05-11 02:23:12,136 - [INFO] - [E:68| 1800]: Train Loss:0.0015872, Val MRR:0.39303, icews14
2023-05-11 02:24:05,797 - [INFO] - [E:68| 1900]: Train Loss:0.0015873, Val MRR:0.39303, icews14
2023-05-11 02:24:28,170 - [INFO] - [Epoch:68]: Training Loss:0.001587
2023-05-11 02:24:28,303 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 02:24:47,631 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 02:24:53,005 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 02:25:12,717 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 02:25:18,053 - [INFO] - [Evaluating Epoch 68 valid]:
MRR: Tail : 0.4196, Head : 0.3698, Avg : 0.3947
2023-05-11 02:25:19,428 - [INFO] - [Epoch 68]: Training Loss: 0.0015874, Valid MRR: 0.3947,
2023-05-11 02:25:20,177 - [INFO] - [E:69| 0]: Train Loss:0.0016108, Val MRR:0.3947, icews14
2023-05-11 02:26:08,786 - [INFO] - [E:69| 100]: Train Loss:0.0015814, Val MRR:0.3947, icews14
2023-05-11 02:27:03,168 - [INFO] - [E:69| 200]: Train Loss:0.0015833, Val MRR:0.3947, icews14
2023-05-11 02:27:46,263 - [INFO] - [E:69| 300]: Train Loss:0.0015842, Val MRR:0.3947, icews14
2023-05-11 02:28:39,873 - [INFO] - [E:69| 400]: Train Loss:0.0015841, Val MRR:0.3947, icews14
2023-05-11 02:29:33,511 - [INFO] - [E:69| 500]: Train Loss:0.0015838, Val MRR:0.3947, icews14
2023-05-11 02:30:27,420 - [INFO] - [E:69| 600]: Train Loss:0.0015839, Val MRR:0.3947, icews14
2023-05-11 02:31:21,585 - [INFO] - [E:69| 700]: Train Loss:0.001584, Val MRR:0.3947, icews14
2023-05-11 02:32:15,373 - [INFO] - [E:69| 800]: Train Loss:0.0015843, Val MRR:0.3947, icews14
2023-05-11 02:33:08,833 - [INFO] - [E:69| 900]: Train Loss:0.0015847, Val MRR:0.3947, icews14
2023-05-11 02:34:02,459 - [INFO] - [E:69| 1000]: Train Loss:0.001585, Val MRR:0.3947, icews14
2023-05-11 02:34:56,345 - [INFO] - [E:69| 1100]: Train Loss:0.001585, Val MRR:0.3947, icews14
2023-05-11 02:35:49,635 - [INFO] - [E:69| 1200]: Train Loss:0.0015851, Val MRR:0.3947, icews14
2023-05-11 02:36:32,401 - [INFO] - [E:69| 1300]: Train Loss:0.0015853, Val MRR:0.3947, icews14
2023-05-11 02:37:25,550 - [INFO] - [E:69| 1400]: Train Loss:0.0015854, Val MRR:0.3947, icews14
2023-05-11 02:38:19,153 - [INFO] - [E:69| 1500]: Train Loss:0.0015853, Val MRR:0.3947, icews14
2023-05-11 02:39:12,555 - [INFO] - [E:69| 1600]: Train Loss:0.0015852, Val MRR:0.3947, icews14
2023-05-11 02:40:06,282 - [INFO] - [E:69| 1700]: Train Loss:0.0015853, Val MRR:0.3947, icews14
2023-05-11 02:41:00,369 - [INFO] - [E:69| 1800]: Train Loss:0.0015852, Val MRR:0.3947, icews14
2023-05-11 02:41:54,176 - [INFO] - [E:69| 1900]: Train Loss:0.0015851, Val MRR:0.3947, icews14
2023-05-11 02:42:16,483 - [INFO] - [Epoch:69]: Training Loss:0.001585
2023-05-11 02:42:16,615 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 02:42:35,903 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 02:42:41,259 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 02:43:00,768 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 02:43:06,080 - [INFO] - [Evaluating Epoch 69 valid]:
MRR: Tail : 0.42236, Head : 0.36864, Avg : 0.3955
MR: Tail : 698.0, Head : 760.89, Avg : 729.45
Hit-1: Tail : 0.33196, Head : 0.2794, Avg : 0.30568
Hit-3: Tail : 0.47008, Head : 0.40939, Avg : 0.43974
Hit-10: Tail : 0.59546, Head : 0.5406, Avg : 0.56803
2023-05-11 02:43:07,429 - [INFO] - [Epoch 69]: Training Loss: 0.0015852, Valid MRR: 0.3955,
2023-05-11 02:43:07,941 - [INFO] - [E:70| 0]: Train Loss:0.0016184, Val MRR:0.3955, icews14
2023-05-11 02:44:01,839 - [INFO] - [E:70| 100]: Train Loss:0.0015835, Val MRR:0.3955, icews14
2023-05-11 02:44:55,430 - [INFO] - [E:70| 200]: Train Loss:0.0015811, Val MRR:0.3955, icews14
2023-05-11 02:45:37,303 - [INFO] - [E:70| 300]: Train Loss:0.0015802, Val MRR:0.3955, icews14
2023-05-11 02:46:30,898 - [INFO] - [E:70| 400]: Train Loss:0.0015801, Val MRR:0.3955, icews14
2023-05-11 02:47:25,097 - [INFO] - [E:70| 500]: Train Loss:0.0015798, Val MRR:0.3955, icews14
2023-05-11 02:48:18,504 - [INFO] - [E:70| 600]: Train Loss:0.0015798, Val MRR:0.3955, icews14
2023-05-11 02:49:12,227 - [INFO] - [E:70| 700]: Train Loss:0.0015802, Val MRR:0.3955, icews14
2023-05-11 02:50:05,967 - [INFO] - [E:70| 800]: Train Loss:0.001581, Val MRR:0.3955, icews14
2023-05-11 02:51:00,301 - [INFO] - [E:70| 900]: Train Loss:0.0015811, Val MRR:0.3955, icews14
2023-05-11 02:51:54,066 - [INFO] - [E:70| 1000]: Train Loss:0.0015814, Val MRR:0.3955, icews14
2023-05-11 02:52:47,775 - [INFO] - [E:70| 1100]: Train Loss:0.0015815, Val MRR:0.3955, icews14
2023-05-11 02:53:41,483 - [INFO] - [E:70| 1200]: Train Loss:0.0015817, Val MRR:0.3955, icews14
2023-05-11 02:54:24,401 - [INFO] - [E:70| 1300]: Train Loss:0.0015817, Val MRR:0.3955, icews14
2023-05-11 02:55:19,102 - [INFO] - [E:70| 1400]: Train Loss:0.0015819, Val MRR:0.3955, icews14
2023-05-11 02:56:12,569 - [INFO] - [E:70| 1500]: Train Loss:0.0015821, Val MRR:0.3955, icews14
2023-05-11 02:57:06,275 - [INFO] - [E:70| 1600]: Train Loss:0.0015823, Val MRR:0.3955, icews14
2023-05-11 02:58:00,449 - [INFO] - [E:70| 1700]: Train Loss:0.0015828, Val MRR:0.3955, icews14
2023-05-11 02:58:53,958 - [INFO] - [E:70| 1800]: Train Loss:0.0015829, Val MRR:0.3955, icews14
2023-05-11 02:59:47,777 - [INFO] - [E:70| 1900]: Train Loss:0.0015829, Val MRR:0.3955, icews14
2023-05-11 03:00:10,597 - [INFO] - [Epoch:70]: Training Loss:0.001583
2023-05-11 03:00:10,868 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 03:00:30,180 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 03:00:35,784 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 03:00:54,934 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 03:01:00,184 - [INFO] - [Evaluating Epoch 70 valid]:
MRR: Tail : 0.42262, Head : 0.36889, Avg : 0.39575
2023-05-11 03:01:01,478 - [INFO] - [Epoch 70]: Training Loss: 0.0015829, Valid MRR: 0.39575,
2023-05-11 03:01:02,059 - [INFO] - [E:71| 0]: Train Loss:0.0015559, Val MRR:0.39575, icews14
2023-05-11 03:01:55,717 - [INFO] - [E:71| 100]: Train Loss:0.0015781, Val MRR:0.39575, icews14
2023-05-11 03:02:41,825 - [INFO] - [E:71| 200]: Train Loss:0.0015772, Val MRR:0.39575, icews14
2023-05-11 03:03:31,754 - [INFO] - [E:71| 300]: Train Loss:0.0015779, Val MRR:0.39575, icews14
2023-05-11 03:04:26,409 - [INFO] - [E:71| 400]: Train Loss:0.0015791, Val MRR:0.39575, icews14
2023-05-11 03:05:19,971 - [INFO] - [E:71| 500]: Train Loss:0.0015787, Val MRR:0.39575, icews14
2023-05-11 03:06:14,353 - [INFO] - [E:71| 600]: Train Loss:0.0015787, Val MRR:0.39575, icews14
2023-05-11 03:07:08,291 - [INFO] - [E:71| 700]: Train Loss:0.0015786, Val MRR:0.39575, icews14
2023-05-11 03:08:02,199 - [INFO] - [E:71| 800]: Train Loss:0.0015789, Val MRR:0.39575, icews14
2023-05-11 03:08:56,212 - [INFO] - [E:71| 900]: Train Loss:0.0015788, Val MRR:0.39575, icews14
2023-05-11 03:09:50,587 - [INFO] - [E:71| 1000]: Train Loss:0.0015789, Val MRR:0.39575, icews14
2023-05-11 03:10:44,262 - [INFO] - [E:71| 1100]: Train Loss:0.0015791, Val MRR:0.39575, icews14
2023-05-11 03:11:29,359 - [INFO] - [E:71| 1200]: Train Loss:0.0015796, Val MRR:0.39575, icews14
2023-05-11 03:12:21,571 - [INFO] - [E:71| 1300]: Train Loss:0.0015799, Val MRR:0.39575, icews14
2023-05-11 03:13:15,938 - [INFO] - [E:71| 1400]: Train Loss:0.00158, Val MRR:0.39575, icews14
2023-05-11 03:14:09,608 - [INFO] - [E:71| 1500]: Train Loss:0.0015799, Val MRR:0.39575, icews14
2023-05-11 03:14:58,126 - [INFO] - [E:71| 1600]: Train Loss:0.0015801, Val MRR:0.39575, icews14
2023-05-11 03:15:51,686 - [INFO] - [E:71| 1700]: Train Loss:0.0015801, Val MRR:0.39575, icews14
2023-05-11 03:16:45,929 - [INFO] - [E:71| 1800]: Train Loss:0.0015803, Val MRR:0.39575, icews14
2023-05-11 03:17:39,901 - [INFO] - [E:71| 1900]: Train Loss:0.0015806, Val MRR:0.39575, icews14
2023-05-11 03:18:02,100 - [INFO] - [Epoch:71]: Training Loss:0.001581
2023-05-11 03:18:02,232 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 03:18:21,846 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 03:18:27,308 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 03:18:46,746 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 03:18:52,068 - [INFO] - [Evaluating Epoch 71 valid]:
MRR: Tail : 0.42139, Head : 0.36802, Avg : 0.39471
2023-05-11 03:18:52,069 - [INFO] - [Epoch 71]: Training Loss: 0.0015806, Valid MRR: 0.39575,
2023-05-11 03:18:52,563 - [INFO] - [E:72| 0]: Train Loss:0.0016121, Val MRR:0.39575, icews14
2023-05-11 03:19:46,192 - [INFO] - [E:72| 100]: Train Loss:0.0015775, Val MRR:0.39575, icews14
2023-05-11 03:20:28,833 - [INFO] - [E:72| 200]: Train Loss:0.0015793, Val MRR:0.39575, icews14
2023-05-11 03:21:23,019 - [INFO] - [E:72| 300]: Train Loss:0.0015773, Val MRR:0.39575, icews14
2023-05-11 03:22:16,886 - [INFO] - [E:72| 400]: Train Loss:0.0015771, Val MRR:0.39575, icews14
2023-05-11 03:23:10,474 - [INFO] - [E:72| 500]: Train Loss:0.0015767, Val MRR:0.39575, icews14
2023-05-11 03:24:04,817 - [INFO] - [E:72| 600]: Train Loss:0.0015774, Val MRR:0.39575, icews14
2023-05-11 03:24:57,832 - [INFO] - [E:72| 700]: Train Loss:0.0015779, Val MRR:0.39575, icews14
2023-05-11 03:25:51,226 - [INFO] - [E:72| 800]: Train Loss:0.0015778, Val MRR:0.39575, icews14
2023-05-11 03:26:44,983 - [INFO] - [E:72| 900]: Train Loss:0.0015775, Val MRR:0.39575, icews14
2023-05-11 03:27:38,589 - [INFO] - [E:72| 1000]: Train Loss:0.0015773, Val MRR:0.39575, icews14
2023-05-11 03:28:31,778 - [INFO] - [E:72| 1100]: Train Loss:0.0015774, Val MRR:0.39575, icews14
2023-05-11 03:29:14,088 - [INFO] - [E:72| 1200]: Train Loss:0.0015775, Val MRR:0.39575, icews14
2023-05-11 03:30:06,122 - [INFO] - [E:72| 1300]: Train Loss:0.0015778, Val MRR:0.39575, icews14
2023-05-11 03:30:58,737 - [INFO] - [E:72| 1400]: Train Loss:0.0015778, Val MRR:0.39575, icews14
2023-05-11 03:31:52,285 - [INFO] - [E:72| 1500]: Train Loss:0.0015782, Val MRR:0.39575, icews14
2023-05-11 03:32:45,878 - [INFO] - [E:72| 1600]: Train Loss:0.0015782, Val MRR:0.39575, icews14
2023-05-11 03:33:39,771 - [INFO] - [E:72| 1700]: Train Loss:0.0015784, Val MRR:0.39575, icews14
2023-05-11 03:34:33,272 - [INFO] - [E:72| 1800]: Train Loss:0.0015784, Val MRR:0.39575, icews14
2023-05-11 03:35:27,571 - [INFO] - [E:72| 1900]: Train Loss:0.0015784, Val MRR:0.39575, icews14
2023-05-11 03:35:50,046 - [INFO] - [Epoch:72]: Training Loss:0.001578
2023-05-11 03:35:50,318 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 03:36:09,572 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 03:36:15,161 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 03:36:34,372 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 03:36:39,693 - [INFO] - [Evaluating Epoch 72 valid]:
MRR: Tail : 0.42138, Head : 0.3674, Avg : 0.39439
2023-05-11 03:36:39,694 - [INFO] - [Epoch 72]: Training Loss: 0.0015785, Valid MRR: 0.39575,
2023-05-11 03:36:40,201 - [INFO] - [E:73| 0]: Train Loss:0.0015722, Val MRR:0.39575, icews14
2023-05-11 03:37:32,049 - [INFO] - [E:73| 100]: Train Loss:0.0015769, Val MRR:0.39575, icews14
2023-05-11 03:38:16,909 - [INFO] - [E:73| 200]: Train Loss:0.0015785, Val MRR:0.39575, icews14
2023-05-11 03:39:10,985 - [INFO] - [E:73| 300]: Train Loss:0.0015767, Val MRR:0.39575, icews14
2023-05-11 03:40:04,932 - [INFO] - [E:73| 400]: Train Loss:0.0015763, Val MRR:0.39575, icews14
2023-05-11 03:40:58,540 - [INFO] - [E:73| 500]: Train Loss:0.0015762, Val MRR:0.39575, icews14
2023-05-11 03:41:52,141 - [INFO] - [E:73| 600]: Train Loss:0.0015754, Val MRR:0.39575, icews14
2023-05-11 03:42:46,463 - [INFO] - [E:73| 700]: Train Loss:0.0015754, Val MRR:0.39575, icews14
2023-05-11 03:43:40,019 - [INFO] - [E:73| 800]: Train Loss:0.0015755, Val MRR:0.39575, icews14
2023-05-11 03:44:34,068 - [INFO] - [E:73| 900]: Train Loss:0.0015752, Val MRR:0.39575, icews14
2023-05-11 03:45:28,151 - [INFO] - [E:73| 1000]: Train Loss:0.0015754, Val MRR:0.39575, icews14
2023-05-11 03:46:19,607 - [INFO] - [E:73| 1100]: Train Loss:0.0015753, Val MRR:0.39575, icews14
2023-05-11 03:47:05,336 - [INFO] - [E:73| 1200]: Train Loss:0.0015755, Val MRR:0.39575, icews14
2023-05-11 03:47:58,782 - [INFO] - [E:73| 1300]: Train Loss:0.0015754, Val MRR:0.39575, icews14
2023-05-11 03:48:52,674 - [INFO] - [E:73| 1400]: Train Loss:0.0015752, Val MRR:0.39575, icews14
2023-05-11 03:49:46,964 - [INFO] - [E:73| 1500]: Train Loss:0.0015753, Val MRR:0.39575, icews14
2023-05-11 03:50:41,058 - [INFO] - [E:73| 1600]: Train Loss:0.0015755, Val MRR:0.39575, icews14
2023-05-11 03:51:34,798 - [INFO] - [E:73| 1700]: Train Loss:0.0015758, Val MRR:0.39575, icews14
2023-05-11 03:52:28,655 - [INFO] - [E:73| 1800]: Train Loss:0.001576, Val MRR:0.39575, icews14
2023-05-11 03:53:22,640 - [INFO] - [E:73| 1900]: Train Loss:0.0015762, Val MRR:0.39575, icews14
2023-05-11 03:53:44,838 - [INFO] - [Epoch:73]: Training Loss:0.001576
2023-05-11 03:53:44,991 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 03:54:04,587 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 03:54:10,041 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 03:54:29,596 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 03:54:35,004 - [INFO] - [Evaluating Epoch 73 valid]:
MRR: Tail : 0.42267, Head : 0.36762, Avg : 0.39515
2023-05-11 03:54:35,004 - [INFO] - [Epoch 73]: Training Loss: 0.0015762, Valid MRR: 0.39575,
2023-05-11 03:54:35,492 - [INFO] - [E:74| 0]: Train Loss:0.001559, Val MRR:0.39575, icews14
2023-05-11 03:55:18,917 - [INFO] - [E:74| 100]: Train Loss:0.0015724, Val MRR:0.39575, icews14
2023-05-11 03:56:12,879 - [INFO] - [E:74| 200]: Train Loss:0.0015742, Val MRR:0.39575, icews14
2023-05-11 03:57:06,697 - [INFO] - [E:74| 300]: Train Loss:0.0015744, Val MRR:0.39575, icews14
2023-05-11 03:58:01,112 - [INFO] - [E:74| 400]: Train Loss:0.0015732, Val MRR:0.39575, icews14
2023-05-11 03:58:54,995 - [INFO] - [E:74| 500]: Train Loss:0.0015729, Val MRR:0.39575, icews14
2023-05-11 03:59:49,253 - [INFO] - [E:74| 600]: Train Loss:0.0015725, Val MRR:0.39575, icews14
2023-05-11 04:00:43,880 - [INFO] - [E:74| 700]: Train Loss:0.0015729, Val MRR:0.39575, icews14
2023-05-11 04:01:38,095 - [INFO] - [E:74| 800]: Train Loss:0.0015729, Val MRR:0.39575, icews14
2023-05-11 04:02:32,338 - [INFO] - [E:74| 900]: Train Loss:0.0015736, Val MRR:0.39575, icews14
2023-05-11 04:03:21,530 - [INFO] - [E:74| 1000]: Train Loss:0.0015732, Val MRR:0.39575, icews14
2023-05-11 04:04:07,772 - [INFO] - [E:74| 1100]: Train Loss:0.0015736, Val MRR:0.39575, icews14
2023-05-11 04:04:58,055 - [INFO] - [E:74| 1200]: Train Loss:0.0015735, Val MRR:0.39575, icews14
2023-05-11 04:05:51,537 - [INFO] - [E:74| 1300]: Train Loss:0.0015738, Val MRR:0.39575, icews14
2023-05-11 04:06:45,398 - [INFO] - [E:74| 1400]: Train Loss:0.0015737, Val MRR:0.39575, icews14
2023-05-11 04:07:39,175 - [INFO] - [E:74| 1500]: Train Loss:0.0015738, Val MRR:0.39575, icews14
2023-05-11 04:08:33,172 - [INFO] - [E:74| 1600]: Train Loss:0.0015737, Val MRR:0.39575, icews14
2023-05-11 04:09:26,719 - [INFO] - [E:74| 1700]: Train Loss:0.0015738, Val MRR:0.39575, icews14
2023-05-11 04:10:20,279 - [INFO] - [E:74| 1800]: Train Loss:0.0015742, Val MRR:0.39575, icews14
2023-05-11 04:11:14,125 - [INFO] - [E:74| 1900]: Train Loss:0.0015744, Val MRR:0.39575, icews14
2023-05-11 04:11:36,545 - [INFO] - [Epoch:74]: Training Loss:0.001574
2023-05-11 04:11:36,816 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 04:11:56,168 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 04:12:01,786 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 04:12:21,137 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 04:12:26,525 - [INFO] - [Evaluating Epoch 74 valid]:
MRR: Tail : 0.42398, Head : 0.36991, Avg : 0.39695
2023-05-11 04:12:27,883 - [INFO] - [Epoch 74]: Training Loss: 0.0015743, Valid MRR: 0.39695,
2023-05-11 04:12:28,404 - [INFO] - [E:75| 0]: Train Loss:0.0015709, Val MRR:0.39695, icews14
2023-05-11 04:13:10,357 - [INFO] - [E:75| 100]: Train Loss:0.0015718, Val MRR:0.39695, icews14
2023-05-11 04:14:03,947 - [INFO] - [E:75| 200]: Train Loss:0.0015716, Val MRR:0.39695, icews14
2023-05-11 04:14:58,617 - [INFO] - [E:75| 300]: Train Loss:0.0015731, Val MRR:0.39695, icews14
2023-05-11 04:15:52,403 - [INFO] - [E:75| 400]: Train Loss:0.001573, Val MRR:0.39695, icews14
2023-05-11 04:16:45,817 - [INFO] - [E:75| 500]: Train Loss:0.0015729, Val MRR:0.39695, icews14
2023-05-11 04:17:39,622 - [INFO] - [E:75| 600]: Train Loss:0.0015722, Val MRR:0.39695, icews14
2023-05-11 04:18:33,911 - [INFO] - [E:75| 700]: Train Loss:0.0015722, Val MRR:0.39695, icews14
2023-05-11 04:19:27,573 - [INFO] - [E:75| 800]: Train Loss:0.0015724, Val MRR:0.39695, icews14
2023-05-11 04:20:21,195 - [INFO] - [E:75| 900]: Train Loss:0.0015723, Val MRR:0.39695, icews14
2023-05-11 04:21:15,268 - [INFO] - [E:75| 1000]: Train Loss:0.0015726, Val MRR:0.39695, icews14
2023-05-11 04:21:58,426 - [INFO] - [E:75| 1100]: Train Loss:0.0015724, Val MRR:0.39695, icews14
2023-05-11 04:22:52,045 - [INFO] - [E:75| 1200]: Train Loss:0.0015723, Val MRR:0.39695, icews14
2023-05-11 04:23:45,809 - [INFO] - [E:75| 1300]: Train Loss:0.0015726, Val MRR:0.39695, icews14
2023-05-11 04:24:39,518 - [INFO] - [E:75| 1400]: Train Loss:0.0015724, Val MRR:0.39695, icews14
2023-05-11 04:25:33,538 - [INFO] - [E:75| 1500]: Train Loss:0.0015723, Val MRR:0.39695, icews14
2023-05-11 04:26:26,850 - [INFO] - [E:75| 1600]: Train Loss:0.0015723, Val MRR:0.39695, icews14
2023-05-11 04:27:21,123 - [INFO] - [E:75| 1700]: Train Loss:0.0015722, Val MRR:0.39695, icews14
2023-05-11 04:28:15,581 - [INFO] - [E:75| 1800]: Train Loss:0.0015724, Val MRR:0.39695, icews14
2023-05-11 04:29:09,529 - [INFO] - [E:75| 1900]: Train Loss:0.0015726, Val MRR:0.39695, icews14
2023-05-11 04:29:31,947 - [INFO] - [Epoch:75]: Training Loss:0.001572
2023-05-11 04:29:32,099 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 04:29:51,433 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 04:29:57,037 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 04:30:13,874 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 04:30:16,893 - [INFO] - [Evaluating Epoch 75 valid]:
MRR: Tail : 0.42489, Head : 0.37478, Avg : 0.39983
2023-05-11 04:30:18,281 - [INFO] - [Epoch 75]: Training Loss: 0.0015725, Valid MRR: 0.39983,
2023-05-11 04:30:18,626 - [INFO] - [E:76| 0]: Train Loss:0.001545, Val MRR:0.39983, icews14
2023-05-11 04:31:06,375 - [INFO] - [E:76| 100]: Train Loss:0.0015686, Val MRR:0.39983, icews14
2023-05-11 04:31:59,849 - [INFO] - [E:76| 200]: Train Loss:0.0015661, Val MRR:0.39983, icews14
2023-05-11 04:32:53,430 - [INFO] - [E:76| 300]: Train Loss:0.0015668, Val MRR:0.39983, icews14
2023-05-11 04:33:47,355 - [INFO] - [E:76| 400]: Train Loss:0.0015666, Val MRR:0.39983, icews14
2023-05-11 04:34:41,122 - [INFO] - [E:76| 500]: Train Loss:0.0015676, Val MRR:0.39983, icews14
2023-05-11 04:35:34,901 - [INFO] - [E:76| 600]: Train Loss:0.0015676, Val MRR:0.39983, icews14
2023-05-11 04:36:28,369 - [INFO] - [E:76| 700]: Train Loss:0.001568, Val MRR:0.39983, icews14
2023-05-11 04:37:23,069 - [INFO] - [E:76| 800]: Train Loss:0.0015683, Val MRR:0.39983, icews14
2023-05-11 04:38:16,748 - [INFO] - [E:76| 900]: Train Loss:0.0015684, Val MRR:0.39983, icews14
2023-05-11 04:39:05,010 - [INFO] - [E:76| 1000]: Train Loss:0.0015688, Val MRR:0.39983, icews14
2023-05-11 04:39:54,064 - [INFO] - [E:76| 1100]: Train Loss:0.0015691, Val MRR:0.39983, icews14
2023-05-11 04:40:48,297 - [INFO] - [E:76| 1200]: Train Loss:0.0015692, Val MRR:0.39983, icews14
2023-05-11 04:41:41,954 - [INFO] - [E:76| 1300]: Train Loss:0.0015693, Val MRR:0.39983, icews14
2023-05-11 04:42:35,234 - [INFO] - [E:76| 1400]: Train Loss:0.0015695, Val MRR:0.39983, icews14
2023-05-11 04:43:28,857 - [INFO] - [E:76| 1500]: Train Loss:0.0015695, Val MRR:0.39983, icews14
2023-05-11 04:44:22,727 - [INFO] - [E:76| 1600]: Train Loss:0.0015697, Val MRR:0.39983, icews14
2023-05-11 04:45:16,544 - [INFO] - [E:76| 1700]: Train Loss:0.0015697, Val MRR:0.39983, icews14
2023-05-11 04:46:10,514 - [INFO] - [E:76| 1800]: Train Loss:0.0015699, Val MRR:0.39983, icews14
2023-05-11 04:47:04,212 - [INFO] - [E:76| 1900]: Train Loss:0.0015704, Val MRR:0.39983, icews14
2023-05-11 04:47:26,424 - [INFO] - [Epoch:76]: Training Loss:0.00157
2023-05-11 04:47:26,576 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 04:47:44,622 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 04:47:47,746 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 04:47:58,620 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 04:48:01,645 - [INFO] - [Evaluating Epoch 76 valid]:
MRR: Tail : 0.42828, Head : 0.37382, Avg : 0.40105
2023-05-11 04:48:03,119 - [INFO] - [Epoch 76]: Training Loss: 0.0015704, Valid MRR: 0.40105,
2023-05-11 04:48:03,840 - [INFO] - [E:77| 0]: Train Loss:0.0015354, Val MRR:0.40105, icews14
2023-05-11 04:48:57,740 - [INFO] - [E:77| 100]: Train Loss:0.0015659, Val MRR:0.40105, icews14
2023-05-11 04:49:51,990 - [INFO] - [E:77| 200]: Train Loss:0.0015667, Val MRR:0.40105, icews14
2023-05-11 04:50:45,999 - [INFO] - [E:77| 300]: Train Loss:0.0015656, Val MRR:0.40105, icews14
2023-05-11 04:51:37,491 - [INFO] - [E:77| 400]: Train Loss:0.0015669, Val MRR:0.40105, icews14
2023-05-11 04:52:27,764 - [INFO] - [E:77| 500]: Train Loss:0.0015675, Val MRR:0.40105, icews14
2023-05-11 04:53:21,173 - [INFO] - [E:77| 600]: Train Loss:0.0015673, Val MRR:0.40105, icews14
2023-05-11 04:54:15,258 - [INFO] - [E:77| 700]: Train Loss:0.0015679, Val MRR:0.40105, icews14
2023-05-11 04:55:09,238 - [INFO] - [E:77| 800]: Train Loss:0.0015678, Val MRR:0.40105, icews14
2023-05-11 04:56:03,102 - [INFO] - [E:77| 900]: Train Loss:0.0015678, Val MRR:0.40105, icews14
2023-05-11 04:56:49,652 - [INFO] - [E:77| 1000]: Train Loss:0.001568, Val MRR:0.40105, icews14
2023-05-11 04:57:39,338 - [INFO] - [E:77| 1100]: Train Loss:0.0015683, Val MRR:0.40105, icews14
2023-05-11 04:58:33,274 - [INFO] - [E:77| 1200]: Train Loss:0.0015685, Val MRR:0.40105, icews14
2023-05-11 04:59:26,563 - [INFO] - [E:77| 1300]: Train Loss:0.0015688, Val MRR:0.40105, icews14
2023-05-11 05:00:18,617 - [INFO] - [E:77| 1400]: Train Loss:0.0015688, Val MRR:0.40105, icews14
2023-05-11 05:01:11,180 - [INFO] - [E:77| 1500]: Train Loss:0.0015688, Val MRR:0.40105, icews14
2023-05-11 05:02:02,765 - [INFO] - [E:77| 1600]: Train Loss:0.001569, Val MRR:0.40105, icews14
2023-05-11 05:02:56,615 - [INFO] - [E:77| 1700]: Train Loss:0.0015687, Val MRR:0.40105, icews14
2023-05-11 05:03:50,311 - [INFO] - [E:77| 1800]: Train Loss:0.0015688, Val MRR:0.40105, icews14
2023-05-11 05:04:44,127 - [INFO] - [E:77| 1900]: Train Loss:0.0015688, Val MRR:0.40105, icews14
2023-05-11 05:05:07,063 - [INFO] - [Epoch:77]: Training Loss:0.001569
2023-05-11 05:05:07,208 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 05:05:21,147 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 05:05:28,479 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 05:05:58,401 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 05:06:06,944 - [INFO] - [Evaluating Epoch 77 valid]:
MRR: Tail : 0.42856, Head : 0.37528, Avg : 0.40192
2023-05-11 05:06:08,257 - [INFO] - [Epoch 77]: Training Loss: 0.0015688, Valid MRR: 0.40192,
2023-05-11 05:06:09,117 - [INFO] - [E:78| 0]: Train Loss:0.0015799, Val MRR:0.40192, icews14
2023-05-11 05:07:10,734 - [INFO] - [E:78| 100]: Train Loss:0.0015635, Val MRR:0.40192, icews14
2023-05-11 05:08:04,864 - [INFO] - [E:78| 200]: Train Loss:0.0015637, Val MRR:0.40192, icews14
2023-05-11 05:08:59,280 - [INFO] - [E:78| 300]: Train Loss:0.0015638, Val MRR:0.40192, icews14
2023-05-11 05:09:52,883 - [INFO] - [E:78| 400]: Train Loss:0.001565, Val MRR:0.40192, icews14
2023-05-11 05:10:46,682 - [INFO] - [E:78| 500]: Train Loss:0.0015655, Val MRR:0.40192, icews14
2023-05-11 05:12:08,056 - [INFO] - [E:78| 600]: Train Loss:0.0015661, Val MRR:0.40192, icews14
2023-05-11 05:13:29,929 - [INFO] - [E:78| 700]: Train Loss:0.001567, Val MRR:0.40192, icews14
2023-05-11 05:14:29,139 - [INFO] - [E:78| 800]: Train Loss:0.0015668, Val MRR:0.40192, icews14
2023-05-11 05:15:22,747 - [INFO] - [E:78| 900]: Train Loss:0.0015671, Val MRR:0.40192, icews14
2023-05-11 05:16:31,528 - [INFO] - [E:78| 1000]: Train Loss:0.0015669, Val MRR:0.40192, icews14
2023-05-11 05:17:29,715 - [INFO] - [E:78| 1100]: Train Loss:0.0015663, Val MRR:0.40192, icews14
2023-05-11 05:18:23,890 - [INFO] - [E:78| 1200]: Train Loss:0.001566, Val MRR:0.40192, icews14
2023-05-11 05:19:17,537 - [INFO] - [E:78| 1300]: Train Loss:0.0015659, Val MRR:0.40192, icews14
2023-05-11 05:20:11,336 - [INFO] - [E:78| 1400]: Train Loss:0.0015662, Val MRR:0.40192, icews14
2023-05-11 05:21:05,138 - [INFO] - [E:78| 1500]: Train Loss:0.0015664, Val MRR:0.40192, icews14
2023-05-11 05:21:59,113 - [INFO] - [E:78| 1600]: Train Loss:0.0015668, Val MRR:0.40192, icews14
2023-05-11 05:22:52,456 - [INFO] - [E:78| 1700]: Train Loss:0.0015669, Val MRR:0.40192, icews14
2023-05-11 05:23:46,308 - [INFO] - [E:78| 1800]: Train Loss:0.0015671, Val MRR:0.40192, icews14
2023-05-11 05:24:40,237 - [INFO] - [E:78| 1900]: Train Loss:0.0015672, Val MRR:0.40192, icews14
2023-05-11 05:24:56,491 - [INFO] - [Epoch:78]: Training Loss:0.001567
2023-05-11 05:24:56,602 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 05:25:09,233 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 05:25:14,772 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 05:25:33,814 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 05:25:39,260 - [INFO] - [Evaluating Epoch 78 valid]:
MRR: Tail : 0.43001, Head : 0.37754, Avg : 0.40377
2023-05-11 05:25:40,550 - [INFO] - [Epoch 78]: Training Loss: 0.0015671, Valid MRR: 0.40377,
2023-05-11 05:25:41,275 - [INFO] - [E:79| 0]: Train Loss:0.0015481, Val MRR:0.40377, icews14
2023-05-11 05:26:35,071 - [INFO] - [E:79| 100]: Train Loss:0.0015617, Val MRR:0.40377, icews14
2023-05-11 05:27:28,684 - [INFO] - [E:79| 200]: Train Loss:0.001562, Val MRR:0.40377, icews14
2023-05-11 05:28:22,675 - [INFO] - [E:79| 300]: Train Loss:0.0015627, Val MRR:0.40377, icews14
2023-05-11 05:29:16,488 - [INFO] - [E:79| 400]: Train Loss:0.0015635, Val MRR:0.40377, icews14
2023-05-11 05:30:10,330 - [INFO] - [E:79| 500]: Train Loss:0.0015639, Val MRR:0.40377, icews14
2023-05-11 05:31:04,129 - [INFO] - [E:79| 600]: Train Loss:0.001564, Val MRR:0.40377, icews14
2023-05-11 05:31:58,391 - [INFO] - [E:79| 700]: Train Loss:0.0015645, Val MRR:0.40377, icews14
2023-05-11 05:32:52,358 - [INFO] - [E:79| 800]: Train Loss:0.0015647, Val MRR:0.40377, icews14
2023-05-11 05:33:41,007 - [INFO] - [E:79| 900]: Train Loss:0.0015649, Val MRR:0.40377, icews14
2023-05-11 05:34:29,335 - [INFO] - [E:79| 1000]: Train Loss:0.001565, Val MRR:0.40377, icews14
2023-05-11 05:35:22,967 - [INFO] - [E:79| 1100]: Train Loss:0.0015647, Val MRR:0.40377, icews14
2023-05-11 05:36:16,511 - [INFO] - [E:79| 1200]: Train Loss:0.0015647, Val MRR:0.40377, icews14
2023-05-11 05:37:10,844 - [INFO] - [E:79| 1300]: Train Loss:0.0015647, Val MRR:0.40377, icews14
2023-05-11 05:38:04,491 - [INFO] - [E:79| 1400]: Train Loss:0.0015645, Val MRR:0.40377, icews14
2023-05-11 05:38:58,457 - [INFO] - [E:79| 1500]: Train Loss:0.0015649, Val MRR:0.40377, icews14
2023-05-11 05:39:52,144 - [INFO] - [E:79| 1600]: Train Loss:0.0015648, Val MRR:0.40377, icews14
2023-05-11 05:40:46,875 - [INFO] - [E:79| 1700]: Train Loss:0.0015649, Val MRR:0.40377, icews14
2023-05-11 05:41:40,645 - [INFO] - [E:79| 1800]: Train Loss:0.0015653, Val MRR:0.40377, icews14
2023-05-11 05:42:27,537 - [INFO] - [E:79| 1900]: Train Loss:0.0015653, Val MRR:0.40377, icews14
2023-05-11 05:42:41,580 - [INFO] - [Epoch:79]: Training Loss:0.001565
2023-05-11 05:42:41,691 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 05:42:58,511 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 05:43:03,983 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 05:43:23,513 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 05:43:28,894 - [INFO] - [Evaluating Epoch 79 valid]:
MRR: Tail : 0.42747, Head : 0.37601, Avg : 0.40174
MR: Tail : 723.41, Head : 791.73, Avg : 757.57
Hit-1: Tail : 0.339, Head : 0.28875, Avg : 0.31387
Hit-3: Tail : 0.47336, Head : 0.41753, Avg : 0.44544
Hit-10: Tail : 0.59534, Head : 0.54291, Avg : 0.56912
2023-05-11 05:43:28,895 - [INFO] - [Epoch 79]: Training Loss: 0.0015654, Valid MRR: 0.40377,
2023-05-11 05:43:29,392 - [INFO] - [E:80| 0]: Train Loss:0.0015726, Val MRR:0.40377, icews14
2023-05-11 05:44:23,294 - [INFO] - [E:80| 100]: Train Loss:0.0015663, Val MRR:0.40377, icews14
2023-05-11 05:45:16,698 - [INFO] - [E:80| 200]: Train Loss:0.0015629, Val MRR:0.40377, icews14
2023-05-11 05:46:10,264 - [INFO] - [E:80| 300]: Train Loss:0.0015624, Val MRR:0.40377, icews14
2023-05-11 05:47:03,842 - [INFO] - [E:80| 400]: Train Loss:0.0015628, Val MRR:0.40377, icews14
2023-05-11 05:47:57,598 - [INFO] - [E:80| 500]: Train Loss:0.0015621, Val MRR:0.40377, icews14
2023-05-11 05:48:50,865 - [INFO] - [E:80| 600]: Train Loss:0.0015625, Val MRR:0.40377, icews14
2023-05-11 05:49:44,065 - [INFO] - [E:80| 700]: Train Loss:0.0015629, Val MRR:0.40377, icews14
2023-05-11 05:50:37,515 - [INFO] - [E:80| 800]: Train Loss:0.0015627, Val MRR:0.40377, icews14
2023-05-11 05:51:22,197 - [INFO] - [E:80| 900]: Train Loss:0.0015625, Val MRR:0.40377, icews14
2023-05-11 05:52:13,599 - [INFO] - [E:80| 1000]: Train Loss:0.0015628, Val MRR:0.40377, icews14
2023-05-11 05:53:07,330 - [INFO] - [E:80| 1100]: Train Loss:0.0015629, Val MRR:0.40377, icews14
2023-05-11 05:54:00,983 - [INFO] - [E:80| 1200]: Train Loss:0.0015633, Val MRR:0.40377, icews14
2023-05-11 05:54:54,977 - [INFO] - [E:80| 1300]: Train Loss:0.0015631, Val MRR:0.40377, icews14
2023-05-11 05:55:48,717 - [INFO] - [E:80| 1400]: Train Loss:0.0015632, Val MRR:0.40377, icews14
2023-05-11 05:56:43,212 - [INFO] - [E:80| 1500]: Train Loss:0.0015634, Val MRR:0.40377, icews14
2023-05-11 05:57:38,192 - [INFO] - [E:80| 1600]: Train Loss:0.0015634, Val MRR:0.40377, icews14
2023-05-11 05:58:31,775 - [INFO] - [E:80| 1700]: Train Loss:0.0015636, Val MRR:0.40377, icews14
2023-05-11 05:59:26,015 - [INFO] - [E:80| 1800]: Train Loss:0.0015639, Val MRR:0.40377, icews14
2023-05-11 06:00:08,736 - [INFO] - [E:80| 1900]: Train Loss:0.001564, Val MRR:0.40377, icews14
2023-05-11 06:00:31,424 - [INFO] - [Epoch:80]: Training Loss:0.001564
2023-05-11 06:00:31,575 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 06:00:50,950 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 06:00:56,583 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 06:01:15,939 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 06:01:21,183 - [INFO] - [Evaluating Epoch 80 valid]:
MRR: Tail : 0.42932, Head : 0.3759, Avg : 0.40261
2023-05-11 06:01:21,183 - [INFO] - [Epoch 80]: Training Loss: 0.0015641, Valid MRR: 0.40377,
2023-05-11 06:01:21,815 - [INFO] - [E:81| 0]: Train Loss:0.0015652, Val MRR:0.40377, icews14
2023-05-11 06:02:15,700 - [INFO] - [E:81| 100]: Train Loss:0.0015604, Val MRR:0.40377, icews14
2023-05-11 06:03:09,775 - [INFO] - [E:81| 200]: Train Loss:0.0015611, Val MRR:0.40377, icews14
2023-05-11 06:04:02,917 - [INFO] - [E:81| 300]: Train Loss:0.001561, Val MRR:0.40377, icews14
2023-05-11 06:04:56,297 - [INFO] - [E:81| 400]: Train Loss:0.0015613, Val MRR:0.40377, icews14
2023-05-11 06:05:50,325 - [INFO] - [E:81| 500]: Train Loss:0.0015619, Val MRR:0.40377, icews14
2023-05-11 06:06:43,534 - [INFO] - [E:81| 600]: Train Loss:0.0015622, Val MRR:0.40377, icews14
2023-05-11 06:07:36,776 - [INFO] - [E:81| 700]: Train Loss:0.0015625, Val MRR:0.40377, icews14
2023-05-11 06:08:30,303 - [INFO] - [E:81| 800]: Train Loss:0.0015625, Val MRR:0.40377, icews14
2023-05-11 06:09:12,657 - [INFO] - [E:81| 900]: Train Loss:0.0015622, Val MRR:0.40377, icews14
2023-05-11 06:10:05,999 - [INFO] - [E:81| 1000]: Train Loss:0.0015623, Val MRR:0.40377, icews14
2023-05-11 06:10:59,781 - [INFO] - [E:81| 1100]: Train Loss:0.0015627, Val MRR:0.40377, icews14
2023-05-11 06:11:53,315 - [INFO] - [E:81| 1200]: Train Loss:0.0015627, Val MRR:0.40377, icews14
2023-05-11 06:12:46,907 - [INFO] - [E:81| 1300]: Train Loss:0.0015627, Val MRR:0.40377, icews14
2023-05-11 06:13:40,619 - [INFO] - [E:81| 1400]: Train Loss:0.0015625, Val MRR:0.40377, icews14
2023-05-11 06:14:34,638 - [INFO] - [E:81| 1500]: Train Loss:0.0015626, Val MRR:0.40377, icews14
2023-05-11 06:15:28,451 - [INFO] - [E:81| 1600]: Train Loss:0.0015625, Val MRR:0.40377, icews14
2023-05-11 06:16:22,185 - [INFO] - [E:81| 1700]: Train Loss:0.0015625, Val MRR:0.40377, icews14
2023-05-11 06:17:15,108 - [INFO] - [E:81| 1800]: Train Loss:0.0015625, Val MRR:0.40377, icews14
2023-05-11 06:17:58,059 - [INFO] - [E:81| 1900]: Train Loss:0.0015627, Val MRR:0.40377, icews14
2023-05-11 06:18:20,457 - [INFO] - [Epoch:81]: Training Loss:0.001563
2023-05-11 06:18:20,615 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 06:18:39,781 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 06:18:45,426 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 06:19:04,768 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 06:19:10,051 - [INFO] - [Evaluating Epoch 81 valid]:
MRR: Tail : 0.42922, Head : 0.37571, Avg : 0.40247
2023-05-11 06:19:10,052 - [INFO] - [Epoch 81]: Training Loss: 0.0015628, Valid MRR: 0.40377,
2023-05-11 06:19:10,583 - [INFO] - [E:82| 0]: Train Loss:0.0015377, Val MRR:0.40377, icews14
2023-05-11 06:20:04,773 - [INFO] - [E:82| 100]: Train Loss:0.0015571, Val MRR:0.40377, icews14
2023-05-11 06:20:58,162 - [INFO] - [E:82| 200]: Train Loss:0.0015593, Val MRR:0.40377, icews14
2023-05-11 06:21:51,820 - [INFO] - [E:82| 300]: Train Loss:0.0015581, Val MRR:0.40377, icews14
2023-05-11 06:22:45,401 - [INFO] - [E:82| 400]: Train Loss:0.0015581, Val MRR:0.40377, icews14
2023-05-11 06:23:39,320 - [INFO] - [E:82| 500]: Train Loss:0.0015587, Val MRR:0.40377, icews14
2023-05-11 06:24:33,324 - [INFO] - [E:82| 600]: Train Loss:0.001559, Val MRR:0.40377, icews14
2023-05-11 06:25:27,010 - [INFO] - [E:82| 700]: Train Loss:0.0015591, Val MRR:0.40377, icews14
2023-05-11 06:26:11,540 - [INFO] - [E:82| 800]: Train Loss:0.0015597, Val MRR:0.40377, icews14
2023-05-11 06:27:02,908 - [INFO] - [E:82| 900]: Train Loss:0.0015602, Val MRR:0.40377, icews14
2023-05-11 06:27:56,496 - [INFO] - [E:82| 1000]: Train Loss:0.0015604, Val MRR:0.40377, icews14
2023-05-11 06:28:50,172 - [INFO] - [E:82| 1100]: Train Loss:0.0015604, Val MRR:0.40377, icews14
2023-05-11 06:29:43,935 - [INFO] - [E:82| 1200]: Train Loss:0.0015605, Val MRR:0.40377, icews14
2023-05-11 06:30:32,640 - [INFO] - [E:82| 1300]: Train Loss:0.0015605, Val MRR:0.40377, icews14
2023-05-11 06:31:25,478 - [INFO] - [E:82| 1400]: Train Loss:0.0015609, Val MRR:0.40377, icews14
2023-05-11 06:32:17,671 - [INFO] - [E:82| 1500]: Train Loss:0.001561, Val MRR:0.40377, icews14
2023-05-11 06:33:09,710 - [INFO] - [E:82| 1600]: Train Loss:0.001561, Val MRR:0.40377, icews14
2023-05-11 06:34:02,527 - [INFO] - [E:82| 1700]: Train Loss:0.001561, Val MRR:0.40377, icews14
2023-05-11 06:34:45,412 - [INFO] - [E:82| 1800]: Train Loss:0.001561, Val MRR:0.40377, icews14
2023-05-11 06:35:38,343 - [INFO] - [E:82| 1900]: Train Loss:0.0015611, Val MRR:0.40377, icews14
2023-05-11 06:36:00,562 - [INFO] - [Epoch:82]: Training Loss:0.001561
2023-05-11 06:36:00,695 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 06:36:20,081 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 06:36:25,461 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 06:36:45,141 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 06:36:50,423 - [INFO] - [Evaluating Epoch 82 valid]:
MRR: Tail : 0.42795, Head : 0.37211, Avg : 0.40003
2023-05-11 06:36:50,423 - [INFO] - [Epoch 82]: Training Loss: 0.0015611, Valid MRR: 0.40377,
2023-05-11 06:36:50,931 - [INFO] - [E:83| 0]: Train Loss:0.0015399, Val MRR:0.40377, icews14
2023-05-11 06:37:44,644 - [INFO] - [E:83| 100]: Train Loss:0.0015609, Val MRR:0.40377, icews14
2023-05-11 06:38:38,244 - [INFO] - [E:83| 200]: Train Loss:0.0015608, Val MRR:0.40377, icews14
2023-05-11 06:39:31,164 - [INFO] - [E:83| 300]: Train Loss:0.0015591, Val MRR:0.40377, icews14
2023-05-11 06:40:24,157 - [INFO] - [E:83| 400]: Train Loss:0.0015584, Val MRR:0.40377, icews14
2023-05-11 06:41:17,424 - [INFO] - [E:83| 500]: Train Loss:0.0015585, Val MRR:0.40377, icews14
2023-05-11 06:42:10,831 - [INFO] - [E:83| 600]: Train Loss:0.001559, Val MRR:0.40377, icews14
2023-05-11 06:43:04,216 - [INFO] - [E:83| 700]: Train Loss:0.001559, Val MRR:0.40377, icews14
2023-05-11 06:43:46,414 - [INFO] - [E:83| 800]: Train Loss:0.0015592, Val MRR:0.40377, icews14
2023-05-11 06:44:39,989 - [INFO] - [E:83| 900]: Train Loss:0.0015594, Val MRR:0.40377, icews14
2023-05-11 06:45:33,112 - [INFO] - [E:83| 1000]: Train Loss:0.0015593, Val MRR:0.40377, icews14
2023-05-11 06:46:26,475 - [INFO] - [E:83| 1100]: Train Loss:0.0015592, Val MRR:0.40377, icews14
2023-05-11 06:47:20,274 - [INFO] - [E:83| 1200]: Train Loss:0.0015595, Val MRR:0.40377, icews14
2023-05-11 06:48:13,935 - [INFO] - [E:83| 1300]: Train Loss:0.0015597, Val MRR:0.40377, icews14
2023-05-11 06:49:07,082 - [INFO] - [E:83| 1400]: Train Loss:0.0015598, Val MRR:0.40377, icews14
2023-05-11 06:50:00,849 - [INFO] - [E:83| 1500]: Train Loss:0.0015598, Val MRR:0.40377, icews14
2023-05-11 06:50:55,308 - [INFO] - [E:83| 1600]: Train Loss:0.0015599, Val MRR:0.40377, icews14
2023-05-11 06:51:49,482 - [INFO] - [E:83| 1700]: Train Loss:0.0015598, Val MRR:0.40377, icews14
2023-05-11 06:52:32,051 - [INFO] - [E:83| 1800]: Train Loss:0.0015598, Val MRR:0.40377, icews14
2023-05-11 06:53:25,766 - [INFO] - [E:83| 1900]: Train Loss:0.0015597, Val MRR:0.40377, icews14
2023-05-11 06:53:47,811 - [INFO] - [Epoch:83]: Training Loss:0.00156
2023-05-11 06:53:47,944 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 06:54:07,578 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 06:54:12,993 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 06:54:32,219 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 06:54:37,967 - [INFO] - [Evaluating Epoch 83 valid]:
MRR: Tail : 0.4297, Head : 0.37869, Avg : 0.40419
2023-05-11 06:54:39,260 - [INFO] - [Epoch 83]: Training Loss: 0.0015598, Valid MRR: 0.40419,
2023-05-11 06:54:39,763 - [INFO] - [E:84| 0]: Train Loss:0.001542, Val MRR:0.40419, icews14
2023-05-11 06:55:33,325 - [INFO] - [E:84| 100]: Train Loss:0.0015558, Val MRR:0.40419, icews14
2023-05-11 06:56:26,545 - [INFO] - [E:84| 200]: Train Loss:0.0015571, Val MRR:0.40419, icews14
2023-05-11 06:57:20,072 - [INFO] - [E:84| 300]: Train Loss:0.0015579, Val MRR:0.40419, icews14
2023-05-11 06:58:13,923 - [INFO] - [E:84| 400]: Train Loss:0.001558, Val MRR:0.40419, icews14
2023-05-11 06:59:07,419 - [INFO] - [E:84| 500]: Train Loss:0.0015587, Val MRR:0.40419, icews14
2023-05-11 07:00:00,808 - [INFO] - [E:84| 600]: Train Loss:0.0015585, Val MRR:0.40419, icews14
2023-05-11 07:00:45,692 - [INFO] - [E:84| 700]: Train Loss:0.0015584, Val MRR:0.40419, icews14
2023-05-11 07:01:36,458 - [INFO] - [E:84| 800]: Train Loss:0.0015584, Val MRR:0.40419, icews14
2023-05-11 07:02:29,873 - [INFO] - [E:84| 900]: Train Loss:0.0015588, Val MRR:0.40419, icews14
2023-05-11 07:03:23,267 - [INFO] - [E:84| 1000]: Train Loss:0.0015586, Val MRR:0.40419, icews14
2023-05-11 07:04:16,689 - [INFO] - [E:84| 1100]: Train Loss:0.0015583, Val MRR:0.40419, icews14
2023-05-11 07:05:10,141 - [INFO] - [E:84| 1200]: Train Loss:0.0015584, Val MRR:0.40419, icews14
2023-05-11 07:06:03,819 - [INFO] - [E:84| 1300]: Train Loss:0.0015587, Val MRR:0.40419, icews14
2023-05-11 07:06:57,925 - [INFO] - [E:84| 1400]: Train Loss:0.0015587, Val MRR:0.40419, icews14
2023-05-11 07:07:51,282 - [INFO] - [E:84| 1500]: Train Loss:0.0015585, Val MRR:0.40419, icews14
2023-05-11 07:08:44,486 - [INFO] - [E:84| 1600]: Train Loss:0.0015584, Val MRR:0.40419, icews14
2023-05-11 07:09:28,285 - [INFO] - [E:84| 1700]: Train Loss:0.0015583, Val MRR:0.40419, icews14
2023-05-11 07:10:20,548 - [INFO] - [E:84| 1800]: Train Loss:0.0015585, Val MRR:0.40419, icews14
2023-05-11 07:11:13,851 - [INFO] - [E:84| 1900]: Train Loss:0.0015587, Val MRR:0.40419, icews14
2023-05-11 07:11:36,210 - [INFO] - [Epoch:84]: Training Loss:0.001559
2023-05-11 07:11:36,365 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 07:11:55,606 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 07:12:01,015 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 07:12:20,472 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 07:12:25,731 - [INFO] - [Evaluating Epoch 84 valid]:
MRR: Tail : 0.43165, Head : 0.38003, Avg : 0.40584
2023-05-11 07:12:27,023 - [INFO] - [Epoch 84]: Training Loss: 0.0015587, Valid MRR: 0.40584,
2023-05-11 07:12:27,725 - [INFO] - [E:85| 0]: Train Loss:0.0015341, Val MRR:0.40584, icews14
2023-05-11 07:13:21,486 - [INFO] - [E:85| 100]: Train Loss:0.0015573, Val MRR:0.40584, icews14
2023-05-11 07:14:14,930 - [INFO] - [E:85| 200]: Train Loss:0.0015581, Val MRR:0.40584, icews14
2023-05-11 07:15:09,106 - [INFO] - [E:85| 300]: Train Loss:0.0015573, Val MRR:0.40584, icews14
2023-05-11 07:16:02,493 - [INFO] - [E:85| 400]: Train Loss:0.0015573, Val MRR:0.40584, icews14
2023-05-11 07:16:56,353 - [INFO] - [E:85| 500]: Train Loss:0.0015573, Val MRR:0.40584, icews14
2023-05-11 07:17:50,051 - [INFO] - [E:85| 600]: Train Loss:0.0015569, Val MRR:0.40584, icews14
2023-05-11 07:18:27,351 - [INFO] - [E:85| 700]: Train Loss:0.0015571, Val MRR:0.40584, icews14
2023-05-11 07:19:21,088 - [INFO] - [E:85| 800]: Train Loss:0.0015568, Val MRR:0.40584, icews14
2023-05-11 07:20:14,421 - [INFO] - [E:85| 900]: Train Loss:0.0015572, Val MRR:0.40584, icews14
2023-05-11 07:21:07,757 - [INFO] - [E:85| 1000]: Train Loss:0.0015571, Val MRR:0.40584, icews14
2023-05-11 07:22:01,300 - [INFO] - [E:85| 1100]: Train Loss:0.0015575, Val MRR:0.40584, icews14
2023-05-11 07:22:54,622 - [INFO] - [E:85| 1200]: Train Loss:0.0015573, Val MRR:0.40584, icews14
2023-05-11 07:23:47,862 - [INFO] - [E:85| 1300]: Train Loss:0.0015571, Val MRR:0.40584, icews14
2023-05-11 07:24:41,739 - [INFO] - [E:85| 1400]: Train Loss:0.0015575, Val MRR:0.40584, icews14
2023-05-11 07:25:35,684 - [INFO] - [E:85| 1500]: Train Loss:0.0015575, Val MRR:0.40584, icews14
2023-05-11 07:26:29,169 - [INFO] - [E:85| 1600]: Train Loss:0.0015574, Val MRR:0.40584, icews14
2023-05-11 07:27:11,633 - [INFO] - [E:85| 1700]: Train Loss:0.0015573, Val MRR:0.40584, icews14
2023-05-11 07:28:04,752 - [INFO] - [E:85| 1800]: Train Loss:0.0015573, Val MRR:0.40584, icews14
2023-05-11 07:28:58,336 - [INFO] - [E:85| 1900]: Train Loss:0.0015574, Val MRR:0.40584, icews14
2023-05-11 07:29:20,764 - [INFO] - [Epoch:85]: Training Loss:0.001557
2023-05-11 07:29:20,919 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 07:29:40,194 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 07:29:45,856 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 07:30:05,171 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 07:30:10,430 - [INFO] - [Evaluating Epoch 85 valid]:
MRR: Tail : 0.42951, Head : 0.37555, Avg : 0.40253
2023-05-11 07:30:10,431 - [INFO] - [Epoch 85]: Training Loss: 0.0015575, Valid MRR: 0.40584,
2023-05-11 07:30:11,166 - [INFO] - [E:86| 0]: Train Loss:0.001552, Val MRR:0.40584, icews14
2023-05-11 07:31:04,956 - [INFO] - [E:86| 100]: Train Loss:0.0015536, Val MRR:0.40584, icews14
2023-05-11 07:31:58,652 - [INFO] - [E:86| 200]: Train Loss:0.0015548, Val MRR:0.40584, icews14
2023-05-11 07:32:52,154 - [INFO] - [E:86| 300]: Train Loss:0.0015534, Val MRR:0.40584, icews14
2023-05-11 07:33:45,817 - [INFO] - [E:86| 400]: Train Loss:0.0015543, Val MRR:0.40584, icews14
2023-05-11 07:34:39,337 - [INFO] - [E:86| 500]: Train Loss:0.0015549, Val MRR:0.40584, icews14
2023-05-11 07:35:29,685 - [INFO] - [E:86| 600]: Train Loss:0.0015552, Val MRR:0.40584, icews14
2023-05-11 07:36:15,234 - [INFO] - [E:86| 700]: Train Loss:0.0015553, Val MRR:0.40584, icews14
2023-05-11 07:37:09,008 - [INFO] - [E:86| 800]: Train Loss:0.0015555, Val MRR:0.40584, icews14
2023-05-11 07:38:02,577 - [INFO] - [E:86| 900]: Train Loss:0.0015559, Val MRR:0.40584, icews14
2023-05-11 07:38:55,871 - [INFO] - [E:86| 1000]: Train Loss:0.0015561, Val MRR:0.40584, icews14
2023-05-11 07:39:49,947 - [INFO] - [E:86| 1100]: Train Loss:0.0015561, Val MRR:0.40584, icews14
2023-05-11 07:40:43,390 - [INFO] - [E:86| 1200]: Train Loss:0.001556, Val MRR:0.40584, icews14
2023-05-11 07:41:36,793 - [INFO] - [E:86| 1300]: Train Loss:0.0015562, Val MRR:0.40584, icews14
2023-05-11 07:42:30,529 - [INFO] - [E:86| 1400]: Train Loss:0.0015565, Val MRR:0.40584, icews14
2023-05-11 07:43:24,401 - [INFO] - [E:86| 1500]: Train Loss:0.0015563, Val MRR:0.40584, icews14
2023-05-11 07:44:13,540 - [INFO] - [E:86| 1600]: Train Loss:0.0015563, Val MRR:0.40584, icews14
2023-05-11 07:45:00,353 - [INFO] - [E:86| 1700]: Train Loss:0.0015563, Val MRR:0.40584, icews14
2023-05-11 07:45:53,906 - [INFO] - [E:86| 1800]: Train Loss:0.0015563, Val MRR:0.40584, icews14
2023-05-11 07:46:47,178 - [INFO] - [E:86| 1900]: Train Loss:0.0015563, Val MRR:0.40584, icews14
2023-05-11 07:47:09,391 - [INFO] - [Epoch:86]: Training Loss:0.001556
2023-05-11 07:47:09,524 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 07:47:28,636 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 07:47:33,994 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 07:47:53,456 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 07:47:58,791 - [INFO] - [Evaluating Epoch 86 valid]:
MRR: Tail : 0.43251, Head : 0.38156, Avg : 0.40704
2023-05-11 07:48:00,102 - [INFO] - [Epoch 86]: Training Loss: 0.0015563, Valid MRR: 0.40704,
2023-05-11 07:48:00,831 - [INFO] - [E:87| 0]: Train Loss:0.0015654, Val MRR:0.40704, icews14
2023-05-11 07:48:54,403 - [INFO] - [E:87| 100]: Train Loss:0.0015557, Val MRR:0.40704, icews14
2023-05-11 07:49:47,541 - [INFO] - [E:87| 200]: Train Loss:0.0015542, Val MRR:0.40704, icews14
2023-05-11 07:50:41,571 - [INFO] - [E:87| 300]: Train Loss:0.0015541, Val MRR:0.40704, icews14
2023-05-11 07:51:34,907 - [INFO] - [E:87| 400]: Train Loss:0.0015536, Val MRR:0.40704, icews14
2023-05-11 07:52:28,267 - [INFO] - [E:87| 500]: Train Loss:0.0015538, Val MRR:0.40704, icews14
2023-05-11 07:53:10,612 - [INFO] - [E:87| 600]: Train Loss:0.0015541, Val MRR:0.40704, icews14
2023-05-11 07:54:04,117 - [INFO] - [E:87| 700]: Train Loss:0.0015537, Val MRR:0.40704, icews14
2023-05-11 07:54:57,560 - [INFO] - [E:87| 800]: Train Loss:0.0015539, Val MRR:0.40704, icews14
2023-05-11 07:55:51,160 - [INFO] - [E:87| 900]: Train Loss:0.0015539, Val MRR:0.40704, icews14
2023-05-11 07:56:44,743 - [INFO] - [E:87| 1000]: Train Loss:0.0015541, Val MRR:0.40704, icews14
2023-05-11 07:57:38,216 - [INFO] - [E:87| 1100]: Train Loss:0.0015543, Val MRR:0.40704, icews14
2023-05-11 07:58:32,590 - [INFO] - [E:87| 1200]: Train Loss:0.0015544, Val MRR:0.40704, icews14
2023-05-11 07:59:26,958 - [INFO] - [E:87| 1300]: Train Loss:0.0015545, Val MRR:0.40704, icews14
2023-05-11 08:00:20,480 - [INFO] - [E:87| 1400]: Train Loss:0.0015545, Val MRR:0.40704, icews14
2023-05-11 08:01:13,849 - [INFO] - [E:87| 1500]: Train Loss:0.0015546, Val MRR:0.40704, icews14
2023-05-11 08:01:55,929 - [INFO] - [E:87| 1600]: Train Loss:0.0015548, Val MRR:0.40704, icews14
2023-05-11 08:02:48,317 - [INFO] - [E:87| 1700]: Train Loss:0.001555, Val MRR:0.40704, icews14
2023-05-11 08:03:40,252 - [INFO] - [E:87| 1800]: Train Loss:0.0015549, Val MRR:0.40704, icews14
2023-05-11 08:04:32,564 - [INFO] - [E:87| 1900]: Train Loss:0.0015551, Val MRR:0.40704, icews14
2023-05-11 08:04:54,750 - [INFO] - [Epoch:87]: Training Loss:0.001555
2023-05-11 08:04:54,883 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 08:05:14,223 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 08:05:19,647 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 08:05:39,331 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 08:05:44,600 - [INFO] - [Evaluating Epoch 87 valid]:
MRR: Tail : 0.42845, Head : 0.3763, Avg : 0.40237
2023-05-11 08:05:44,600 - [INFO] - [Epoch 87]: Training Loss: 0.001555, Valid MRR: 0.40704,
2023-05-11 08:05:45,088 - [INFO] - [E:88| 0]: Train Loss:0.0015621, Val MRR:0.40704, icews14
2023-05-11 08:06:33,622 - [INFO] - [E:88| 100]: Train Loss:0.001552, Val MRR:0.40704, icews14
2023-05-11 08:07:27,228 - [INFO] - [E:88| 200]: Train Loss:0.0015532, Val MRR:0.40704, icews14
2023-05-11 08:08:21,809 - [INFO] - [E:88| 300]: Train Loss:0.0015534, Val MRR:0.40704, icews14
2023-05-11 08:09:15,514 - [INFO] - [E:88| 400]: Train Loss:0.0015529, Val MRR:0.40704, icews14
2023-05-11 08:10:04,876 - [INFO] - [E:88| 500]: Train Loss:0.0015533, Val MRR:0.40704, icews14
2023-05-11 08:10:51,832 - [INFO] - [E:88| 600]: Train Loss:0.0015527, Val MRR:0.40704, icews14
2023-05-11 08:11:45,287 - [INFO] - [E:88| 700]: Train Loss:0.0015528, Val MRR:0.40704, icews14
2023-05-11 08:12:38,947 - [INFO] - [E:88| 800]: Train Loss:0.0015527, Val MRR:0.40704, icews14
2023-05-11 08:13:32,600 - [INFO] - [E:88| 900]: Train Loss:0.0015526, Val MRR:0.40704, icews14
2023-05-11 08:14:25,680 - [INFO] - [E:88| 1000]: Train Loss:0.0015528, Val MRR:0.40704, icews14
2023-05-11 08:15:19,483 - [INFO] - [E:88| 1100]: Train Loss:0.0015529, Val MRR:0.40704, icews14
2023-05-11 08:16:13,952 - [INFO] - [E:88| 1200]: Train Loss:0.0015531, Val MRR:0.40704, icews14
2023-05-11 08:17:07,281 - [INFO] - [E:88| 1300]: Train Loss:0.0015531, Val MRR:0.40704, icews14
2023-05-11 08:18:00,756 - [INFO] - [E:88| 1400]: Train Loss:0.0015535, Val MRR:0.40704, icews14
2023-05-11 08:18:48,646 - [INFO] - [E:88| 1500]: Train Loss:0.0015535, Val MRR:0.40704, icews14
2023-05-11 08:19:37,126 - [INFO] - [E:88| 1600]: Train Loss:0.0015534, Val MRR:0.40704, icews14
2023-05-11 08:20:31,312 - [INFO] - [E:88| 1700]: Train Loss:0.0015536, Val MRR:0.40704, icews14
2023-05-11 08:21:25,310 - [INFO] - [E:88| 1800]: Train Loss:0.0015537, Val MRR:0.40704, icews14
2023-05-11 08:22:18,497 - [INFO] - [E:88| 1900]: Train Loss:0.0015538, Val MRR:0.40704, icews14
2023-05-11 08:22:40,733 - [INFO] - [Epoch:88]: Training Loss:0.001554
2023-05-11 08:22:40,888 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 08:23:00,097 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 08:23:05,581 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 08:23:24,776 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 08:23:30,384 - [INFO] - [Evaluating Epoch 88 valid]:
MRR: Tail : 0.4363, Head : 0.37917, Avg : 0.40773
2023-05-11 08:23:31,671 - [INFO] - [Epoch 88]: Training Loss: 0.0015539, Valid MRR: 0.40773,
2023-05-11 08:23:32,414 - [INFO] - [E:89| 0]: Train Loss:0.0015582, Val MRR:0.40773, icews14
2023-05-11 08:24:25,900 - [INFO] - [E:89| 100]: Train Loss:0.0015531, Val MRR:0.40773, icews14
2023-05-11 08:25:19,066 - [INFO] - [E:89| 200]: Train Loss:0.0015513, Val MRR:0.40773, icews14
2023-05-11 08:26:12,523 - [INFO] - [E:89| 300]: Train Loss:0.0015519, Val MRR:0.40773, icews14
2023-05-11 08:27:05,730 - [INFO] - [E:89| 400]: Train Loss:0.0015528, Val MRR:0.40773, icews14
2023-05-11 08:27:48,304 - [INFO] - [E:89| 500]: Train Loss:0.0015521, Val MRR:0.40773, icews14
2023-05-11 08:28:42,206 - [INFO] - [E:89| 600]: Train Loss:0.0015524, Val MRR:0.40773, icews14
2023-05-11 08:29:35,716 - [INFO] - [E:89| 700]: Train Loss:0.0015527, Val MRR:0.40773, icews14
2023-05-11 08:30:29,359 - [INFO] - [E:89| 800]: Train Loss:0.0015525, Val MRR:0.40773, icews14
2023-05-11 08:31:22,726 - [INFO] - [E:89| 900]: Train Loss:0.0015527, Val MRR:0.40773, icews14
2023-05-11 08:32:16,885 - [INFO] - [E:89| 1000]: Train Loss:0.0015527, Val MRR:0.40773, icews14
2023-05-11 08:33:10,559 - [INFO] - [E:89| 1100]: Train Loss:0.0015526, Val MRR:0.40773, icews14
2023-05-11 08:34:04,669 - [INFO] - [E:89| 1200]: Train Loss:0.0015526, Val MRR:0.40773, icews14
2023-05-11 08:34:58,377 - [INFO] - [E:89| 1300]: Train Loss:0.0015526, Val MRR:0.40773, icews14
2023-05-11 08:35:51,944 - [INFO] - [E:89| 1400]: Train Loss:0.0015527, Val MRR:0.40773, icews14
2023-05-11 08:36:34,939 - [INFO] - [E:89| 1500]: Train Loss:0.001553, Val MRR:0.40773, icews14
2023-05-11 08:37:28,285 - [INFO] - [E:89| 1600]: Train Loss:0.001553, Val MRR:0.40773, icews14
2023-05-11 08:38:21,786 - [INFO] - [E:89| 1700]: Train Loss:0.0015531, Val MRR:0.40773, icews14
2023-05-11 08:39:15,407 - [INFO] - [E:89| 1800]: Train Loss:0.0015531, Val MRR:0.40773, icews14
2023-05-11 08:40:09,300 - [INFO] - [E:89| 1900]: Train Loss:0.0015531, Val MRR:0.40773, icews14
2023-05-11 08:40:31,510 - [INFO] - [Epoch:89]: Training Loss:0.001553
2023-05-11 08:40:31,664 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 08:40:51,024 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 08:40:56,620 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 08:41:15,971 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 08:41:21,283 - [INFO] - [Evaluating Epoch 89 valid]:
MRR: Tail : 0.4338, Head : 0.38317, Avg : 0.40849
MR: Tail : 692.79, Head : 766.12, Avg : 729.45
Hit-1: Tail : 0.34312, Head : 0.29482, Avg : 0.31897
Hit-3: Tail : 0.48477, Head : 0.4242, Avg : 0.45448
Hit-10: Tail : 0.59898, Head : 0.55856, Avg : 0.57877
2023-05-11 08:41:22,576 - [INFO] - [Epoch 89]: Training Loss: 0.0015531, Valid MRR: 0.40849,
2023-05-11 08:41:23,120 - [INFO] - [E:90| 0]: Train Loss:0.0015295, Val MRR:0.40849, icews14
2023-05-11 08:42:16,729 - [INFO] - [E:90| 100]: Train Loss:0.0015533, Val MRR:0.40849, icews14
2023-05-11 08:43:10,451 - [INFO] - [E:90| 200]: Train Loss:0.001552, Val MRR:0.40849, icews14
2023-05-11 08:44:03,992 - [INFO] - [E:90| 300]: Train Loss:0.0015526, Val MRR:0.40849, icews14
2023-05-11 08:44:52,281 - [INFO] - [E:90| 400]: Train Loss:0.0015521, Val MRR:0.40849, icews14
2023-05-11 08:45:39,410 - [INFO] - [E:90| 500]: Train Loss:0.0015517, Val MRR:0.40849, icews14
2023-05-11 08:46:32,849 - [INFO] - [E:90| 600]: Train Loss:0.0015525, Val MRR:0.40849, icews14
2023-05-11 08:47:26,384 - [INFO] - [E:90| 700]: Train Loss:0.0015523, Val MRR:0.40849, icews14
2023-05-11 08:48:19,628 - [INFO] - [E:90| 800]: Train Loss:0.0015519, Val MRR:0.40849, icews14
2023-05-11 08:49:12,826 - [INFO] - [E:90| 900]: Train Loss:0.0015517, Val MRR:0.40849, icews14
2023-05-11 08:50:06,387 - [INFO] - [E:90| 1000]: Train Loss:0.0015518, Val MRR:0.40849, icews14
2023-05-11 08:51:00,264 - [INFO] - [E:90| 1100]: Train Loss:0.0015518, Val MRR:0.40849, icews14
2023-05-11 08:51:53,836 - [INFO] - [E:90| 1200]: Train Loss:0.001552, Val MRR:0.40849, icews14
2023-05-11 08:52:47,641 - [INFO] - [E:90| 1300]: Train Loss:0.001552, Val MRR:0.40849, icews14
2023-05-11 08:53:35,061 - [INFO] - [E:90| 1400]: Train Loss:0.0015519, Val MRR:0.40849, icews14
2023-05-11 08:54:19,412 - [INFO] - [E:90| 1500]: Train Loss:0.0015518, Val MRR:0.40849, icews14
2023-05-11 08:55:12,665 - [INFO] - [E:90| 1600]: Train Loss:0.0015516, Val MRR:0.40849, icews14
2023-05-11 08:56:05,812 - [INFO] - [E:90| 1700]: Train Loss:0.0015516, Val MRR:0.40849, icews14
2023-05-11 08:56:59,285 - [INFO] - [E:90| 1800]: Train Loss:0.0015516, Val MRR:0.40849, icews14
2023-05-11 08:57:53,001 - [INFO] - [E:90| 1900]: Train Loss:0.0015518, Val MRR:0.40849, icews14
2023-05-11 08:58:15,217 - [INFO] - [Epoch:90]: Training Loss:0.001552
2023-05-11 08:58:15,349 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 08:58:34,940 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 08:58:40,304 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 08:58:59,780 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 08:59:05,178 - [INFO] - [Evaluating Epoch 90 valid]:
MRR: Tail : 0.43317, Head : 0.37794, Avg : 0.40556
2023-05-11 08:59:05,178 - [INFO] - [Epoch 90]: Training Loss: 0.0015518, Valid MRR: 0.40849,
2023-05-11 08:59:05,596 - [INFO] - [E:91| 0]: Train Loss:0.0015168, Val MRR:0.40849, icews14
2023-05-11 08:59:58,922 - [INFO] - [E:91| 100]: Train Loss:0.0015486, Val MRR:0.40849, icews14
2023-05-11 09:00:52,792 - [INFO] - [E:91| 200]: Train Loss:0.0015493, Val MRR:0.40849, icews14
2023-05-11 09:01:46,418 - [INFO] - [E:91| 300]: Train Loss:0.0015497, Val MRR:0.40849, icews14
2023-05-11 09:02:30,244 - [INFO] - [E:91| 400]: Train Loss:0.0015494, Val MRR:0.40849, icews14
2023-05-11 09:03:23,206 - [INFO] - [E:91| 500]: Train Loss:0.0015493, Val MRR:0.40849, icews14
2023-05-11 09:04:16,092 - [INFO] - [E:91| 600]: Train Loss:0.0015496, Val MRR:0.40849, icews14
2023-05-11 09:05:09,736 - [INFO] - [E:91| 700]: Train Loss:0.0015497, Val MRR:0.40849, icews14
2023-05-11 09:06:03,106 - [INFO] - [E:91| 800]: Train Loss:0.0015497, Val MRR:0.40849, icews14
2023-05-11 09:06:56,354 - [INFO] - [E:91| 900]: Train Loss:0.00155, Val MRR:0.40849, icews14
2023-05-11 09:07:50,302 - [INFO] - [E:91| 1000]: Train Loss:0.0015501, Val MRR:0.40849, icews14
2023-05-11 09:08:44,112 - [INFO] - [E:91| 1100]: Train Loss:0.0015503, Val MRR:0.40849, icews14
2023-05-11 09:09:37,561 - [INFO] - [E:91| 1200]: Train Loss:0.0015505, Val MRR:0.40849, icews14
2023-05-11 09:10:30,995 - [INFO] - [E:91| 1300]: Train Loss:0.0015507, Val MRR:0.40849, icews14
2023-05-11 09:11:14,073 - [INFO] - [E:91| 1400]: Train Loss:0.0015506, Val MRR:0.40849, icews14
2023-05-11 09:12:07,398 - [INFO] - [E:91| 1500]: Train Loss:0.0015506, Val MRR:0.40849, icews14
2023-05-11 09:13:00,580 - [INFO] - [E:91| 1600]: Train Loss:0.0015508, Val MRR:0.40849, icews14
2023-05-11 09:13:53,369 - [INFO] - [E:91| 1700]: Train Loss:0.0015508, Val MRR:0.40849, icews14
2023-05-11 09:14:46,590 - [INFO] - [E:91| 1800]: Train Loss:0.0015508, Val MRR:0.40849, icews14
2023-05-11 09:15:40,774 - [INFO] - [E:91| 1900]: Train Loss:0.001551, Val MRR:0.40849, icews14
2023-05-11 09:16:02,971 - [INFO] - [Epoch:91]: Training Loss:0.001551
2023-05-11 09:16:03,103 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 09:16:22,394 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 09:16:27,875 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 09:16:46,829 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 09:16:52,034 - [INFO] - [Evaluating Epoch 91 valid]:
MRR: Tail : 0.43731, Head : 0.38099, Avg : 0.40915
2023-05-11 09:16:53,291 - [INFO] - [Epoch 91]: Training Loss: 0.0015509, Valid MRR: 0.40915,
2023-05-11 09:16:54,025 - [INFO] - [E:92| 0]: Train Loss:0.0015287, Val MRR:0.40915, icews14
2023-05-11 09:17:47,661 - [INFO] - [E:92| 100]: Train Loss:0.0015463, Val MRR:0.40915, icews14
2023-05-11 09:18:41,511 - [INFO] - [E:92| 200]: Train Loss:0.0015451, Val MRR:0.40915, icews14
2023-05-11 09:19:35,183 - [INFO] - [E:92| 300]: Train Loss:0.0015469, Val MRR:0.40915, icews14
2023-05-11 09:20:17,691 - [INFO] - [E:92| 400]: Train Loss:0.0015483, Val MRR:0.40915, icews14
2023-05-11 09:21:11,012 - [INFO] - [E:92| 500]: Train Loss:0.0015486, Val MRR:0.40915, icews14
2023-05-11 09:22:04,961 - [INFO] - [E:92| 600]: Train Loss:0.0015492, Val MRR:0.40915, icews14
2023-05-11 09:22:57,982 - [INFO] - [E:92| 700]: Train Loss:0.0015494, Val MRR:0.40915, icews14
2023-05-11 09:23:52,314 - [INFO] - [E:92| 800]: Train Loss:0.0015494, Val MRR:0.40915, icews14
2023-05-11 09:24:45,984 - [INFO] - [E:92| 900]: Train Loss:0.0015491, Val MRR:0.40915, icews14
2023-05-11 09:25:39,666 - [INFO] - [E:92| 1000]: Train Loss:0.0015491, Val MRR:0.40915, icews14
2023-05-11 09:26:33,557 - [INFO] - [E:92| 1100]: Train Loss:0.0015491, Val MRR:0.40915, icews14
2023-05-11 09:27:27,291 - [INFO] - [E:92| 1200]: Train Loss:0.0015493, Val MRR:0.40915, icews14
2023-05-11 09:28:19,571 - [INFO] - [E:92| 1300]: Train Loss:0.0015493, Val MRR:0.40915, icews14
2023-05-11 09:29:03,156 - [INFO] - [E:92| 1400]: Train Loss:0.0015494, Val MRR:0.40915, icews14
2023-05-11 09:29:56,844 - [INFO] - [E:92| 1500]: Train Loss:0.0015493, Val MRR:0.40915, icews14
2023-05-11 09:30:50,683 - [INFO] - [E:92| 1600]: Train Loss:0.0015495, Val MRR:0.40915, icews14
2023-05-11 09:31:44,500 - [INFO] - [E:92| 1700]: Train Loss:0.0015497, Val MRR:0.40915, icews14
2023-05-11 09:32:37,790 - [INFO] - [E:92| 1800]: Train Loss:0.0015497, Val MRR:0.40915, icews14
2023-05-11 09:33:30,203 - [INFO] - [E:92| 1900]: Train Loss:0.00155, Val MRR:0.40915, icews14
2023-05-11 09:33:51,726 - [INFO] - [Epoch:92]: Training Loss:0.00155
2023-05-11 09:33:51,882 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 09:34:10,081 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 09:34:15,401 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 09:34:33,535 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 09:34:38,403 - [INFO] - [Evaluating Epoch 92 valid]:
MRR: Tail : 0.43451, Head : 0.38088, Avg : 0.40769
2023-05-11 09:34:38,403 - [INFO] - [Epoch 92]: Training Loss: 0.0015501, Valid MRR: 0.40915,
2023-05-11 09:34:38,895 - [INFO] - [E:93| 0]: Train Loss:0.0015546, Val MRR:0.40915, icews14
2023-05-11 09:35:31,331 - [INFO] - [E:93| 100]: Train Loss:0.0015502, Val MRR:0.40915, icews14
2023-05-11 09:36:24,776 - [INFO] - [E:93| 200]: Train Loss:0.0015479, Val MRR:0.40915, icews14
2023-05-11 09:37:06,762 - [INFO] - [E:93| 300]: Train Loss:0.0015477, Val MRR:0.40915, icews14
2023-05-11 09:38:00,986 - [INFO] - [E:93| 400]: Train Loss:0.001548, Val MRR:0.40915, icews14
2023-05-11 09:38:54,505 - [INFO] - [E:93| 500]: Train Loss:0.001548, Val MRR:0.40915, icews14
2023-05-11 09:39:47,923 - [INFO] - [E:93| 600]: Train Loss:0.0015475, Val MRR:0.40915, icews14
2023-05-11 09:40:41,173 - [INFO] - [E:93| 700]: Train Loss:0.0015479, Val MRR:0.40915, icews14
2023-05-11 09:41:34,711 - [INFO] - [E:93| 800]: Train Loss:0.0015479, Val MRR:0.40915, icews14
2023-05-11 09:42:22,912 - [INFO] - [E:93| 900]: Train Loss:0.0015483, Val MRR:0.40915, icews14
2023-05-11 09:43:15,993 - [INFO] - [E:93| 1000]: Train Loss:0.0015489, Val MRR:0.40915, icews14
2023-05-11 09:44:09,466 - [INFO] - [E:93| 1100]: Train Loss:0.001549, Val MRR:0.40915, icews14
2023-05-11 09:45:03,081 - [INFO] - [E:93| 1200]: Train Loss:0.0015494, Val MRR:0.40915, icews14
2023-05-11 09:45:45,425 - [INFO] - [E:93| 1300]: Train Loss:0.0015493, Val MRR:0.40915, icews14
2023-05-11 09:46:38,373 - [INFO] - [E:93| 1400]: Train Loss:0.0015493, Val MRR:0.40915, icews14
2023-05-11 09:47:31,976 - [INFO] - [E:93| 1500]: Train Loss:0.0015494, Val MRR:0.40915, icews14
2023-05-11 09:48:25,384 - [INFO] - [E:93| 1600]: Train Loss:0.0015494, Val MRR:0.40915, icews14
2023-05-11 09:49:18,746 - [INFO] - [E:93| 1700]: Train Loss:0.0015496, Val MRR:0.40915, icews14
2023-05-11 09:50:12,412 - [INFO] - [E:93| 1800]: Train Loss:0.0015495, Val MRR:0.40915, icews14
2023-05-11 09:51:05,858 - [INFO] - [E:93| 1900]: Train Loss:0.0015495, Val MRR:0.40915, icews14
2023-05-11 09:51:27,772 - [INFO] - [Epoch:93]: Training Loss:0.001549
2023-05-11 09:51:28,046 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 09:51:47,860 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 09:51:53,527 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 09:52:12,974 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 09:52:18,661 - [INFO] - [Evaluating Epoch 93 valid]:
MRR: Tail : 0.43316, Head : 0.38006, Avg : 0.40661
2023-05-11 09:52:18,661 - [INFO] - [Epoch 93]: Training Loss: 0.0015494, Valid MRR: 0.40915,
2023-05-11 09:52:19,136 - [INFO] - [E:94| 0]: Train Loss:0.0016101, Val MRR:0.40915, icews14
2023-05-11 09:53:12,326 - [INFO] - [E:94| 100]: Train Loss:0.0015474, Val MRR:0.40915, icews14
2023-05-11 09:54:06,965 - [INFO] - [E:94| 200]: Train Loss:0.0015479, Val MRR:0.40915, icews14
2023-05-11 09:54:49,326 - [INFO] - [E:94| 300]: Train Loss:0.0015476, Val MRR:0.40915, icews14
2023-05-11 09:55:42,718 - [INFO] - [E:94| 400]: Train Loss:0.0015476, Val MRR:0.40915, icews14
2023-05-11 09:56:36,388 - [INFO] - [E:94| 500]: Train Loss:0.0015478, Val MRR:0.40915, icews14
2023-05-11 09:57:30,128 - [INFO] - [E:94| 600]: Train Loss:0.0015477, Val MRR:0.40915, icews14
2023-05-11 09:58:23,687 - [INFO] - [E:94| 700]: Train Loss:0.0015478, Val MRR:0.40915, icews14
2023-05-11 09:59:17,174 - [INFO] - [E:94| 800]: Train Loss:0.0015476, Val MRR:0.40915, icews14
2023-05-11 10:00:11,137 - [INFO] - [E:94| 900]: Train Loss:0.0015473, Val MRR:0.40915, icews14
2023-05-11 10:01:04,262 - [INFO] - [E:94| 1000]: Train Loss:0.0015471, Val MRR:0.40915, icews14
2023-05-11 10:01:58,209 - [INFO] - [E:94| 1100]: Train Loss:0.0015471, Val MRR:0.40915, icews14
2023-05-11 10:02:52,190 - [INFO] - [E:94| 1200]: Train Loss:0.0015473, Val MRR:0.40915, icews14
2023-05-11 10:03:34,278 - [INFO] - [E:94| 1300]: Train Loss:0.0015474, Val MRR:0.40915, icews14
2023-05-11 10:04:27,925 - [INFO] - [E:94| 1400]: Train Loss:0.0015476, Val MRR:0.40915, icews14
2023-05-11 10:05:21,881 - [INFO] - [E:94| 1500]: Train Loss:0.0015477, Val MRR:0.40915, icews14
2023-05-11 10:06:16,078 - [INFO] - [E:94| 1600]: Train Loss:0.0015477, Val MRR:0.40915, icews14
2023-05-11 10:07:09,214 - [INFO] - [E:94| 1700]: Train Loss:0.001548, Val MRR:0.40915, icews14
2023-05-11 10:08:02,795 - [INFO] - [E:94| 1800]: Train Loss:0.0015481, Val MRR:0.40915, icews14
2023-05-11 10:08:56,629 - [INFO] - [E:94| 1900]: Train Loss:0.0015481, Val MRR:0.40915, icews14
2023-05-11 10:09:19,022 - [INFO] - [Epoch:94]: Training Loss:0.001548
2023-05-11 10:09:19,294 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 10:09:38,806 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 10:09:44,340 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 10:10:03,563 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 10:10:09,216 - [INFO] - [Evaluating Epoch 94 valid]:
MRR: Tail : 0.43527, Head : 0.38043, Avg : 0.40785
2023-05-11 10:10:09,216 - [INFO] - [Epoch 94]: Training Loss: 0.0015482, Valid MRR: 0.40915,
2023-05-11 10:10:09,708 - [INFO] - [E:95| 0]: Train Loss:0.0015273, Val MRR:0.40915, icews14
2023-05-11 10:11:03,408 - [INFO] - [E:95| 100]: Train Loss:0.0015468, Val MRR:0.40915, icews14
2023-05-11 10:11:48,993 - [INFO] - [E:95| 200]: Train Loss:0.0015469, Val MRR:0.40915, icews14
2023-05-11 10:12:39,935 - [INFO] - [E:95| 300]: Train Loss:0.0015478, Val MRR:0.40915, icews14
2023-05-11 10:13:33,531 - [INFO] - [E:95| 400]: Train Loss:0.0015474, Val MRR:0.40915, icews14
2023-05-11 10:14:27,001 - [INFO] - [E:95| 500]: Train Loss:0.0015472, Val MRR:0.40915, icews14
2023-05-11 10:15:20,731 - [INFO] - [E:95| 600]: Train Loss:0.0015472, Val MRR:0.40915, icews14
2023-05-11 10:16:14,317 - [INFO] - [E:95| 700]: Train Loss:0.001547, Val MRR:0.40915, icews14
2023-05-11 10:17:08,340 - [INFO] - [E:95| 800]: Train Loss:0.001547, Val MRR:0.40915, icews14
2023-05-11 10:18:01,541 - [INFO] - [E:95| 900]: Train Loss:0.001547, Val MRR:0.40915, icews14
2023-05-11 10:18:55,062 - [INFO] - [E:95| 1000]: Train Loss:0.0015468, Val MRR:0.40915, icews14
2023-05-11 10:19:48,505 - [INFO] - [E:95| 1100]: Train Loss:0.0015468, Val MRR:0.40915, icews14
2023-05-11 10:20:32,824 - [INFO] - [E:95| 1200]: Train Loss:0.0015471, Val MRR:0.40915, icews14
2023-05-11 10:21:23,829 - [INFO] - [E:95| 1300]: Train Loss:0.0015469, Val MRR:0.40915, icews14
2023-05-11 10:22:17,499 - [INFO] - [E:95| 1400]: Train Loss:0.0015472, Val MRR:0.40915, icews14
2023-05-11 10:23:11,481 - [INFO] - [E:95| 1500]: Train Loss:0.0015472, Val MRR:0.40915, icews14
2023-05-11 10:24:05,145 - [INFO] - [E:95| 1600]: Train Loss:0.0015474, Val MRR:0.40915, icews14
2023-05-11 10:24:59,058 - [INFO] - [E:95| 1700]: Train Loss:0.0015474, Val MRR:0.40915, icews14
2023-05-11 10:25:52,456 - [INFO] - [E:95| 1800]: Train Loss:0.0015474, Val MRR:0.40915, icews14
2023-05-11 10:26:46,421 - [INFO] - [E:95| 1900]: Train Loss:0.0015474, Val MRR:0.40915, icews14
2023-05-11 10:27:08,695 - [INFO] - [Epoch:95]: Training Loss:0.001547
2023-05-11 10:27:08,966 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 10:27:28,650 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 10:27:34,218 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 10:27:53,969 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 10:27:59,345 - [INFO] - [Evaluating Epoch 95 valid]:
MRR: Tail : 0.4351, Head : 0.38637, Avg : 0.41074
2023-05-11 10:28:00,682 - [INFO] - [Epoch 95]: Training Loss: 0.0015474, Valid MRR: 0.41074,
2023-05-11 10:28:01,195 - [INFO] - [E:96| 0]: Train Loss:0.0015544, Val MRR:0.41074, icews14
2023-05-11 10:28:55,088 - [INFO] - [E:96| 100]: Train Loss:0.0015464, Val MRR:0.41074, icews14
2023-05-11 10:29:37,081 - [INFO] - [E:96| 200]: Train Loss:0.0015445, Val MRR:0.41074, icews14
2023-05-11 10:30:24,244 - [INFO] - [E:96| 300]: Train Loss:0.0015451, Val MRR:0.41074, icews14
2023-05-11 10:31:17,616 - [INFO] - [E:96| 400]: Train Loss:0.0015455, Val MRR:0.41074, icews14
2023-05-11 10:32:11,824 - [INFO] - [E:96| 500]: Train Loss:0.0015461, Val MRR:0.41074, icews14
2023-05-11 10:33:04,923 - [INFO] - [E:96| 600]: Train Loss:0.0015456, Val MRR:0.41074, icews14
2023-05-11 10:33:58,196 - [INFO] - [E:96| 700]: Train Loss:0.0015455, Val MRR:0.41074, icews14
2023-05-11 10:34:51,805 - [INFO] - [E:96| 800]: Train Loss:0.0015457, Val MRR:0.41074, icews14
2023-05-11 10:35:45,572 - [INFO] - [E:96| 900]: Train Loss:0.001546, Val MRR:0.41074, icews14
2023-05-11 10:36:39,091 - [INFO] - [E:96| 1000]: Train Loss:0.0015461, Val MRR:0.41074, icews14
2023-05-11 10:37:32,452 - [INFO] - [E:96| 1100]: Train Loss:0.0015462, Val MRR:0.41074, icews14
2023-05-11 10:38:15,079 - [INFO] - [E:96| 1200]: Train Loss:0.0015459, Val MRR:0.41074, icews14
2023-05-11 10:39:08,776 - [INFO] - [E:96| 1300]: Train Loss:0.0015461, Val MRR:0.41074, icews14
2023-05-11 10:40:01,856 - [INFO] - [E:96| 1400]: Train Loss:0.0015462, Val MRR:0.41074, icews14
2023-05-11 10:40:55,342 - [INFO] - [E:96| 1500]: Train Loss:0.0015461, Val MRR:0.41074, icews14
2023-05-11 10:41:49,142 - [INFO] - [E:96| 1600]: Train Loss:0.0015463, Val MRR:0.41074, icews14
2023-05-11 10:42:43,085 - [INFO] - [E:96| 1700]: Train Loss:0.0015463, Val MRR:0.41074, icews14
2023-05-11 10:43:36,850 - [INFO] - [E:96| 1800]: Train Loss:0.0015464, Val MRR:0.41074, icews14
2023-05-11 10:44:30,794 - [INFO] - [E:96| 1900]: Train Loss:0.0015465, Val MRR:0.41074, icews14
2023-05-11 10:44:53,054 - [INFO] - [Epoch:96]: Training Loss:0.001547
2023-05-11 10:44:53,326 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 10:45:12,966 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 10:45:18,599 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 10:45:38,134 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 10:45:43,550 - [INFO] - [Evaluating Epoch 96 valid]:
MRR: Tail : 0.43732, Head : 0.38461, Avg : 0.41096
2023-05-11 10:45:44,870 - [INFO] - [Epoch 96]: Training Loss: 0.0015466, Valid MRR: 0.41096,
2023-05-11 10:45:45,610 - [INFO] - [E:97| 0]: Train Loss:0.0015607, Val MRR:0.41096, icews14
2023-05-11 10:46:36,352 - [INFO] - [E:97| 100]: Train Loss:0.0015462, Val MRR:0.41096, icews14
2023-05-11 10:47:21,249 - [INFO] - [E:97| 200]: Train Loss:0.0015448, Val MRR:0.41096, icews14
2023-05-11 10:48:14,341 - [INFO] - [E:97| 300]: Train Loss:0.0015453, Val MRR:0.41096, icews14
2023-05-11 10:49:08,941 - [INFO] - [E:97| 400]: Train Loss:0.001545, Val MRR:0.41096, icews14
2023-05-11 10:50:02,296 - [INFO] - [E:97| 500]: Train Loss:0.001545, Val MRR:0.41096, icews14
2023-05-11 10:50:55,785 - [INFO] - [E:97| 600]: Train Loss:0.0015452, Val MRR:0.41096, icews14
2023-05-11 10:51:49,099 - [INFO] - [E:97| 700]: Train Loss:0.0015452, Val MRR:0.41096, icews14
2023-05-11 10:52:42,640 - [INFO] - [E:97| 800]: Train Loss:0.0015451, Val MRR:0.41096, icews14
2023-05-11 10:53:36,336 - [INFO] - [E:97| 900]: Train Loss:0.0015452, Val MRR:0.41096, icews14
2023-05-11 10:54:29,698 - [INFO] - [E:97| 1000]: Train Loss:0.0015453, Val MRR:0.41096, icews14
2023-05-11 10:55:19,927 - [INFO] - [E:97| 1100]: Train Loss:0.0015452, Val MRR:0.41096, icews14
2023-05-11 10:56:05,532 - [INFO] - [E:97| 1200]: Train Loss:0.0015451, Val MRR:0.41096, icews14
2023-05-11 10:56:59,168 - [INFO] - [E:97| 1300]: Train Loss:0.0015451, Val MRR:0.41096, icews14
2023-05-11 10:57:53,213 - [INFO] - [E:97| 1400]: Train Loss:0.0015452, Val MRR:0.41096, icews14
2023-05-11 10:58:46,619 - [INFO] - [E:97| 1500]: Train Loss:0.0015455, Val MRR:0.41096, icews14
2023-05-11 10:59:40,311 - [INFO] - [E:97| 1600]: Train Loss:0.0015455, Val MRR:0.41096, icews14
2023-05-11 11:00:34,482 - [INFO] - [E:97| 1700]: Train Loss:0.0015455, Val MRR:0.41096, icews14
2023-05-11 11:01:28,108 - [INFO] - [E:97| 1800]: Train Loss:0.0015457, Val MRR:0.41096, icews14
2023-05-11 11:02:22,270 - [INFO] - [E:97| 1900]: Train Loss:0.0015457, Val MRR:0.41096, icews14
2023-05-11 11:02:45,022 - [INFO] - [Epoch:97]: Training Loss:0.001546
2023-05-11 11:02:45,154 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 11:03:04,883 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 11:03:10,350 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 11:03:29,603 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 11:03:35,311 - [INFO] - [Evaluating Epoch 97 valid]:
MRR: Tail : 0.43818, Head : 0.38355, Avg : 0.41087
2023-05-11 11:03:35,312 - [INFO] - [Epoch 97]: Training Loss: 0.0015456, Valid MRR: 0.41096,
2023-05-11 11:03:35,719 - [INFO] - [E:98| 0]: Train Loss:0.0015368, Val MRR:0.41096, icews14
2023-05-11 11:04:17,662 - [INFO] - [E:98| 100]: Train Loss:0.001542, Val MRR:0.41096, icews14
2023-05-11 11:05:10,157 - [INFO] - [E:98| 200]: Train Loss:0.0015432, Val MRR:0.41096, icews14
2023-05-11 11:06:02,712 - [INFO] - [E:98| 300]: Train Loss:0.0015438, Val MRR:0.41096, icews14
2023-05-11 11:06:55,204 - [INFO] - [E:98| 400]: Train Loss:0.0015442, Val MRR:0.41096, icews14
2023-05-11 11:07:48,598 - [INFO] - [E:98| 500]: Train Loss:0.0015441, Val MRR:0.41096, icews14
2023-05-11 11:08:41,889 - [INFO] - [E:98| 600]: Train Loss:0.0015443, Val MRR:0.41096, icews14
2023-05-11 11:09:35,468 - [INFO] - [E:98| 700]: Train Loss:0.0015438, Val MRR:0.41096, icews14
2023-05-11 11:10:28,947 - [INFO] - [E:98| 800]: Train Loss:0.0015441, Val MRR:0.41096, icews14
2023-05-11 11:11:22,336 - [INFO] - [E:98| 900]: Train Loss:0.0015441, Val MRR:0.41096, icews14
2023-05-11 11:12:15,700 - [INFO] - [E:98| 1000]: Train Loss:0.0015442, Val MRR:0.41096, icews14
2023-05-11 11:12:58,596 - [INFO] - [E:98| 1100]: Train Loss:0.0015442, Val MRR:0.41096, icews14
2023-05-11 11:13:52,788 - [INFO] - [E:98| 1200]: Train Loss:0.0015443, Val MRR:0.41096, icews14
2023-05-11 11:14:46,888 - [INFO] - [E:98| 1300]: Train Loss:0.0015446, Val MRR:0.41096, icews14
2023-05-11 11:15:40,935 - [INFO] - [E:98| 1400]: Train Loss:0.0015444, Val MRR:0.41096, icews14
2023-05-11 11:16:34,583 - [INFO] - [E:98| 1500]: Train Loss:0.0015444, Val MRR:0.41096, icews14
2023-05-11 11:17:28,209 - [INFO] - [E:98| 1600]: Train Loss:0.0015446, Val MRR:0.41096, icews14
2023-05-11 11:18:15,687 - [INFO] - [E:98| 1700]: Train Loss:0.0015449, Val MRR:0.41096, icews14
2023-05-11 11:19:09,320 - [INFO] - [E:98| 1800]: Train Loss:0.0015449, Val MRR:0.41096, icews14
2023-05-11 11:20:02,543 - [INFO] - [E:98| 1900]: Train Loss:0.0015449, Val MRR:0.41096, icews14
2023-05-11 11:20:24,597 - [INFO] - [Epoch:98]: Training Loss:0.001545
2023-05-11 11:20:24,749 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 11:20:44,322 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 11:20:50,027 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 11:21:09,816 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 11:21:14,167 - [INFO] - [Evaluating Epoch 98 valid]:
MRR: Tail : 0.43865, Head : 0.38633, Avg : 0.41249
2023-05-11 11:21:15,561 - [INFO] - [Epoch 98]: Training Loss: 0.0015449, Valid MRR: 0.41249,
2023-05-11 11:21:15,907 - [INFO] - [E:99| 0]: Train Loss:0.0015339, Val MRR:0.41249, icews14
2023-05-11 11:21:59,938 - [INFO] - [E:99| 100]: Train Loss:0.0015433, Val MRR:0.41249, icews14
2023-05-11 11:22:53,409 - [INFO] - [E:99| 200]: Train Loss:0.0015424, Val MRR:0.41249, icews14
2023-05-11 11:23:46,656 - [INFO] - [E:99| 300]: Train Loss:0.0015429, Val MRR:0.41249, icews14
2023-05-11 11:24:40,265 - [INFO] - [E:99| 400]: Train Loss:0.0015431, Val MRR:0.41249, icews14
2023-05-11 11:25:33,761 - [INFO] - [E:99| 500]: Train Loss:0.001543, Val MRR:0.41249, icews14
2023-05-11 11:26:27,151 - [INFO] - [E:99| 600]: Train Loss:0.0015433, Val MRR:0.41249, icews14
2023-05-11 11:27:20,914 - [INFO] - [E:99| 700]: Train Loss:0.0015437, Val MRR:0.41249, icews14
2023-05-11 11:28:14,332 - [INFO] - [E:99| 800]: Train Loss:0.0015438, Val MRR:0.41249, icews14
2023-05-11 11:29:08,636 - [INFO] - [E:99| 900]: Train Loss:0.0015434, Val MRR:0.41249, icews14
2023-05-11 11:30:00,073 - [INFO] - [E:99| 1000]: Train Loss:0.0015437, Val MRR:0.41249, icews14
2023-05-11 11:30:44,031 - [INFO] - [E:99| 1100]: Train Loss:0.0015438, Val MRR:0.41249, icews14
2023-05-11 11:31:37,432 - [INFO] - [E:99| 1200]: Train Loss:0.0015437, Val MRR:0.41249, icews14
2023-05-11 11:32:30,811 - [INFO] - [E:99| 1300]: Train Loss:0.0015436, Val MRR:0.41249, icews14
2023-05-11 11:33:24,331 - [INFO] - [E:99| 1400]: Train Loss:0.0015436, Val MRR:0.41249, icews14
2023-05-11 11:34:18,254 - [INFO] - [E:99| 1500]: Train Loss:0.0015437, Val MRR:0.41249, icews14
2023-05-11 11:35:12,024 - [INFO] - [E:99| 1600]: Train Loss:0.0015437, Val MRR:0.41249, icews14
2023-05-11 11:36:18,497 - [INFO] - [E:99| 1700]: Train Loss:0.0015439, Val MRR:0.41249, icews14
2023-05-11 11:37:21,621 - [INFO] - [E:99| 1800]: Train Loss:0.0015441, Val MRR:0.41249, icews14
2023-05-11 11:38:17,545 - [INFO] - [E:99| 1900]: Train Loss:0.001544, Val MRR:0.41249, icews14
2023-05-11 11:38:51,928 - [INFO] - [Epoch:99]: Training Loss:0.001544
2023-05-11 11:38:52,209 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 11:39:22,311 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 11:39:30,986 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 11:39:59,443 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 11:40:06,275 - [INFO] - [Evaluating Epoch 99 valid]:
MRR: Tail : 0.43753, Head : 0.38385, Avg : 0.41069
MR: Tail : 720.4, Head : 802.64, Avg : 761.52
Hit-1: Tail : 0.34919, Head : 0.29288, Avg : 0.32103
Hit-3: Tail : 0.4855, Head : 0.42784, Avg : 0.45667
Hit-10: Tail : 0.60469, Head : 0.55735, Avg : 0.58102
2023-05-11 11:40:06,275 - [INFO] - [Epoch 99]: Training Loss: 0.001544, Valid MRR: 0.41249,
2023-05-11 11:40:07,002 - [INFO] - [E:100| 0]: Train Loss:0.0015421, Val MRR:0.41249, icews14
2023-05-11 11:41:18,754 - [INFO] - [E:100| 100]: Train Loss:0.0015426, Val MRR:0.41249, icews14
2023-05-11 11:42:12,320 - [INFO] - [E:100| 200]: Train Loss:0.0015431, Val MRR:0.41249, icews14
2023-05-11 11:43:06,086 - [INFO] - [E:100| 300]: Train Loss:0.0015417, Val MRR:0.41249, icews14
2023-05-11 11:44:00,130 - [INFO] - [E:100| 400]: Train Loss:0.0015429, Val MRR:0.41249, icews14
2023-05-11 11:44:54,233 - [INFO] - [E:100| 500]: Train Loss:0.0015425, Val MRR:0.41249, icews14
2023-05-11 11:45:48,161 - [INFO] - [E:100| 600]: Train Loss:0.0015424, Val MRR:0.41249, icews14
2023-05-11 11:46:41,858 - [INFO] - [E:100| 700]: Train Loss:0.0015422, Val MRR:0.41249, icews14
2023-05-11 11:47:36,327 - [INFO] - [E:100| 800]: Train Loss:0.0015423, Val MRR:0.41249, icews14
2023-05-11 11:48:29,944 - [INFO] - [E:100| 900]: Train Loss:0.0015424, Val MRR:0.41249, icews14
2023-05-11 11:49:15,998 - [INFO] - [E:100| 1000]: Train Loss:0.0015427, Val MRR:0.41249, icews14
2023-05-11 11:50:06,871 - [INFO] - [E:100| 1100]: Train Loss:0.0015426, Val MRR:0.41249, icews14
2023-05-11 11:51:00,778 - [INFO] - [E:100| 1200]: Train Loss:0.0015427, Val MRR:0.41249, icews14
2023-05-11 11:51:54,386 - [INFO] - [E:100| 1300]: Train Loss:0.0015425, Val MRR:0.41249, icews14
2023-05-11 11:52:48,750 - [INFO] - [E:100| 1400]: Train Loss:0.0015428, Val MRR:0.41249, icews14
2023-05-11 11:53:42,766 - [INFO] - [E:100| 1500]: Train Loss:0.0015428, Val MRR:0.41249, icews14
2023-05-11 11:54:36,513 - [INFO] - [E:100| 1600]: Train Loss:0.0015431, Val MRR:0.41249, icews14
2023-05-11 11:55:31,046 - [INFO] - [E:100| 1700]: Train Loss:0.0015432, Val MRR:0.41249, icews14
2023-05-11 11:56:24,581 - [INFO] - [E:100| 1800]: Train Loss:0.0015434, Val MRR:0.41249, icews14
2023-05-11 11:57:18,444 - [INFO] - [E:100| 1900]: Train Loss:0.0015437, Val MRR:0.41249, icews14
2023-05-11 11:57:41,387 - [INFO] - [Epoch:100]: Training Loss:0.001544
2023-05-11 11:57:41,551 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 11:57:55,749 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 11:57:58,883 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 11:58:11,175 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 11:58:16,602 - [INFO] - [Evaluating Epoch 100 valid]:
MRR: Tail : 0.43459, Head : 0.38311, Avg : 0.40885
2023-05-11 11:58:16,603 - [INFO] - [Epoch 100]: Training Loss: 0.0015436, Valid MRR: 0.41249,
2023-05-11 11:58:17,110 - [INFO] - [E:101| 0]: Train Loss:0.0015766, Val MRR:0.41249, icews14
2023-05-11 11:59:10,941 - [INFO] - [E:101| 100]: Train Loss:0.0015409, Val MRR:0.41249, icews14
2023-05-11 12:00:04,992 - [INFO] - [E:101| 200]: Train Loss:0.0015406, Val MRR:0.41249, icews14
2023-05-11 12:00:59,272 - [INFO] - [E:101| 300]: Train Loss:0.0015423, Val MRR:0.41249, icews14
2023-05-11 12:01:53,236 - [INFO] - [E:101| 400]: Train Loss:0.0015429, Val MRR:0.41249, icews14
2023-05-11 12:02:47,119 - [INFO] - [E:101| 500]: Train Loss:0.0015427, Val MRR:0.41249, icews14
2023-05-11 12:03:41,346 - [INFO] - [E:101| 600]: Train Loss:0.001543, Val MRR:0.41249, icews14
2023-05-11 12:04:35,895 - [INFO] - [E:101| 700]: Train Loss:0.0015428, Val MRR:0.41249, icews14
2023-05-11 12:05:30,047 - [INFO] - [E:101| 800]: Train Loss:0.0015427, Val MRR:0.41249, icews14
2023-05-11 12:06:23,797 - [INFO] - [E:101| 900]: Train Loss:0.0015427, Val MRR:0.41249, icews14
2023-05-11 12:07:06,202 - [INFO] - [E:101| 1000]: Train Loss:0.0015428, Val MRR:0.41249, icews14
2023-05-11 12:08:00,756 - [INFO] - [E:101| 1100]: Train Loss:0.0015428, Val MRR:0.41249, icews14
2023-05-11 12:08:49,434 - [INFO] - [E:101| 1200]: Train Loss:0.0015429, Val MRR:0.41249, icews14
2023-05-11 12:09:43,089 - [INFO] - [E:101| 1300]: Train Loss:0.0015429, Val MRR:0.41249, icews14
2023-05-11 12:10:37,355 - [INFO] - [E:101| 1400]: Train Loss:0.0015426, Val MRR:0.41249, icews14
2023-05-11 12:11:31,633 - [INFO] - [E:101| 1500]: Train Loss:0.0015428, Val MRR:0.41249, icews14
2023-05-11 12:12:25,304 - [INFO] - [E:101| 1600]: Train Loss:0.0015427, Val MRR:0.41249, icews14
2023-05-11 12:13:19,057 - [INFO] - [E:101| 1700]: Train Loss:0.0015426, Val MRR:0.41249, icews14
2023-05-11 12:14:12,752 - [INFO] - [E:101| 1800]: Train Loss:0.0015427, Val MRR:0.41249, icews14
2023-05-11 12:15:06,619 - [INFO] - [E:101| 1900]: Train Loss:0.0015427, Val MRR:0.41249, icews14
2023-05-11 12:15:29,294 - [INFO] - [Epoch:101]: Training Loss:0.001543
2023-05-11 12:15:29,447 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 12:15:41,626 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 12:15:44,763 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 12:15:59,068 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 12:16:04,442 - [INFO] - [Evaluating Epoch 101 valid]:
MRR: Tail : 0.44124, Head : 0.39064, Avg : 0.41594
2023-05-11 12:16:05,672 - [INFO] - [Epoch 101]: Training Loss: 0.0015428, Valid MRR: 0.41594,
2023-05-11 12:16:06,412 - [INFO] - [E:102| 0]: Train Loss:0.0015585, Val MRR:0.41594, icews14
2023-05-11 12:17:00,390 - [INFO] - [E:102| 100]: Train Loss:0.0015394, Val MRR:0.41594, icews14
2023-05-11 12:17:54,439 - [INFO] - [E:102| 200]: Train Loss:0.0015402, Val MRR:0.41594, icews14
2023-05-11 12:18:48,790 - [INFO] - [E:102| 300]: Train Loss:0.0015402, Val MRR:0.41594, icews14
2023-05-11 12:19:42,859 - [INFO] - [E:102| 400]: Train Loss:0.00154, Val MRR:0.41594, icews14
2023-05-11 12:20:36,789 - [INFO] - [E:102| 500]: Train Loss:0.0015402, Val MRR:0.41594, icews14
2023-05-11 12:21:31,175 - [INFO] - [E:102| 600]: Train Loss:0.0015405, Val MRR:0.41594, icews14
2023-05-11 12:22:24,880 - [INFO] - [E:102| 700]: Train Loss:0.0015406, Val MRR:0.41594, icews14
2023-05-11 12:23:18,764 - [INFO] - [E:102| 800]: Train Loss:0.0015409, Val MRR:0.41594, icews14
2023-05-11 12:24:13,336 - [INFO] - [E:102| 900]: Train Loss:0.0015416, Val MRR:0.41594, icews14
2023-05-11 12:24:55,098 - [INFO] - [E:102| 1000]: Train Loss:0.0015415, Val MRR:0.41594, icews14
2023-05-11 12:25:49,480 - [INFO] - [E:102| 1100]: Train Loss:0.0015418, Val MRR:0.41594, icews14
2023-05-11 12:26:43,364 - [INFO] - [E:102| 1200]: Train Loss:0.0015417, Val MRR:0.41594, icews14
2023-05-11 12:27:37,013 - [INFO] - [E:102| 1300]: Train Loss:0.0015418, Val MRR:0.41594, icews14
2023-05-11 12:28:30,910 - [INFO] - [E:102| 1400]: Train Loss:0.0015418, Val MRR:0.41594, icews14
2023-05-11 12:29:24,987 - [INFO] - [E:102| 1500]: Train Loss:0.0015419, Val MRR:0.41594, icews14
2023-05-11 12:30:19,020 - [INFO] - [E:102| 1600]: Train Loss:0.001542, Val MRR:0.41594, icews14
2023-05-11 12:31:13,075 - [INFO] - [E:102| 1700]: Train Loss:0.0015421, Val MRR:0.41594, icews14
2023-05-11 12:32:06,705 - [INFO] - [E:102| 1800]: Train Loss:0.0015422, Val MRR:0.41594, icews14
2023-05-11 12:33:00,556 - [INFO] - [E:102| 1900]: Train Loss:0.0015422, Val MRR:0.41594, icews14
2023-05-11 12:33:17,709 - [INFO] - [Epoch:102]: Training Loss:0.001542
2023-05-11 12:33:17,821 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 12:33:29,482 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 12:33:35,030 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 12:33:54,632 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 12:33:59,960 - [INFO] - [Evaluating Epoch 102 valid]:
MRR: Tail : 0.43697, Head : 0.38873, Avg : 0.41285
2023-05-11 12:33:59,960 - [INFO] - [Epoch 102]: Training Loss: 0.0015422, Valid MRR: 0.41594,
2023-05-11 12:34:00,558 - [INFO] - [E:103| 0]: Train Loss:0.0015525, Val MRR:0.41594, icews14
2023-05-11 12:34:54,911 - [INFO] - [E:103| 100]: Train Loss:0.0015404, Val MRR:0.41594, icews14
2023-05-11 12:35:49,105 - [INFO] - [E:103| 200]: Train Loss:0.0015411, Val MRR:0.41594, icews14
2023-05-11 12:36:41,785 - [INFO] - [E:103| 300]: Train Loss:0.0015415, Val MRR:0.41594, icews14
2023-05-11 12:37:34,240 - [INFO] - [E:103| 400]: Train Loss:0.0015411, Val MRR:0.41594, icews14
2023-05-11 12:38:26,714 - [INFO] - [E:103| 500]: Train Loss:0.0015406, Val MRR:0.41594, icews14
2023-05-11 12:39:20,486 - [INFO] - [E:103| 600]: Train Loss:0.001541, Val MRR:0.41594, icews14
2023-05-11 12:40:14,179 - [INFO] - [E:103| 700]: Train Loss:0.0015411, Val MRR:0.41594, icews14
2023-05-11 12:41:08,683 - [INFO] - [E:103| 800]: Train Loss:0.0015413, Val MRR:0.41594, icews14
2023-05-11 12:41:56,086 - [INFO] - [E:103| 900]: Train Loss:0.0015414, Val MRR:0.41594, icews14
2023-05-11 12:42:44,833 - [INFO] - [E:103| 1000]: Train Loss:0.0015415, Val MRR:0.41594, icews14
2023-05-11 12:43:38,502 - [INFO] - [E:103| 1100]: Train Loss:0.0015415, Val MRR:0.41594, icews14
2023-05-11 12:44:32,979 - [INFO] - [E:103| 1200]: Train Loss:0.0015417, Val MRR:0.41594, icews14
2023-05-11 12:45:27,128 - [INFO] - [E:103| 1300]: Train Loss:0.0015417, Val MRR:0.41594, icews14
2023-05-11 12:46:20,788 - [INFO] - [E:103| 1400]: Train Loss:0.0015415, Val MRR:0.41594, icews14
2023-05-11 12:47:14,165 - [INFO] - [E:103| 1500]: Train Loss:0.0015417, Val MRR:0.41594, icews14
2023-05-11 12:48:08,120 - [INFO] - [E:103| 1600]: Train Loss:0.0015417, Val MRR:0.41594, icews14
2023-05-11 12:49:02,038 - [INFO] - [E:103| 1700]: Train Loss:0.0015416, Val MRR:0.41594, icews14
2023-05-11 12:49:56,000 - [INFO] - [E:103| 1800]: Train Loss:0.0015416, Val MRR:0.41594, icews14
2023-05-11 12:50:43,617 - [INFO] - [E:103| 1900]: Train Loss:0.0015416, Val MRR:0.41594, icews14
2023-05-11 12:51:00,204 - [INFO] - [Epoch:103]: Training Loss:0.001542
2023-05-11 12:51:00,477 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 12:51:19,887 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 12:51:25,538 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 12:51:44,962 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 12:51:50,208 - [INFO] - [Evaluating Epoch 103 valid]:
MRR: Tail : 0.44203, Head : 0.38927, Avg : 0.41565
2023-05-11 12:51:50,209 - [INFO] - [Epoch 103]: Training Loss: 0.0015417, Valid MRR: 0.41594,
2023-05-11 12:51:50,958 - [INFO] - [E:104| 0]: Train Loss:0.0015423, Val MRR:0.41594, icews14
2023-05-11 12:52:44,700 - [INFO] - [E:104| 100]: Train Loss:0.001539, Val MRR:0.41594, icews14
2023-05-11 12:53:38,601 - [INFO] - [E:104| 200]: Train Loss:0.0015403, Val MRR:0.41594, icews14
2023-05-11 12:54:32,538 - [INFO] - [E:104| 300]: Train Loss:0.0015388, Val MRR:0.41594, icews14
2023-05-11 12:55:26,534 - [INFO] - [E:104| 400]: Train Loss:0.0015389, Val MRR:0.41594, icews14
2023-05-11 12:56:20,229 - [INFO] - [E:104| 500]: Train Loss:0.0015393, Val MRR:0.41594, icews14
2023-05-11 12:57:08,705 - [INFO] - [E:104| 600]: Train Loss:0.0015393, Val MRR:0.41594, icews14
2023-05-11 12:58:03,391 - [INFO] - [E:104| 700]: Train Loss:0.0015393, Val MRR:0.41594, icews14
2023-05-11 12:58:57,591 - [INFO] - [E:104| 800]: Train Loss:0.0015394, Val MRR:0.41594, icews14
2023-05-11 12:59:43,201 - [INFO] - [E:104| 900]: Train Loss:0.0015397, Val MRR:0.41594, icews14
2023-05-11 13:00:33,923 - [INFO] - [E:104| 1000]: Train Loss:0.0015398, Val MRR:0.41594, icews14
2023-05-11 13:01:28,482 - [INFO] - [E:104| 1100]: Train Loss:0.00154, Val MRR:0.41594, icews14
2023-05-11 13:02:22,524 - [INFO] - [E:104| 1200]: Train Loss:0.0015403, Val MRR:0.41594, icews14
2023-05-11 13:03:16,438 - [INFO] - [E:104| 1300]: Train Loss:0.0015405, Val MRR:0.41594, icews14
2023-05-11 13:04:10,622 - [INFO] - [E:104| 1400]: Train Loss:0.0015405, Val MRR:0.41594, icews14
2023-05-11 13:05:03,301 - [INFO] - [E:104| 1500]: Train Loss:0.0015408, Val MRR:0.41594, icews14
2023-05-11 13:05:55,496 - [INFO] - [E:104| 1600]: Train Loss:0.0015408, Val MRR:0.41594, icews14
2023-05-11 13:06:47,406 - [INFO] - [E:104| 1700]: Train Loss:0.0015407, Val MRR:0.41594, icews14
2023-05-11 13:07:39,210 - [INFO] - [E:104| 1800]: Train Loss:0.0015409, Val MRR:0.41594, icews14
2023-05-11 13:08:20,643 - [INFO] - [E:104| 1900]: Train Loss:0.0015407, Val MRR:0.41594, icews14
2023-05-11 13:08:42,863 - [INFO] - [Epoch:104]: Training Loss:0.001541
2023-05-11 13:08:43,137 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 13:09:02,115 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 13:09:07,570 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 13:09:26,824 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 13:09:32,116 - [INFO] - [Evaluating Epoch 104 valid]:
MRR: Tail : 0.4364, Head : 0.38453, Avg : 0.41047
2023-05-11 13:09:32,117 - [INFO] - [Epoch 104]: Training Loss: 0.0015407, Valid MRR: 0.41594,
2023-05-11 13:09:32,631 - [INFO] - [E:105| 0]: Train Loss:0.0015152, Val MRR:0.41594, icews14
2023-05-11 13:10:26,078 - [INFO] - [E:105| 100]: Train Loss:0.0015394, Val MRR:0.41594, icews14
2023-05-11 13:11:19,539 - [INFO] - [E:105| 200]: Train Loss:0.0015402, Val MRR:0.41594, icews14
2023-05-11 13:12:12,633 - [INFO] - [E:105| 300]: Train Loss:0.0015398, Val MRR:0.41594, icews14
2023-05-11 13:13:05,622 - [INFO] - [E:105| 400]: Train Loss:0.0015401, Val MRR:0.41594, icews14
2023-05-11 13:13:58,878 - [INFO] - [E:105| 500]: Train Loss:0.0015402, Val MRR:0.41594, icews14
2023-05-11 13:14:51,917 - [INFO] - [E:105| 600]: Train Loss:0.0015402, Val MRR:0.41594, icews14
2023-05-11 13:15:44,915 - [INFO] - [E:105| 700]: Train Loss:0.0015403, Val MRR:0.41594, icews14
2023-05-11 13:16:30,257 - [INFO] - [E:105| 800]: Train Loss:0.00154, Val MRR:0.41594, icews14
2023-05-11 13:17:19,736 - [INFO] - [E:105| 900]: Train Loss:0.0015402, Val MRR:0.41594, icews14
2023-05-11 13:18:12,474 - [INFO] - [E:105| 1000]: Train Loss:0.0015403, Val MRR:0.41594, icews14
2023-05-11 13:19:05,401 - [INFO] - [E:105| 1100]: Train Loss:0.00154, Val MRR:0.41594, icews14
2023-05-11 13:19:58,633 - [INFO] - [E:105| 1200]: Train Loss:0.00154, Val MRR:0.41594, icews14
2023-05-11 13:20:51,617 - [INFO] - [E:105| 1300]: Train Loss:0.0015399, Val MRR:0.41594, icews14
2023-05-11 13:21:44,315 - [INFO] - [E:105| 1400]: Train Loss:0.00154, Val MRR:0.41594, icews14
2023-05-11 13:22:37,261 - [INFO] - [E:105| 1500]: Train Loss:0.00154, Val MRR:0.41594, icews14
2023-05-11 13:23:30,305 - [INFO] - [E:105| 1600]: Train Loss:0.0015399, Val MRR:0.41594, icews14
2023-05-11 13:24:23,416 - [INFO] - [E:105| 1700]: Train Loss:0.0015401, Val MRR:0.41594, icews14
2023-05-11 13:25:05,456 - [INFO] - [E:105| 1800]: Train Loss:0.0015403, Val MRR:0.41594, icews14
2023-05-11 13:25:58,314 - [INFO] - [E:105| 1900]: Train Loss:0.0015403, Val MRR:0.41594, icews14
2023-05-11 13:26:20,517 - [INFO] - [Epoch:105]: Training Loss:0.00154
2023-05-11 13:26:20,650 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 13:26:39,498 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 13:26:44,889 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 13:27:03,852 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 13:27:09,231 - [INFO] - [Evaluating Epoch 105 valid]:
MRR: Tail : 0.43959, Head : 0.38806, Avg : 0.41383
2023-05-11 13:27:09,231 - [INFO] - [Epoch 105]: Training Loss: 0.0015404, Valid MRR: 0.41594,
2023-05-11 13:27:09,733 - [INFO] - [E:106| 0]: Train Loss:0.0015646, Val MRR:0.41594, icews14
2023-05-11 13:28:02,610 - [INFO] - [E:106| 100]: Train Loss:0.0015401, Val MRR:0.41594, icews14
2023-05-11 13:28:55,563 - [INFO] - [E:106| 200]: Train Loss:0.0015388, Val MRR:0.41594, icews14
2023-05-11 13:29:48,669 - [INFO] - [E:106| 300]: Train Loss:0.0015397, Val MRR:0.41594, icews14
2023-05-11 13:30:41,805 - [INFO] - [E:106| 400]: Train Loss:0.0015394, Val MRR:0.41594, icews14
2023-05-11 13:31:34,614 - [INFO] - [E:106| 500]: Train Loss:0.0015394, Val MRR:0.41594, icews14
2023-05-11 13:32:27,547 - [INFO] - [E:106| 600]: Train Loss:0.0015392, Val MRR:0.41594, icews14
2023-05-11 13:33:11,364 - [INFO] - [E:106| 700]: Train Loss:0.0015394, Val MRR:0.41594, icews14
2023-05-11 13:34:02,923 - [INFO] - [E:106| 800]: Train Loss:0.0015397, Val MRR:0.41594, icews14
2023-05-11 13:34:55,799 - [INFO] - [E:106| 900]: Train Loss:0.0015394, Val MRR:0.41594, icews14
2023-05-11 13:35:48,457 - [INFO] - [E:106| 1000]: Train Loss:0.0015392, Val MRR:0.41594, icews14
2023-05-11 13:36:41,549 - [INFO] - [E:106| 1100]: Train Loss:0.0015392, Val MRR:0.41594, icews14
2023-05-11 13:37:34,625 - [INFO] - [E:106| 1200]: Train Loss:0.0015395, Val MRR:0.41594, icews14
2023-05-11 13:38:27,662 - [INFO] - [E:106| 1300]: Train Loss:0.0015394, Val MRR:0.41594, icews14
2023-05-11 13:39:20,629 - [INFO] - [E:106| 1400]: Train Loss:0.0015393, Val MRR:0.41594, icews14
2023-05-11 13:40:13,613 - [INFO] - [E:106| 1500]: Train Loss:0.0015395, Val MRR:0.41594, icews14
2023-05-11 13:41:06,381 - [INFO] - [E:106| 1600]: Train Loss:0.0015395, Val MRR:0.41594, icews14
2023-05-11 13:41:48,449 - [INFO] - [E:106| 1700]: Train Loss:0.0015396, Val MRR:0.41594, icews14
2023-05-11 13:42:40,875 - [INFO] - [E:106| 1800]: Train Loss:0.0015396, Val MRR:0.41594, icews14
2023-05-11 13:43:26,985 - [INFO] - [E:106| 1900]: Train Loss:0.0015397, Val MRR:0.41594, icews14
2023-05-11 13:43:49,277 - [INFO] - [Epoch:106]: Training Loss:0.00154
2023-05-11 13:43:49,545 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 13:44:08,467 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 13:44:13,867 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 13:44:32,883 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 13:44:38,152 - [INFO] - [Evaluating Epoch 106 valid]:
MRR: Tail : 0.44416, Head : 0.38757, Avg : 0.41587
2023-05-11 13:44:38,152 - [INFO] - [Epoch 106]: Training Loss: 0.0015398, Valid MRR: 0.41594,
2023-05-11 13:44:38,782 - [INFO] - [E:107| 0]: Train Loss:0.0015291, Val MRR:0.41594, icews14
2023-05-11 13:45:31,643 - [INFO] - [E:107| 100]: Train Loss:0.0015366, Val MRR:0.41594, icews14
2023-05-11 13:46:24,745 - [INFO] - [E:107| 200]: Train Loss:0.0015368, Val MRR:0.41594, icews14
2023-05-11 13:47:17,684 - [INFO] - [E:107| 300]: Train Loss:0.0015375, Val MRR:0.41594, icews14
2023-05-11 13:48:10,742 - [INFO] - [E:107| 400]: Train Loss:0.0015381, Val MRR:0.41594, icews14
2023-05-11 13:49:03,797 - [INFO] - [E:107| 500]: Train Loss:0.0015385, Val MRR:0.41594, icews14
2023-05-11 13:49:51,846 - [INFO] - [E:107| 600]: Train Loss:0.0015379, Val MRR:0.41594, icews14
2023-05-11 13:50:39,643 - [INFO] - [E:107| 700]: Train Loss:0.0015379, Val MRR:0.41594, icews14
2023-05-11 13:51:32,695 - [INFO] - [E:107| 800]: Train Loss:0.0015381, Val MRR:0.41594, icews14
2023-05-11 13:52:25,259 - [INFO] - [E:107| 900]: Train Loss:0.0015382, Val MRR:0.41594, icews14
2023-05-11 13:53:18,069 - [INFO] - [E:107| 1000]: Train Loss:0.0015382, Val MRR:0.41594, icews14
2023-05-11 13:54:11,339 - [INFO] - [E:107| 1100]: Train Loss:0.001538, Val MRR:0.41594, icews14
2023-05-11 13:55:04,350 - [INFO] - [E:107| 1200]: Train Loss:0.0015381, Val MRR:0.41594, icews14
2023-05-11 13:55:57,116 - [INFO] - [E:107| 1300]: Train Loss:0.0015381, Val MRR:0.41594, icews14
2023-05-11 13:56:50,210 - [INFO] - [E:107| 1400]: Train Loss:0.0015382, Val MRR:0.41594, icews14
2023-05-11 13:57:43,197 - [INFO] - [E:107| 1500]: Train Loss:0.0015383, Val MRR:0.41594, icews14
2023-05-11 13:58:25,538 - [INFO] - [E:107| 1600]: Train Loss:0.0015384, Val MRR:0.41594, icews14
2023-05-11 13:59:18,312 - [INFO] - [E:107| 1700]: Train Loss:0.0015386, Val MRR:0.41594, icews14
2023-05-11 14:00:10,944 - [INFO] - [E:107| 1800]: Train Loss:0.0015385, Val MRR:0.41594, icews14
2023-05-11 14:01:03,960 - [INFO] - [E:107| 1900]: Train Loss:0.0015387, Val MRR:0.41594, icews14
2023-05-11 14:01:25,829 - [INFO] - [Epoch:107]: Training Loss:0.001539
2023-05-11 14:01:25,988 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 14:01:44,739 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 14:01:50,188 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 14:02:09,000 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 14:02:14,216 - [INFO] - [Evaluating Epoch 107 valid]:
MRR: Tail : 0.43958, Head : 0.38624, Avg : 0.41291
2023-05-11 14:02:14,216 - [INFO] - [Epoch 107]: Training Loss: 0.0015387, Valid MRR: 0.41594,
2023-05-11 14:02:14,850 - [INFO] - [E:108| 0]: Train Loss:0.0015498, Val MRR:0.41594, icews14
2023-05-11 14:03:07,859 - [INFO] - [E:108| 100]: Train Loss:0.001541, Val MRR:0.41594, icews14
2023-05-11 14:04:00,789 - [INFO] - [E:108| 200]: Train Loss:0.001538, Val MRR:0.41594, icews14
2023-05-11 14:04:53,704 - [INFO] - [E:108| 300]: Train Loss:0.0015378, Val MRR:0.41594, icews14
2023-05-11 14:05:46,724 - [INFO] - [E:108| 400]: Train Loss:0.0015377, Val MRR:0.41594, icews14
2023-05-11 14:06:32,670 - [INFO] - [E:108| 500]: Train Loss:0.0015376, Val MRR:0.41594, icews14
2023-05-11 14:07:22,019 - [INFO] - [E:108| 600]: Train Loss:0.0015378, Val MRR:0.41594, icews14
2023-05-11 14:08:14,989 - [INFO] - [E:108| 700]: Train Loss:0.0015378, Val MRR:0.41594, icews14
2023-05-11 14:09:07,716 - [INFO] - [E:108| 800]: Train Loss:0.001538, Val MRR:0.41594, icews14
2023-05-11 14:10:00,445 - [INFO] - [E:108| 900]: Train Loss:0.0015381, Val MRR:0.41594, icews14
2023-05-11 14:10:53,037 - [INFO] - [E:108| 1000]: Train Loss:0.0015382, Val MRR:0.41594, icews14
2023-05-11 14:11:45,857 - [INFO] - [E:108| 1100]: Train Loss:0.0015382, Val MRR:0.41594, icews14
2023-05-11 14:12:38,671 - [INFO] - [E:108| 1200]: Train Loss:0.001538, Val MRR:0.41594, icews14
2023-05-11 14:13:31,678 - [INFO] - [E:108| 1300]: Train Loss:0.0015382, Val MRR:0.41594, icews14
2023-05-11 14:14:24,869 - [INFO] - [E:108| 1400]: Train Loss:0.0015382, Val MRR:0.41594, icews14
2023-05-11 14:15:07,185 - [INFO] - [E:108| 1500]: Train Loss:0.0015381, Val MRR:0.41594, icews14
2023-05-11 14:15:59,367 - [INFO] - [E:108| 1600]: Train Loss:0.0015381, Val MRR:0.41594, icews14
2023-05-11 14:16:52,010 - [INFO] - [E:108| 1700]: Train Loss:0.0015383, Val MRR:0.41594, icews14
2023-05-11 14:17:44,989 - [INFO] - [E:108| 1800]: Train Loss:0.0015384, Val MRR:0.41594, icews14
2023-05-11 14:18:37,939 - [INFO] - [E:108| 1900]: Train Loss:0.0015384, Val MRR:0.41594, icews14
2023-05-11 14:18:59,751 - [INFO] - [Epoch:108]: Training Loss:0.001538
2023-05-11 14:18:59,909 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 14:19:19,213 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 14:19:24,812 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 14:19:44,135 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 14:19:49,479 - [INFO] - [Evaluating Epoch 108 valid]:
MRR: Tail : 0.4391, Head : 0.38866, Avg : 0.41388
2023-05-11 14:19:49,479 - [INFO] - [Epoch 108]: Training Loss: 0.0015384, Valid MRR: 0.41594,
2023-05-11 14:19:49,886 - [INFO] - [E:109| 0]: Train Loss:0.0015155, Val MRR:0.41594, icews14
2023-05-11 14:20:43,181 - [INFO] - [E:109| 100]: Train Loss:0.0015365, Val MRR:0.41594, icews14
2023-05-11 14:21:36,387 - [INFO] - [E:109| 200]: Train Loss:0.0015355, Val MRR:0.41594, icews14
2023-05-11 14:22:29,444 - [INFO] - [E:109| 300]: Train Loss:0.0015362, Val MRR:0.41594, icews14
2023-05-11 14:23:12,875 - [INFO] - [E:109| 400]: Train Loss:0.0015352, Val MRR:0.41594, icews14
2023-05-11 14:24:04,695 - [INFO] - [E:109| 500]: Train Loss:0.0015361, Val MRR:0.41594, icews14
2023-05-11 14:24:57,709 - [INFO] - [E:109| 600]: Train Loss:0.0015368, Val MRR:0.41594, icews14
2023-05-11 14:25:50,961 - [INFO] - [E:109| 700]: Train Loss:0.001537, Val MRR:0.41594, icews14
2023-05-11 14:26:43,549 - [INFO] - [E:109| 800]: Train Loss:0.0015368, Val MRR:0.41594, icews14
2023-05-11 14:27:36,534 - [INFO] - [E:109| 900]: Train Loss:0.0015368, Val MRR:0.41594, icews14
2023-05-11 14:28:29,432 - [INFO] - [E:109| 1000]: Train Loss:0.0015372, Val MRR:0.41594, icews14
2023-05-11 14:29:17,580 - [INFO] - [E:109| 1100]: Train Loss:0.0015372, Val MRR:0.41594, icews14
2023-05-11 14:30:10,720 - [INFO] - [E:109| 1200]: Train Loss:0.0015373, Val MRR:0.41594, icews14
2023-05-11 14:31:03,701 - [INFO] - [E:109| 1300]: Train Loss:0.0015371, Val MRR:0.41594, icews14
2023-05-11 14:31:46,275 - [INFO] - [E:109| 1400]: Train Loss:0.0015374, Val MRR:0.41594, icews14
2023-05-11 14:32:39,206 - [INFO] - [E:109| 1500]: Train Loss:0.0015376, Val MRR:0.41594, icews14
2023-05-11 14:33:32,239 - [INFO] - [E:109| 1600]: Train Loss:0.0015378, Val MRR:0.41594, icews14
2023-05-11 14:34:25,313 - [INFO] - [E:109| 1700]: Train Loss:0.0015378, Val MRR:0.41594, icews14
2023-05-11 14:35:18,475 - [INFO] - [E:109| 1800]: Train Loss:0.0015378, Val MRR:0.41594, icews14
2023-05-11 14:36:11,631 - [INFO] - [E:109| 1900]: Train Loss:0.0015379, Val MRR:0.41594, icews14
2023-05-11 14:36:33,644 - [INFO] - [Epoch:109]: Training Loss:0.001538
2023-05-11 14:36:33,799 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 14:36:52,900 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 14:36:58,406 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 14:37:17,576 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 14:37:22,908 - [INFO] - [Evaluating Epoch 109 valid]:
MRR: Tail : 0.43834, Head : 0.38727, Avg : 0.41281
MR: Tail : 685.73, Head : 773.7, Avg : 729.71
Hit-1: Tail : 0.34774, Head : 0.29955, Avg : 0.32364
Hit-3: Tail : 0.48756, Head : 0.42687, Avg : 0.45722
Hit-10: Tail : 0.60638, Head : 0.56318, Avg : 0.58478
2023-05-11 14:37:22,908 - [INFO] - [Epoch 109]: Training Loss: 0.0015379, Valid MRR: 0.41594,
2023-05-11 14:37:23,327 - [INFO] - [E:110| 0]: Train Loss:0.0015404, Val MRR:0.41594, icews14
2023-05-11 14:38:16,376 - [INFO] - [E:110| 100]: Train Loss:0.0015349, Val MRR:0.41594, icews14
2023-05-11 14:39:09,482 - [INFO] - [E:110| 200]: Train Loss:0.0015348, Val MRR:0.41594, icews14
2023-05-11 14:39:55,739 - [INFO] - [E:110| 300]: Train Loss:0.0015356, Val MRR:0.41594, icews14
2023-05-11 14:40:45,273 - [INFO] - [E:110| 400]: Train Loss:0.0015355, Val MRR:0.41594, icews14
2023-05-11 14:41:38,300 - [INFO] - [E:110| 500]: Train Loss:0.0015358, Val MRR:0.41594, icews14
2023-05-11 14:42:31,311 - [INFO] - [E:110| 600]: Train Loss:0.0015358, Val MRR:0.41594, icews14
2023-05-11 14:43:24,294 - [INFO] - [E:110| 700]: Train Loss:0.0015363, Val MRR:0.41594, icews14
2023-05-11 14:44:16,674 - [INFO] - [E:110| 800]: Train Loss:0.0015369, Val MRR:0.41594, icews14
2023-05-11 14:45:09,647 - [INFO] - [E:110| 900]: Train Loss:0.0015369, Val MRR:0.41594, icews14
2023-05-11 14:46:02,581 - [INFO] - [E:110| 1000]: Train Loss:0.0015367, Val MRR:0.41594, icews14
2023-05-11 14:46:55,398 - [INFO] - [E:110| 1100]: Train Loss:0.0015369, Val MRR:0.41594, icews14
2023-05-11 14:47:47,884 - [INFO] - [E:110| 1200]: Train Loss:0.0015369, Val MRR:0.41594, icews14
2023-05-11 14:48:29,797 - [INFO] - [E:110| 1300]: Train Loss:0.001537, Val MRR:0.41594, icews14
2023-05-11 14:49:22,353 - [INFO] - [E:110| 1400]: Train Loss:0.001537, Val MRR:0.41594, icews14
2023-05-11 14:50:15,135 - [INFO] - [E:110| 1500]: Train Loss:0.0015371, Val MRR:0.41594, icews14
2023-05-11 14:51:07,522 - [INFO] - [E:110| 1600]: Train Loss:0.0015372, Val MRR:0.41594, icews14
2023-05-11 14:52:00,242 - [INFO] - [E:110| 1700]: Train Loss:0.0015376, Val MRR:0.41594, icews14
2023-05-11 14:52:53,142 - [INFO] - [E:110| 1800]: Train Loss:0.0015376, Val MRR:0.41594, icews14
2023-05-11 14:53:46,424 - [INFO] - [E:110| 1900]: Train Loss:0.0015375, Val MRR:0.41594, icews14
2023-05-11 14:54:08,670 - [INFO] - [Epoch:110]: Training Loss:0.001537
2023-05-11 14:54:08,822 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 14:54:27,847 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 14:54:33,342 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 14:54:52,334 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 14:54:57,552 - [INFO] - [Evaluating Epoch 110 valid]:
MRR: Tail : 0.44058, Head : 0.38748, Avg : 0.41403
2023-05-11 14:54:57,552 - [INFO] - [Epoch 110]: Training Loss: 0.0015375, Valid MRR: 0.41594,
2023-05-11 14:54:58,048 - [INFO] - [E:111| 0]: Train Loss:0.0015475, Val MRR:0.41594, icews14
2023-05-11 14:55:51,316 - [INFO] - [E:111| 100]: Train Loss:0.0015385, Val MRR:0.41594, icews14
2023-05-11 14:56:35,574 - [INFO] - [E:111| 200]: Train Loss:0.0015378, Val MRR:0.41594, icews14
2023-05-11 14:57:27,222 - [INFO] - [E:111| 300]: Train Loss:0.0015379, Val MRR:0.41594, icews14
2023-05-11 14:58:20,495 - [INFO] - [E:111| 400]: Train Loss:0.0015371, Val MRR:0.41594, icews14
2023-05-11 14:59:13,554 - [INFO] - [E:111| 500]: Train Loss:0.001537, Val MRR:0.41594, icews14
2023-05-11 15:00:06,564 - [INFO] - [E:111| 600]: Train Loss:0.001537, Val MRR:0.41594, icews14
2023-05-11 15:00:58,871 - [INFO] - [E:111| 700]: Train Loss:0.0015369, Val MRR:0.41594, icews14
2023-05-11 15:01:51,852 - [INFO] - [E:111| 800]: Train Loss:0.0015366, Val MRR:0.41594, icews14
2023-05-11 15:02:44,974 - [INFO] - [E:111| 900]: Train Loss:0.0015365, Val MRR:0.41594, icews14
2023-05-11 15:03:37,970 - [INFO] - [E:111| 1000]: Train Loss:0.0015367, Val MRR:0.41594, icews14
2023-05-11 15:04:31,355 - [INFO] - [E:111| 1100]: Train Loss:0.0015368, Val MRR:0.41594, icews14
2023-05-11 15:05:14,450 - [INFO] - [E:111| 1200]: Train Loss:0.0015366, Val MRR:0.41594, icews14
2023-05-11 15:06:07,357 - [INFO] - [E:111| 1300]: Train Loss:0.0015364, Val MRR:0.41594, icews14
2023-05-11 15:07:00,468 - [INFO] - [E:111| 1400]: Train Loss:0.0015365, Val MRR:0.41594, icews14
2023-05-11 15:07:53,683 - [INFO] - [E:111| 1500]: Train Loss:0.0015366, Val MRR:0.41594, icews14
2023-05-11 15:08:46,647 - [INFO] - [E:111| 1600]: Train Loss:0.0015367, Val MRR:0.41594, icews14
2023-05-11 15:09:39,701 - [INFO] - [E:111| 1700]: Train Loss:0.0015366, Val MRR:0.41594, icews14
2023-05-11 15:10:32,996 - [INFO] - [E:111| 1800]: Train Loss:0.0015368, Val MRR:0.41594, icews14
2023-05-11 15:11:25,892 - [INFO] - [E:111| 1900]: Train Loss:0.0015369, Val MRR:0.41594, icews14
2023-05-11 15:11:47,804 - [INFO] - [Epoch:111]: Training Loss:0.001537
2023-05-11 15:11:47,960 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 15:12:06,921 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 15:12:12,375 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 15:12:31,265 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 15:12:36,476 - [INFO] - [Evaluating Epoch 111 valid]:
MRR: Tail : 0.43871, Head : 0.38549, Avg : 0.4121
2023-05-11 15:12:36,476 - [INFO] - [Epoch 111]: Training Loss: 0.0015369, Valid MRR: 0.41594,
2023-05-11 15:12:37,211 - [INFO] - [E:112| 0]: Train Loss:0.0015343, Val MRR:0.41594, icews14
2023-05-11 15:13:19,686 - [INFO] - [E:112| 100]: Train Loss:0.001531, Val MRR:0.41594, icews14
2023-05-11 15:14:12,872 - [INFO] - [E:112| 200]: Train Loss:0.0015342, Val MRR:0.41594, icews14
2023-05-11 15:15:05,782 - [INFO] - [E:112| 300]: Train Loss:0.0015345, Val MRR:0.41594, icews14
2023-05-11 15:15:54,061 - [INFO] - [E:112| 400]: Train Loss:0.0015347, Val MRR:0.41594, icews14
2023-05-11 15:16:47,063 - [INFO] - [E:112| 500]: Train Loss:0.0015356, Val MRR:0.41594, icews14
2023-05-11 15:17:39,829 - [INFO] - [E:112| 600]: Train Loss:0.0015357, Val MRR:0.41594, icews14
2023-05-11 15:18:32,606 - [INFO] - [E:112| 700]: Train Loss:0.0015358, Val MRR:0.41594, icews14
2023-05-11 15:19:25,510 - [INFO] - [E:112| 800]: Train Loss:0.0015365, Val MRR:0.41594, icews14
2023-05-11 15:20:18,505 - [INFO] - [E:112| 900]: Train Loss:0.0015366, Val MRR:0.41594, icews14
2023-05-11 15:21:11,704 - [INFO] - [E:112| 1000]: Train Loss:0.0015363, Val MRR:0.41594, icews14
2023-05-11 15:21:53,557 - [INFO] - [E:112| 1100]: Train Loss:0.0015363, Val MRR:0.41594, icews14
2023-05-11 15:22:46,163 - [INFO] - [E:112| 1200]: Train Loss:0.0015362, Val MRR:0.41594, icews14
2023-05-11 15:23:38,638 - [INFO] - [E:112| 1300]: Train Loss:0.0015363, Val MRR:0.41594, icews14
2023-05-11 15:24:31,104 - [INFO] - [E:112| 1400]: Train Loss:0.0015361, Val MRR:0.41594, icews14
2023-05-11 15:25:23,561 - [INFO] - [E:112| 1500]: Train Loss:0.001536, Val MRR:0.41594, icews14
2023-05-11 15:26:16,488 - [INFO] - [E:112| 1600]: Train Loss:0.001536, Val MRR:0.41594, icews14
2023-05-11 15:27:09,250 - [INFO] - [E:112| 1700]: Train Loss:0.001536, Val MRR:0.41594, icews14
2023-05-11 15:28:02,131 - [INFO] - [E:112| 1800]: Train Loss:0.0015361, Val MRR:0.41594, icews14
2023-05-11 15:28:54,776 - [INFO] - [E:112| 1900]: Train Loss:0.0015361, Val MRR:0.41594, icews14
2023-05-11 15:29:16,592 - [INFO] - [Epoch:112]: Training Loss:0.001536
2023-05-11 15:29:16,745 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 15:29:35,752 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 15:29:41,264 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 15:29:52,830 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 15:29:55,861 - [INFO] - [Evaluating Epoch 112 valid]:
MRR: Tail : 0.44115, Head : 0.3891, Avg : 0.41513
2023-05-11 15:29:55,861 - [INFO] - [Epoch 112]: Training Loss: 0.0015361, Valid MRR: 0.41594,
2023-05-11 15:29:56,205 - [INFO] - [E:113| 0]: Train Loss:0.0015507, Val MRR:0.41594, icews14
2023-05-11 15:30:46,432 - [INFO] - [E:113| 100]: Train Loss:0.0015344, Val MRR:0.41594, icews14
2023-05-11 15:31:39,408 - [INFO] - [E:113| 200]: Train Loss:0.0015349, Val MRR:0.41594, icews14
2023-05-11 15:32:32,672 - [INFO] - [E:113| 300]: Train Loss:0.0015346, Val MRR:0.41594, icews14
2023-05-11 15:33:26,174 - [INFO] - [E:113| 400]: Train Loss:0.0015347, Val MRR:0.41594, icews14
2023-05-11 15:34:18,619 - [INFO] - [E:113| 500]: Train Loss:0.0015347, Val MRR:0.41594, icews14
2023-05-11 15:35:11,736 - [INFO] - [E:113| 600]: Train Loss:0.0015346, Val MRR:0.41594, icews14
2023-05-11 15:36:04,910 - [INFO] - [E:113| 700]: Train Loss:0.0015348, Val MRR:0.41594, icews14
2023-05-11 15:36:57,956 - [INFO] - [E:113| 800]: Train Loss:0.0015351, Val MRR:0.41594, icews14
2023-05-11 15:37:50,993 - [INFO] - [E:113| 900]: Train Loss:0.0015351, Val MRR:0.41594, icews14
2023-05-11 15:38:32,602 - [INFO] - [E:113| 1000]: Train Loss:0.0015351, Val MRR:0.41594, icews14
2023-05-11 15:39:25,776 - [INFO] - [E:113| 1100]: Train Loss:0.0015352, Val MRR:0.41594, icews14
2023-05-11 15:40:18,655 - [INFO] - [E:113| 1200]: Train Loss:0.0015351, Val MRR:0.41594, icews14
2023-05-11 15:41:11,755 - [INFO] - [E:113| 1300]: Train Loss:0.0015355, Val MRR:0.41594, icews14
2023-05-11 15:42:05,173 - [INFO] - [E:113| 1400]: Train Loss:0.0015354, Val MRR:0.41594, icews14
2023-05-11 15:42:57,567 - [INFO] - [E:113| 1500]: Train Loss:0.0015355, Val MRR:0.41594, icews14
2023-05-11 15:43:50,737 - [INFO] - [E:113| 1600]: Train Loss:0.0015355, Val MRR:0.41594, icews14
2023-05-11 15:44:43,715 - [INFO] - [E:113| 1700]: Train Loss:0.0015355, Val MRR:0.41594, icews14
2023-05-11 15:45:36,613 - [INFO] - [E:113| 1800]: Train Loss:0.0015356, Val MRR:0.41594, icews14
2023-05-11 15:46:26,580 - [INFO] - [E:113| 1900]: Train Loss:0.0015356, Val MRR:0.41594, icews14
2023-05-11 15:46:40,740 - [INFO] - [Epoch:113]: Training Loss:0.001536
2023-05-11 15:46:41,005 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 15:47:00,148 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 15:47:05,697 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 15:47:24,931 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 15:47:30,276 - [INFO] - [Evaluating Epoch 113 valid]:
MRR: Tail : 0.44249, Head : 0.39105, Avg : 0.41677
2023-05-11 15:47:31,484 - [INFO] - [Epoch 113]: Training Loss: 0.0015356, Valid MRR: 0.41677,
2023-05-11 15:47:32,050 - [INFO] - [E:114| 0]: Train Loss:0.0015514, Val MRR:0.41677, icews14
2023-05-11 15:48:24,881 - [INFO] - [E:114| 100]: Train Loss:0.0015374, Val MRR:0.41677, icews14
2023-05-11 15:49:17,747 - [INFO] - [E:114| 200]: Train Loss:0.0015358, Val MRR:0.41677, icews14
2023-05-11 15:50:10,712 - [INFO] - [E:114| 300]: Train Loss:0.0015346, Val MRR:0.41677, icews14
2023-05-11 15:51:03,662 - [INFO] - [E:114| 400]: Train Loss:0.0015347, Val MRR:0.41677, icews14
2023-05-11 15:51:56,508 - [INFO] - [E:114| 500]: Train Loss:0.0015352, Val MRR:0.41677, icews14
2023-05-11 15:52:48,364 - [INFO] - [E:114| 600]: Train Loss:0.0015352, Val MRR:0.41677, icews14
2023-05-11 15:53:41,413 - [INFO] - [E:114| 700]: Train Loss:0.0015351, Val MRR:0.41677, icews14
2023-05-11 15:54:34,459 - [INFO] - [E:114| 800]: Train Loss:0.0015348, Val MRR:0.41677, icews14
2023-05-11 15:55:16,768 - [INFO] - [E:114| 900]: Train Loss:0.0015352, Val MRR:0.41677, icews14
2023-05-11 15:56:09,627 - [INFO] - [E:114| 1000]: Train Loss:0.0015352, Val MRR:0.41677, icews14
2023-05-11 15:57:02,438 - [INFO] - [E:114| 1100]: Train Loss:0.0015351, Val MRR:0.41677, icews14
2023-05-11 15:57:54,889 - [INFO] - [E:114| 1200]: Train Loss:0.0015352, Val MRR:0.41677, icews14
2023-05-11 15:58:48,027 - [INFO] - [E:114| 1300]: Train Loss:0.0015354, Val MRR:0.41677, icews14
2023-05-11 15:59:40,501 - [INFO] - [E:114| 1400]: Train Loss:0.0015353, Val MRR:0.41677, icews14
2023-05-11 16:00:33,810 - [INFO] - [E:114| 1500]: Train Loss:0.0015353, Val MRR:0.41677, icews14
2023-05-11 16:01:21,813 - [INFO] - [E:114| 1600]: Train Loss:0.0015354, Val MRR:0.41677, icews14
2023-05-11 16:02:14,692 - [INFO] - [E:114| 1700]: Train Loss:0.0015354, Val MRR:0.41677, icews14
2023-05-11 16:03:06,626 - [INFO] - [E:114| 1800]: Train Loss:0.0015353, Val MRR:0.41677, icews14
2023-05-11 16:03:50,417 - [INFO] - [E:114| 1900]: Train Loss:0.0015354, Val MRR:0.41677, icews14
2023-05-11 16:04:12,718 - [INFO] - [Epoch:114]: Training Loss:0.001535
2023-05-11 16:04:12,869 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 16:04:32,119 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 16:04:37,665 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 16:04:56,549 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 16:05:01,808 - [INFO] - [Evaluating Epoch 114 valid]:
MRR: Tail : 0.44029, Head : 0.38762, Avg : 0.41395
2023-05-11 16:05:01,809 - [INFO] - [Epoch 114]: Training Loss: 0.0015353, Valid MRR: 0.41677,
2023-05-11 16:05:02,305 - [INFO] - [E:115| 0]: Train Loss:0.0015772, Val MRR:0.41677, icews14
2023-05-11 16:05:55,650 - [INFO] - [E:115| 100]: Train Loss:0.0015335, Val MRR:0.41677, icews14
2023-05-11 16:06:48,408 - [INFO] - [E:115| 200]: Train Loss:0.0015346, Val MRR:0.41677, icews14
2023-05-11 16:07:41,171 - [INFO] - [E:115| 300]: Train Loss:0.0015344, Val MRR:0.41677, icews14
2023-05-11 16:08:34,215 - [INFO] - [E:115| 400]: Train Loss:0.0015345, Val MRR:0.41677, icews14
2023-05-11 16:09:26,639 - [INFO] - [E:115| 500]: Train Loss:0.0015348, Val MRR:0.41677, icews14
2023-05-11 16:10:19,866 - [INFO] - [E:115| 600]: Train Loss:0.0015344, Val MRR:0.41677, icews14
2023-05-11 16:11:12,471 - [INFO] - [E:115| 700]: Train Loss:0.0015339, Val MRR:0.41677, icews14
2023-05-11 16:11:54,868 - [INFO] - [E:115| 800]: Train Loss:0.0015336, Val MRR:0.41677, icews14
2023-05-11 16:12:48,107 - [INFO] - [E:115| 900]: Train Loss:0.0015337, Val MRR:0.41677, icews14
2023-05-11 16:13:41,117 - [INFO] - [E:115| 1000]: Train Loss:0.0015339, Val MRR:0.41677, icews14
2023-05-11 16:14:34,125 - [INFO] - [E:115| 1100]: Train Loss:0.0015342, Val MRR:0.41677, icews14
2023-05-11 16:15:27,205 - [INFO] - [E:115| 1200]: Train Loss:0.0015343, Val MRR:0.41677, icews14
2023-05-11 16:16:20,157 - [INFO] - [E:115| 1300]: Train Loss:0.0015344, Val MRR:0.41677, icews14
2023-05-11 16:17:13,175 - [INFO] - [E:115| 1400]: Train Loss:0.0015345, Val MRR:0.41677, icews14
2023-05-11 16:18:06,547 - [INFO] - [E:115| 1500]: Train Loss:0.0015346, Val MRR:0.41677, icews14
2023-05-11 16:18:59,658 - [INFO] - [E:115| 1600]: Train Loss:0.0015347, Val MRR:0.41677, icews14
2023-05-11 16:19:48,905 - [INFO] - [E:115| 1700]: Train Loss:0.0015348, Val MRR:0.41677, icews14
2023-05-11 16:20:34,480 - [INFO] - [E:115| 1800]: Train Loss:0.0015349, Val MRR:0.41677, icews14
2023-05-11 16:21:27,861 - [INFO] - [E:115| 1900]: Train Loss:0.0015349, Val MRR:0.41677, icews14
2023-05-11 16:21:50,171 - [INFO] - [Epoch:115]: Training Loss:0.001535
2023-05-11 16:21:50,317 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 16:22:09,521 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 16:22:15,075 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 16:22:34,116 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 16:22:39,454 - [INFO] - [Evaluating Epoch 115 valid]:
MRR: Tail : 0.44264, Head : 0.39068, Avg : 0.41666
2023-05-11 16:22:39,454 - [INFO] - [Epoch 115]: Training Loss: 0.0015349, Valid MRR: 0.41677,
2023-05-11 16:22:39,865 - [INFO] - [E:116| 0]: Train Loss:0.0015185, Val MRR:0.41677, icews14
2023-05-11 16:23:33,286 - [INFO] - [E:116| 100]: Train Loss:0.0015326, Val MRR:0.41677, icews14
2023-05-11 16:24:26,286 - [INFO] - [E:116| 200]: Train Loss:0.0015319, Val MRR:0.41677, icews14
2023-05-11 16:25:19,729 - [INFO] - [E:116| 300]: Train Loss:0.0015325, Val MRR:0.41677, icews14
2023-05-11 16:26:11,991 - [INFO] - [E:116| 400]: Train Loss:0.0015325, Val MRR:0.41677, icews14
2023-05-11 16:27:04,827 - [INFO] - [E:116| 500]: Train Loss:0.0015325, Val MRR:0.41677, icews14
2023-05-11 16:27:57,883 - [INFO] - [E:116| 600]: Train Loss:0.0015326, Val MRR:0.41677, icews14
2023-05-11 16:28:40,518 - [INFO] - [E:116| 700]: Train Loss:0.0015329, Val MRR:0.41677, icews14
2023-05-11 16:29:33,925 - [INFO] - [E:116| 800]: Train Loss:0.0015332, Val MRR:0.41677, icews14
2023-05-11 16:30:26,762 - [INFO] - [E:116| 900]: Train Loss:0.0015338, Val MRR:0.41677, icews14
2023-05-11 16:31:19,221 - [INFO] - [E:116| 1000]: Train Loss:0.0015339, Val MRR:0.41677, icews14
2023-05-11 16:32:11,857 - [INFO] - [E:116| 1100]: Train Loss:0.0015337, Val MRR:0.41677, icews14
2023-05-11 16:33:04,444 - [INFO] - [E:116| 1200]: Train Loss:0.0015336, Val MRR:0.41677, icews14
2023-05-11 16:33:57,229 - [INFO] - [E:116| 1300]: Train Loss:0.0015337, Val MRR:0.41677, icews14
2023-05-11 16:34:50,120 - [INFO] - [E:116| 1400]: Train Loss:0.0015336, Val MRR:0.41677, icews14
2023-05-11 16:35:43,095 - [INFO] - [E:116| 1500]: Train Loss:0.0015338, Val MRR:0.41677, icews14
2023-05-11 16:36:30,169 - [INFO] - [E:116| 1600]: Train Loss:0.0015339, Val MRR:0.41677, icews14
2023-05-11 16:37:18,327 - [INFO] - [E:116| 1700]: Train Loss:0.0015339, Val MRR:0.41677, icews14
2023-05-11 16:38:10,519 - [INFO] - [E:116| 1800]: Train Loss:0.0015341, Val MRR:0.41677, icews14
2023-05-11 16:39:03,488 - [INFO] - [E:116| 1900]: Train Loss:0.0015341, Val MRR:0.41677, icews14
2023-05-11 16:39:25,830 - [INFO] - [Epoch:116]: Training Loss:0.001534
2023-05-11 16:39:26,062 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 16:39:44,869 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 16:39:50,302 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 16:40:09,351 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 16:40:14,607 - [INFO] - [Evaluating Epoch 116 valid]:
MRR: Tail : 0.44039, Head : 0.38924, Avg : 0.41481
2023-05-11 16:40:14,608 - [INFO] - [Epoch 116]: Training Loss: 0.0015342, Valid MRR: 0.41677,
2023-05-11 16:40:15,236 - [INFO] - [E:117| 0]: Train Loss:0.0015245, Val MRR:0.41677, icews14
2023-05-11 16:41:08,546 - [INFO] - [E:117| 100]: Train Loss:0.0015348, Val MRR:0.41677, icews14
2023-05-11 16:42:01,517 - [INFO] - [E:117| 200]: Train Loss:0.0015345, Val MRR:0.41677, icews14
2023-05-11 16:42:54,090 - [INFO] - [E:117| 300]: Train Loss:0.0015347, Val MRR:0.41677, icews14
2023-05-11 16:43:46,900 - [INFO] - [E:117| 400]: Train Loss:0.0015335, Val MRR:0.41677, icews14
2023-05-11 16:44:39,687 - [INFO] - [E:117| 500]: Train Loss:0.001534, Val MRR:0.41677, icews14
2023-05-11 16:45:22,719 - [INFO] - [E:117| 600]: Train Loss:0.0015334, Val MRR:0.41677, icews14
2023-05-11 16:46:15,733 - [INFO] - [E:117| 700]: Train Loss:0.0015331, Val MRR:0.41677, icews14
2023-05-11 16:47:08,809 - [INFO] - [E:117| 800]: Train Loss:0.0015331, Val MRR:0.41677, icews14
2023-05-11 16:47:56,976 - [INFO] - [E:117| 900]: Train Loss:0.001533, Val MRR:0.41677, icews14
2023-05-11 16:48:50,252 - [INFO] - [E:117| 1000]: Train Loss:0.0015333, Val MRR:0.41677, icews14
2023-05-11 16:49:43,123 - [INFO] - [E:117| 1100]: Train Loss:0.0015332, Val MRR:0.41677, icews14
2023-05-11 16:50:36,070 - [INFO] - [E:117| 1200]: Train Loss:0.0015333, Val MRR:0.41677, icews14
2023-05-11 16:51:28,878 - [INFO] - [E:117| 1300]: Train Loss:0.0015332, Val MRR:0.41677, icews14
2023-05-11 16:52:21,852 - [INFO] - [E:117| 1400]: Train Loss:0.0015332, Val MRR:0.41677, icews14
2023-05-11 16:53:12,004 - [INFO] - [E:117| 1500]: Train Loss:0.0015333, Val MRR:0.41677, icews14
2023-05-11 16:53:57,090 - [INFO] - [E:117| 1600]: Train Loss:0.0015335, Val MRR:0.41677, icews14
2023-05-11 16:54:50,029 - [INFO] - [E:117| 1700]: Train Loss:0.0015335, Val MRR:0.41677, icews14
2023-05-11 16:55:43,056 - [INFO] - [E:117| 1800]: Train Loss:0.0015336, Val MRR:0.41677, icews14
2023-05-11 16:56:35,973 - [INFO] - [E:117| 1900]: Train Loss:0.0015338, Val MRR:0.41677, icews14
2023-05-11 16:56:57,734 - [INFO] - [Epoch:117]: Training Loss:0.001534
2023-05-11 16:56:57,887 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 16:57:17,213 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 16:57:22,837 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 16:57:42,029 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 16:57:47,299 - [INFO] - [Evaluating Epoch 117 valid]:
MRR: Tail : 0.44249, Head : 0.38613, Avg : 0.41431
2023-05-11 16:57:47,300 - [INFO] - [Epoch 117]: Training Loss: 0.0015337, Valid MRR: 0.41677,
2023-05-11 16:57:47,757 - [INFO] - [E:118| 0]: Train Loss:0.0015207, Val MRR:0.41677, icews14
2023-05-11 16:58:40,973 - [INFO] - [E:118| 100]: Train Loss:0.0015367, Val MRR:0.41677, icews14
2023-05-11 16:59:34,014 - [INFO] - [E:118| 200]: Train Loss:0.0015328, Val MRR:0.41677, icews14
2023-05-11 17:00:26,582 - [INFO] - [E:118| 300]: Train Loss:0.0015331, Val MRR:0.41677, icews14
2023-05-11 17:01:19,699 - [INFO] - [E:118| 400]: Train Loss:0.0015326, Val MRR:0.41677, icews14
2023-05-11 17:02:01,932 - [INFO] - [E:118| 500]: Train Loss:0.0015325, Val MRR:0.41677, icews14
2023-05-11 17:02:55,253 - [INFO] - [E:118| 600]: Train Loss:0.0015322, Val MRR:0.41677, icews14
2023-05-11 17:03:48,272 - [INFO] - [E:118| 700]: Train Loss:0.0015324, Val MRR:0.41677, icews14
2023-05-11 17:04:41,234 - [INFO] - [E:118| 800]: Train Loss:0.0015326, Val MRR:0.41677, icews14
2023-05-11 17:05:33,528 - [INFO] - [E:118| 900]: Train Loss:0.0015327, Val MRR:0.41677, icews14
2023-05-11 17:06:25,345 - [INFO] - [E:118| 1000]: Train Loss:0.0015327, Val MRR:0.41677, icews14
2023-05-11 17:07:18,140 - [INFO] - [E:118| 1100]: Train Loss:0.0015326, Val MRR:0.41677, icews14
2023-05-11 17:08:11,491 - [INFO] - [E:118| 1200]: Train Loss:0.0015327, Val MRR:0.41677, icews14
2023-05-11 17:09:04,379 - [INFO] - [E:118| 1300]: Train Loss:0.0015328, Val MRR:0.41677, icews14
2023-05-11 17:09:52,644 - [INFO] - [E:118| 1400]: Train Loss:0.0015327, Val MRR:0.41677, icews14
2023-05-11 17:10:40,571 - [INFO] - [E:118| 1500]: Train Loss:0.0015328, Val MRR:0.41677, icews14
2023-05-11 17:11:33,479 - [INFO] - [E:118| 1600]: Train Loss:0.0015328, Val MRR:0.41677, icews14
2023-05-11 17:12:26,519 - [INFO] - [E:118| 1700]: Train Loss:0.0015329, Val MRR:0.41677, icews14
2023-05-11 17:13:19,656 - [INFO] - [E:118| 1800]: Train Loss:0.0015332, Val MRR:0.41677, icews14
2023-05-11 17:14:12,533 - [INFO] - [E:118| 1900]: Train Loss:0.0015332, Val MRR:0.41677, icews14
2023-05-11 17:14:34,450 - [INFO] - [Epoch:118]: Training Loss:0.001533
2023-05-11 17:14:34,605 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 17:14:53,846 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 17:14:58,764 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 17:15:18,049 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 17:15:23,399 - [INFO] - [Evaluating Epoch 118 valid]:
MRR: Tail : 0.4404, Head : 0.39172, Avg : 0.41606
2023-05-11 17:15:23,399 - [INFO] - [Epoch 118]: Training Loss: 0.0015332, Valid MRR: 0.41677,
2023-05-11 17:15:24,128 - [INFO] - [E:119| 0]: Train Loss:0.0015114, Val MRR:0.41677, icews14
2023-05-11 17:16:17,298 - [INFO] - [E:119| 100]: Train Loss:0.0015298, Val MRR:0.41677, icews14
2023-05-11 17:17:09,808 - [INFO] - [E:119| 200]: Train Loss:0.0015305, Val MRR:0.41677, icews14
2023-05-11 17:18:02,633 - [INFO] - [E:119| 300]: Train Loss:0.0015316, Val MRR:0.41677, icews14
2023-05-11 17:18:45,003 - [INFO] - [E:119| 400]: Train Loss:0.0015318, Val MRR:0.41677, icews14
2023-05-11 17:19:37,611 - [INFO] - [E:119| 500]: Train Loss:0.0015319, Val MRR:0.41677, icews14
2023-05-11 17:20:30,696 - [INFO] - [E:119| 600]: Train Loss:0.0015325, Val MRR:0.41677, icews14
2023-05-11 17:21:23,722 - [INFO] - [E:119| 700]: Train Loss:0.0015325, Val MRR:0.41677, icews14
2023-05-11 17:22:16,800 - [INFO] - [E:119| 800]: Train Loss:0.0015325, Val MRR:0.41677, icews14
2023-05-11 17:23:09,601 - [INFO] - [E:119| 900]: Train Loss:0.0015326, Val MRR:0.41677, icews14
2023-05-11 17:24:02,571 - [INFO] - [E:119| 1000]: Train Loss:0.0015329, Val MRR:0.41677, icews14
2023-05-11 17:24:55,798 - [INFO] - [E:119| 1100]: Train Loss:0.0015329, Val MRR:0.41677, icews14
2023-05-11 17:25:48,871 - [INFO] - [E:119| 1200]: Train Loss:0.001533, Val MRR:0.41677, icews14
2023-05-11 17:26:34,300 - [INFO] - [E:119| 1300]: Train Loss:0.001533, Val MRR:0.41677, icews14
2023-05-11 17:27:23,727 - [INFO] - [E:119| 1400]: Train Loss:0.001533, Val MRR:0.41677, icews14
2023-05-11 17:28:16,830 - [INFO] - [E:119| 1500]: Train Loss:0.0015331, Val MRR:0.41677, icews14
2023-05-11 17:29:09,830 - [INFO] - [E:119| 1600]: Train Loss:0.0015332, Val MRR:0.41677, icews14
2023-05-11 17:30:02,910 - [INFO] - [E:119| 1700]: Train Loss:0.001533, Val MRR:0.41677, icews14
2023-05-11 17:30:56,096 - [INFO] - [E:119| 1800]: Train Loss:0.001533, Val MRR:0.41677, icews14
2023-05-11 17:31:49,078 - [INFO] - [E:119| 1900]: Train Loss:0.001533, Val MRR:0.41677, icews14
2023-05-11 17:32:11,573 - [INFO] - [Epoch:119]: Training Loss:0.001533
2023-05-11 17:32:11,847 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 17:32:30,728 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 17:32:36,092 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 17:32:54,963 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 17:33:00,279 - [INFO] - [Evaluating Epoch 119 valid]:
MRR: Tail : 0.44277, Head : 0.38766, Avg : 0.41521
MR: Tail : 689.04, Head : 775.07, Avg : 732.05
Hit-1: Tail : 0.3555, Head : 0.29712, Avg : 0.32631
Hit-3: Tail : 0.48695, Head : 0.43088, Avg : 0.45891
Hit-10: Tail : 0.60626, Head : 0.56026, Avg : 0.58326
2023-05-11 17:33:00,279 - [INFO] - [Epoch 119]: Training Loss: 0.0015331, Valid MRR: 0.41677,
2023-05-11 17:33:00,907 - [INFO] - [E:120| 0]: Train Loss:0.0015509, Val MRR:0.41677, icews14
2023-05-11 17:33:48,373 - [INFO] - [E:120| 100]: Train Loss:0.0015339, Val MRR:0.41677, icews14
2023-05-11 17:34:40,973 - [INFO] - [E:120| 200]: Train Loss:0.0015315, Val MRR:0.41677, icews14
2023-05-11 17:35:23,644 - [INFO] - [E:120| 300]: Train Loss:0.0015319, Val MRR:0.41677, icews14
2023-05-11 17:36:16,647 - [INFO] - [E:120| 400]: Train Loss:0.0015322, Val MRR:0.41677, icews14
2023-05-11 17:37:09,797 - [INFO] - [E:120| 500]: Train Loss:0.0015321, Val MRR:0.41677, icews14
2023-05-11 17:38:02,961 - [INFO] - [E:120| 600]: Train Loss:0.0015323, Val MRR:0.41677, icews14
2023-05-11 17:38:55,580 - [INFO] - [E:120| 700]: Train Loss:0.0015327, Val MRR:0.41677, icews14
2023-05-11 17:39:47,585 - [INFO] - [E:120| 800]: Train Loss:0.0015328, Val MRR:0.41677, icews14
2023-05-11 17:40:39,660 - [INFO] - [E:120| 900]: Train Loss:0.0015328, Val MRR:0.41677, icews14
2023-05-11 17:41:32,087 - [INFO] - [E:120| 1000]: Train Loss:0.0015328, Val MRR:0.41677, icews14
2023-05-11 17:42:25,032 - [INFO] - [E:120| 1100]: Train Loss:0.001533, Val MRR:0.41677, icews14
2023-05-11 17:43:13,232 - [INFO] - [E:120| 1200]: Train Loss:0.0015329, Val MRR:0.41677, icews14
2023-05-11 17:44:00,389 - [INFO] - [E:120| 1300]: Train Loss:0.0015325, Val MRR:0.41677, icews14
2023-05-11 17:44:53,328 - [INFO] - [E:120| 1400]: Train Loss:0.0015326, Val MRR:0.41677, icews14
2023-05-11 17:45:46,405 - [INFO] - [E:120| 1500]: Train Loss:0.0015326, Val MRR:0.41677, icews14
2023-05-11 17:46:39,548 - [INFO] - [E:120| 1600]: Train Loss:0.0015325, Val MRR:0.41677, icews14
2023-05-11 17:47:32,808 - [INFO] - [E:120| 1700]: Train Loss:0.0015325, Val MRR:0.41677, icews14
2023-05-11 17:48:25,941 - [INFO] - [E:120| 1800]: Train Loss:0.0015326, Val MRR:0.41677, icews14
2023-05-11 17:49:18,918 - [INFO] - [E:120| 1900]: Train Loss:0.0015327, Val MRR:0.41677, icews14
2023-05-11 17:49:40,853 - [INFO] - [Epoch:120]: Training Loss:0.001533
2023-05-11 17:49:41,006 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 17:50:00,254 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 17:50:05,705 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 17:50:24,853 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 17:50:30,233 - [INFO] - [Evaluating Epoch 120 valid]:
MRR: Tail : 0.44414, Head : 0.39221, Avg : 0.41817
2023-05-11 17:50:31,512 - [INFO] - [Epoch 120]: Training Loss: 0.0015327, Valid MRR: 0.41817,
2023-05-11 17:50:32,235 - [INFO] - [E:121| 0]: Train Loss:0.0015325, Val MRR:0.41817, icews14
2023-05-11 17:51:24,303 - [INFO] - [E:121| 100]: Train Loss:0.0015318, Val MRR:0.41817, icews14
2023-05-11 17:52:06,927 - [INFO] - [E:121| 200]: Train Loss:0.0015335, Val MRR:0.41817, icews14
2023-05-11 17:53:00,006 - [INFO] - [E:121| 300]: Train Loss:0.001533, Val MRR:0.41817, icews14
2023-05-11 17:53:53,048 - [INFO] - [E:121| 400]: Train Loss:0.0015328, Val MRR:0.41817, icews14
2023-05-11 17:54:46,162 - [INFO] - [E:121| 500]: Train Loss:0.0015327, Val MRR:0.41817, icews14
2023-05-11 17:55:39,013 - [INFO] - [E:121| 600]: Train Loss:0.0015325, Val MRR:0.41817, icews14
2023-05-11 17:56:32,206 - [INFO] - [E:121| 700]: Train Loss:0.0015326, Val MRR:0.41817, icews14
2023-05-11 17:57:25,408 - [INFO] - [E:121| 800]: Train Loss:0.0015322, Val MRR:0.41817, icews14
2023-05-11 17:58:18,501 - [INFO] - [E:121| 900]: Train Loss:0.0015319, Val MRR:0.41817, icews14
2023-05-11 17:59:11,569 - [INFO] - [E:121| 1000]: Train Loss:0.001532, Val MRR:0.41817, icews14
2023-05-11 17:59:56,883 - [INFO] - [E:121| 1100]: Train Loss:0.0015318, Val MRR:0.41817, icews14
2023-05-11 18:00:46,821 - [INFO] - [E:121| 1200]: Train Loss:0.0015316, Val MRR:0.41817, icews14
2023-05-11 18:01:39,519 - [INFO] - [E:121| 1300]: Train Loss:0.0015316, Val MRR:0.41817, icews14
2023-05-11 18:02:32,389 - [INFO] - [E:121| 1400]: Train Loss:0.0015314, Val MRR:0.41817, icews14
2023-05-11 18:03:25,305 - [INFO] - [E:121| 1500]: Train Loss:0.0015315, Val MRR:0.41817, icews14
2023-05-11 18:04:18,535 - [INFO] - [E:121| 1600]: Train Loss:0.0015319, Val MRR:0.41817, icews14
2023-05-11 18:05:11,536 - [INFO] - [E:121| 1700]: Train Loss:0.001532, Val MRR:0.41817, icews14
2023-05-11 18:06:04,709 - [INFO] - [E:121| 1800]: Train Loss:0.0015319, Val MRR:0.41817, icews14
2023-05-11 18:06:57,696 - [INFO] - [E:121| 1900]: Train Loss:0.0015321, Val MRR:0.41817, icews14
2023-05-11 18:07:19,898 - [INFO] - [Epoch:121]: Training Loss:0.001532
2023-05-11 18:07:20,171 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 18:07:38,845 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 18:07:44,117 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 18:08:02,401 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 18:08:05,425 - [INFO] - [Evaluating Epoch 121 valid]:
MRR: Tail : 0.44268, Head : 0.38826, Avg : 0.41547
2023-05-11 18:08:05,425 - [INFO] - [Epoch 121]: Training Loss: 0.0015321, Valid MRR: 0.41817,
2023-05-11 18:08:05,784 - [INFO] - [E:122| 0]: Train Loss:0.0015089, Val MRR:0.41817, icews14
2023-05-11 18:08:50,443 - [INFO] - [E:122| 100]: Train Loss:0.0015324, Val MRR:0.41817, icews14
2023-05-11 18:09:43,611 - [INFO] - [E:122| 200]: Train Loss:0.0015307, Val MRR:0.41817, icews14
2023-05-11 18:10:36,801 - [INFO] - [E:122| 300]: Train Loss:0.0015308, Val MRR:0.41817, icews14
2023-05-11 18:11:30,020 - [INFO] - [E:122| 400]: Train Loss:0.0015315, Val MRR:0.41817, icews14
2023-05-11 18:12:22,925 - [INFO] - [E:122| 500]: Train Loss:0.0015318, Val MRR:0.41817, icews14
2023-05-11 18:13:15,775 - [INFO] - [E:122| 600]: Train Loss:0.001532, Val MRR:0.41817, icews14
2023-05-11 18:14:08,630 - [INFO] - [E:122| 700]: Train Loss:0.0015318, Val MRR:0.41817, icews14
2023-05-11 18:15:01,289 - [INFO] - [E:122| 800]: Train Loss:0.0015314, Val MRR:0.41817, icews14
2023-05-11 18:15:53,929 - [INFO] - [E:122| 900]: Train Loss:0.0015313, Val MRR:0.41817, icews14
2023-05-11 18:16:37,052 - [INFO] - [E:122| 1000]: Train Loss:0.0015315, Val MRR:0.41817, icews14
2023-05-11 18:17:29,346 - [INFO] - [E:122| 1100]: Train Loss:0.0015315, Val MRR:0.41817, icews14
2023-05-11 18:18:22,097 - [INFO] - [E:122| 1200]: Train Loss:0.0015315, Val MRR:0.41817, icews14
2023-05-11 18:19:15,223 - [INFO] - [E:122| 1300]: Train Loss:0.0015317, Val MRR:0.41817, icews14
2023-05-11 18:20:03,783 - [INFO] - [E:122| 1400]: Train Loss:0.0015317, Val MRR:0.41817, icews14
2023-05-11 18:20:56,893 - [INFO] - [E:122| 1500]: Train Loss:0.0015316, Val MRR:0.41817, icews14
2023-05-11 18:21:49,846 - [INFO] - [E:122| 1600]: Train Loss:0.0015318, Val MRR:0.41817, icews14
2023-05-11 18:22:43,145 - [INFO] - [E:122| 1700]: Train Loss:0.0015318, Val MRR:0.41817, icews14
2023-05-11 18:23:36,219 - [INFO] - [E:122| 1800]: Train Loss:0.0015319, Val MRR:0.41817, icews14
2023-05-11 18:24:29,371 - [INFO] - [E:122| 1900]: Train Loss:0.001532, Val MRR:0.41817, icews14
2023-05-11 18:24:49,866 - [INFO] - [Epoch:122]: Training Loss:0.001532
2023-05-11 18:24:49,977 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 18:25:00,868 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 18:25:03,999 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 18:25:21,776 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 18:25:27,116 - [INFO] - [Evaluating Epoch 122 valid]:
MRR: Tail : 0.44071, Head : 0.39092, Avg : 0.41581
2023-05-11 18:25:27,116 - [INFO] - [Epoch 122]: Training Loss: 0.0015321, Valid MRR: 0.41817,
2023-05-11 18:25:27,524 - [INFO] - [E:123| 0]: Train Loss:0.0015184, Val MRR:0.41817, icews14
2023-05-11 18:26:20,710 - [INFO] - [E:123| 100]: Train Loss:0.0015271, Val MRR:0.41817, icews14
2023-05-11 18:27:13,789 - [INFO] - [E:123| 200]: Train Loss:0.0015284, Val MRR:0.41817, icews14
2023-05-11 18:28:06,792 - [INFO] - [E:123| 300]: Train Loss:0.0015296, Val MRR:0.41817, icews14
2023-05-11 18:28:59,984 - [INFO] - [E:123| 400]: Train Loss:0.0015298, Val MRR:0.41817, icews14
2023-05-11 18:29:52,907 - [INFO] - [E:123| 500]: Train Loss:0.0015299, Val MRR:0.41817, icews14
2023-05-11 18:30:46,013 - [INFO] - [E:123| 600]: Train Loss:0.0015301, Val MRR:0.41817, icews14
2023-05-11 18:31:38,788 - [INFO] - [E:123| 700]: Train Loss:0.0015302, Val MRR:0.41817, icews14
2023-05-11 18:32:31,919 - [INFO] - [E:123| 800]: Train Loss:0.0015307, Val MRR:0.41817, icews14
2023-05-11 18:33:18,161 - [INFO] - [E:123| 900]: Train Loss:0.0015308, Val MRR:0.41817, icews14
2023-05-11 18:34:07,303 - [INFO] - [E:123| 1000]: Train Loss:0.0015308, Val MRR:0.41817, icews14
2023-05-11 18:35:00,624 - [INFO] - [E:123| 1100]: Train Loss:0.0015311, Val MRR:0.41817, icews14
2023-05-11 18:35:53,691 - [INFO] - [E:123| 1200]: Train Loss:0.0015311, Val MRR:0.41817, icews14
2023-05-11 18:36:46,516 - [INFO] - [E:123| 1300]: Train Loss:0.001531, Val MRR:0.41817, icews14
2023-05-11 18:37:39,484 - [INFO] - [E:123| 1400]: Train Loss:0.0015312, Val MRR:0.41817, icews14
2023-05-11 18:38:32,019 - [INFO] - [E:123| 1500]: Train Loss:0.0015314, Val MRR:0.41817, icews14
2023-05-11 18:39:24,981 - [INFO] - [E:123| 1600]: Train Loss:0.0015313, Val MRR:0.41817, icews14
2023-05-11 18:40:18,005 - [INFO] - [E:123| 1700]: Train Loss:0.0015313, Val MRR:0.41817, icews14
2023-05-11 18:41:10,951 - [INFO] - [E:123| 1800]: Train Loss:0.0015312, Val MRR:0.41817, icews14
2023-05-11 18:41:53,652 - [INFO] - [E:123| 1900]: Train Loss:0.0015313, Val MRR:0.41817, icews14
2023-05-11 18:42:15,449 - [INFO] - [Epoch:123]: Training Loss:0.001531
2023-05-11 18:42:15,583 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 18:42:34,848 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 18:42:40,317 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 18:42:59,323 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 18:43:04,721 - [INFO] - [Evaluating Epoch 123 valid]:
MRR: Tail : 0.44195, Head : 0.38849, Avg : 0.41522
2023-05-11 18:43:04,721 - [INFO] - [Epoch 123]: Training Loss: 0.0015314, Valid MRR: 0.41817,
2023-05-11 18:43:05,219 - [INFO] - [E:124| 0]: Train Loss:0.0015214, Val MRR:0.41817, icews14
2023-05-11 18:43:58,216 - [INFO] - [E:124| 100]: Train Loss:0.0015283, Val MRR:0.41817, icews14
2023-05-11 18:44:51,245 - [INFO] - [E:124| 200]: Train Loss:0.0015273, Val MRR:0.41817, icews14
2023-05-11 18:45:44,557 - [INFO] - [E:124| 300]: Train Loss:0.0015292, Val MRR:0.41817, icews14
2023-05-11 18:46:37,558 - [INFO] - [E:124| 400]: Train Loss:0.0015295, Val MRR:0.41817, icews14
2023-05-11 18:47:30,122 - [INFO] - [E:124| 500]: Train Loss:0.0015299, Val MRR:0.41817, icews14
2023-05-11 18:48:22,766 - [INFO] - [E:124| 600]: Train Loss:0.0015303, Val MRR:0.41817, icews14
2023-05-11 18:49:15,380 - [INFO] - [E:124| 700]: Train Loss:0.0015308, Val MRR:0.41817, icews14
2023-05-11 18:49:59,259 - [INFO] - [E:124| 800]: Train Loss:0.0015306, Val MRR:0.41817, icews14
2023-05-11 18:50:50,531 - [INFO] - [E:124| 900]: Train Loss:0.0015311, Val MRR:0.41817, icews14
2023-05-11 18:51:43,309 - [INFO] - [E:124| 1000]: Train Loss:0.0015312, Val MRR:0.41817, icews14
2023-05-11 18:52:36,069 - [INFO] - [E:124| 1100]: Train Loss:0.0015311, Val MRR:0.41817, icews14
2023-05-11 18:53:29,010 - [INFO] - [E:124| 1200]: Train Loss:0.0015312, Val MRR:0.41817, icews14
2023-05-11 18:54:21,836 - [INFO] - [E:124| 1300]: Train Loss:0.0015311, Val MRR:0.41817, icews14
2023-05-11 18:55:14,626 - [INFO] - [E:124| 1400]: Train Loss:0.0015312, Val MRR:0.41817, icews14
2023-05-11 18:56:07,618 - [INFO] - [E:124| 1500]: Train Loss:0.001531, Val MRR:0.41817, icews14
2023-05-11 18:57:00,417 - [INFO] - [E:124| 1600]: Train Loss:0.0015311, Val MRR:0.41817, icews14
2023-05-11 18:57:53,503 - [INFO] - [E:124| 1700]: Train Loss:0.0015309, Val MRR:0.41817, icews14
2023-05-11 18:58:36,030 - [INFO] - [E:124| 1800]: Train Loss:0.0015312, Val MRR:0.41817, icews14
2023-05-11 18:59:28,820 - [INFO] - [E:124| 1900]: Train Loss:0.0015312, Val MRR:0.41817, icews14
2023-05-11 18:59:50,700 - [INFO] - [Epoch:124]: Training Loss:0.001531
2023-05-11 18:59:50,849 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 19:00:09,971 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 19:00:15,503 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 19:00:34,539 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 19:00:39,794 - [INFO] - [Evaluating Epoch 124 valid]:
MRR: Tail : 0.44256, Head : 0.3903, Avg : 0.41643
2023-05-11 19:00:39,794 - [INFO] - [Epoch 124]: Training Loss: 0.0015313, Valid MRR: 0.41817,
2023-05-11 19:00:40,528 - [INFO] - [E:125| 0]: Train Loss:0.0015258, Val MRR:0.41817, icews14
2023-05-11 19:01:33,534 - [INFO] - [E:125| 100]: Train Loss:0.0015311, Val MRR:0.41817, icews14
2023-05-11 19:02:26,691 - [INFO] - [E:125| 200]: Train Loss:0.0015304, Val MRR:0.41817, icews14
2023-05-11 19:03:19,554 - [INFO] - [E:125| 300]: Train Loss:0.0015295, Val MRR:0.41817, icews14
2023-05-11 19:04:12,594 - [INFO] - [E:125| 400]: Train Loss:0.0015299, Val MRR:0.41817, icews14
2023-05-11 19:05:05,679 - [INFO] - [E:125| 500]: Train Loss:0.0015301, Val MRR:0.41817, icews14
2023-05-11 19:05:53,704 - [INFO] - [E:125| 600]: Train Loss:0.0015306, Val MRR:0.41817, icews14
2023-05-11 19:06:40,635 - [INFO] - [E:125| 700]: Train Loss:0.0015307, Val MRR:0.41817, icews14
2023-05-11 19:07:28,777 - [INFO] - [E:125| 800]: Train Loss:0.0015308, Val MRR:0.41817, icews14
2023-05-11 19:08:21,616 - [INFO] - [E:125| 900]: Train Loss:0.0015305, Val MRR:0.41817, icews14
2023-05-11 19:09:14,738 - [INFO] - [E:125| 1000]: Train Loss:0.0015306, Val MRR:0.41817, icews14
2023-05-11 19:10:07,504 - [INFO] - [E:125| 1100]: Train Loss:0.0015304, Val MRR:0.41817, icews14
2023-05-11 19:11:00,451 - [INFO] - [E:125| 1200]: Train Loss:0.0015303, Val MRR:0.41817, icews14
2023-05-11 19:11:53,480 - [INFO] - [E:125| 1300]: Train Loss:0.0015304, Val MRR:0.41817, icews14
2023-05-11 19:12:46,530 - [INFO] - [E:125| 1400]: Train Loss:0.0015304, Val MRR:0.41817, icews14
2023-05-11 19:13:39,584 - [INFO] - [E:125| 1500]: Train Loss:0.0015305, Val MRR:0.41817, icews14
2023-05-11 19:14:32,459 - [INFO] - [E:125| 1600]: Train Loss:0.0015305, Val MRR:0.41817, icews14
2023-05-11 19:15:14,413 - [INFO] - [E:125| 1700]: Train Loss:0.0015305, Val MRR:0.41817, icews14
2023-05-11 19:16:07,299 - [INFO] - [E:125| 1800]: Train Loss:0.0015305, Val MRR:0.41817, icews14
2023-05-11 19:17:00,065 - [INFO] - [E:125| 1900]: Train Loss:0.0015305, Val MRR:0.41817, icews14
2023-05-11 19:17:22,229 - [INFO] - [Epoch:125]: Training Loss:0.00153
2023-05-11 19:17:22,491 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 19:17:41,190 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 19:17:46,582 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 19:18:05,458 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 19:18:10,769 - [INFO] - [Evaluating Epoch 125 valid]:
MRR: Tail : 0.44863, Head : 0.39199, Avg : 0.42031
2023-05-11 19:18:12,050 - [INFO] - [Epoch 125]: Training Loss: 0.0015305, Valid MRR: 0.42031,
2023-05-11 19:18:12,656 - [INFO] - [E:126| 0]: Train Loss:0.0015409, Val MRR:0.42031, icews14
2023-05-11 19:19:05,499 - [INFO] - [E:126| 100]: Train Loss:0.0015293, Val MRR:0.42031, icews14
2023-05-11 19:19:58,505 - [INFO] - [E:126| 200]: Train Loss:0.0015293, Val MRR:0.42031, icews14
2023-05-11 19:20:51,419 - [INFO] - [E:126| 300]: Train Loss:0.0015287, Val MRR:0.42031, icews14
2023-05-11 19:21:43,745 - [INFO] - [E:126| 400]: Train Loss:0.0015285, Val MRR:0.42031, icews14
2023-05-11 19:22:36,279 - [INFO] - [E:126| 500]: Train Loss:0.0015288, Val MRR:0.42031, icews14
2023-05-11 19:23:20,099 - [INFO] - [E:126| 600]: Train Loss:0.0015292, Val MRR:0.42031, icews14
2023-05-11 19:24:11,500 - [INFO] - [E:126| 700]: Train Loss:0.0015291, Val MRR:0.42031, icews14
2023-05-11 19:25:04,453 - [INFO] - [E:126| 800]: Train Loss:0.0015292, Val MRR:0.42031, icews14
2023-05-11 19:25:57,297 - [INFO] - [E:126| 900]: Train Loss:0.0015293, Val MRR:0.42031, icews14
2023-05-11 19:26:50,186 - [INFO] - [E:126| 1000]: Train Loss:0.0015295, Val MRR:0.42031, icews14
2023-05-11 19:27:43,228 - [INFO] - [E:126| 1100]: Train Loss:0.0015296, Val MRR:0.42031, icews14
2023-05-11 19:28:36,577 - [INFO] - [E:126| 1200]: Train Loss:0.0015296, Val MRR:0.42031, icews14
2023-05-11 19:29:29,468 - [INFO] - [E:126| 1300]: Train Loss:0.0015297, Val MRR:0.42031, icews14
2023-05-11 19:30:22,477 - [INFO] - [E:126| 1400]: Train Loss:0.0015299, Val MRR:0.42031, icews14
2023-05-11 19:31:15,380 - [INFO] - [E:126| 1500]: Train Loss:0.00153, Val MRR:0.42031, icews14
2023-05-11 19:31:57,173 - [INFO] - [E:126| 1600]: Train Loss:0.0015301, Val MRR:0.42031, icews14
2023-05-11 19:32:50,018 - [INFO] - [E:126| 1700]: Train Loss:0.00153, Val MRR:0.42031, icews14
2023-05-11 19:33:42,749 - [INFO] - [E:126| 1800]: Train Loss:0.0015301, Val MRR:0.42031, icews14
2023-05-11 19:34:35,778 - [INFO] - [E:126| 1900]: Train Loss:0.0015301, Val MRR:0.42031, icews14
2023-05-11 19:34:57,875 - [INFO] - [Epoch:126]: Training Loss:0.00153
2023-05-11 19:34:58,009 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 19:35:16,928 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 19:35:22,271 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 19:35:41,466 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 19:35:46,650 - [INFO] - [Evaluating Epoch 126 valid]:
MRR: Tail : 0.44356, Head : 0.38781, Avg : 0.41569
2023-05-11 19:35:46,650 - [INFO] - [Epoch 126]: Training Loss: 0.0015303, Valid MRR: 0.42031,
2023-05-11 19:35:47,246 - [INFO] - [E:127| 0]: Train Loss:0.0015658, Val MRR:0.42031, icews14
2023-05-11 19:36:40,659 - [INFO] - [E:127| 100]: Train Loss:0.0015276, Val MRR:0.42031, icews14
2023-05-11 19:37:33,697 - [INFO] - [E:127| 200]: Train Loss:0.0015282, Val MRR:0.42031, icews14
2023-05-11 19:38:26,847 - [INFO] - [E:127| 300]: Train Loss:0.0015286, Val MRR:0.42031, icews14
2023-05-11 19:39:19,963 - [INFO] - [E:127| 400]: Train Loss:0.0015295, Val MRR:0.42031, icews14
2023-05-11 19:40:01,972 - [INFO] - [E:127| 500]: Train Loss:0.001529, Val MRR:0.42031, icews14
2023-05-11 19:40:54,928 - [INFO] - [E:127| 600]: Train Loss:0.001529, Val MRR:0.42031, icews14
2023-05-11 19:41:48,041 - [INFO] - [E:127| 700]: Train Loss:0.0015293, Val MRR:0.42031, icews14
2023-05-11 19:42:40,688 - [INFO] - [E:127| 800]: Train Loss:0.0015292, Val MRR:0.42031, icews14
2023-05-11 19:43:33,850 - [INFO] - [E:127| 900]: Train Loss:0.0015294, Val MRR:0.42031, icews14
2023-05-11 19:44:26,933 - [INFO] - [E:127| 1000]: Train Loss:0.0015298, Val MRR:0.42031, icews14
2023-05-11 19:45:20,358 - [INFO] - [E:127| 1100]: Train Loss:0.0015298, Val MRR:0.42031, icews14
2023-05-11 19:46:13,267 - [INFO] - [E:127| 1200]: Train Loss:0.0015296, Val MRR:0.42031, icews14
2023-05-11 19:47:06,433 - [INFO] - [E:127| 1300]: Train Loss:0.0015296, Val MRR:0.42031, icews14
2023-05-11 19:47:59,411 - [INFO] - [E:127| 1400]: Train Loss:0.0015295, Val MRR:0.42031, icews14
2023-05-11 19:48:41,958 - [INFO] - [E:127| 1500]: Train Loss:0.0015296, Val MRR:0.42031, icews14
2023-05-11 19:49:35,185 - [INFO] - [E:127| 1600]: Train Loss:0.0015298, Val MRR:0.42031, icews14
2023-05-11 19:50:28,375 - [INFO] - [E:127| 1700]: Train Loss:0.0015298, Val MRR:0.42031, icews14
2023-05-11 19:51:21,265 - [INFO] - [E:127| 1800]: Train Loss:0.0015298, Val MRR:0.42031, icews14
2023-05-11 19:52:09,416 - [INFO] - [E:127| 1900]: Train Loss:0.0015299, Val MRR:0.42031, icews14
2023-05-11 19:52:31,665 - [INFO] - [Epoch:127]: Training Loss:0.00153
2023-05-11 19:52:31,798 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 19:52:50,679 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 19:52:56,123 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 19:53:15,191 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 19:53:20,431 - [INFO] - [Evaluating Epoch 127 valid]:
MRR: Tail : 0.4453, Head : 0.39112, Avg : 0.41821
2023-05-11 19:53:20,431 - [INFO] - [Epoch 127]: Training Loss: 0.0015299, Valid MRR: 0.42031,
2023-05-11 19:53:21,033 - [INFO] - [E:128| 0]: Train Loss:0.0015288, Val MRR:0.42031, icews14
2023-05-11 19:54:14,020 - [INFO] - [E:128| 100]: Train Loss:0.0015307, Val MRR:0.42031, icews14
2023-05-11 19:55:06,862 - [INFO] - [E:128| 200]: Train Loss:0.0015303, Val MRR:0.42031, icews14
2023-05-11 19:55:59,908 - [INFO] - [E:128| 300]: Train Loss:0.0015313, Val MRR:0.42031, icews14
2023-05-11 19:56:43,204 - [INFO] - [E:128| 400]: Train Loss:0.0015303, Val MRR:0.42031, icews14
2023-05-11 19:57:35,682 - [INFO] - [E:128| 500]: Train Loss:0.0015295, Val MRR:0.42031, icews14
2023-05-11 19:58:28,516 - [INFO] - [E:128| 600]: Train Loss:0.0015298, Val MRR:0.42031, icews14
2023-05-11 19:59:21,387 - [INFO] - [E:128| 700]: Train Loss:0.0015296, Val MRR:0.42031, icews14
2023-05-11 20:00:14,567 - [INFO] - [E:128| 800]: Train Loss:0.0015292, Val MRR:0.42031, icews14
2023-05-11 20:01:07,610 - [INFO] - [E:128| 900]: Train Loss:0.0015292, Val MRR:0.42031, icews14
2023-05-11 20:02:00,799 - [INFO] - [E:128| 1000]: Train Loss:0.001529, Val MRR:0.42031, icews14
2023-05-11 20:02:53,678 - [INFO] - [E:128| 1100]: Train Loss:0.0015291, Val MRR:0.42031, icews14
2023-05-11 20:03:46,646 - [INFO] - [E:128| 1200]: Train Loss:0.0015291, Val MRR:0.42031, icews14
2023-05-11 20:04:39,621 - [INFO] - [E:128| 1300]: Train Loss:0.0015292, Val MRR:0.42031, icews14
2023-05-11 20:05:22,036 - [INFO] - [E:128| 1400]: Train Loss:0.0015294, Val MRR:0.42031, icews14
2023-05-11 20:06:14,977 - [INFO] - [E:128| 1500]: Train Loss:0.0015293, Val MRR:0.42031, icews14
2023-05-11 20:07:07,446 - [INFO] - [E:128| 1600]: Train Loss:0.0015295, Val MRR:0.42031, icews14
2023-05-11 20:08:00,447 - [INFO] - [E:128| 1700]: Train Loss:0.0015295, Val MRR:0.42031, icews14
2023-05-11 20:08:53,481 - [INFO] - [E:128| 1800]: Train Loss:0.0015295, Val MRR:0.42031, icews14
2023-05-11 20:09:46,807 - [INFO] - [E:128| 1900]: Train Loss:0.0015293, Val MRR:0.42031, icews14
2023-05-11 20:10:08,526 - [INFO] - [Epoch:128]: Training Loss:0.001529
2023-05-11 20:10:08,679 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 20:10:27,756 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 20:10:33,454 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 20:10:52,735 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 20:10:58,000 - [INFO] - [Evaluating Epoch 128 valid]:
MRR: Tail : 0.44515, Head : 0.39351, Avg : 0.41933
2023-05-11 20:10:58,000 - [INFO] - [Epoch 128]: Training Loss: 0.0015295, Valid MRR: 0.42031,
2023-05-11 20:10:58,430 - [INFO] - [E:129| 0]: Train Loss:0.0015125, Val MRR:0.42031, icews14
2023-05-11 20:11:51,592 - [INFO] - [E:129| 100]: Train Loss:0.0015294, Val MRR:0.42031, icews14
2023-05-11 20:12:44,541 - [INFO] - [E:129| 200]: Train Loss:0.0015299, Val MRR:0.42031, icews14
2023-05-11 20:13:27,062 - [INFO] - [E:129| 300]: Train Loss:0.001529, Val MRR:0.42031, icews14
2023-05-11 20:14:20,066 - [INFO] - [E:129| 400]: Train Loss:0.0015292, Val MRR:0.42031, icews14
2023-05-11 20:15:12,939 - [INFO] - [E:129| 500]: Train Loss:0.0015293, Val MRR:0.42031, icews14
2023-05-11 20:16:06,014 - [INFO] - [E:129| 600]: Train Loss:0.0015292, Val MRR:0.42031, icews14
2023-05-11 20:16:59,180 - [INFO] - [E:129| 700]: Train Loss:0.0015294, Val MRR:0.42031, icews14
2023-05-11 20:17:52,171 - [INFO] - [E:129| 800]: Train Loss:0.0015293, Val MRR:0.42031, icews14
2023-05-11 20:18:45,176 - [INFO] - [E:129| 900]: Train Loss:0.0015291, Val MRR:0.42031, icews14
2023-05-11 20:19:37,585 - [INFO] - [E:129| 1000]: Train Loss:0.0015292, Val MRR:0.42031, icews14
2023-05-11 20:20:30,514 - [INFO] - [E:129| 1100]: Train Loss:0.0015289, Val MRR:0.42031, icews14
2023-05-11 20:21:23,385 - [INFO] - [E:129| 1200]: Train Loss:0.0015291, Val MRR:0.42031, icews14
2023-05-11 20:22:06,139 - [INFO] - [E:129| 1300]: Train Loss:0.0015289, Val MRR:0.42031, icews14
2023-05-11 20:22:59,058 - [INFO] - [E:129| 1400]: Train Loss:0.0015291, Val MRR:0.42031, icews14
2023-05-11 20:23:51,914 - [INFO] - [E:129| 1500]: Train Loss:0.0015292, Val MRR:0.42031, icews14
2023-05-11 20:24:44,380 - [INFO] - [E:129| 1600]: Train Loss:0.0015293, Val MRR:0.42031, icews14
2023-05-11 20:25:37,559 - [INFO] - [E:129| 1700]: Train Loss:0.0015294, Val MRR:0.42031, icews14
2023-05-11 20:26:30,727 - [INFO] - [E:129| 1800]: Train Loss:0.0015294, Val MRR:0.42031, icews14
2023-05-11 20:27:23,908 - [INFO] - [E:129| 1900]: Train Loss:0.0015293, Val MRR:0.42031, icews14
2023-05-11 20:27:46,094 - [INFO] - [Epoch:129]: Training Loss:0.001529
2023-05-11 20:27:46,249 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 20:28:05,704 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 20:28:11,127 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 20:28:29,765 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 20:28:35,129 - [INFO] - [Evaluating Epoch 129 valid]:
MRR: Tail : 0.44473, Head : 0.39, Avg : 0.41736
MR: Tail : 680.87, Head : 788.03, Avg : 734.45
Hit-1: Tail : 0.35672, Head : 0.30064, Avg : 0.32868
Hit-3: Tail : 0.49181, Head : 0.43403, Avg : 0.46292
Hit-10: Tail : 0.60978, Head : 0.55978, Avg : 0.58478
2023-05-11 20:28:35,129 - [INFO] - [Epoch 129]: Training Loss: 0.0015294, Valid MRR: 0.42031,
2023-05-11 20:28:35,542 - [INFO] - [E:130| 0]: Train Loss:0.0015204, Val MRR:0.42031, icews14
2023-05-11 20:29:28,152 - [INFO] - [E:130| 100]: Train Loss:0.0015268, Val MRR:0.42031, icews14
2023-05-11 20:30:10,150 - [INFO] - [E:130| 200]: Train Loss:0.0015287, Val MRR:0.42031, icews14
2023-05-11 20:31:02,563 - [INFO] - [E:130| 300]: Train Loss:0.0015285, Val MRR:0.42031, icews14
2023-05-11 20:31:55,033 - [INFO] - [E:130| 400]: Train Loss:0.0015292, Val MRR:0.42031, icews14
2023-05-11 20:32:48,179 - [INFO] - [E:130| 500]: Train Loss:0.0015285, Val MRR:0.42031, icews14
2023-05-11 20:33:41,176 - [INFO] - [E:130| 600]: Train Loss:0.0015283, Val MRR:0.42031, icews14
2023-05-11 20:34:34,532 - [INFO] - [E:130| 700]: Train Loss:0.0015284, Val MRR:0.42031, icews14
2023-05-11 20:35:27,701 - [INFO] - [E:130| 800]: Train Loss:0.0015281, Val MRR:0.42031, icews14
2023-05-11 20:36:20,672 - [INFO] - [E:130| 900]: Train Loss:0.0015283, Val MRR:0.42031, icews14
2023-05-11 20:37:13,639 - [INFO] - [E:130| 1000]: Train Loss:0.0015283, Val MRR:0.42031, icews14
2023-05-11 20:38:02,167 - [INFO] - [E:130| 1100]: Train Loss:0.0015285, Val MRR:0.42031, icews14
2023-05-11 20:38:44,937 - [INFO] - [E:130| 1200]: Train Loss:0.0015284, Val MRR:0.42031, icews14
2023-05-11 20:39:37,911 - [INFO] - [E:130| 1300]: Train Loss:0.0015284, Val MRR:0.42031, icews14
2023-05-11 20:40:30,947 - [INFO] - [E:130| 1400]: Train Loss:0.0015286, Val MRR:0.42031, icews14
2023-05-11 20:41:23,696 - [INFO] - [E:130| 1500]: Train Loss:0.0015286, Val MRR:0.42031, icews14
2023-05-11 20:42:16,416 - [INFO] - [E:130| 1600]: Train Loss:0.0015288, Val MRR:0.42031, icews14
2023-05-11 20:43:09,528 - [INFO] - [E:130| 1700]: Train Loss:0.0015288, Val MRR:0.42031, icews14
2023-05-11 20:44:02,751 - [INFO] - [E:130| 1800]: Train Loss:0.0015289, Val MRR:0.42031, icews14
2023-05-11 20:44:55,864 - [INFO] - [E:130| 1900]: Train Loss:0.0015289, Val MRR:0.42031, icews14
2023-05-11 20:45:17,961 - [INFO] - [Epoch:130]: Training Loss:0.001529
2023-05-11 20:45:18,113 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 20:45:37,424 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 20:45:42,871 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 20:46:01,735 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 20:46:07,037 - [INFO] - [Evaluating Epoch 130 valid]:
MRR: Tail : 0.4443, Head : 0.39013, Avg : 0.41722
2023-05-11 20:46:07,037 - [INFO] - [Epoch 130]: Training Loss: 0.0015291, Valid MRR: 0.42031,
2023-05-11 20:46:07,540 - [INFO] - [E:131| 0]: Train Loss:0.0015018, Val MRR:0.42031, icews14
2023-05-11 20:46:49,732 - [INFO] - [E:131| 100]: Train Loss:0.0015287, Val MRR:0.42031, icews14
2023-05-11 20:47:42,661 - [INFO] - [E:131| 200]: Train Loss:0.0015292, Val MRR:0.42031, icews14
2023-05-11 20:48:35,771 - [INFO] - [E:131| 300]: Train Loss:0.0015287, Val MRR:0.42031, icews14
2023-05-11 20:49:28,818 - [INFO] - [E:131| 400]: Train Loss:0.0015278, Val MRR:0.42031, icews14
2023-05-11 20:50:22,016 - [INFO] - [E:131| 500]: Train Loss:0.001528, Val MRR:0.42031, icews14
2023-05-11 20:51:15,127 - [INFO] - [E:131| 600]: Train Loss:0.0015282, Val MRR:0.42031, icews14
2023-05-11 20:52:08,106 - [INFO] - [E:131| 700]: Train Loss:0.0015283, Val MRR:0.42031, icews14
2023-05-11 20:53:01,014 - [INFO] - [E:131| 800]: Train Loss:0.0015283, Val MRR:0.42031, icews14
2023-05-11 20:53:53,803 - [INFO] - [E:131| 900]: Train Loss:0.0015284, Val MRR:0.42031, icews14
2023-05-11 20:54:46,421 - [INFO] - [E:131| 1000]: Train Loss:0.0015286, Val MRR:0.42031, icews14
2023-05-11 20:55:29,122 - [INFO] - [E:131| 1100]: Train Loss:0.0015285, Val MRR:0.42031, icews14
2023-05-11 20:56:22,339 - [INFO] - [E:131| 1200]: Train Loss:0.0015286, Val MRR:0.42031, icews14
2023-05-11 20:57:15,343 - [INFO] - [E:131| 1300]: Train Loss:0.0015287, Val MRR:0.42031, icews14
2023-05-11 20:58:07,862 - [INFO] - [E:131| 1400]: Train Loss:0.0015286, Val MRR:0.42031, icews14
2023-05-11 20:59:00,472 - [INFO] - [E:131| 1500]: Train Loss:0.0015286, Val MRR:0.42031, icews14
2023-05-11 20:59:53,559 - [INFO] - [E:131| 1600]: Train Loss:0.0015286, Val MRR:0.42031, icews14
2023-05-11 21:00:46,332 - [INFO] - [E:131| 1700]: Train Loss:0.0015284, Val MRR:0.42031, icews14
2023-05-11 21:01:39,104 - [INFO] - [E:131| 1800]: Train Loss:0.0015284, Val MRR:0.42031, icews14
2023-05-11 21:02:32,219 - [INFO] - [E:131| 1900]: Train Loss:0.0015283, Val MRR:0.42031, icews14
2023-05-11 21:02:53,983 - [INFO] - [Epoch:131]: Training Loss:0.001528
2023-05-11 21:02:54,255 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 21:03:08,801 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 21:03:11,933 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 21:03:23,901 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 21:03:29,093 - [INFO] - [Evaluating Epoch 131 valid]:
MRR: Tail : 0.44333, Head : 0.38864, Avg : 0.41599
2023-05-11 21:03:29,093 - [INFO] - [Epoch 131]: Training Loss: 0.0015283, Valid MRR: 0.42031,
2023-05-11 21:03:29,499 - [INFO] - [E:132| 0]: Train Loss:0.0015206, Val MRR:0.42031, icews14
2023-05-11 21:04:22,694 - [INFO] - [E:132| 100]: Train Loss:0.0015277, Val MRR:0.42031, icews14
2023-05-11 21:05:14,888 - [INFO] - [E:132| 200]: Train Loss:0.0015279, Val MRR:0.42031, icews14
2023-05-11 21:06:08,278 - [INFO] - [E:132| 300]: Train Loss:0.0015281, Val MRR:0.42031, icews14
2023-05-11 21:07:01,211 - [INFO] - [E:132| 400]: Train Loss:0.0015284, Val MRR:0.42031, icews14
2023-05-11 21:07:54,357 - [INFO] - [E:132| 500]: Train Loss:0.0015282, Val MRR:0.42031, icews14
2023-05-11 21:08:47,345 - [INFO] - [E:132| 600]: Train Loss:0.0015275, Val MRR:0.42031, icews14
2023-05-11 21:09:40,139 - [INFO] - [E:132| 700]: Train Loss:0.0015275, Val MRR:0.42031, icews14
2023-05-11 21:10:33,021 - [INFO] - [E:132| 800]: Train Loss:0.0015276, Val MRR:0.42031, icews14
2023-05-11 21:11:24,004 - [INFO] - [E:132| 900]: Train Loss:0.0015275, Val MRR:0.42031, icews14
2023-05-11 21:12:08,581 - [INFO] - [E:132| 1000]: Train Loss:0.0015274, Val MRR:0.42031, icews14
2023-05-11 21:13:01,747 - [INFO] - [E:132| 1100]: Train Loss:0.0015271, Val MRR:0.42031, icews14
2023-05-11 21:13:54,875 - [INFO] - [E:132| 1200]: Train Loss:0.0015273, Val MRR:0.42031, icews14
2023-05-11 21:14:47,942 - [INFO] - [E:132| 1300]: Train Loss:0.0015274, Val MRR:0.42031, icews14
2023-05-11 21:15:40,517 - [INFO] - [E:132| 1400]: Train Loss:0.0015274, Val MRR:0.42031, icews14
2023-05-11 21:16:33,401 - [INFO] - [E:132| 1500]: Train Loss:0.0015274, Val MRR:0.42031, icews14
2023-05-11 21:17:26,340 - [INFO] - [E:132| 1600]: Train Loss:0.0015276, Val MRR:0.42031, icews14
2023-05-11 21:18:19,481 - [INFO] - [E:132| 1700]: Train Loss:0.0015277, Val MRR:0.42031, icews14
2023-05-11 21:19:12,485 - [INFO] - [E:132| 1800]: Train Loss:0.0015278, Val MRR:0.42031, icews14
2023-05-11 21:19:56,033 - [INFO] - [E:132| 1900]: Train Loss:0.0015278, Val MRR:0.42031, icews14
2023-05-11 21:20:16,997 - [INFO] - [Epoch:132]: Training Loss:0.001528
2023-05-11 21:20:17,129 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 21:20:36,139 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 21:20:41,733 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 21:21:01,078 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 21:21:06,376 - [INFO] - [Evaluating Epoch 132 valid]:
MRR: Tail : 0.44453, Head : 0.39363, Avg : 0.41908
2023-05-11 21:21:06,376 - [INFO] - [Epoch 132]: Training Loss: 0.0015278, Valid MRR: 0.42031,
2023-05-11 21:21:07,075 - [INFO] - [E:133| 0]: Train Loss:0.00152, Val MRR:0.42031, icews14
2023-05-11 21:22:00,282 - [INFO] - [E:133| 100]: Train Loss:0.0015265, Val MRR:0.42031, icews14
2023-05-11 21:22:53,380 - [INFO] - [E:133| 200]: Train Loss:0.0015272, Val MRR:0.42031, icews14
2023-05-11 21:23:41,670 - [INFO] - [E:133| 300]: Train Loss:0.0015267, Val MRR:0.42031, icews14
2023-05-11 21:24:34,773 - [INFO] - [E:133| 400]: Train Loss:0.0015268, Val MRR:0.42031, icews14
2023-05-11 21:25:27,758 - [INFO] - [E:133| 500]: Train Loss:0.0015272, Val MRR:0.42031, icews14
2023-05-11 21:26:20,478 - [INFO] - [E:133| 600]: Train Loss:0.0015275, Val MRR:0.42031, icews14
2023-05-11 21:27:13,521 - [INFO] - [E:133| 700]: Train Loss:0.0015274, Val MRR:0.42031, icews14
2023-05-11 21:28:06,546 - [INFO] - [E:133| 800]: Train Loss:0.0015274, Val MRR:0.42031, icews14
2023-05-11 21:28:49,462 - [INFO] - [E:133| 900]: Train Loss:0.0015275, Val MRR:0.42031, icews14
2023-05-11 21:29:42,289 - [INFO] - [E:133| 1000]: Train Loss:0.0015276, Val MRR:0.42031, icews14
2023-05-11 21:30:35,453 - [INFO] - [E:133| 1100]: Train Loss:0.0015277, Val MRR:0.42031, icews14
2023-05-11 21:31:28,638 - [INFO] - [E:133| 1200]: Train Loss:0.0015277, Val MRR:0.42031, icews14
2023-05-11 21:32:21,342 - [INFO] - [E:133| 1300]: Train Loss:0.0015277, Val MRR:0.42031, icews14
2023-05-11 21:33:13,470 - [INFO] - [E:133| 1400]: Train Loss:0.0015278, Val MRR:0.42031, icews14
2023-05-11 21:34:06,696 - [INFO] - [E:133| 1500]: Train Loss:0.0015279, Val MRR:0.42031, icews14
2023-05-11 21:34:59,967 - [INFO] - [E:133| 1600]: Train Loss:0.0015279, Val MRR:0.42031, icews14
2023-05-11 21:35:52,971 - [INFO] - [E:133| 1700]: Train Loss:0.001528, Val MRR:0.42031, icews14
2023-05-11 21:36:39,186 - [INFO] - [E:133| 1800]: Train Loss:0.001528, Val MRR:0.42031, icews14
2023-05-11 21:37:28,134 - [INFO] - [E:133| 1900]: Train Loss:0.0015279, Val MRR:0.42031, icews14
2023-05-11 21:37:50,134 - [INFO] - [Epoch:133]: Training Loss:0.001528
2023-05-11 21:37:50,406 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 21:38:09,504 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 21:38:14,867 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 21:38:34,026 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 21:38:39,323 - [INFO] - [Evaluating Epoch 133 valid]:
MRR: Tail : 0.44294, Head : 0.38952, Avg : 0.41623
2023-05-11 21:38:39,323 - [INFO] - [Epoch 133]: Training Loss: 0.0015279, Valid MRR: 0.42031,
2023-05-11 21:38:39,817 - [INFO] - [E:134| 0]: Train Loss:0.0015227, Val MRR:0.42031, icews14
2023-05-11 21:39:33,002 - [INFO] - [E:134| 100]: Train Loss:0.0015275, Val MRR:0.42031, icews14
2023-05-11 21:40:25,786 - [INFO] - [E:134| 200]: Train Loss:0.001527, Val MRR:0.42031, icews14
2023-05-11 21:41:18,749 - [INFO] - [E:134| 300]: Train Loss:0.0015268, Val MRR:0.42031, icews14
2023-05-11 21:42:11,321 - [INFO] - [E:134| 400]: Train Loss:0.001527, Val MRR:0.42031, icews14
2023-05-11 21:43:04,320 - [INFO] - [E:134| 500]: Train Loss:0.0015268, Val MRR:0.42031, icews14
2023-05-11 21:43:57,255 - [INFO] - [E:134| 600]: Train Loss:0.0015268, Val MRR:0.42031, icews14
2023-05-11 21:44:47,382 - [INFO] - [E:134| 700]: Train Loss:0.0015266, Val MRR:0.42031, icews14
2023-05-11 21:45:32,875 - [INFO] - [E:134| 800]: Train Loss:0.0015267, Val MRR:0.42031, icews14
2023-05-11 21:46:25,892 - [INFO] - [E:134| 900]: Train Loss:0.0015266, Val MRR:0.42031, icews14
2023-05-11 21:47:19,016 - [INFO] - [E:134| 1000]: Train Loss:0.0015265, Val MRR:0.42031, icews14
2023-05-11 21:48:12,284 - [INFO] - [E:134| 1100]: Train Loss:0.0015267, Val MRR:0.42031, icews14
2023-05-11 21:49:05,108 - [INFO] - [E:134| 1200]: Train Loss:0.001527, Val MRR:0.42031, icews14
2023-05-11 21:49:57,556 - [INFO] - [E:134| 1300]: Train Loss:0.0015272, Val MRR:0.42031, icews14
2023-05-11 21:50:50,326 - [INFO] - [E:134| 1400]: Train Loss:0.0015273, Val MRR:0.42031, icews14
2023-05-11 21:51:42,831 - [INFO] - [E:134| 1500]: Train Loss:0.0015272, Val MRR:0.42031, icews14
2023-05-11 21:52:35,714 - [INFO] - [E:134| 1600]: Train Loss:0.0015273, Val MRR:0.42031, icews14
2023-05-11 21:53:18,502 - [INFO] - [E:134| 1700]: Train Loss:0.0015275, Val MRR:0.42031, icews14
2023-05-11 21:54:10,906 - [INFO] - [E:134| 1800]: Train Loss:0.0015275, Val MRR:0.42031, icews14
2023-05-11 21:55:03,872 - [INFO] - [E:134| 1900]: Train Loss:0.0015276, Val MRR:0.42031, icews14
2023-05-11 21:55:25,866 - [INFO] - [Epoch:134]: Training Loss:0.001528
2023-05-11 21:55:26,138 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 21:55:45,366 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 21:55:50,704 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 21:56:09,628 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 21:56:14,919 - [INFO] - [Evaluating Epoch 134 valid]:
MRR: Tail : 0.44331, Head : 0.38933, Avg : 0.41632
2023-05-11 21:56:14,919 - [INFO] - [Epoch 134]: Training Loss: 0.0015275, Valid MRR: 0.42031,
2023-05-11 21:56:15,425 - [INFO] - [E:135| 0]: Train Loss:0.0015785, Val MRR:0.42031, icews14
2023-05-11 21:57:08,359 - [INFO] - [E:135| 100]: Train Loss:0.0015272, Val MRR:0.42031, icews14
2023-05-11 21:58:01,556 - [INFO] - [E:135| 200]: Train Loss:0.0015266, Val MRR:0.42031, icews14
2023-05-11 21:58:54,639 - [INFO] - [E:135| 300]: Train Loss:0.0015259, Val MRR:0.42031, icews14
2023-05-11 21:59:47,542 - [INFO] - [E:135| 400]: Train Loss:0.0015259, Val MRR:0.42031, icews14
2023-05-11 22:00:40,239 - [INFO] - [E:135| 500]: Train Loss:0.0015258, Val MRR:0.42031, icews14
2023-05-11 22:01:28,618 - [INFO] - [E:135| 600]: Train Loss:0.0015259, Val MRR:0.42031, icews14
2023-05-11 22:02:15,468 - [INFO] - [E:135| 700]: Train Loss:0.0015262, Val MRR:0.42031, icews14
2023-05-11 22:03:08,435 - [INFO] - [E:135| 800]: Train Loss:0.0015265, Val MRR:0.42031, icews14
2023-05-11 22:04:01,479 - [INFO] - [E:135| 900]: Train Loss:0.0015264, Val MRR:0.42031, icews14
2023-05-11 22:04:54,840 - [INFO] - [E:135| 1000]: Train Loss:0.0015265, Val MRR:0.42031, icews14
2023-05-11 22:05:47,941 - [INFO] - [E:135| 1100]: Train Loss:0.0015266, Val MRR:0.42031, icews14
2023-05-11 22:06:40,918 - [INFO] - [E:135| 1200]: Train Loss:0.0015269, Val MRR:0.42031, icews14
2023-05-11 22:07:34,023 - [INFO] - [E:135| 1300]: Train Loss:0.0015268, Val MRR:0.42031, icews14
2023-05-11 22:08:27,347 - [INFO] - [E:135| 1400]: Train Loss:0.0015271, Val MRR:0.42031, icews14
2023-05-11 22:09:20,403 - [INFO] - [E:135| 1500]: Train Loss:0.0015272, Val MRR:0.42031, icews14
2023-05-11 22:10:01,164 - [INFO] - [E:135| 1600]: Train Loss:0.0015272, Val MRR:0.42031, icews14
2023-05-11 22:10:50,472 - [INFO] - [E:135| 1700]: Train Loss:0.0015274, Val MRR:0.42031, icews14
2023-05-11 22:11:43,111 - [INFO] - [E:135| 1800]: Train Loss:0.0015272, Val MRR:0.42031, icews14
2023-05-11 22:12:35,612 - [INFO] - [E:135| 1900]: Train Loss:0.0015272, Val MRR:0.42031, icews14
2023-05-11 22:12:57,205 - [INFO] - [Epoch:135]: Training Loss:0.001527
2023-05-11 22:12:57,360 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 22:13:16,452 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 22:13:21,922 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 22:13:40,754 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 22:13:46,103 - [INFO] - [Evaluating Epoch 135 valid]:
MRR: Tail : 0.44509, Head : 0.38906, Avg : 0.41708
2023-05-11 22:13:46,103 - [INFO] - [Epoch 135]: Training Loss: 0.0015273, Valid MRR: 0.42031,
2023-05-11 22:13:46,599 - [INFO] - [E:136| 0]: Train Loss:0.001536, Val MRR:0.42031, icews14
2023-05-11 22:14:40,104 - [INFO] - [E:136| 100]: Train Loss:0.0015243, Val MRR:0.42031, icews14
2023-05-11 22:15:33,024 - [INFO] - [E:136| 200]: Train Loss:0.0015259, Val MRR:0.42031, icews14
2023-05-11 22:16:25,858 - [INFO] - [E:136| 300]: Train Loss:0.0015261, Val MRR:0.42031, icews14
2023-05-11 22:17:18,872 - [INFO] - [E:136| 400]: Train Loss:0.001527, Val MRR:0.42031, icews14
2023-05-11 22:18:09,661 - [INFO] - [E:136| 500]: Train Loss:0.0015266, Val MRR:0.42031, icews14
2023-05-11 22:18:53,977 - [INFO] - [E:136| 600]: Train Loss:0.0015269, Val MRR:0.42031, icews14
2023-05-11 22:19:46,841 - [INFO] - [E:136| 700]: Train Loss:0.0015268, Val MRR:0.42031, icews14
2023-05-11 22:20:39,732 - [INFO] - [E:136| 800]: Train Loss:0.0015269, Val MRR:0.42031, icews14
2023-05-11 22:21:33,039 - [INFO] - [E:136| 900]: Train Loss:0.0015269, Val MRR:0.42031, icews14
2023-05-11 22:22:26,198 - [INFO] - [E:136| 1000]: Train Loss:0.0015269, Val MRR:0.42031, icews14
2023-05-11 22:23:19,091 - [INFO] - [E:136| 1100]: Train Loss:0.0015267, Val MRR:0.42031, icews14
2023-05-11 22:24:11,688 - [INFO] - [E:136| 1200]: Train Loss:0.0015268, Val MRR:0.42031, icews14
2023-05-11 22:25:04,632 - [INFO] - [E:136| 1300]: Train Loss:0.0015269, Val MRR:0.42031, icews14
2023-05-11 22:25:57,839 - [INFO] - [E:136| 1400]: Train Loss:0.001527, Val MRR:0.42031, icews14
2023-05-11 22:26:41,365 - [INFO] - [E:136| 1500]: Train Loss:0.0015269, Val MRR:0.42031, icews14
2023-05-11 22:27:33,582 - [INFO] - [E:136| 1600]: Train Loss:0.0015267, Val MRR:0.42031, icews14
2023-05-11 22:28:26,092 - [INFO] - [E:136| 1700]: Train Loss:0.0015269, Val MRR:0.42031, icews14
2023-05-11 22:29:19,074 - [INFO] - [E:136| 1800]: Train Loss:0.0015269, Val MRR:0.42031, icews14
2023-05-11 22:30:11,960 - [INFO] - [E:136| 1900]: Train Loss:0.0015269, Val MRR:0.42031, icews14
2023-05-11 22:30:34,268 - [INFO] - [Epoch:136]: Training Loss:0.001527
2023-05-11 22:30:34,522 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 22:30:53,445 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 22:30:58,875 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 22:31:18,031 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 22:31:23,306 - [INFO] - [Evaluating Epoch 136 valid]:
MRR: Tail : 0.44604, Head : 0.39203, Avg : 0.41904
2023-05-11 22:31:23,306 - [INFO] - [Epoch 136]: Training Loss: 0.0015269, Valid MRR: 0.42031,
2023-05-11 22:31:24,025 - [INFO] - [E:137| 0]: Train Loss:0.0015459, Val MRR:0.42031, icews14
2023-05-11 22:32:17,248 - [INFO] - [E:137| 100]: Train Loss:0.0015255, Val MRR:0.42031, icews14
2023-05-11 22:33:10,355 - [INFO] - [E:137| 200]: Train Loss:0.0015248, Val MRR:0.42031, icews14
2023-05-11 22:34:03,278 - [INFO] - [E:137| 300]: Train Loss:0.0015251, Val MRR:0.42031, icews14
2023-05-11 22:34:51,989 - [INFO] - [E:137| 400]: Train Loss:0.001525, Val MRR:0.42031, icews14
2023-05-11 22:35:38,486 - [INFO] - [E:137| 500]: Train Loss:0.0015251, Val MRR:0.42031, icews14
2023-05-11 22:36:31,353 - [INFO] - [E:137| 600]: Train Loss:0.0015258, Val MRR:0.42031, icews14
2023-05-11 22:37:24,037 - [INFO] - [E:137| 700]: Train Loss:0.0015256, Val MRR:0.42031, icews14
2023-05-11 22:38:17,034 - [INFO] - [E:137| 800]: Train Loss:0.0015259, Val MRR:0.42031, icews14
2023-05-11 22:39:10,173 - [INFO] - [E:137| 900]: Train Loss:0.0015261, Val MRR:0.42031, icews14
2023-05-11 22:40:03,036 - [INFO] - [E:137| 1000]: Train Loss:0.001526, Val MRR:0.42031, icews14
2023-05-11 22:40:55,388 - [INFO] - [E:137| 1100]: Train Loss:0.0015262, Val MRR:0.42031, icews14
2023-05-11 22:41:48,171 - [INFO] - [E:137| 1200]: Train Loss:0.0015262, Val MRR:0.42031, icews14
2023-05-11 22:42:40,966 - [INFO] - [E:137| 1300]: Train Loss:0.0015267, Val MRR:0.42031, icews14
2023-05-11 22:43:23,520 - [INFO] - [E:137| 1400]: Train Loss:0.0015267, Val MRR:0.42031, icews14
2023-05-11 22:44:16,584 - [INFO] - [E:137| 1500]: Train Loss:0.0015266, Val MRR:0.42031, icews14
2023-05-11 22:45:09,111 - [INFO] - [E:137| 1600]: Train Loss:0.0015267, Val MRR:0.42031, icews14
2023-05-11 22:46:01,977 - [INFO] - [E:137| 1700]: Train Loss:0.0015267, Val MRR:0.42031, icews14
2023-05-11 22:46:53,705 - [INFO] - [E:137| 1800]: Train Loss:0.0015268, Val MRR:0.42031, icews14
2023-05-11 22:47:46,550 - [INFO] - [E:137| 1900]: Train Loss:0.0015267, Val MRR:0.42031, icews14
2023-05-11 22:48:08,743 - [INFO] - [Epoch:137]: Training Loss:0.001527
2023-05-11 22:48:08,995 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 22:48:27,964 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 22:48:33,300 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 22:48:52,314 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 22:48:57,605 - [INFO] - [Evaluating Epoch 137 valid]:
MRR: Tail : 0.44545, Head : 0.39197, Avg : 0.41871
2023-05-11 22:48:57,605 - [INFO] - [Epoch 137]: Training Loss: 0.0015268, Valid MRR: 0.42031,
2023-05-11 22:48:58,270 - [INFO] - [E:138| 0]: Train Loss:0.0015638, Val MRR:0.42031, icews14
2023-05-11 22:49:51,235 - [INFO] - [E:138| 100]: Train Loss:0.0015275, Val MRR:0.42031, icews14
2023-05-11 22:50:43,900 - [INFO] - [E:138| 200]: Train Loss:0.001526, Val MRR:0.42031, icews14
2023-05-11 22:51:29,647 - [INFO] - [E:138| 300]: Train Loss:0.0015262, Val MRR:0.42031, icews14
2023-05-11 22:52:19,204 - [INFO] - [E:138| 400]: Train Loss:0.0015265, Val MRR:0.42031, icews14
2023-05-11 22:53:12,204 - [INFO] - [E:138| 500]: Train Loss:0.0015265, Val MRR:0.42031, icews14
2023-05-11 22:54:05,280 - [INFO] - [E:138| 600]: Train Loss:0.0015267, Val MRR:0.42031, icews14
2023-05-11 22:54:58,179 - [INFO] - [E:138| 700]: Train Loss:0.0015265, Val MRR:0.42031, icews14
2023-05-11 22:55:46,444 - [INFO] - [E:138| 800]: Train Loss:0.0015263, Val MRR:0.42031, icews14
2023-05-11 22:56:39,702 - [INFO] - [E:138| 900]: Train Loss:0.0015261, Val MRR:0.42031, icews14
2023-05-11 22:57:32,788 - [INFO] - [E:138| 1000]: Train Loss:0.0015262, Val MRR:0.42031, icews14
2023-05-11 22:58:25,916 - [INFO] - [E:138| 1100]: Train Loss:0.0015261, Val MRR:0.42031, icews14
2023-05-11 22:59:18,657 - [INFO] - [E:138| 1200]: Train Loss:0.0015259, Val MRR:0.42031, icews14
2023-05-11 23:00:01,082 - [INFO] - [E:138| 1300]: Train Loss:0.0015261, Val MRR:0.42031, icews14
2023-05-11 23:00:53,250 - [INFO] - [E:138| 1400]: Train Loss:0.0015262, Val MRR:0.42031, icews14
2023-05-11 23:01:46,315 - [INFO] - [E:138| 1500]: Train Loss:0.0015262, Val MRR:0.42031, icews14
2023-05-11 23:02:39,224 - [INFO] - [E:138| 1600]: Train Loss:0.0015264, Val MRR:0.42031, icews14
2023-05-11 23:03:32,296 - [INFO] - [E:138| 1700]: Train Loss:0.0015264, Val MRR:0.42031, icews14
2023-05-11 23:04:25,408 - [INFO] - [E:138| 1800]: Train Loss:0.0015264, Val MRR:0.42031, icews14
2023-05-11 23:05:18,230 - [INFO] - [E:138| 1900]: Train Loss:0.0015264, Val MRR:0.42031, icews14
2023-05-11 23:05:40,186 - [INFO] - [Epoch:138]: Training Loss:0.001526
2023-05-11 23:05:40,338 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 23:05:59,569 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 23:06:05,165 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 23:06:24,129 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 23:06:29,478 - [INFO] - [Evaluating Epoch 138 valid]:
MRR: Tail : 0.4475, Head : 0.39348, Avg : 0.42049
2023-05-11 23:06:30,784 - [INFO] - [Epoch 138]: Training Loss: 0.0015264, Valid MRR: 0.42049,
2023-05-11 23:06:31,292 - [INFO] - [E:139| 0]: Train Loss:0.0015518, Val MRR:0.42049, icews14
2023-05-11 23:07:24,663 - [INFO] - [E:139| 100]: Train Loss:0.0015268, Val MRR:0.42049, icews14
2023-05-11 23:08:12,004 - [INFO] - [E:139| 200]: Train Loss:0.0015252, Val MRR:0.42049, icews14
2023-05-11 23:09:00,370 - [INFO] - [E:139| 300]: Train Loss:0.001525, Val MRR:0.42049, icews14
2023-05-11 23:09:53,520 - [INFO] - [E:139| 400]: Train Loss:0.0015251, Val MRR:0.42049, icews14
2023-05-11 23:10:46,665 - [INFO] - [E:139| 500]: Train Loss:0.0015257, Val MRR:0.42049, icews14
2023-05-11 23:11:39,684 - [INFO] - [E:139| 600]: Train Loss:0.0015257, Val MRR:0.42049, icews14
2023-05-11 23:12:32,507 - [INFO] - [E:139| 700]: Train Loss:0.0015261, Val MRR:0.42049, icews14
2023-05-11 23:13:25,554 - [INFO] - [E:139| 800]: Train Loss:0.0015258, Val MRR:0.42049, icews14
2023-05-11 23:14:17,862 - [INFO] - [E:139| 900]: Train Loss:0.0015257, Val MRR:0.42049, icews14
2023-05-11 23:15:10,269 - [INFO] - [E:139| 1000]: Train Loss:0.0015257, Val MRR:0.42049, icews14
2023-05-11 23:16:03,574 - [INFO] - [E:139| 1100]: Train Loss:0.0015258, Val MRR:0.42049, icews14
2023-05-11 23:16:46,240 - [INFO] - [E:139| 1200]: Train Loss:0.0015257, Val MRR:0.42049, icews14
2023-05-11 23:17:39,311 - [INFO] - [E:139| 1300]: Train Loss:0.0015255, Val MRR:0.42049, icews14
2023-05-11 23:18:32,316 - [INFO] - [E:139| 1400]: Train Loss:0.0015257, Val MRR:0.42049, icews14
2023-05-11 23:19:24,909 - [INFO] - [E:139| 1500]: Train Loss:0.0015255, Val MRR:0.42049, icews14
2023-05-11 23:20:17,557 - [INFO] - [E:139| 1600]: Train Loss:0.0015256, Val MRR:0.42049, icews14
2023-05-11 23:21:09,945 - [INFO] - [E:139| 1700]: Train Loss:0.0015257, Val MRR:0.42049, icews14
2023-05-11 23:22:02,838 - [INFO] - [E:139| 1800]: Train Loss:0.0015258, Val MRR:0.42049, icews14
2023-05-11 23:22:56,061 - [INFO] - [E:139| 1900]: Train Loss:0.0015258, Val MRR:0.42049, icews14
2023-05-11 23:23:17,801 - [INFO] - [Epoch:139]: Training Loss:0.001526
2023-05-11 23:23:17,944 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 23:23:37,282 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 23:23:42,807 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 23:24:01,735 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 23:24:07,050 - [INFO] - [Evaluating Epoch 139 valid]:
MRR: Tail : 0.44311, Head : 0.39151, Avg : 0.41731
MR: Tail : 684.96, Head : 775.57, Avg : 730.26
Hit-1: Tail : 0.35453, Head : 0.30246, Avg : 0.3285
Hit-3: Tail : 0.49035, Head : 0.4344, Avg : 0.46237
Hit-10: Tail : 0.6082, Head : 0.5605, Avg : 0.58435
2023-05-11 23:24:07,050 - [INFO] - [Epoch 139]: Training Loss: 0.0015258, Valid MRR: 0.42049,
2023-05-11 23:24:07,546 - [INFO] - [E:140| 0]: Train Loss:0.0015218, Val MRR:0.42049, icews14
2023-05-11 23:24:52,987 - [INFO] - [E:140| 100]: Train Loss:0.0015286, Val MRR:0.42049, icews14
2023-05-11 23:25:43,469 - [INFO] - [E:140| 200]: Train Loss:0.0015268, Val MRR:0.42049, icews14
2023-05-11 23:26:36,329 - [INFO] - [E:140| 300]: Train Loss:0.0015255, Val MRR:0.42049, icews14
2023-05-11 23:27:29,293 - [INFO] - [E:140| 400]: Train Loss:0.0015254, Val MRR:0.42049, icews14
2023-05-11 23:28:22,376 - [INFO] - [E:140| 500]: Train Loss:0.0015252, Val MRR:0.42049, icews14
2023-05-11 23:29:15,376 - [INFO] - [E:140| 600]: Train Loss:0.0015252, Val MRR:0.42049, icews14
2023-05-11 23:30:08,343 - [INFO] - [E:140| 700]: Train Loss:0.001525, Val MRR:0.42049, icews14
2023-05-11 23:31:01,267 - [INFO] - [E:140| 800]: Train Loss:0.0015252, Val MRR:0.42049, icews14
2023-05-11 23:31:53,638 - [INFO] - [E:140| 900]: Train Loss:0.0015252, Val MRR:0.42049, icews14
2023-05-11 23:32:46,185 - [INFO] - [E:140| 1000]: Train Loss:0.0015251, Val MRR:0.42049, icews14
2023-05-11 23:33:27,985 - [INFO] - [E:140| 1100]: Train Loss:0.0015251, Val MRR:0.42049, icews14
2023-05-11 23:34:20,748 - [INFO] - [E:140| 1200]: Train Loss:0.0015253, Val MRR:0.42049, icews14
2023-05-11 23:35:13,629 - [INFO] - [E:140| 1300]: Train Loss:0.0015252, Val MRR:0.42049, icews14
2023-05-11 23:36:06,641 - [INFO] - [E:140| 1400]: Train Loss:0.0015252, Val MRR:0.42049, icews14
2023-05-11 23:36:59,627 - [INFO] - [E:140| 1500]: Train Loss:0.0015252, Val MRR:0.42049, icews14
2023-05-11 23:37:53,038 - [INFO] - [E:140| 1600]: Train Loss:0.0015253, Val MRR:0.42049, icews14
2023-05-11 23:38:46,053 - [INFO] - [E:140| 1700]: Train Loss:0.0015251, Val MRR:0.42049, icews14
2023-05-11 23:39:39,014 - [INFO] - [E:140| 1800]: Train Loss:0.0015253, Val MRR:0.42049, icews14
2023-05-11 23:40:31,923 - [INFO] - [E:140| 1900]: Train Loss:0.0015255, Val MRR:0.42049, icews14
2023-05-11 23:40:54,107 - [INFO] - [Epoch:140]: Training Loss:0.001526
2023-05-11 23:40:54,380 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 23:41:13,268 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 23:41:17,552 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 23:41:28,419 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 23:41:31,440 - [INFO] - [Evaluating Epoch 140 valid]:
MRR: Tail : 0.44369, Head : 0.39162, Avg : 0.41766
2023-05-11 23:41:31,440 - [INFO] - [Epoch 140]: Training Loss: 0.0015256, Valid MRR: 0.42049,
2023-05-11 23:41:31,797 - [INFO] - [E:141| 0]: Train Loss:0.0015122, Val MRR:0.42049, icews14
2023-05-11 23:42:18,425 - [INFO] - [E:141| 100]: Train Loss:0.0015245, Val MRR:0.42049, icews14
2023-05-11 23:43:11,697 - [INFO] - [E:141| 200]: Train Loss:0.0015254, Val MRR:0.42049, icews14
2023-05-11 23:44:04,663 - [INFO] - [E:141| 300]: Train Loss:0.0015251, Val MRR:0.42049, icews14
2023-05-11 23:44:57,776 - [INFO] - [E:141| 400]: Train Loss:0.0015253, Val MRR:0.42049, icews14
2023-05-11 23:45:50,584 - [INFO] - [E:141| 500]: Train Loss:0.0015251, Val MRR:0.42049, icews14
2023-05-11 23:46:43,632 - [INFO] - [E:141| 600]: Train Loss:0.001525, Val MRR:0.42049, icews14
2023-05-11 23:47:36,360 - [INFO] - [E:141| 700]: Train Loss:0.0015247, Val MRR:0.42049, icews14
2023-05-11 23:48:29,216 - [INFO] - [E:141| 800]: Train Loss:0.0015248, Val MRR:0.42049, icews14
2023-05-11 23:49:21,899 - [INFO] - [E:141| 900]: Train Loss:0.0015247, Val MRR:0.42049, icews14
2023-05-11 23:50:04,638 - [INFO] - [E:141| 1000]: Train Loss:0.0015249, Val MRR:0.42049, icews14
2023-05-11 23:50:57,419 - [INFO] - [E:141| 1100]: Train Loss:0.0015249, Val MRR:0.42049, icews14
2023-05-11 23:51:49,561 - [INFO] - [E:141| 1200]: Train Loss:0.001525, Val MRR:0.42049, icews14
2023-05-11 23:52:42,338 - [INFO] - [E:141| 1300]: Train Loss:0.001525, Val MRR:0.42049, icews14
2023-05-11 23:53:35,144 - [INFO] - [E:141| 1400]: Train Loss:0.001525, Val MRR:0.42049, icews14
2023-05-11 23:54:28,073 - [INFO] - [E:141| 1500]: Train Loss:0.001525, Val MRR:0.42049, icews14
2023-05-11 23:55:20,702 - [INFO] - [E:141| 1600]: Train Loss:0.0015253, Val MRR:0.42049, icews14
2023-05-11 23:56:13,747 - [INFO] - [E:141| 1700]: Train Loss:0.0015254, Val MRR:0.42049, icews14
2023-05-11 23:57:06,892 - [INFO] - [E:141| 1800]: Train Loss:0.0015255, Val MRR:0.42049, icews14
2023-05-11 23:57:59,907 - [INFO] - [E:141| 1900]: Train Loss:0.0015255, Val MRR:0.42049, icews14
2023-05-11 23:58:13,987 - [INFO] - [Epoch:141]: Training Loss:0.001526
2023-05-11 23:58:14,098 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-11 23:58:29,231 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-11 23:58:34,688 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-11 23:58:53,587 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-11 23:58:58,869 - [INFO] - [Evaluating Epoch 141 valid]:
MRR: Tail : 0.44817, Head : 0.39474, Avg : 0.42146
2023-05-11 23:59:00,169 - [INFO] - [Epoch 141]: Training Loss: 0.0015256, Valid MRR: 0.42146,
2023-05-11 23:59:00,905 - [INFO] - [E:142| 0]: Train Loss:0.0015046, Val MRR:0.42146, icews14
2023-05-11 23:59:53,570 - [INFO] - [E:142| 100]: Train Loss:0.0015259, Val MRR:0.42146, icews14
2023-05-12 00:00:46,013 - [INFO] - [E:142| 200]: Train Loss:0.0015268, Val MRR:0.42146, icews14
2023-05-12 00:01:39,121 - [INFO] - [E:142| 300]: Train Loss:0.0015257, Val MRR:0.42146, icews14
2023-05-12 00:02:32,030 - [INFO] - [E:142| 400]: Train Loss:0.0015261, Val MRR:0.42146, icews14
2023-05-12 00:03:24,759 - [INFO] - [E:142| 500]: Train Loss:0.0015257, Val MRR:0.42146, icews14
2023-05-12 00:04:17,755 - [INFO] - [E:142| 600]: Train Loss:0.0015253, Val MRR:0.42146, icews14
2023-05-12 00:05:10,502 - [INFO] - [E:142| 700]: Train Loss:0.0015254, Val MRR:0.42146, icews14
2023-05-12 00:06:03,780 - [INFO] - [E:142| 800]: Train Loss:0.0015253, Val MRR:0.42146, icews14
2023-05-12 00:06:45,985 - [INFO] - [E:142| 900]: Train Loss:0.0015251, Val MRR:0.42146, icews14
2023-05-12 00:07:39,525 - [INFO] - [E:142| 1000]: Train Loss:0.001525, Val MRR:0.42146, icews14
2023-05-12 00:08:32,353 - [INFO] - [E:142| 1100]: Train Loss:0.0015251, Val MRR:0.42146, icews14
2023-05-12 00:09:25,199 - [INFO] - [E:142| 1200]: Train Loss:0.001525, Val MRR:0.42146, icews14
2023-05-12 00:10:18,346 - [INFO] - [E:142| 1300]: Train Loss:0.001525, Val MRR:0.42146, icews14
2023-05-12 00:11:11,199 - [INFO] - [E:142| 1400]: Train Loss:0.001525, Val MRR:0.42146, icews14
2023-05-12 00:12:04,215 - [INFO] - [E:142| 1500]: Train Loss:0.0015249, Val MRR:0.42146, icews14
2023-05-12 00:12:57,204 - [INFO] - [E:142| 1600]: Train Loss:0.0015249, Val MRR:0.42146, icews14
2023-05-12 00:13:50,024 - [INFO] - [E:142| 1700]: Train Loss:0.0015251, Val MRR:0.42146, icews14
2023-05-12 00:14:40,654 - [INFO] - [E:142| 1800]: Train Loss:0.0015251, Val MRR:0.42146, icews14
2023-05-12 00:15:25,338 - [INFO] - [E:142| 1900]: Train Loss:0.0015251, Val MRR:0.42146, icews14
2023-05-12 00:15:47,556 - [INFO] - [Epoch:142]: Training Loss:0.001525
2023-05-12 00:15:47,829 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 00:16:06,615 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 00:16:11,989 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 00:16:30,728 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 00:16:35,943 - [INFO] - [Evaluating Epoch 142 valid]:
MRR: Tail : 0.44521, Head : 0.39537, Avg : 0.42029
2023-05-12 00:16:35,944 - [INFO] - [Epoch 142]: Training Loss: 0.0015251, Valid MRR: 0.42146,
2023-05-12 00:16:36,450 - [INFO] - [E:143| 0]: Train Loss:0.0015181, Val MRR:0.42146, icews14
2023-05-12 00:17:29,931 - [INFO] - [E:143| 100]: Train Loss:0.0015216, Val MRR:0.42146, icews14
2023-05-12 00:18:23,064 - [INFO] - [E:143| 200]: Train Loss:0.001523, Val MRR:0.42146, icews14
2023-05-12 00:19:16,096 - [INFO] - [E:143| 300]: Train Loss:0.0015235, Val MRR:0.42146, icews14
2023-05-12 00:20:09,285 - [INFO] - [E:143| 400]: Train Loss:0.0015244, Val MRR:0.42146, icews14
2023-05-12 00:21:02,380 - [INFO] - [E:143| 500]: Train Loss:0.0015239, Val MRR:0.42146, icews14
2023-05-12 00:21:55,472 - [INFO] - [E:143| 600]: Train Loss:0.0015236, Val MRR:0.42146, icews14
2023-05-12 00:22:47,800 - [INFO] - [E:143| 700]: Train Loss:0.0015233, Val MRR:0.42146, icews14
2023-05-12 00:23:29,357 - [INFO] - [E:143| 800]: Train Loss:0.0015235, Val MRR:0.42146, icews14
2023-05-12 00:24:22,421 - [INFO] - [E:143| 900]: Train Loss:0.0015234, Val MRR:0.42146, icews14
2023-05-12 00:25:15,487 - [INFO] - [E:143| 1000]: Train Loss:0.0015237, Val MRR:0.42146, icews14
2023-05-12 00:26:08,419 - [INFO] - [E:143| 1100]: Train Loss:0.0015241, Val MRR:0.42146, icews14
2023-05-12 00:27:01,143 - [INFO] - [E:143| 1200]: Train Loss:0.0015241, Val MRR:0.42146, icews14
2023-05-12 00:27:48,779 - [INFO] - [E:143| 1300]: Train Loss:0.0015242, Val MRR:0.42146, icews14
2023-05-12 00:28:41,425 - [INFO] - [E:143| 1400]: Train Loss:0.0015244, Val MRR:0.42146, icews14
2023-05-12 00:29:34,125 - [INFO] - [E:143| 1500]: Train Loss:0.0015247, Val MRR:0.42146, icews14
2023-05-12 00:30:27,229 - [INFO] - [E:143| 1600]: Train Loss:0.0015249, Val MRR:0.42146, icews14
2023-05-12 00:31:20,198 - [INFO] - [E:143| 1700]: Train Loss:0.0015249, Val MRR:0.42146, icews14
2023-05-12 00:32:02,621 - [INFO] - [E:143| 1800]: Train Loss:0.0015251, Val MRR:0.42146, icews14
2023-05-12 00:32:55,787 - [INFO] - [E:143| 1900]: Train Loss:0.0015251, Val MRR:0.42146, icews14
2023-05-12 00:33:17,730 - [INFO] - [Epoch:143]: Training Loss:0.001525
2023-05-12 00:33:17,882 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 00:33:36,957 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 00:33:42,502 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 00:34:01,662 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 00:34:06,943 - [INFO] - [Evaluating Epoch 143 valid]:
MRR: Tail : 0.44685, Head : 0.39496, Avg : 0.42091
2023-05-12 00:34:06,943 - [INFO] - [Epoch 143]: Training Loss: 0.0015251, Valid MRR: 0.42146,
2023-05-12 00:34:07,350 - [INFO] - [E:144| 0]: Train Loss:0.0015284, Val MRR:0.42146, icews14
2023-05-12 00:35:00,542 - [INFO] - [E:144| 100]: Train Loss:0.0015226, Val MRR:0.42146, icews14
2023-05-12 00:35:53,558 - [INFO] - [E:144| 200]: Train Loss:0.0015233, Val MRR:0.42146, icews14
2023-05-12 00:36:46,483 - [INFO] - [E:144| 300]: Train Loss:0.001524, Val MRR:0.42146, icews14
2023-05-12 00:37:39,667 - [INFO] - [E:144| 400]: Train Loss:0.0015239, Val MRR:0.42146, icews14
2023-05-12 00:38:33,108 - [INFO] - [E:144| 500]: Train Loss:0.001524, Val MRR:0.42146, icews14
2023-05-12 00:39:26,096 - [INFO] - [E:144| 600]: Train Loss:0.001524, Val MRR:0.42146, icews14
2023-05-12 00:40:07,840 - [INFO] - [E:144| 700]: Train Loss:0.0015246, Val MRR:0.42146, icews14
2023-05-12 00:41:00,661 - [INFO] - [E:144| 800]: Train Loss:0.0015244, Val MRR:0.42146, icews14
2023-05-12 00:41:53,777 - [INFO] - [E:144| 900]: Train Loss:0.0015244, Val MRR:0.42146, icews14
2023-05-12 00:42:46,829 - [INFO] - [E:144| 1000]: Train Loss:0.0015244, Val MRR:0.42146, icews14
2023-05-12 00:43:39,604 - [INFO] - [E:144| 1100]: Train Loss:0.0015246, Val MRR:0.42146, icews14
2023-05-12 00:44:32,643 - [INFO] - [E:144| 1200]: Train Loss:0.0015247, Val MRR:0.42146, icews14
2023-05-12 00:45:25,513 - [INFO] - [E:144| 1300]: Train Loss:0.0015248, Val MRR:0.42146, icews14
2023-05-12 00:46:18,381 - [INFO] - [E:144| 1400]: Train Loss:0.0015248, Val MRR:0.42146, icews14
2023-05-12 00:47:11,416 - [INFO] - [E:144| 1500]: Train Loss:0.0015247, Val MRR:0.42146, icews14
2023-05-12 00:48:03,678 - [INFO] - [E:144| 1600]: Train Loss:0.0015247, Val MRR:0.42146, icews14
2023-05-12 00:48:46,859 - [INFO] - [E:144| 1700]: Train Loss:0.0015247, Val MRR:0.42146, icews14
2023-05-12 00:49:39,844 - [INFO] - [E:144| 1800]: Train Loss:0.0015247, Val MRR:0.42146, icews14
2023-05-12 00:50:33,149 - [INFO] - [E:144| 1900]: Train Loss:0.0015247, Val MRR:0.42146, icews14
2023-05-12 00:50:55,256 - [INFO] - [Epoch:144]: Training Loss:0.001525
2023-05-12 00:50:55,389 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 00:51:14,258 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 00:51:19,703 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 00:51:38,819 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 00:51:44,236 - [INFO] - [Evaluating Epoch 144 valid]:
MRR: Tail : 0.44556, Head : 0.39302, Avg : 0.41929
2023-05-12 00:51:44,237 - [INFO] - [Epoch 144]: Training Loss: 0.0015248, Valid MRR: 0.42146,
2023-05-12 00:51:44,830 - [INFO] - [E:145| 0]: Train Loss:0.0014987, Val MRR:0.42146, icews14
2023-05-12 00:52:37,785 - [INFO] - [E:145| 100]: Train Loss:0.0015217, Val MRR:0.42146, icews14
2023-05-12 00:53:31,004 - [INFO] - [E:145| 200]: Train Loss:0.001524, Val MRR:0.42146, icews14
2023-05-12 00:54:23,950 - [INFO] - [E:145| 300]: Train Loss:0.0015234, Val MRR:0.42146, icews14
2023-05-12 00:55:16,823 - [INFO] - [E:145| 400]: Train Loss:0.0015237, Val MRR:0.42146, icews14
2023-05-12 00:56:10,198 - [INFO] - [E:145| 500]: Train Loss:0.0015237, Val MRR:0.42146, icews14
2023-05-12 00:56:51,805 - [INFO] - [E:145| 600]: Train Loss:0.0015236, Val MRR:0.42146, icews14
2023-05-12 00:57:44,680 - [INFO] - [E:145| 700]: Train Loss:0.0015236, Val MRR:0.42146, icews14
2023-05-12 00:58:38,305 - [INFO] - [E:145| 800]: Train Loss:0.0015236, Val MRR:0.42146, icews14
2023-05-12 00:59:31,684 - [INFO] - [E:145| 900]: Train Loss:0.0015235, Val MRR:0.42146, icews14
2023-05-12 01:00:25,008 - [INFO] - [E:145| 1000]: Train Loss:0.0015237, Val MRR:0.42146, icews14
2023-05-12 01:01:17,955 - [INFO] - [E:145| 1100]: Train Loss:0.0015237, Val MRR:0.42146, icews14
2023-05-12 01:02:10,503 - [INFO] - [E:145| 1200]: Train Loss:0.0015235, Val MRR:0.42146, icews14
2023-05-12 01:03:02,803 - [INFO] - [E:145| 1300]: Train Loss:0.0015236, Val MRR:0.42146, icews14
2023-05-12 01:03:55,297 - [INFO] - [E:145| 1400]: Train Loss:0.0015238, Val MRR:0.42146, icews14
2023-05-12 01:04:46,690 - [INFO] - [E:145| 1500]: Train Loss:0.0015239, Val MRR:0.42146, icews14
2023-05-12 01:05:28,888 - [INFO] - [E:145| 1600]: Train Loss:0.001524, Val MRR:0.42146, icews14
2023-05-12 01:06:21,937 - [INFO] - [E:145| 1700]: Train Loss:0.001524, Val MRR:0.42146, icews14
2023-05-12 01:07:14,925 - [INFO] - [E:145| 1800]: Train Loss:0.0015241, Val MRR:0.42146, icews14
2023-05-12 01:08:08,107 - [INFO] - [E:145| 1900]: Train Loss:0.0015243, Val MRR:0.42146, icews14
2023-05-12 01:08:30,359 - [INFO] - [Epoch:145]: Training Loss:0.001524
2023-05-12 01:08:30,493 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 01:08:50,114 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 01:08:55,885 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 01:09:15,518 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 01:09:20,947 - [INFO] - [Evaluating Epoch 145 valid]:
MRR: Tail : 0.4474, Head : 0.39592, Avg : 0.42166
2023-05-12 01:09:22,392 - [INFO] - [Epoch 145]: Training Loss: 0.0015243, Valid MRR: 0.42166,
2023-05-12 01:09:23,050 - [INFO] - [E:146| 0]: Train Loss:0.001558, Val MRR:0.42166, icews14
2023-05-12 01:10:16,698 - [INFO] - [E:146| 100]: Train Loss:0.0015242, Val MRR:0.42166, icews14
2023-05-12 01:11:09,795 - [INFO] - [E:146| 200]: Train Loss:0.0015225, Val MRR:0.42166, icews14
2023-05-12 01:12:02,995 - [INFO] - [E:146| 300]: Train Loss:0.0015226, Val MRR:0.42166, icews14
2023-05-12 01:12:55,971 - [INFO] - [E:146| 400]: Train Loss:0.0015222, Val MRR:0.42166, icews14
2023-05-12 01:13:37,908 - [INFO] - [E:146| 500]: Train Loss:0.0015229, Val MRR:0.42166, icews14
2023-05-12 01:14:25,188 - [INFO] - [E:146| 600]: Train Loss:0.0015229, Val MRR:0.42166, icews14
2023-05-12 01:15:18,649 - [INFO] - [E:146| 700]: Train Loss:0.0015226, Val MRR:0.42166, icews14
2023-05-12 01:16:11,923 - [INFO] - [E:146| 800]: Train Loss:0.0015229, Val MRR:0.42166, icews14
2023-05-12 01:17:05,223 - [INFO] - [E:146| 900]: Train Loss:0.001523, Val MRR:0.42166, icews14
2023-05-12 01:17:58,385 - [INFO] - [E:146| 1000]: Train Loss:0.0015232, Val MRR:0.42166, icews14
2023-05-12 01:18:51,469 - [INFO] - [E:146| 1100]: Train Loss:0.0015236, Val MRR:0.42166, icews14
2023-05-12 01:19:44,910 - [INFO] - [E:146| 1200]: Train Loss:0.0015234, Val MRR:0.42166, icews14
2023-05-12 01:20:38,578 - [INFO] - [E:146| 1300]: Train Loss:0.0015236, Val MRR:0.42166, icews14
2023-05-12 01:21:32,199 - [INFO] - [E:146| 1400]: Train Loss:0.0015238, Val MRR:0.42166, icews14
2023-05-12 01:22:13,603 - [INFO] - [E:146| 1500]: Train Loss:0.0015239, Val MRR:0.42166, icews14
2023-05-12 01:23:06,604 - [INFO] - [E:146| 1600]: Train Loss:0.0015239, Val MRR:0.42166, icews14
2023-05-12 01:23:59,710 - [INFO] - [E:146| 1700]: Train Loss:0.0015241, Val MRR:0.42166, icews14
2023-05-12 01:24:52,785 - [INFO] - [E:146| 1800]: Train Loss:0.0015242, Val MRR:0.42166, icews14
2023-05-12 01:25:46,329 - [INFO] - [E:146| 1900]: Train Loss:0.0015243, Val MRR:0.42166, icews14
2023-05-12 01:26:08,430 - [INFO] - [Epoch:146]: Training Loss:0.001524
2023-05-12 01:26:08,582 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 01:26:28,237 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 01:26:33,943 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 01:26:53,518 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 01:26:58,898 - [INFO] - [Evaluating Epoch 146 valid]:
MRR: Tail : 0.44524, Head : 0.39123, Avg : 0.41824
2023-05-12 01:26:58,898 - [INFO] - [Epoch 146]: Training Loss: 0.0015243, Valid MRR: 0.42166,
2023-05-12 01:26:59,389 - [INFO] - [E:147| 0]: Train Loss:0.001526, Val MRR:0.42166, icews14
2023-05-12 01:27:52,728 - [INFO] - [E:147| 100]: Train Loss:0.0015228, Val MRR:0.42166, icews14
2023-05-12 01:28:46,008 - [INFO] - [E:147| 200]: Train Loss:0.0015237, Val MRR:0.42166, icews14
2023-05-12 01:29:39,605 - [INFO] - [E:147| 300]: Train Loss:0.0015239, Val MRR:0.42166, icews14
2023-05-12 01:30:21,916 - [INFO] - [E:147| 400]: Train Loss:0.0015239, Val MRR:0.42166, icews14
2023-05-12 01:31:13,975 - [INFO] - [E:147| 500]: Train Loss:0.001524, Val MRR:0.42166, icews14
2023-05-12 01:32:07,426 - [INFO] - [E:147| 600]: Train Loss:0.001524, Val MRR:0.42166, icews14
2023-05-12 01:33:00,333 - [INFO] - [E:147| 700]: Train Loss:0.0015238, Val MRR:0.42166, icews14
2023-05-12 01:33:53,675 - [INFO] - [E:147| 800]: Train Loss:0.0015236, Val MRR:0.42166, icews14
2023-05-12 01:34:47,013 - [INFO] - [E:147| 900]: Train Loss:0.0015235, Val MRR:0.42166, icews14
2023-05-12 01:35:40,104 - [INFO] - [E:147| 1000]: Train Loss:0.0015234, Val MRR:0.42166, icews14
2023-05-12 01:36:33,196 - [INFO] - [E:147| 1100]: Train Loss:0.0015236, Val MRR:0.42166, icews14
2023-05-12 01:37:26,099 - [INFO] - [E:147| 1200]: Train Loss:0.0015238, Val MRR:0.42166, icews14
2023-05-12 01:38:19,615 - [INFO] - [E:147| 1300]: Train Loss:0.0015238, Val MRR:0.42166, icews14
2023-05-12 01:39:01,318 - [INFO] - [E:147| 1400]: Train Loss:0.0015239, Val MRR:0.42166, icews14
2023-05-12 01:39:55,052 - [INFO] - [E:147| 1500]: Train Loss:0.0015239, Val MRR:0.42166, icews14
2023-05-12 01:40:48,161 - [INFO] - [E:147| 1600]: Train Loss:0.0015239, Val MRR:0.42166, icews14
2023-05-12 01:41:41,041 - [INFO] - [E:147| 1700]: Train Loss:0.001524, Val MRR:0.42166, icews14
2023-05-12 01:42:33,729 - [INFO] - [E:147| 1800]: Train Loss:0.001524, Val MRR:0.42166, icews14
2023-05-12 01:43:26,783 - [INFO] - [E:147| 1900]: Train Loss:0.001524, Val MRR:0.42166, icews14
2023-05-12 01:43:48,920 - [INFO] - [Epoch:147]: Training Loss:0.001524
2023-05-12 01:43:49,114 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 01:44:08,828 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 01:44:14,415 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 01:44:33,982 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 01:44:39,438 - [INFO] - [Evaluating Epoch 147 valid]:
MRR: Tail : 0.44819, Head : 0.39656, Avg : 0.42238
2023-05-12 01:44:40,865 - [INFO] - [Epoch 147]: Training Loss: 0.0015241, Valid MRR: 0.42238,
2023-05-12 01:44:41,609 - [INFO] - [E:148| 0]: Train Loss:0.0015132, Val MRR:0.42238, icews14
2023-05-12 01:45:34,568 - [INFO] - [E:148| 100]: Train Loss:0.0015227, Val MRR:0.42238, icews14
2023-05-12 01:46:27,515 - [INFO] - [E:148| 200]: Train Loss:0.0015241, Val MRR:0.42238, icews14
2023-05-12 01:47:09,025 - [INFO] - [E:148| 300]: Train Loss:0.0015248, Val MRR:0.42238, icews14
2023-05-12 01:48:03,049 - [INFO] - [E:148| 400]: Train Loss:0.0015243, Val MRR:0.42238, icews14
2023-05-12 01:48:55,795 - [INFO] - [E:148| 500]: Train Loss:0.0015238, Val MRR:0.42238, icews14
2023-05-12 01:49:48,868 - [INFO] - [E:148| 600]: Train Loss:0.0015233, Val MRR:0.42238, icews14
2023-05-12 01:50:42,081 - [INFO] - [E:148| 700]: Train Loss:0.0015232, Val MRR:0.42238, icews14
2023-05-12 01:51:34,735 - [INFO] - [E:148| 800]: Train Loss:0.0015235, Val MRR:0.42238, icews14
2023-05-12 01:52:28,132 - [INFO] - [E:148| 900]: Train Loss:0.0015235, Val MRR:0.42238, icews14
2023-05-12 01:53:21,187 - [INFO] - [E:148| 1000]: Train Loss:0.0015231, Val MRR:0.42238, icews14
2023-05-12 01:54:14,346 - [INFO] - [E:148| 1100]: Train Loss:0.0015231, Val MRR:0.42238, icews14
2023-05-12 01:55:07,208 - [INFO] - [E:148| 1200]: Train Loss:0.0015232, Val MRR:0.42238, icews14
2023-05-12 01:55:48,119 - [INFO] - [E:148| 1300]: Train Loss:0.0015231, Val MRR:0.42238, icews14
2023-05-12 01:56:41,115 - [INFO] - [E:148| 1400]: Train Loss:0.0015233, Val MRR:0.42238, icews14
2023-05-12 01:57:34,210 - [INFO] - [E:148| 1500]: Train Loss:0.0015232, Val MRR:0.42238, icews14
2023-05-12 01:58:27,306 - [INFO] - [E:148| 1600]: Train Loss:0.0015232, Val MRR:0.42238, icews14
2023-05-12 01:59:20,835 - [INFO] - [E:148| 1700]: Train Loss:0.0015231, Val MRR:0.42238, icews14
2023-05-12 02:00:13,637 - [INFO] - [E:148| 1800]: Train Loss:0.0015231, Val MRR:0.42238, icews14
2023-05-12 02:01:01,847 - [INFO] - [E:148| 1900]: Train Loss:0.0015234, Val MRR:0.42238, icews14
2023-05-12 02:01:23,835 - [INFO] - [Epoch:148]: Training Loss:0.001523
2023-05-12 02:01:23,988 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 02:01:43,612 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 02:01:49,390 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 02:02:08,601 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 02:02:13,968 - [INFO] - [Evaluating Epoch 148 valid]:
MRR: Tail : 0.44561, Head : 0.39271, Avg : 0.41916
2023-05-12 02:02:13,968 - [INFO] - [Epoch 148]: Training Loss: 0.0015234, Valid MRR: 0.42238,
2023-05-12 02:02:14,461 - [INFO] - [E:149| 0]: Train Loss:0.0015149, Val MRR:0.42238, icews14
2023-05-12 02:03:07,651 - [INFO] - [E:149| 100]: Train Loss:0.0015238, Val MRR:0.42238, icews14
2023-05-12 02:03:52,732 - [INFO] - [E:149| 200]: Train Loss:0.0015226, Val MRR:0.42238, icews14
2023-05-12 02:04:42,366 - [INFO] - [E:149| 300]: Train Loss:0.0015219, Val MRR:0.42238, icews14
2023-05-12 02:05:35,499 - [INFO] - [E:149| 400]: Train Loss:0.0015225, Val MRR:0.42238, icews14
2023-05-12 02:06:28,574 - [INFO] - [E:149| 500]: Train Loss:0.0015228, Val MRR:0.42238, icews14
2023-05-12 02:07:21,939 - [INFO] - [E:149| 600]: Train Loss:0.0015227, Val MRR:0.42238, icews14
2023-05-12 02:08:15,368 - [INFO] - [E:149| 700]: Train Loss:0.0015228, Val MRR:0.42238, icews14
2023-05-12 02:09:08,545 - [INFO] - [E:149| 800]: Train Loss:0.0015231, Val MRR:0.42238, icews14
2023-05-12 02:10:00,769 - [INFO] - [E:149| 900]: Train Loss:0.0015231, Val MRR:0.42238, icews14
2023-05-12 02:10:52,984 - [INFO] - [E:149| 1000]: Train Loss:0.0015231, Val MRR:0.42238, icews14
2023-05-12 02:11:45,284 - [INFO] - [E:149| 1100]: Train Loss:0.0015231, Val MRR:0.42238, icews14
2023-05-12 02:12:25,935 - [INFO] - [E:149| 1200]: Train Loss:0.0015233, Val MRR:0.42238, icews14
2023-05-12 02:13:19,288 - [INFO] - [E:149| 1300]: Train Loss:0.0015234, Val MRR:0.42238, icews14
2023-05-12 02:14:12,782 - [INFO] - [E:149| 1400]: Train Loss:0.0015233, Val MRR:0.42238, icews14
2023-05-12 02:15:05,677 - [INFO] - [E:149| 1500]: Train Loss:0.0015233, Val MRR:0.42238, icews14
2023-05-12 02:15:58,593 - [INFO] - [E:149| 1600]: Train Loss:0.0015234, Val MRR:0.42238, icews14
2023-05-12 02:16:51,497 - [INFO] - [E:149| 1700]: Train Loss:0.0015235, Val MRR:0.42238, icews14
2023-05-12 02:17:44,530 - [INFO] - [E:149| 1800]: Train Loss:0.0015235, Val MRR:0.42238, icews14
2023-05-12 02:18:37,372 - [INFO] - [E:149| 1900]: Train Loss:0.0015235, Val MRR:0.42238, icews14
2023-05-12 02:18:59,365 - [INFO] - [Epoch:149]: Training Loss:0.001523
2023-05-12 02:18:59,518 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 02:19:19,074 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 02:19:24,768 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 02:19:43,923 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 02:19:49,387 - [INFO] - [Evaluating Epoch 149 valid]:
MRR: Tail : 0.44328, Head : 0.39527, Avg : 0.41927
MR: Tail : 655.72, Head : 767.37, Avg : 711.55
Hit-1: Tail : 0.35563, Head : 0.3095, Avg : 0.33256
Hit-3: Tail : 0.4895, Head : 0.43561, Avg : 0.46256
Hit-10: Tail : 0.60553, Head : 0.56075, Avg : 0.58314
2023-05-12 02:19:49,387 - [INFO] - [Epoch 149]: Training Loss: 0.0015234, Valid MRR: 0.42238,
2023-05-12 02:19:50,108 - [INFO] - [E:150| 0]: Train Loss:0.0015099, Val MRR:0.42238, icews14
2023-05-12 02:20:35,313 - [INFO] - [E:150| 100]: Train Loss:0.0015217, Val MRR:0.42238, icews14
2023-05-12 02:21:23,832 - [INFO] - [E:150| 200]: Train Loss:0.0015199, Val MRR:0.42238, icews14
2023-05-12 02:22:16,968 - [INFO] - [E:150| 300]: Train Loss:0.0015206, Val MRR:0.42238, icews14
2023-05-12 02:23:09,496 - [INFO] - [E:150| 400]: Train Loss:0.0015207, Val MRR:0.42238, icews14
2023-05-12 02:24:02,658 - [INFO] - [E:150| 500]: Train Loss:0.0015212, Val MRR:0.42238, icews14
2023-05-12 02:24:55,913 - [INFO] - [E:150| 600]: Train Loss:0.0015215, Val MRR:0.42238, icews14
2023-05-12 02:25:48,942 - [INFO] - [E:150| 700]: Train Loss:0.0015218, Val MRR:0.42238, icews14
2023-05-12 02:26:42,164 - [INFO] - [E:150| 800]: Train Loss:0.0015221, Val MRR:0.42238, icews14
2023-05-12 02:27:35,262 - [INFO] - [E:150| 900]: Train Loss:0.0015222, Val MRR:0.42238, icews14
2023-05-12 02:28:27,793 - [INFO] - [E:150| 1000]: Train Loss:0.0015222, Val MRR:0.42238, icews14
2023-05-12 02:29:09,075 - [INFO] - [E:150| 1100]: Train Loss:0.0015224, Val MRR:0.42238, icews14
2023-05-12 02:30:02,292 - [INFO] - [E:150| 1200]: Train Loss:0.0015225, Val MRR:0.42238, icews14
2023-05-12 02:30:55,771 - [INFO] - [E:150| 1300]: Train Loss:0.0015225, Val MRR:0.42238, icews14
2023-05-12 02:31:49,012 - [INFO] - [E:150| 1400]: Train Loss:0.0015226, Val MRR:0.42238, icews14
2023-05-12 02:32:42,688 - [INFO] - [E:150| 1500]: Train Loss:0.0015227, Val MRR:0.42238, icews14
2023-05-12 02:33:35,910 - [INFO] - [E:150| 1600]: Train Loss:0.0015228, Val MRR:0.42238, icews14
2023-05-12 02:34:28,936 - [INFO] - [E:150| 1700]: Train Loss:0.0015229, Val MRR:0.42238, icews14
2023-05-12 02:35:22,083 - [INFO] - [E:150| 1800]: Train Loss:0.0015231, Val MRR:0.42238, icews14
2023-05-12 02:36:15,496 - [INFO] - [E:150| 1900]: Train Loss:0.0015232, Val MRR:0.42238, icews14
2023-05-12 02:36:37,647 - [INFO] - [Epoch:150]: Training Loss:0.001523
2023-05-12 02:36:37,780 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 02:36:57,129 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 02:37:02,907 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 02:37:15,229 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 02:37:18,262 - [INFO] - [Evaluating Epoch 150 valid]:
MRR: Tail : 0.44243, Head : 0.39628, Avg : 0.41935
2023-05-12 02:37:18,262 - [INFO] - [Epoch 150]: Training Loss: 0.0015231, Valid MRR: 0.42238,
2023-05-12 02:37:18,622 - [INFO] - [E:151| 0]: Train Loss:0.0015086, Val MRR:0.42238, icews14
2023-05-12 02:38:06,660 - [INFO] - [E:151| 100]: Train Loss:0.0015202, Val MRR:0.42238, icews14
2023-05-12 02:38:59,566 - [INFO] - [E:151| 200]: Train Loss:0.0015218, Val MRR:0.42238, icews14
2023-05-12 02:39:52,226 - [INFO] - [E:151| 300]: Train Loss:0.0015216, Val MRR:0.42238, icews14
2023-05-12 02:40:44,811 - [INFO] - [E:151| 400]: Train Loss:0.001522, Val MRR:0.42238, icews14
2023-05-12 02:41:37,529 - [INFO] - [E:151| 500]: Train Loss:0.0015223, Val MRR:0.42238, icews14
2023-05-12 02:42:30,438 - [INFO] - [E:151| 600]: Train Loss:0.0015222, Val MRR:0.42238, icews14
2023-05-12 02:43:23,775 - [INFO] - [E:151| 700]: Train Loss:0.0015225, Val MRR:0.42238, icews14
2023-05-12 02:44:16,162 - [INFO] - [E:151| 800]: Train Loss:0.0015224, Val MRR:0.42238, icews14
2023-05-12 02:45:08,901 - [INFO] - [E:151| 900]: Train Loss:0.0015225, Val MRR:0.42238, icews14
2023-05-12 02:45:49,740 - [INFO] - [E:151| 1000]: Train Loss:0.0015225, Val MRR:0.42238, icews14
2023-05-12 02:46:42,776 - [INFO] - [E:151| 1100]: Train Loss:0.0015225, Val MRR:0.42238, icews14
2023-05-12 02:47:30,248 - [INFO] - [E:151| 1200]: Train Loss:0.0015226, Val MRR:0.42238, icews14
2023-05-12 02:48:23,453 - [INFO] - [E:151| 1300]: Train Loss:0.0015227, Val MRR:0.42238, icews14
2023-05-12 02:49:16,350 - [INFO] - [E:151| 1400]: Train Loss:0.0015227, Val MRR:0.42238, icews14
2023-05-12 02:50:09,174 - [INFO] - [E:151| 1500]: Train Loss:0.0015227, Val MRR:0.42238, icews14
2023-05-12 02:51:01,938 - [INFO] - [E:151| 1600]: Train Loss:0.0015229, Val MRR:0.42238, icews14
2023-05-12 02:51:55,113 - [INFO] - [E:151| 1700]: Train Loss:0.0015228, Val MRR:0.42238, icews14
2023-05-12 02:52:48,314 - [INFO] - [E:151| 1800]: Train Loss:0.0015228, Val MRR:0.42238, icews14
2023-05-12 02:53:41,317 - [INFO] - [E:151| 1900]: Train Loss:0.0015229, Val MRR:0.42238, icews14
2023-05-12 02:54:00,838 - [INFO] - [Epoch:151]: Training Loss:0.001523
2023-05-12 02:54:00,950 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 02:54:11,873 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 02:54:15,016 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 02:54:32,772 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 02:54:38,094 - [INFO] - [Evaluating Epoch 151 valid]:
MRR: Tail : 0.44511, Head : 0.3957, Avg : 0.4204
2023-05-12 02:54:38,094 - [INFO] - [Epoch 151]: Training Loss: 0.001523, Valid MRR: 0.42238,
2023-05-12 02:54:38,591 - [INFO] - [E:152| 0]: Train Loss:0.0015459, Val MRR:0.42238, icews14
2023-05-12 02:55:32,064 - [INFO] - [E:152| 100]: Train Loss:0.0015237, Val MRR:0.42238, icews14
2023-05-12 02:56:24,854 - [INFO] - [E:152| 200]: Train Loss:0.001525, Val MRR:0.42238, icews14
2023-05-12 02:57:17,458 - [INFO] - [E:152| 300]: Train Loss:0.0015249, Val MRR:0.42238, icews14
2023-05-12 02:58:10,419 - [INFO] - [E:152| 400]: Train Loss:0.0015231, Val MRR:0.42238, icews14
2023-05-12 02:59:03,293 - [INFO] - [E:152| 500]: Train Loss:0.0015234, Val MRR:0.42238, icews14
2023-05-12 02:59:56,203 - [INFO] - [E:152| 600]: Train Loss:0.0015233, Val MRR:0.42238, icews14
2023-05-12 03:00:49,215 - [INFO] - [E:152| 700]: Train Loss:0.0015232, Val MRR:0.42238, icews14
2023-05-12 03:01:42,571 - [INFO] - [E:152| 800]: Train Loss:0.0015228, Val MRR:0.42238, icews14
2023-05-12 03:02:29,186 - [INFO] - [E:152| 900]: Train Loss:0.0015232, Val MRR:0.42238, icews14
2023-05-12 03:03:17,092 - [INFO] - [E:152| 1000]: Train Loss:0.0015229, Val MRR:0.42238, icews14
2023-05-12 03:04:10,383 - [INFO] - [E:152| 1100]: Train Loss:0.0015228, Val MRR:0.42238, icews14
2023-05-12 03:05:03,516 - [INFO] - [E:152| 1200]: Train Loss:0.0015228, Val MRR:0.42238, icews14
2023-05-12 03:05:56,241 - [INFO] - [E:152| 1300]: Train Loss:0.0015228, Val MRR:0.42238, icews14
2023-05-12 03:06:49,226 - [INFO] - [E:152| 1400]: Train Loss:0.0015227, Val MRR:0.42238, icews14
2023-05-12 03:07:42,333 - [INFO] - [E:152| 1500]: Train Loss:0.0015228, Val MRR:0.42238, icews14
2023-05-12 03:08:35,280 - [INFO] - [E:152| 1600]: Train Loss:0.0015229, Val MRR:0.42238, icews14
2023-05-12 03:09:29,039 - [INFO] - [E:152| 1700]: Train Loss:0.0015229, Val MRR:0.42238, icews14
2023-05-12 03:10:22,291 - [INFO] - [E:152| 1800]: Train Loss:0.0015229, Val MRR:0.42238, icews14
2023-05-12 03:11:03,278 - [INFO] - [E:152| 1900]: Train Loss:0.0015229, Val MRR:0.42238, icews14
2023-05-12 03:11:25,605 - [INFO] - [Epoch:152]: Training Loss:0.001523
2023-05-12 03:11:25,868 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 03:11:44,978 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 03:11:50,461 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 03:12:09,924 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 03:12:15,324 - [INFO] - [Evaluating Epoch 152 valid]:
MRR: Tail : 0.44774, Head : 0.39426, Avg : 0.421
2023-05-12 03:12:15,325 - [INFO] - [Epoch 152]: Training Loss: 0.0015229, Valid MRR: 0.42238,
2023-05-12 03:12:16,078 - [INFO] - [E:153| 0]: Train Loss:0.0015176, Val MRR:0.42238, icews14
2023-05-12 03:13:09,596 - [INFO] - [E:153| 100]: Train Loss:0.0015205, Val MRR:0.42238, icews14
2023-05-12 03:14:02,808 - [INFO] - [E:153| 200]: Train Loss:0.0015198, Val MRR:0.42238, icews14
2023-05-12 03:14:54,914 - [INFO] - [E:153| 300]: Train Loss:0.0015202, Val MRR:0.42238, icews14
2023-05-12 03:15:48,255 - [INFO] - [E:153| 400]: Train Loss:0.0015205, Val MRR:0.42238, icews14
2023-05-12 03:16:41,369 - [INFO] - [E:153| 500]: Train Loss:0.001521, Val MRR:0.42238, icews14
2023-05-12 03:17:35,062 - [INFO] - [E:153| 600]: Train Loss:0.0015209, Val MRR:0.42238, icews14
2023-05-12 03:18:28,692 - [INFO] - [E:153| 700]: Train Loss:0.0015207, Val MRR:0.42238, icews14
2023-05-12 03:19:13,535 - [INFO] - [E:153| 800]: Train Loss:0.001521, Val MRR:0.42238, icews14
2023-05-12 03:20:02,492 - [INFO] - [E:153| 900]: Train Loss:0.0015217, Val MRR:0.42238, icews14
2023-05-12 03:20:55,316 - [INFO] - [E:153| 1000]: Train Loss:0.0015217, Val MRR:0.42238, icews14
2023-05-12 03:21:48,529 - [INFO] - [E:153| 1100]: Train Loss:0.0015216, Val MRR:0.42238, icews14
2023-05-12 03:22:41,243 - [INFO] - [E:153| 1200]: Train Loss:0.0015216, Val MRR:0.42238, icews14
2023-05-12 03:23:34,670 - [INFO] - [E:153| 1300]: Train Loss:0.0015218, Val MRR:0.42238, icews14
2023-05-12 03:24:27,267 - [INFO] - [E:153| 1400]: Train Loss:0.0015221, Val MRR:0.42238, icews14
2023-05-12 03:25:20,338 - [INFO] - [E:153| 1500]: Train Loss:0.0015222, Val MRR:0.42238, icews14
2023-05-12 03:26:13,562 - [INFO] - [E:153| 1600]: Train Loss:0.0015222, Val MRR:0.42238, icews14
2023-05-12 03:27:06,481 - [INFO] - [E:153| 1700]: Train Loss:0.0015223, Val MRR:0.42238, icews14
2023-05-12 03:27:48,106 - [INFO] - [E:153| 1800]: Train Loss:0.0015224, Val MRR:0.42238, icews14
2023-05-12 03:28:41,418 - [INFO] - [E:153| 1900]: Train Loss:0.0015223, Val MRR:0.42238, icews14
2023-05-12 03:29:03,255 - [INFO] - [Epoch:153]: Training Loss:0.001522
2023-05-12 03:29:03,408 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 03:29:22,885 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 03:29:28,560 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 03:29:47,563 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 03:29:52,799 - [INFO] - [Evaluating Epoch 153 valid]:
MRR: Tail : 0.44733, Head : 0.39507, Avg : 0.4212
2023-05-12 03:29:52,799 - [INFO] - [Epoch 153]: Training Loss: 0.0015224, Valid MRR: 0.42238,
2023-05-12 03:29:53,301 - [INFO] - [E:154| 0]: Train Loss:0.0015309, Val MRR:0.42238, icews14
2023-05-12 03:30:46,336 - [INFO] - [E:154| 100]: Train Loss:0.0015224, Val MRR:0.42238, icews14
2023-05-12 03:31:39,447 - [INFO] - [E:154| 200]: Train Loss:0.0015225, Val MRR:0.42238, icews14
2023-05-12 03:32:32,924 - [INFO] - [E:154| 300]: Train Loss:0.0015222, Val MRR:0.42238, icews14
2023-05-12 03:33:20,429 - [INFO] - [E:154| 400]: Train Loss:0.001522, Val MRR:0.42238, icews14
2023-05-12 03:34:13,343 - [INFO] - [E:154| 500]: Train Loss:0.0015215, Val MRR:0.42238, icews14
2023-05-12 03:35:06,114 - [INFO] - [E:154| 600]: Train Loss:0.0015216, Val MRR:0.42238, icews14
2023-05-12 03:35:55,447 - [INFO] - [E:154| 700]: Train Loss:0.0015213, Val MRR:0.42238, icews14
2023-05-12 03:36:41,086 - [INFO] - [E:154| 800]: Train Loss:0.0015215, Val MRR:0.42238, icews14
2023-05-12 03:37:34,166 - [INFO] - [E:154| 900]: Train Loss:0.0015215, Val MRR:0.42238, icews14
2023-05-12 03:38:27,265 - [INFO] - [E:154| 1000]: Train Loss:0.0015217, Val MRR:0.42238, icews14
2023-05-12 03:39:20,587 - [INFO] - [E:154| 1100]: Train Loss:0.001522, Val MRR:0.42238, icews14
2023-05-12 03:40:13,979 - [INFO] - [E:154| 1200]: Train Loss:0.0015219, Val MRR:0.42238, icews14
2023-05-12 03:41:07,120 - [INFO] - [E:154| 1300]: Train Loss:0.001522, Val MRR:0.42238, icews14
2023-05-12 03:42:00,694 - [INFO] - [E:154| 1400]: Train Loss:0.0015221, Val MRR:0.42238, icews14
2023-05-12 03:42:53,580 - [INFO] - [E:154| 1500]: Train Loss:0.0015222, Val MRR:0.42238, icews14
2023-05-12 03:43:46,528 - [INFO] - [E:154| 1600]: Train Loss:0.0015222, Val MRR:0.42238, icews14
2023-05-12 03:44:29,059 - [INFO] - [E:154| 1700]: Train Loss:0.0015223, Val MRR:0.42238, icews14
2023-05-12 03:45:20,554 - [INFO] - [E:154| 1800]: Train Loss:0.0015224, Val MRR:0.42238, icews14
2023-05-12 03:46:13,444 - [INFO] - [E:154| 1900]: Train Loss:0.0015223, Val MRR:0.42238, icews14
2023-05-12 03:46:35,686 - [INFO] - [Epoch:154]: Training Loss:0.001522
2023-05-12 03:46:35,950 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 03:46:55,023 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 03:47:00,445 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 03:47:19,915 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 03:47:25,256 - [INFO] - [Evaluating Epoch 154 valid]:
MRR: Tail : 0.44678, Head : 0.39572, Avg : 0.42125
2023-05-12 03:47:25,256 - [INFO] - [Epoch 154]: Training Loss: 0.0015223, Valid MRR: 0.42238,
2023-05-12 03:47:26,009 - [INFO] - [E:155| 0]: Train Loss:0.0015068, Val MRR:0.42238, icews14
2023-05-12 03:48:19,465 - [INFO] - [E:155| 100]: Train Loss:0.0015249, Val MRR:0.42238, icews14
2023-05-12 03:49:11,963 - [INFO] - [E:155| 200]: Train Loss:0.0015242, Val MRR:0.42238, icews14
2023-05-12 03:50:05,094 - [INFO] - [E:155| 300]: Train Loss:0.0015232, Val MRR:0.42238, icews14
2023-05-12 03:50:58,190 - [INFO] - [E:155| 400]: Train Loss:0.0015227, Val MRR:0.42238, icews14
2023-05-12 03:51:51,044 - [INFO] - [E:155| 500]: Train Loss:0.0015224, Val MRR:0.42238, icews14
2023-05-12 03:52:39,117 - [INFO] - [E:155| 600]: Train Loss:0.0015219, Val MRR:0.42238, icews14
2023-05-12 03:53:25,535 - [INFO] - [E:155| 700]: Train Loss:0.001522, Val MRR:0.42238, icews14
2023-05-12 03:54:18,368 - [INFO] - [E:155| 800]: Train Loss:0.001522, Val MRR:0.42238, icews14
2023-05-12 03:55:11,614 - [INFO] - [E:155| 900]: Train Loss:0.0015222, Val MRR:0.42238, icews14
2023-05-12 03:56:04,579 - [INFO] - [E:155| 1000]: Train Loss:0.0015223, Val MRR:0.42238, icews14
2023-05-12 03:56:57,693 - [INFO] - [E:155| 1100]: Train Loss:0.0015222, Val MRR:0.42238, icews14
2023-05-12 03:57:50,674 - [INFO] - [E:155| 1200]: Train Loss:0.0015224, Val MRR:0.42238, icews14
2023-05-12 03:58:43,675 - [INFO] - [E:155| 1300]: Train Loss:0.0015222, Val MRR:0.42238, icews14
2023-05-12 03:59:36,945 - [INFO] - [E:155| 1400]: Train Loss:0.0015221, Val MRR:0.42238, icews14
2023-05-12 04:00:29,934 - [INFO] - [E:155| 1500]: Train Loss:0.001522, Val MRR:0.42238, icews14
2023-05-12 04:01:11,315 - [INFO] - [E:155| 1600]: Train Loss:0.001522, Val MRR:0.42238, icews14
2023-05-12 04:02:05,282 - [INFO] - [E:155| 1700]: Train Loss:0.0015219, Val MRR:0.42238, icews14
2023-05-12 04:02:58,496 - [INFO] - [E:155| 1800]: Train Loss:0.001522, Val MRR:0.42238, icews14
2023-05-12 04:03:51,836 - [INFO] - [E:155| 1900]: Train Loss:0.0015221, Val MRR:0.42238, icews14
2023-05-12 04:04:13,693 - [INFO] - [Epoch:155]: Training Loss:0.001522
2023-05-12 04:04:13,869 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 04:04:33,520 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 04:04:39,122 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 04:04:58,306 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 04:05:03,641 - [INFO] - [Evaluating Epoch 155 valid]:
MRR: Tail : 0.44383, Head : 0.39722, Avg : 0.42052
2023-05-12 04:05:03,641 - [INFO] - [Epoch 155]: Training Loss: 0.0015221, Valid MRR: 0.42238,
2023-05-12 04:05:04,275 - [INFO] - [E:156| 0]: Train Loss:0.0015374, Val MRR:0.42238, icews14
2023-05-12 04:05:57,689 - [INFO] - [E:156| 100]: Train Loss:0.001523, Val MRR:0.42238, icews14
2023-05-12 04:06:50,998 - [INFO] - [E:156| 200]: Train Loss:0.0015231, Val MRR:0.42238, icews14
2023-05-12 04:07:44,240 - [INFO] - [E:156| 300]: Train Loss:0.0015228, Val MRR:0.42238, icews14
2023-05-12 04:08:37,363 - [INFO] - [E:156| 400]: Train Loss:0.0015228, Val MRR:0.42238, icews14
2023-05-12 04:09:24,031 - [INFO] - [E:156| 500]: Train Loss:0.0015228, Val MRR:0.42238, icews14
2023-05-12 04:10:11,861 - [INFO] - [E:156| 600]: Train Loss:0.0015223, Val MRR:0.42238, icews14
2023-05-12 04:11:04,808 - [INFO] - [E:156| 700]: Train Loss:0.0015222, Val MRR:0.42238, icews14
2023-05-12 04:11:58,457 - [INFO] - [E:156| 800]: Train Loss:0.001522, Val MRR:0.42238, icews14
2023-05-12 04:12:51,617 - [INFO] - [E:156| 900]: Train Loss:0.001522, Val MRR:0.42238, icews14
2023-05-12 04:13:44,648 - [INFO] - [E:156| 1000]: Train Loss:0.001522, Val MRR:0.42238, icews14
2023-05-12 04:14:38,150 - [INFO] - [E:156| 1100]: Train Loss:0.001522, Val MRR:0.42238, icews14
2023-05-12 04:15:30,999 - [INFO] - [E:156| 1200]: Train Loss:0.0015219, Val MRR:0.42238, icews14
2023-05-12 04:16:24,009 - [INFO] - [E:156| 1300]: Train Loss:0.0015219, Val MRR:0.42238, icews14
2023-05-12 04:17:16,927 - [INFO] - [E:156| 1400]: Train Loss:0.0015219, Val MRR:0.42238, icews14
2023-05-12 04:17:58,422 - [INFO] - [E:156| 1500]: Train Loss:0.0015218, Val MRR:0.42238, icews14
2023-05-12 04:18:51,797 - [INFO] - [E:156| 1600]: Train Loss:0.0015216, Val MRR:0.42238, icews14
2023-05-12 04:19:40,361 - [INFO] - [E:156| 1700]: Train Loss:0.0015217, Val MRR:0.42238, icews14
2023-05-12 04:20:33,598 - [INFO] - [E:156| 1800]: Train Loss:0.0015218, Val MRR:0.42238, icews14
2023-05-12 04:21:26,823 - [INFO] - [E:156| 1900]: Train Loss:0.0015217, Val MRR:0.42238, icews14
2023-05-12 04:21:48,617 - [INFO] - [Epoch:156]: Training Loss:0.001522
2023-05-12 04:21:48,792 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 04:22:08,436 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 04:22:14,076 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 04:22:33,188 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 04:22:38,535 - [INFO] - [Evaluating Epoch 156 valid]:
MRR: Tail : 0.44814, Head : 0.39761, Avg : 0.42288
2023-05-12 04:22:39,919 - [INFO] - [Epoch 156]: Training Loss: 0.0015218, Valid MRR: 0.42288,
2023-05-12 04:22:40,530 - [INFO] - [E:157| 0]: Train Loss:0.0015392, Val MRR:0.42288, icews14
2023-05-12 04:23:33,186 - [INFO] - [E:157| 100]: Train Loss:0.0015236, Val MRR:0.42288, icews14
2023-05-12 04:24:26,161 - [INFO] - [E:157| 200]: Train Loss:0.0015218, Val MRR:0.42288, icews14
2023-05-12 04:25:19,523 - [INFO] - [E:157| 300]: Train Loss:0.0015217, Val MRR:0.42288, icews14
2023-05-12 04:26:10,015 - [INFO] - [E:157| 400]: Train Loss:0.0015217, Val MRR:0.42288, icews14
2023-05-12 04:26:54,401 - [INFO] - [E:157| 500]: Train Loss:0.0015216, Val MRR:0.42288, icews14
2023-05-12 04:27:46,966 - [INFO] - [E:157| 600]: Train Loss:0.0015213, Val MRR:0.42288, icews14
2023-05-12 04:28:39,815 - [INFO] - [E:157| 700]: Train Loss:0.0015213, Val MRR:0.42288, icews14
2023-05-12 04:29:33,780 - [INFO] - [E:157| 800]: Train Loss:0.0015214, Val MRR:0.42288, icews14
2023-05-12 04:30:27,229 - [INFO] - [E:157| 900]: Train Loss:0.0015213, Val MRR:0.42288, icews14
2023-05-12 04:31:20,423 - [INFO] - [E:157| 1000]: Train Loss:0.0015213, Val MRR:0.42288, icews14
2023-05-12 04:32:13,626 - [INFO] - [E:157| 1100]: Train Loss:0.0015216, Val MRR:0.42288, icews14
2023-05-12 04:33:07,468 - [INFO] - [E:157| 1200]: Train Loss:0.0015218, Val MRR:0.42288, icews14
2023-05-12 04:34:00,855 - [INFO] - [E:157| 1300]: Train Loss:0.001522, Val MRR:0.42288, icews14
2023-05-12 04:34:43,538 - [INFO] - [E:157| 1400]: Train Loss:0.0015218, Val MRR:0.42288, icews14
2023-05-12 04:35:34,967 - [INFO] - [E:157| 1500]: Train Loss:0.001522, Val MRR:0.42288, icews14
2023-05-12 04:36:27,979 - [INFO] - [E:157| 1600]: Train Loss:0.0015219, Val MRR:0.42288, icews14
2023-05-12 04:37:21,340 - [INFO] - [E:157| 1700]: Train Loss:0.0015217, Val MRR:0.42288, icews14
2023-05-12 04:38:14,362 - [INFO] - [E:157| 1800]: Train Loss:0.0015216, Val MRR:0.42288, icews14
2023-05-12 04:39:07,673 - [INFO] - [E:157| 1900]: Train Loss:0.0015215, Val MRR:0.42288, icews14
2023-05-12 04:39:29,613 - [INFO] - [Epoch:157]: Training Loss:0.001522
2023-05-12 04:39:29,785 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 04:39:49,505 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 04:39:54,986 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 04:40:14,186 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 04:40:19,633 - [INFO] - [Evaluating Epoch 157 valid]:
MRR: Tail : 0.44566, Head : 0.39801, Avg : 0.42183
2023-05-12 04:40:19,634 - [INFO] - [Epoch 157]: Training Loss: 0.0015216, Valid MRR: 0.42288,
2023-05-12 04:40:20,154 - [INFO] - [E:158| 0]: Train Loss:0.0015023, Val MRR:0.42288, icews14
2023-05-12 04:41:13,593 - [INFO] - [E:158| 100]: Train Loss:0.0015182, Val MRR:0.42288, icews14
2023-05-12 04:42:06,432 - [INFO] - [E:158| 200]: Train Loss:0.0015194, Val MRR:0.42288, icews14
2023-05-12 04:42:54,819 - [INFO] - [E:158| 300]: Train Loss:0.0015205, Val MRR:0.42288, icews14
2023-05-12 04:43:41,431 - [INFO] - [E:158| 400]: Train Loss:0.0015213, Val MRR:0.42288, icews14
2023-05-12 04:44:34,560 - [INFO] - [E:158| 500]: Train Loss:0.0015209, Val MRR:0.42288, icews14
2023-05-12 04:45:27,900 - [INFO] - [E:158| 600]: Train Loss:0.0015213, Val MRR:0.42288, icews14
2023-05-12 04:46:21,338 - [INFO] - [E:158| 700]: Train Loss:0.0015211, Val MRR:0.42288, icews14
2023-05-12 04:47:13,882 - [INFO] - [E:158| 800]: Train Loss:0.0015211, Val MRR:0.42288, icews14
2023-05-12 04:48:07,008 - [INFO] - [E:158| 900]: Train Loss:0.0015209, Val MRR:0.42288, icews14
2023-05-12 04:49:00,224 - [INFO] - [E:158| 1000]: Train Loss:0.0015212, Val MRR:0.42288, icews14
2023-05-12 04:49:53,597 - [INFO] - [E:158| 1100]: Train Loss:0.0015213, Val MRR:0.42288, icews14
2023-05-12 04:50:46,490 - [INFO] - [E:158| 1200]: Train Loss:0.0015212, Val MRR:0.42288, icews14
2023-05-12 04:51:28,985 - [INFO] - [E:158| 1300]: Train Loss:0.0015213, Val MRR:0.42288, icews14
2023-05-12 04:52:21,383 - [INFO] - [E:158| 1400]: Train Loss:0.0015212, Val MRR:0.42288, icews14
2023-05-12 04:53:15,159 - [INFO] - [E:158| 1500]: Train Loss:0.0015214, Val MRR:0.42288, icews14
2023-05-12 04:54:08,210 - [INFO] - [E:158| 1600]: Train Loss:0.0015213, Val MRR:0.42288, icews14
2023-05-12 04:55:01,407 - [INFO] - [E:158| 1700]: Train Loss:0.0015212, Val MRR:0.42288, icews14
2023-05-12 04:55:54,452 - [INFO] - [E:158| 1800]: Train Loss:0.0015213, Val MRR:0.42288, icews14
2023-05-12 04:56:46,946 - [INFO] - [E:158| 1900]: Train Loss:0.0015212, Val MRR:0.42288, icews14
2023-05-12 04:57:09,165 - [INFO] - [Epoch:158]: Training Loss:0.001521
2023-05-12 04:57:09,317 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 04:57:29,004 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 04:57:34,505 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 04:57:53,719 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 04:57:59,072 - [INFO] - [Evaluating Epoch 158 valid]:
MRR: Tail : 0.44736, Head : 0.39643, Avg : 0.4219
2023-05-12 04:57:59,072 - [INFO] - [Epoch 158]: Training Loss: 0.0015212, Valid MRR: 0.42288,
2023-05-12 04:57:59,777 - [INFO] - [E:159| 0]: Train Loss:0.0015274, Val MRR:0.42288, icews14
2023-05-12 04:58:53,042 - [INFO] - [E:159| 100]: Train Loss:0.0015184, Val MRR:0.42288, icews14
2023-05-12 04:59:40,738 - [INFO] - [E:159| 200]: Train Loss:0.0015192, Val MRR:0.42288, icews14
2023-05-12 05:00:27,192 - [INFO] - [E:159| 300]: Train Loss:0.0015198, Val MRR:0.42288, icews14
2023-05-12 05:01:20,529 - [INFO] - [E:159| 400]: Train Loss:0.0015198, Val MRR:0.42288, icews14
2023-05-12 05:02:13,209 - [INFO] - [E:159| 500]: Train Loss:0.0015199, Val MRR:0.42288, icews14
2023-05-12 05:03:06,219 - [INFO] - [E:159| 600]: Train Loss:0.00152, Val MRR:0.42288, icews14
2023-05-12 05:03:59,281 - [INFO] - [E:159| 700]: Train Loss:0.0015205, Val MRR:0.42288, icews14
2023-05-12 05:04:52,004 - [INFO] - [E:159| 800]: Train Loss:0.0015209, Val MRR:0.42288, icews14
2023-05-12 05:05:39,607 - [INFO] - [E:159| 900]: Train Loss:0.0015206, Val MRR:0.42288, icews14
2023-05-12 05:06:32,677 - [INFO] - [E:159| 1000]: Train Loss:0.0015205, Val MRR:0.42288, icews14
2023-05-12 05:07:25,684 - [INFO] - [E:159| 1100]: Train Loss:0.0015206, Val MRR:0.42288, icews14
2023-05-12 05:08:11,663 - [INFO] - [E:159| 1200]: Train Loss:0.0015205, Val MRR:0.42288, icews14
2023-05-12 05:08:59,916 - [INFO] - [E:159| 1300]: Train Loss:0.0015207, Val MRR:0.42288, icews14
2023-05-12 05:09:52,959 - [INFO] - [E:159| 1400]: Train Loss:0.001521, Val MRR:0.42288, icews14
2023-05-12 05:10:45,924 - [INFO] - [E:159| 1500]: Train Loss:0.001521, Val MRR:0.42288, icews14
2023-05-12 05:11:38,736 - [INFO] - [E:159| 1600]: Train Loss:0.0015208, Val MRR:0.42288, icews14
2023-05-12 05:12:31,718 - [INFO] - [E:159| 1700]: Train Loss:0.0015209, Val MRR:0.42288, icews14
2023-05-12 05:13:24,926 - [INFO] - [E:159| 1800]: Train Loss:0.001521, Val MRR:0.42288, icews14
2023-05-12 05:14:17,678 - [INFO] - [E:159| 1900]: Train Loss:0.0015211, Val MRR:0.42288, icews14
2023-05-12 05:14:39,839 - [INFO] - [Epoch:159]: Training Loss:0.001521
2023-05-12 05:14:40,114 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 05:14:58,987 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 05:15:04,474 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 05:15:23,828 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 05:15:29,304 - [INFO] - [Evaluating Epoch 159 valid]:
MRR: Tail : 0.44476, Head : 0.3968, Avg : 0.42078
MR: Tail : 673.42, Head : 789.64, Avg : 731.53
Hit-1: Tail : 0.35708, Head : 0.30853, Avg : 0.33281
Hit-3: Tail : 0.49108, Head : 0.44022, Avg : 0.46565
Hit-10: Tail : 0.60918, Head : 0.56597, Avg : 0.58757
2023-05-12 05:15:29,304 - [INFO] - [Epoch 159]: Training Loss: 0.0015212, Valid MRR: 0.42288,
2023-05-12 05:15:29,812 - [INFO] - [E:160| 0]: Train Loss:0.0015067, Val MRR:0.42288, icews14
2023-05-12 05:16:21,860 - [INFO] - [E:160| 100]: Train Loss:0.0015193, Val MRR:0.42288, icews14
2023-05-12 05:17:04,888 - [INFO] - [E:160| 200]: Train Loss:0.0015182, Val MRR:0.42288, icews14
2023-05-12 05:17:57,886 - [INFO] - [E:160| 300]: Train Loss:0.0015192, Val MRR:0.42288, icews14
2023-05-12 05:18:50,948 - [INFO] - [E:160| 400]: Train Loss:0.0015193, Val MRR:0.42288, icews14
2023-05-12 05:19:44,457 - [INFO] - [E:160| 500]: Train Loss:0.0015201, Val MRR:0.42288, icews14
2023-05-12 05:20:38,385 - [INFO] - [E:160| 600]: Train Loss:0.0015201, Val MRR:0.42288, icews14
2023-05-12 05:21:31,810 - [INFO] - [E:160| 700]: Train Loss:0.00152, Val MRR:0.42288, icews14
2023-05-12 05:22:24,917 - [INFO] - [E:160| 800]: Train Loss:0.0015201, Val MRR:0.42288, icews14
2023-05-12 05:23:17,985 - [INFO] - [E:160| 900]: Train Loss:0.0015204, Val MRR:0.42288, icews14
2023-05-12 05:24:10,548 - [INFO] - [E:160| 1000]: Train Loss:0.0015205, Val MRR:0.42288, icews14
2023-05-12 05:24:55,415 - [INFO] - [E:160| 1100]: Train Loss:0.0015206, Val MRR:0.42288, icews14
2023-05-12 05:25:46,015 - [INFO] - [E:160| 1200]: Train Loss:0.0015205, Val MRR:0.42288, icews14
2023-05-12 05:26:39,043 - [INFO] - [E:160| 1300]: Train Loss:0.0015208, Val MRR:0.42288, icews14
2023-05-12 05:27:32,285 - [INFO] - [E:160| 1400]: Train Loss:0.0015209, Val MRR:0.42288, icews14
2023-05-12 05:28:25,406 - [INFO] - [E:160| 1500]: Train Loss:0.0015208, Val MRR:0.42288, icews14
2023-05-12 05:29:18,510 - [INFO] - [E:160| 1600]: Train Loss:0.0015208, Val MRR:0.42288, icews14
2023-05-12 05:30:11,737 - [INFO] - [E:160| 1700]: Train Loss:0.0015208, Val MRR:0.42288, icews14
2023-05-12 05:31:04,798 - [INFO] - [E:160| 1800]: Train Loss:0.0015209, Val MRR:0.42288, icews14
2023-05-12 05:31:57,613 - [INFO] - [E:160| 1900]: Train Loss:0.001521, Val MRR:0.42288, icews14
2023-05-12 05:32:19,415 - [INFO] - [Epoch:160]: Training Loss:0.001521
2023-05-12 05:32:19,569 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 05:32:39,254 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 05:32:44,734 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 05:33:02,612 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 05:33:05,643 - [INFO] - [Evaluating Epoch 160 valid]:
MRR: Tail : 0.44483, Head : 0.39731, Avg : 0.42107
2023-05-12 05:33:05,643 - [INFO] - [Epoch 160]: Training Loss: 0.001521, Valid MRR: 0.42288,
2023-05-12 05:33:05,989 - [INFO] - [E:161| 0]: Train Loss:0.0015229, Val MRR:0.42288, icews14
2023-05-12 05:33:49,789 - [INFO] - [E:161| 100]: Train Loss:0.0015215, Val MRR:0.42288, icews14
2023-05-12 05:34:42,258 - [INFO] - [E:161| 200]: Train Loss:0.0015201, Val MRR:0.42288, icews14
2023-05-12 05:35:35,029 - [INFO] - [E:161| 300]: Train Loss:0.0015201, Val MRR:0.42288, icews14
2023-05-12 05:36:27,067 - [INFO] - [E:161| 400]: Train Loss:0.0015201, Val MRR:0.42288, icews14
2023-05-12 05:37:19,924 - [INFO] - [E:161| 500]: Train Loss:0.00152, Val MRR:0.42288, icews14
2023-05-12 05:38:12,960 - [INFO] - [E:161| 600]: Train Loss:0.00152, Val MRR:0.42288, icews14
2023-05-12 05:39:06,078 - [INFO] - [E:161| 700]: Train Loss:0.0015202, Val MRR:0.42288, icews14
2023-05-12 05:39:59,119 - [INFO] - [E:161| 800]: Train Loss:0.0015204, Val MRR:0.42288, icews14
2023-05-12 05:40:52,055 - [INFO] - [E:161| 900]: Train Loss:0.0015204, Val MRR:0.42288, icews14
2023-05-12 05:41:35,549 - [INFO] - [E:161| 1000]: Train Loss:0.0015206, Val MRR:0.42288, icews14
2023-05-12 05:42:25,896 - [INFO] - [E:161| 1100]: Train Loss:0.0015208, Val MRR:0.42288, icews14
2023-05-12 05:43:18,915 - [INFO] - [E:161| 1200]: Train Loss:0.001521, Val MRR:0.42288, icews14
2023-05-12 05:44:12,232 - [INFO] - [E:161| 1300]: Train Loss:0.001521, Val MRR:0.42288, icews14
2023-05-12 05:45:05,382 - [INFO] - [E:161| 1400]: Train Loss:0.0015209, Val MRR:0.42288, icews14
2023-05-12 05:45:58,578 - [INFO] - [E:161| 1500]: Train Loss:0.0015208, Val MRR:0.42288, icews14
2023-05-12 05:46:51,831 - [INFO] - [E:161| 1600]: Train Loss:0.0015208, Val MRR:0.42288, icews14
2023-05-12 05:47:44,670 - [INFO] - [E:161| 1700]: Train Loss:0.0015208, Val MRR:0.42288, icews14
2023-05-12 05:48:37,356 - [INFO] - [E:161| 1800]: Train Loss:0.0015208, Val MRR:0.42288, icews14
2023-05-12 05:49:30,578 - [INFO] - [E:161| 1900]: Train Loss:0.0015207, Val MRR:0.42288, icews14
2023-05-12 05:49:48,353 - [INFO] - [Epoch:161]: Training Loss:0.001521
2023-05-12 05:49:48,465 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 05:49:59,367 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 05:50:04,487 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 05:50:23,665 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 05:50:29,016 - [INFO] - [Evaluating Epoch 161 valid]:
MRR: Tail : 0.44697, Head : 0.39673, Avg : 0.42185
2023-05-12 05:50:29,016 - [INFO] - [Epoch 161]: Training Loss: 0.0015208, Valid MRR: 0.42288,
2023-05-12 05:50:29,642 - [INFO] - [E:162| 0]: Train Loss:0.0015234, Val MRR:0.42288, icews14
2023-05-12 05:51:23,058 - [INFO] - [E:162| 100]: Train Loss:0.0015197, Val MRR:0.42288, icews14
2023-05-12 05:52:10,430 - [INFO] - [E:162| 200]: Train Loss:0.0015205, Val MRR:0.42288, icews14
2023-05-12 05:53:03,339 - [INFO] - [E:162| 300]: Train Loss:0.0015205, Val MRR:0.42288, icews14
2023-05-12 05:53:56,467 - [INFO] - [E:162| 400]: Train Loss:0.0015204, Val MRR:0.42288, icews14
2023-05-12 05:54:49,589 - [INFO] - [E:162| 500]: Train Loss:0.0015202, Val MRR:0.42288, icews14
2023-05-12 05:55:42,496 - [INFO] - [E:162| 600]: Train Loss:0.0015203, Val MRR:0.42288, icews14
2023-05-12 05:56:35,714 - [INFO] - [E:162| 700]: Train Loss:0.0015203, Val MRR:0.42288, icews14
2023-05-12 05:57:28,758 - [INFO] - [E:162| 800]: Train Loss:0.0015204, Val MRR:0.42288, icews14
2023-05-12 05:58:17,874 - [INFO] - [E:162| 900]: Train Loss:0.0015204, Val MRR:0.42288, icews14
2023-05-12 05:59:04,418 - [INFO] - [E:162| 1000]: Train Loss:0.0015207, Val MRR:0.42288, icews14
2023-05-12 05:59:57,434 - [INFO] - [E:162| 1100]: Train Loss:0.0015208, Val MRR:0.42288, icews14
2023-05-12 06:00:50,455 - [INFO] - [E:162| 1200]: Train Loss:0.0015208, Val MRR:0.42288, icews14
2023-05-12 06:01:42,922 - [INFO] - [E:162| 1300]: Train Loss:0.0015207, Val MRR:0.42288, icews14
2023-05-12 06:02:35,750 - [INFO] - [E:162| 1400]: Train Loss:0.0015207, Val MRR:0.42288, icews14
2023-05-12 06:03:28,588 - [INFO] - [E:162| 1500]: Train Loss:0.0015208, Val MRR:0.42288, icews14
2023-05-12 06:04:21,767 - [INFO] - [E:162| 1600]: Train Loss:0.0015206, Val MRR:0.42288, icews14
2023-05-12 06:05:14,953 - [INFO] - [E:162| 1700]: Train Loss:0.0015205, Val MRR:0.42288, icews14
2023-05-12 06:06:08,050 - [INFO] - [E:162| 1800]: Train Loss:0.0015207, Val MRR:0.42288, icews14
2023-05-12 06:06:49,627 - [INFO] - [E:162| 1900]: Train Loss:0.0015207, Val MRR:0.42288, icews14
2023-05-12 06:07:13,118 - [INFO] - [Epoch:162]: Training Loss:0.001521
2023-05-12 06:07:13,396 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 06:07:32,484 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 06:07:37,981 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 06:07:57,238 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 06:08:02,552 - [INFO] - [Evaluating Epoch 162 valid]:
MRR: Tail : 0.44324, Head : 0.39373, Avg : 0.41849
2023-05-12 06:08:02,552 - [INFO] - [Epoch 162]: Training Loss: 0.0015206, Valid MRR: 0.42288,
2023-05-12 06:08:03,060 - [INFO] - [E:163| 0]: Train Loss:0.0015022, Val MRR:0.42288, icews14
2023-05-12 06:08:55,999 - [INFO] - [E:163| 100]: Train Loss:0.0015226, Val MRR:0.42288, icews14
2023-05-12 06:09:48,466 - [INFO] - [E:163| 200]: Train Loss:0.0015203, Val MRR:0.42288, icews14
2023-05-12 06:10:40,737 - [INFO] - [E:163| 300]: Train Loss:0.0015206, Val MRR:0.42288, icews14
2023-05-12 06:11:33,713 - [INFO] - [E:163| 400]: Train Loss:0.0015206, Val MRR:0.42288, icews14
2023-05-12 06:12:27,383 - [INFO] - [E:163| 500]: Train Loss:0.0015203, Val MRR:0.42288, icews14
2023-05-12 06:13:20,496 - [INFO] - [E:163| 600]: Train Loss:0.0015203, Val MRR:0.42288, icews14
2023-05-12 06:14:13,711 - [INFO] - [E:163| 700]: Train Loss:0.00152, Val MRR:0.42288, icews14
2023-05-12 06:15:00,127 - [INFO] - [E:163| 800]: Train Loss:0.00152, Val MRR:0.42288, icews14
2023-05-12 06:15:47,957 - [INFO] - [E:163| 900]: Train Loss:0.0015202, Val MRR:0.42288, icews14
2023-05-12 06:16:41,006 - [INFO] - [E:163| 1000]: Train Loss:0.0015202, Val MRR:0.42288, icews14
2023-05-12 06:17:34,072 - [INFO] - [E:163| 1100]: Train Loss:0.0015202, Val MRR:0.42288, icews14
2023-05-12 06:18:27,227 - [INFO] - [E:163| 1200]: Train Loss:0.0015202, Val MRR:0.42288, icews14
2023-05-12 06:19:20,643 - [INFO] - [E:163| 1300]: Train Loss:0.0015202, Val MRR:0.42288, icews14
2023-05-12 06:20:13,344 - [INFO] - [E:163| 1400]: Train Loss:0.0015201, Val MRR:0.42288, icews14
2023-05-12 06:21:06,369 - [INFO] - [E:163| 1500]: Train Loss:0.0015202, Val MRR:0.42288, icews14
2023-05-12 06:21:59,191 - [INFO] - [E:163| 1600]: Train Loss:0.0015202, Val MRR:0.42288, icews14
2023-05-12 06:22:51,926 - [INFO] - [E:163| 1700]: Train Loss:0.0015202, Val MRR:0.42288, icews14
2023-05-12 06:23:33,851 - [INFO] - [E:163| 1800]: Train Loss:0.0015203, Val MRR:0.42288, icews14
2023-05-12 06:24:27,369 - [INFO] - [E:163| 1900]: Train Loss:0.0015203, Val MRR:0.42288, icews14
2023-05-12 06:24:49,618 - [INFO] - [Epoch:163]: Training Loss:0.00152
2023-05-12 06:24:49,891 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 06:25:08,833 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 06:25:14,258 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 06:25:33,419 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 06:25:38,696 - [INFO] - [Evaluating Epoch 163 valid]:
MRR: Tail : 0.44925, Head : 0.39763, Avg : 0.42344
2023-05-12 06:25:40,059 - [INFO] - [Epoch 163]: Training Loss: 0.0015204, Valid MRR: 0.42344,
2023-05-12 06:25:40,482 - [INFO] - [E:164| 0]: Train Loss:0.0015032, Val MRR:0.42344, icews14
2023-05-12 06:26:33,384 - [INFO] - [E:164| 100]: Train Loss:0.0015194, Val MRR:0.42344, icews14
2023-05-12 06:27:26,423 - [INFO] - [E:164| 200]: Train Loss:0.0015205, Val MRR:0.42344, icews14
2023-05-12 06:28:19,554 - [INFO] - [E:164| 300]: Train Loss:0.0015202, Val MRR:0.42344, icews14
2023-05-12 06:29:12,019 - [INFO] - [E:164| 400]: Train Loss:0.0015203, Val MRR:0.42344, icews14
2023-05-12 06:30:05,789 - [INFO] - [E:164| 500]: Train Loss:0.0015197, Val MRR:0.42344, icews14
2023-05-12 06:30:58,797 - [INFO] - [E:164| 600]: Train Loss:0.0015197, Val MRR:0.42344, icews14
2023-05-12 06:31:44,261 - [INFO] - [E:164| 700]: Train Loss:0.0015199, Val MRR:0.42344, icews14
2023-05-12 06:32:33,087 - [INFO] - [E:164| 800]: Train Loss:0.0015202, Val MRR:0.42344, icews14
2023-05-12 06:33:26,206 - [INFO] - [E:164| 900]: Train Loss:0.0015201, Val MRR:0.42344, icews14
2023-05-12 06:34:19,250 - [INFO] - [E:164| 1000]: Train Loss:0.00152, Val MRR:0.42344, icews14
2023-05-12 06:35:12,845 - [INFO] - [E:164| 1100]: Train Loss:0.0015201, Val MRR:0.42344, icews14
2023-05-12 06:36:05,894 - [INFO] - [E:164| 1200]: Train Loss:0.0015201, Val MRR:0.42344, icews14
2023-05-12 06:36:58,951 - [INFO] - [E:164| 1300]: Train Loss:0.0015201, Val MRR:0.42344, icews14
2023-05-12 06:37:50,314 - [INFO] - [E:164| 1400]: Train Loss:0.0015202, Val MRR:0.42344, icews14
2023-05-12 06:38:40,164 - [INFO] - [E:164| 1500]: Train Loss:0.0015201, Val MRR:0.42344, icews14
2023-05-12 06:39:32,986 - [INFO] - [E:164| 1600]: Train Loss:0.0015201, Val MRR:0.42344, icews14
2023-05-12 06:40:16,789 - [INFO] - [E:164| 1700]: Train Loss:0.0015203, Val MRR:0.42344, icews14
2023-05-12 06:41:07,873 - [INFO] - [E:164| 1800]: Train Loss:0.0015202, Val MRR:0.42344, icews14
2023-05-12 06:42:00,632 - [INFO] - [E:164| 1900]: Train Loss:0.0015202, Val MRR:0.42344, icews14
2023-05-12 06:42:22,234 - [INFO] - [Epoch:164]: Training Loss:0.00152
2023-05-12 06:42:22,413 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 06:42:41,854 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 06:42:47,231 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 06:43:06,384 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 06:43:11,725 - [INFO] - [Evaluating Epoch 164 valid]:
MRR: Tail : 0.44771, Head : 0.39819, Avg : 0.42295
2023-05-12 06:43:11,726 - [INFO] - [Epoch 164]: Training Loss: 0.0015202, Valid MRR: 0.42344,
2023-05-12 06:43:12,465 - [INFO] - [E:165| 0]: Train Loss:0.0015068, Val MRR:0.42344, icews14
2023-05-12 06:44:05,085 - [INFO] - [E:165| 100]: Train Loss:0.0015179, Val MRR:0.42344, icews14
2023-05-12 06:44:57,737 - [INFO] - [E:165| 200]: Train Loss:0.0015182, Val MRR:0.42344, icews14
2023-05-12 06:45:50,629 - [INFO] - [E:165| 300]: Train Loss:0.0015187, Val MRR:0.42344, icews14
2023-05-12 06:46:43,804 - [INFO] - [E:165| 400]: Train Loss:0.0015191, Val MRR:0.42344, icews14
2023-05-12 06:47:36,966 - [INFO] - [E:165| 500]: Train Loss:0.0015192, Val MRR:0.42344, icews14
2023-05-12 06:48:25,183 - [INFO] - [E:165| 600]: Train Loss:0.0015193, Val MRR:0.42344, icews14
2023-05-12 06:49:11,422 - [INFO] - [E:165| 700]: Train Loss:0.0015196, Val MRR:0.42344, icews14
2023-05-12 06:50:04,363 - [INFO] - [E:165| 800]: Train Loss:0.0015197, Val MRR:0.42344, icews14
2023-05-12 06:50:57,291 - [INFO] - [E:165| 900]: Train Loss:0.0015198, Val MRR:0.42344, icews14
2023-05-12 06:51:50,239 - [INFO] - [E:165| 1000]: Train Loss:0.0015198, Val MRR:0.42344, icews14
2023-05-12 06:52:43,366 - [INFO] - [E:165| 1100]: Train Loss:0.0015196, Val MRR:0.42344, icews14
2023-05-12 06:53:36,588 - [INFO] - [E:165| 1200]: Train Loss:0.0015197, Val MRR:0.42344, icews14
2023-05-12 06:54:29,584 - [INFO] - [E:165| 1300]: Train Loss:0.0015197, Val MRR:0.42344, icews14
2023-05-12 06:55:22,482 - [INFO] - [E:165| 1400]: Train Loss:0.0015197, Val MRR:0.42344, icews14
2023-05-12 06:56:15,068 - [INFO] - [E:165| 1500]: Train Loss:0.0015195, Val MRR:0.42344, icews14
2023-05-12 06:56:57,193 - [INFO] - [E:165| 1600]: Train Loss:0.0015196, Val MRR:0.42344, icews14
2023-05-12 06:57:50,433 - [INFO] - [E:165| 1700]: Train Loss:0.0015196, Val MRR:0.42344, icews14
2023-05-12 06:58:43,443 - [INFO] - [E:165| 1800]: Train Loss:0.0015197, Val MRR:0.42344, icews14
2023-05-12 06:59:36,226 - [INFO] - [E:165| 1900]: Train Loss:0.0015198, Val MRR:0.42344, icews14
2023-05-12 06:59:58,388 - [INFO] - [Epoch:165]: Training Loss:0.00152
2023-05-12 06:59:58,663 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 07:00:18,110 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 07:00:23,552 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 07:00:42,707 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 07:00:48,158 - [INFO] - [Evaluating Epoch 165 valid]:
MRR: Tail : 0.44643, Head : 0.39624, Avg : 0.42133
2023-05-12 07:00:48,159 - [INFO] - [Epoch 165]: Training Loss: 0.0015199, Valid MRR: 0.42344,
2023-05-12 07:00:48,750 - [INFO] - [E:166| 0]: Train Loss:0.0015463, Val MRR:0.42344, icews14
2023-05-12 07:01:41,697 - [INFO] - [E:166| 100]: Train Loss:0.0015179, Val MRR:0.42344, icews14
2023-05-12 07:02:34,507 - [INFO] - [E:166| 200]: Train Loss:0.0015188, Val MRR:0.42344, icews14
2023-05-12 07:03:28,091 - [INFO] - [E:166| 300]: Train Loss:0.0015186, Val MRR:0.42344, icews14
2023-05-12 07:04:20,923 - [INFO] - [E:166| 400]: Train Loss:0.0015192, Val MRR:0.42344, icews14
2023-05-12 07:05:07,385 - [INFO] - [E:166| 500]: Train Loss:0.0015193, Val MRR:0.42344, icews14
2023-05-12 07:05:55,108 - [INFO] - [E:166| 600]: Train Loss:0.0015192, Val MRR:0.42344, icews14
2023-05-12 07:06:47,995 - [INFO] - [E:166| 700]: Train Loss:0.0015198, Val MRR:0.42344, icews14
2023-05-12 07:07:40,932 - [INFO] - [E:166| 800]: Train Loss:0.0015195, Val MRR:0.42344, icews14
2023-05-12 07:08:33,916 - [INFO] - [E:166| 900]: Train Loss:0.0015192, Val MRR:0.42344, icews14
2023-05-12 07:09:26,999 - [INFO] - [E:166| 1000]: Train Loss:0.0015191, Val MRR:0.42344, icews14
2023-05-12 07:10:20,070 - [INFO] - [E:166| 1100]: Train Loss:0.0015193, Val MRR:0.42344, icews14
2023-05-12 07:11:13,303 - [INFO] - [E:166| 1200]: Train Loss:0.0015193, Val MRR:0.42344, icews14
2023-05-12 07:12:06,548 - [INFO] - [E:166| 1300]: Train Loss:0.0015194, Val MRR:0.42344, icews14
2023-05-12 07:12:59,527 - [INFO] - [E:166| 1400]: Train Loss:0.0015193, Val MRR:0.42344, icews14
2023-05-12 07:13:41,525 - [INFO] - [E:166| 1500]: Train Loss:0.0015194, Val MRR:0.42344, icews14
2023-05-12 07:14:34,007 - [INFO] - [E:166| 1600]: Train Loss:0.0015194, Val MRR:0.42344, icews14
2023-05-12 07:15:26,374 - [INFO] - [E:166| 1700]: Train Loss:0.0015195, Val MRR:0.42344, icews14
2023-05-12 07:16:18,882 - [INFO] - [E:166| 1800]: Train Loss:0.0015195, Val MRR:0.42344, icews14
2023-05-12 07:17:10,985 - [INFO] - [E:166| 1900]: Train Loss:0.0015196, Val MRR:0.42344, icews14
2023-05-12 07:17:33,077 - [INFO] - [Epoch:166]: Training Loss:0.00152
2023-05-12 07:17:33,232 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 07:17:52,581 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 07:17:58,213 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 07:18:16,975 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 07:18:22,243 - [INFO] - [Evaluating Epoch 166 valid]:
MRR: Tail : 0.44585, Head : 0.3932, Avg : 0.41953
2023-05-12 07:18:22,243 - [INFO] - [Epoch 166]: Training Loss: 0.0015197, Valid MRR: 0.42344,
2023-05-12 07:18:22,874 - [INFO] - [E:167| 0]: Train Loss:0.0015124, Val MRR:0.42344, icews14
2023-05-12 07:19:15,868 - [INFO] - [E:167| 100]: Train Loss:0.0015199, Val MRR:0.42344, icews14
2023-05-12 07:20:09,841 - [INFO] - [E:167| 200]: Train Loss:0.0015193, Val MRR:0.42344, icews14
2023-05-12 07:21:02,835 - [INFO] - [E:167| 300]: Train Loss:0.0015192, Val MRR:0.42344, icews14
2023-05-12 07:21:47,283 - [INFO] - [E:167| 400]: Train Loss:0.0015196, Val MRR:0.42344, icews14
2023-05-12 07:22:38,033 - [INFO] - [E:167| 500]: Train Loss:0.0015197, Val MRR:0.42344, icews14
2023-05-12 07:23:30,920 - [INFO] - [E:167| 600]: Train Loss:0.0015196, Val MRR:0.42344, icews14
2023-05-12 07:24:18,903 - [INFO] - [E:167| 700]: Train Loss:0.0015197, Val MRR:0.42344, icews14
2023-05-12 07:25:11,919 - [INFO] - [E:167| 800]: Train Loss:0.0015196, Val MRR:0.42344, icews14
2023-05-12 07:26:04,929 - [INFO] - [E:167| 900]: Train Loss:0.00152, Val MRR:0.42344, icews14
2023-05-12 07:26:58,051 - [INFO] - [E:167| 1000]: Train Loss:0.0015199, Val MRR:0.42344, icews14
2023-05-12 07:27:51,012 - [INFO] - [E:167| 1100]: Train Loss:0.0015199, Val MRR:0.42344, icews14
2023-05-12 07:28:44,015 - [INFO] - [E:167| 1200]: Train Loss:0.0015199, Val MRR:0.42344, icews14
2023-05-12 07:29:37,198 - [INFO] - [E:167| 1300]: Train Loss:0.0015197, Val MRR:0.42344, icews14
2023-05-12 07:30:19,608 - [INFO] - [E:167| 1400]: Train Loss:0.0015198, Val MRR:0.42344, icews14
2023-05-12 07:31:12,042 - [INFO] - [E:167| 1500]: Train Loss:0.0015196, Val MRR:0.42344, icews14
2023-05-12 07:32:04,701 - [INFO] - [E:167| 1600]: Train Loss:0.0015196, Val MRR:0.42344, icews14
2023-05-12 07:32:58,073 - [INFO] - [E:167| 1700]: Train Loss:0.0015195, Val MRR:0.42344, icews14
2023-05-12 07:33:50,702 - [INFO] - [E:167| 1800]: Train Loss:0.0015197, Val MRR:0.42344, icews14
2023-05-12 07:34:43,945 - [INFO] - [E:167| 1900]: Train Loss:0.0015196, Val MRR:0.42344, icews14
2023-05-12 07:35:06,174 - [INFO] - [Epoch:167]: Training Loss:0.00152
2023-05-12 07:35:06,307 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 07:35:25,315 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 07:35:30,916 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 07:35:50,105 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 07:35:55,313 - [INFO] - [Evaluating Epoch 167 valid]:
MRR: Tail : 0.44915, Head : 0.39487, Avg : 0.42201
2023-05-12 07:35:55,313 - [INFO] - [Epoch 167]: Training Loss: 0.0015197, Valid MRR: 0.42344,
2023-05-12 07:35:56,027 - [INFO] - [E:168| 0]: Train Loss:0.0015319, Val MRR:0.42344, icews14
2023-05-12 07:36:49,345 - [INFO] - [E:168| 100]: Train Loss:0.0015176, Val MRR:0.42344, icews14
2023-05-12 07:37:42,350 - [INFO] - [E:168| 200]: Train Loss:0.0015167, Val MRR:0.42344, icews14
2023-05-12 07:38:29,464 - [INFO] - [E:168| 300]: Train Loss:0.0015168, Val MRR:0.42344, icews14
2023-05-12 07:39:17,625 - [INFO] - [E:168| 400]: Train Loss:0.0015172, Val MRR:0.42344, icews14
2023-05-12 07:40:10,559 - [INFO] - [E:168| 500]: Train Loss:0.0015175, Val MRR:0.42344, icews14
2023-05-12 07:41:03,373 - [INFO] - [E:168| 600]: Train Loss:0.0015179, Val MRR:0.42344, icews14
2023-05-12 07:41:56,291 - [INFO] - [E:168| 700]: Train Loss:0.0015181, Val MRR:0.42344, icews14
2023-05-12 07:42:48,634 - [INFO] - [E:168| 800]: Train Loss:0.0015182, Val MRR:0.42344, icews14
2023-05-12 07:43:41,872 - [INFO] - [E:168| 900]: Train Loss:0.0015183, Val MRR:0.42344, icews14
2023-05-12 07:44:34,893 - [INFO] - [E:168| 1000]: Train Loss:0.0015182, Val MRR:0.42344, icews14
2023-05-12 07:45:27,868 - [INFO] - [E:168| 1100]: Train Loss:0.0015186, Val MRR:0.42344, icews14
2023-05-12 07:46:20,705 - [INFO] - [E:168| 1200]: Train Loss:0.0015188, Val MRR:0.42344, icews14
2023-05-12 07:47:03,150 - [INFO] - [E:168| 1300]: Train Loss:0.0015189, Val MRR:0.42344, icews14
2023-05-12 07:47:55,832 - [INFO] - [E:168| 1400]: Train Loss:0.0015189, Val MRR:0.42344, icews14
2023-05-12 07:48:48,952 - [INFO] - [E:168| 1500]: Train Loss:0.0015191, Val MRR:0.42344, icews14
2023-05-12 07:49:41,862 - [INFO] - [E:168| 1600]: Train Loss:0.0015191, Val MRR:0.42344, icews14
2023-05-12 07:50:34,539 - [INFO] - [E:168| 1700]: Train Loss:0.0015192, Val MRR:0.42344, icews14
2023-05-12 07:51:26,879 - [INFO] - [E:168| 1800]: Train Loss:0.0015191, Val MRR:0.42344, icews14
2023-05-12 07:52:18,889 - [INFO] - [E:168| 1900]: Train Loss:0.0015192, Val MRR:0.42344, icews14
2023-05-12 07:52:41,060 - [INFO] - [Epoch:168]: Training Loss:0.001519
2023-05-12 07:52:41,309 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 07:53:00,221 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 07:53:05,704 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 07:53:25,122 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 07:53:30,413 - [INFO] - [Evaluating Epoch 168 valid]:
MRR: Tail : 0.44747, Head : 0.39592, Avg : 0.42169
2023-05-12 07:53:30,414 - [INFO] - [Epoch 168]: Training Loss: 0.0015193, Valid MRR: 0.42344,
2023-05-12 07:53:31,163 - [INFO] - [E:169| 0]: Train Loss:0.0015056, Val MRR:0.42344, icews14
2023-05-12 07:54:24,176 - [INFO] - [E:169| 100]: Train Loss:0.0015213, Val MRR:0.42344, icews14
2023-05-12 07:55:08,711 - [INFO] - [E:169| 200]: Train Loss:0.0015192, Val MRR:0.42344, icews14
2023-05-12 07:55:58,908 - [INFO] - [E:169| 300]: Train Loss:0.0015191, Val MRR:0.42344, icews14
2023-05-12 07:56:51,875 - [INFO] - [E:169| 400]: Train Loss:0.00152, Val MRR:0.42344, icews14
2023-05-12 07:57:44,735 - [INFO] - [E:169| 500]: Train Loss:0.0015198, Val MRR:0.42344, icews14
2023-05-12 07:58:38,225 - [INFO] - [E:169| 600]: Train Loss:0.0015193, Val MRR:0.42344, icews14
2023-05-12 07:59:31,437 - [INFO] - [E:169| 700]: Train Loss:0.0015191, Val MRR:0.42344, icews14
2023-05-12 08:00:24,644 - [INFO] - [E:169| 800]: Train Loss:0.0015192, Val MRR:0.42344, icews14
2023-05-12 08:01:17,694 - [INFO] - [E:169| 900]: Train Loss:0.0015191, Val MRR:0.42344, icews14
2023-05-12 08:02:10,664 - [INFO] - [E:169| 1000]: Train Loss:0.0015194, Val MRR:0.42344, icews14
2023-05-12 08:03:03,354 - [INFO] - [E:169| 1100]: Train Loss:0.0015192, Val MRR:0.42344, icews14
2023-05-12 08:03:45,664 - [INFO] - [E:169| 1200]: Train Loss:0.0015191, Val MRR:0.42344, icews14
2023-05-12 08:04:38,612 - [INFO] - [E:169| 1300]: Train Loss:0.0015192, Val MRR:0.42344, icews14
2023-05-12 08:05:31,036 - [INFO] - [E:169| 1400]: Train Loss:0.0015192, Val MRR:0.42344, icews14
2023-05-12 08:06:23,979 - [INFO] - [E:169| 1500]: Train Loss:0.0015193, Val MRR:0.42344, icews14
2023-05-12 08:07:16,898 - [INFO] - [E:169| 1600]: Train Loss:0.0015195, Val MRR:0.42344, icews14
2023-05-12 08:08:10,062 - [INFO] - [E:169| 1700]: Train Loss:0.0015195, Val MRR:0.42344, icews14
2023-05-12 08:09:03,076 - [INFO] - [E:169| 1800]: Train Loss:0.0015193, Val MRR:0.42344, icews14
2023-05-12 08:09:54,197 - [INFO] - [E:169| 1900]: Train Loss:0.0015193, Val MRR:0.42344, icews14
2023-05-12 08:10:13,080 - [INFO] - [Epoch:169]: Training Loss:0.001519
2023-05-12 08:10:13,235 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 08:10:32,513 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 08:10:38,156 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 08:10:57,248 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 08:11:02,542 - [INFO] - [Evaluating Epoch 169 valid]:
MRR: Tail : 0.44683, Head : 0.3928, Avg : 0.41981
MR: Tail : 665.82, Head : 773.89, Avg : 719.86
Hit-1: Tail : 0.35854, Head : 0.30538, Avg : 0.33196
Hit-3: Tail : 0.49545, Head : 0.43379, Avg : 0.46462
Hit-10: Tail : 0.6093, Head : 0.56281, Avg : 0.58605
2023-05-12 08:11:02,542 - [INFO] - [Epoch 169]: Training Loss: 0.0015193, Valid MRR: 0.42344,
2023-05-12 08:11:03,037 - [INFO] - [E:170| 0]: Train Loss:0.0015273, Val MRR:0.42344, icews14
2023-05-12 08:11:50,339 - [INFO] - [E:170| 100]: Train Loss:0.0015194, Val MRR:0.42344, icews14
2023-05-12 08:12:39,140 - [INFO] - [E:170| 200]: Train Loss:0.0015193, Val MRR:0.42344, icews14
2023-05-12 08:13:32,320 - [INFO] - [E:170| 300]: Train Loss:0.0015189, Val MRR:0.42344, icews14
2023-05-12 08:14:25,344 - [INFO] - [E:170| 400]: Train Loss:0.0015184, Val MRR:0.42344, icews14
2023-05-12 08:15:18,605 - [INFO] - [E:170| 500]: Train Loss:0.0015184, Val MRR:0.42344, icews14
2023-05-12 08:16:11,497 - [INFO] - [E:170| 600]: Train Loss:0.001519, Val MRR:0.42344, icews14
2023-05-12 08:17:04,615 - [INFO] - [E:170| 700]: Train Loss:0.0015189, Val MRR:0.42344, icews14
2023-05-12 08:17:57,654 - [INFO] - [E:170| 800]: Train Loss:0.001519, Val MRR:0.42344, icews14
2023-05-12 08:18:50,851 - [INFO] - [E:170| 900]: Train Loss:0.0015193, Val MRR:0.42344, icews14
2023-05-12 08:19:44,063 - [INFO] - [E:170| 1000]: Train Loss:0.0015188, Val MRR:0.42344, icews14
2023-05-12 08:20:26,352 - [INFO] - [E:170| 1100]: Train Loss:0.0015187, Val MRR:0.42344, icews14
2023-05-12 08:21:19,306 - [INFO] - [E:170| 1200]: Train Loss:0.0015188, Val MRR:0.42344, icews14
2023-05-12 08:22:12,275 - [INFO] - [E:170| 1300]: Train Loss:0.0015188, Val MRR:0.42344, icews14
2023-05-12 08:23:05,071 - [INFO] - [E:170| 1400]: Train Loss:0.0015189, Val MRR:0.42344, icews14
2023-05-12 08:23:58,387 - [INFO] - [E:170| 1500]: Train Loss:0.0015188, Val MRR:0.42344, icews14
2023-05-12 08:24:50,601 - [INFO] - [E:170| 1600]: Train Loss:0.0015188, Val MRR:0.42344, icews14
2023-05-12 08:25:43,585 - [INFO] - [E:170| 1700]: Train Loss:0.001519, Val MRR:0.42344, icews14
2023-05-12 08:26:36,045 - [INFO] - [E:170| 1800]: Train Loss:0.001519, Val MRR:0.42344, icews14
2023-05-12 08:27:28,772 - [INFO] - [E:170| 1900]: Train Loss:0.001519, Val MRR:0.42344, icews14
2023-05-12 08:27:51,131 - [INFO] - [Epoch:170]: Training Loss:0.001519
2023-05-12 08:27:51,404 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 08:28:10,388 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 08:28:15,804 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 08:28:26,745 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 08:28:29,764 - [INFO] - [Evaluating Epoch 170 valid]:
MRR: Tail : 0.44963, Head : 0.4004, Avg : 0.42501
2023-05-12 08:28:31,130 - [INFO] - [Epoch 170]: Training Loss: 0.0015191, Valid MRR: 0.42501,
2023-05-12 08:28:31,481 - [INFO] - [E:171| 0]: Train Loss:0.0015181, Val MRR:0.42501, icews14
2023-05-12 08:29:22,486 - [INFO] - [E:171| 100]: Train Loss:0.0015166, Val MRR:0.42501, icews14
2023-05-12 08:30:15,417 - [INFO] - [E:171| 200]: Train Loss:0.0015184, Val MRR:0.42501, icews14
2023-05-12 08:31:08,217 - [INFO] - [E:171| 300]: Train Loss:0.0015193, Val MRR:0.42501, icews14
2023-05-12 08:32:01,501 - [INFO] - [E:171| 400]: Train Loss:0.0015189, Val MRR:0.42501, icews14
2023-05-12 08:32:54,346 - [INFO] - [E:171| 500]: Train Loss:0.0015188, Val MRR:0.42501, icews14
2023-05-12 08:33:47,374 - [INFO] - [E:171| 600]: Train Loss:0.0015186, Val MRR:0.42501, icews14
2023-05-12 08:34:40,367 - [INFO] - [E:171| 700]: Train Loss:0.0015185, Val MRR:0.42501, icews14
2023-05-12 08:35:33,533 - [INFO] - [E:171| 800]: Train Loss:0.0015187, Val MRR:0.42501, icews14
2023-05-12 08:36:26,498 - [INFO] - [E:171| 900]: Train Loss:0.001519, Val MRR:0.42501, icews14
2023-05-12 08:37:08,821 - [INFO] - [E:171| 1000]: Train Loss:0.0015189, Val MRR:0.42501, icews14
2023-05-12 08:38:01,507 - [INFO] - [E:171| 1100]: Train Loss:0.0015187, Val MRR:0.42501, icews14
2023-05-12 08:38:54,333 - [INFO] - [E:171| 1200]: Train Loss:0.0015187, Val MRR:0.42501, icews14
2023-05-12 08:39:46,839 - [INFO] - [E:171| 1300]: Train Loss:0.0015188, Val MRR:0.42501, icews14
2023-05-12 08:40:39,822 - [INFO] - [E:171| 1400]: Train Loss:0.0015188, Val MRR:0.42501, icews14
2023-05-12 08:41:32,894 - [INFO] - [E:171| 1500]: Train Loss:0.0015189, Val MRR:0.42501, icews14
2023-05-12 08:42:25,939 - [INFO] - [E:171| 1600]: Train Loss:0.0015189, Val MRR:0.42501, icews14
2023-05-12 08:43:19,006 - [INFO] - [E:171| 1700]: Train Loss:0.0015187, Val MRR:0.42501, icews14
2023-05-12 08:44:11,985 - [INFO] - [E:171| 1800]: Train Loss:0.0015188, Val MRR:0.42501, icews14
2023-05-12 08:45:01,091 - [INFO] - [E:171| 1900]: Train Loss:0.0015187, Val MRR:0.42501, icews14
2023-05-12 08:45:16,263 - [INFO] - [Epoch:171]: Training Loss:0.001519
2023-05-12 08:45:16,423 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 08:45:35,614 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 08:45:41,041 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 08:46:00,243 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 08:46:05,439 - [INFO] - [Evaluating Epoch 171 valid]:
MRR: Tail : 0.44607, Head : 0.39711, Avg : 0.42159
2023-05-12 08:46:05,439 - [INFO] - [Epoch 171]: Training Loss: 0.0015188, Valid MRR: 0.42501,
2023-05-12 08:46:05,930 - [INFO] - [E:172| 0]: Train Loss:0.001513, Val MRR:0.42501, icews14
2023-05-12 08:46:58,372 - [INFO] - [E:172| 100]: Train Loss:0.0015191, Val MRR:0.42501, icews14
2023-05-12 08:47:51,377 - [INFO] - [E:172| 200]: Train Loss:0.0015191, Val MRR:0.42501, icews14
2023-05-12 08:48:44,527 - [INFO] - [E:172| 300]: Train Loss:0.0015184, Val MRR:0.42501, icews14
2023-05-12 08:49:37,499 - [INFO] - [E:172| 400]: Train Loss:0.0015181, Val MRR:0.42501, icews14
2023-05-12 08:50:30,274 - [INFO] - [E:172| 500]: Train Loss:0.0015179, Val MRR:0.42501, icews14
2023-05-12 08:51:23,045 - [INFO] - [E:172| 600]: Train Loss:0.0015178, Val MRR:0.42501, icews14
2023-05-12 08:52:15,991 - [INFO] - [E:172| 700]: Train Loss:0.0015179, Val MRR:0.42501, icews14
2023-05-12 08:53:09,003 - [INFO] - [E:172| 800]: Train Loss:0.0015182, Val MRR:0.42501, icews14
2023-05-12 08:53:51,097 - [INFO] - [E:172| 900]: Train Loss:0.0015184, Val MRR:0.42501, icews14
2023-05-12 08:54:44,047 - [INFO] - [E:172| 1000]: Train Loss:0.0015184, Val MRR:0.42501, icews14
2023-05-12 08:55:36,960 - [INFO] - [E:172| 1100]: Train Loss:0.0015186, Val MRR:0.42501, icews14
2023-05-12 08:56:24,994 - [INFO] - [E:172| 1200]: Train Loss:0.0015185, Val MRR:0.42501, icews14
2023-05-12 08:57:17,890 - [INFO] - [E:172| 1300]: Train Loss:0.0015186, Val MRR:0.42501, icews14
2023-05-12 08:58:10,827 - [INFO] - [E:172| 1400]: Train Loss:0.0015186, Val MRR:0.42501, icews14
2023-05-12 08:59:03,341 - [INFO] - [E:172| 1500]: Train Loss:0.0015186, Val MRR:0.42501, icews14
2023-05-12 08:59:55,802 - [INFO] - [E:172| 1600]: Train Loss:0.0015187, Val MRR:0.42501, icews14
2023-05-12 09:00:48,783 - [INFO] - [E:172| 1700]: Train Loss:0.0015187, Val MRR:0.42501, icews14
2023-05-12 09:01:39,942 - [INFO] - [E:172| 1800]: Train Loss:0.0015187, Val MRR:0.42501, icews14
2023-05-12 09:02:23,555 - [INFO] - [E:172| 1900]: Train Loss:0.0015187, Val MRR:0.42501, icews14
2023-05-12 09:02:45,827 - [INFO] - [Epoch:172]: Training Loss:0.001519
2023-05-12 09:02:46,078 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 09:03:05,076 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 09:03:10,535 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 09:03:29,454 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 09:03:34,712 - [INFO] - [Evaluating Epoch 172 valid]:
MRR: Tail : 0.44741, Head : 0.39523, Avg : 0.42132
2023-05-12 09:03:34,712 - [INFO] - [Epoch 172]: Training Loss: 0.0015187, Valid MRR: 0.42501,
2023-05-12 09:03:35,398 - [INFO] - [E:173| 0]: Train Loss:0.0015147, Val MRR:0.42501, icews14
2023-05-12 09:04:28,626 - [INFO] - [E:173| 100]: Train Loss:0.0015189, Val MRR:0.42501, icews14
2023-05-12 09:05:21,199 - [INFO] - [E:173| 200]: Train Loss:0.0015193, Val MRR:0.42501, icews14
2023-05-12 09:06:14,208 - [INFO] - [E:173| 300]: Train Loss:0.0015195, Val MRR:0.42501, icews14
2023-05-12 09:07:07,271 - [INFO] - [E:173| 400]: Train Loss:0.0015194, Val MRR:0.42501, icews14
2023-05-12 09:08:00,366 - [INFO] - [E:173| 500]: Train Loss:0.0015187, Val MRR:0.42501, icews14
2023-05-12 09:08:53,413 - [INFO] - [E:173| 600]: Train Loss:0.0015184, Val MRR:0.42501, icews14
2023-05-12 09:09:46,231 - [INFO] - [E:173| 700]: Train Loss:0.0015188, Val MRR:0.42501, icews14
2023-05-12 09:10:28,899 - [INFO] - [E:173| 800]: Train Loss:0.0015186, Val MRR:0.42501, icews14
2023-05-12 09:11:22,046 - [INFO] - [E:173| 900]: Train Loss:0.0015186, Val MRR:0.42501, icews14
2023-05-12 09:12:15,186 - [INFO] - [E:173| 1000]: Train Loss:0.0015185, Val MRR:0.42501, icews14
2023-05-12 09:13:07,996 - [INFO] - [E:173| 1100]: Train Loss:0.0015185, Val MRR:0.42501, icews14
2023-05-12 09:14:00,705 - [INFO] - [E:173| 1200]: Train Loss:0.0015185, Val MRR:0.42501, icews14
2023-05-12 09:14:53,809 - [INFO] - [E:173| 1300]: Train Loss:0.0015185, Val MRR:0.42501, icews14
2023-05-12 09:15:47,008 - [INFO] - [E:173| 1400]: Train Loss:0.0015185, Val MRR:0.42501, icews14
2023-05-12 09:16:39,923 - [INFO] - [E:173| 1500]: Train Loss:0.0015184, Val MRR:0.42501, icews14
2023-05-12 09:17:32,710 - [INFO] - [E:173| 1600]: Train Loss:0.0015185, Val MRR:0.42501, icews14
2023-05-12 09:18:21,939 - [INFO] - [E:173| 1700]: Train Loss:0.0015187, Val MRR:0.42501, icews14
2023-05-12 09:19:07,619 - [INFO] - [E:173| 1800]: Train Loss:0.0015186, Val MRR:0.42501, icews14
2023-05-12 09:20:00,695 - [INFO] - [E:173| 1900]: Train Loss:0.0015186, Val MRR:0.42501, icews14
2023-05-12 09:20:23,082 - [INFO] - [Epoch:173]: Training Loss:0.001519
2023-05-12 09:20:23,355 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 09:20:42,272 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 09:20:47,696 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 09:21:06,616 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 09:21:11,905 - [INFO] - [Evaluating Epoch 173 valid]:
MRR: Tail : 0.44939, Head : 0.39537, Avg : 0.42238
2023-05-12 09:21:11,905 - [INFO] - [Epoch 173]: Training Loss: 0.0015186, Valid MRR: 0.42501,
2023-05-12 09:21:12,416 - [INFO] - [E:174| 0]: Train Loss:0.0014995, Val MRR:0.42501, icews14
2023-05-12 09:22:05,559 - [INFO] - [E:174| 100]: Train Loss:0.0015184, Val MRR:0.42501, icews14
2023-05-12 09:22:58,650 - [INFO] - [E:174| 200]: Train Loss:0.0015186, Val MRR:0.42501, icews14
2023-05-12 09:23:51,535 - [INFO] - [E:174| 300]: Train Loss:0.001518, Val MRR:0.42501, icews14
2023-05-12 09:24:44,428 - [INFO] - [E:174| 400]: Train Loss:0.001518, Val MRR:0.42501, icews14
2023-05-12 09:25:37,259 - [INFO] - [E:174| 500]: Train Loss:0.0015177, Val MRR:0.42501, icews14
2023-05-12 09:26:30,520 - [INFO] - [E:174| 600]: Train Loss:0.0015178, Val MRR:0.42501, icews14
2023-05-12 09:27:13,090 - [INFO] - [E:174| 700]: Train Loss:0.0015176, Val MRR:0.42501, icews14
2023-05-12 09:28:06,150 - [INFO] - [E:174| 800]: Train Loss:0.0015182, Val MRR:0.42501, icews14
2023-05-12 09:28:58,819 - [INFO] - [E:174| 900]: Train Loss:0.0015181, Val MRR:0.42501, icews14
2023-05-12 09:29:51,615 - [INFO] - [E:174| 1000]: Train Loss:0.001518, Val MRR:0.42501, icews14
2023-05-12 09:30:43,853 - [INFO] - [E:174| 1100]: Train Loss:0.0015183, Val MRR:0.42501, icews14
2023-05-12 09:31:36,676 - [INFO] - [E:174| 1200]: Train Loss:0.0015183, Val MRR:0.42501, icews14
2023-05-12 09:32:29,332 - [INFO] - [E:174| 1300]: Train Loss:0.0015185, Val MRR:0.42501, icews14
2023-05-12 09:33:21,366 - [INFO] - [E:174| 1400]: Train Loss:0.0015186, Val MRR:0.42501, icews14
2023-05-12 09:34:14,216 - [INFO] - [E:174| 1500]: Train Loss:0.0015185, Val MRR:0.42501, icews14
2023-05-12 09:35:00,841 - [INFO] - [E:174| 1600]: Train Loss:0.0015185, Val MRR:0.42501, icews14
2023-05-12 09:35:48,845 - [INFO] - [E:174| 1700]: Train Loss:0.0015185, Val MRR:0.42501, icews14
2023-05-12 09:36:41,619 - [INFO] - [E:174| 1800]: Train Loss:0.0015186, Val MRR:0.42501, icews14
2023-05-12 09:37:34,890 - [INFO] - [E:174| 1900]: Train Loss:0.0015187, Val MRR:0.42501, icews14
2023-05-12 09:37:56,950 - [INFO] - [Epoch:174]: Training Loss:0.001519
2023-05-12 09:37:57,104 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 09:38:16,254 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 09:38:21,761 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 09:38:41,109 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 09:38:46,435 - [INFO] - [Evaluating Epoch 174 valid]:
MRR: Tail : 0.44579, Head : 0.39499, Avg : 0.42039
2023-05-12 09:38:46,435 - [INFO] - [Epoch 174]: Training Loss: 0.0015187, Valid MRR: 0.42501,
2023-05-12 09:38:46,858 - [INFO] - [E:175| 0]: Train Loss:0.0015024, Val MRR:0.42501, icews14
2023-05-12 09:39:39,923 - [INFO] - [E:175| 100]: Train Loss:0.0015167, Val MRR:0.42501, icews14
2023-05-12 09:40:32,622 - [INFO] - [E:175| 200]: Train Loss:0.0015189, Val MRR:0.42501, icews14
2023-05-12 09:41:25,574 - [INFO] - [E:175| 300]: Train Loss:0.0015175, Val MRR:0.42501, icews14
2023-05-12 09:42:12,934 - [INFO] - [E:175| 400]: Train Loss:0.0015174, Val MRR:0.42501, icews14
2023-05-12 09:43:05,819 - [INFO] - [E:175| 500]: Train Loss:0.0015175, Val MRR:0.42501, icews14
2023-05-12 09:43:48,096 - [INFO] - [E:175| 600]: Train Loss:0.0015177, Val MRR:0.42501, icews14
2023-05-12 09:44:41,039 - [INFO] - [E:175| 700]: Train Loss:0.0015175, Val MRR:0.42501, icews14
2023-05-12 09:45:33,911 - [INFO] - [E:175| 800]: Train Loss:0.0015176, Val MRR:0.42501, icews14
2023-05-12 09:46:27,076 - [INFO] - [E:175| 900]: Train Loss:0.0015175, Val MRR:0.42501, icews14
2023-05-12 09:47:19,772 - [INFO] - [E:175| 1000]: Train Loss:0.0015175, Val MRR:0.42501, icews14
2023-05-12 09:48:12,986 - [INFO] - [E:175| 1100]: Train Loss:0.0015174, Val MRR:0.42501, icews14
2023-05-12 09:49:05,934 - [INFO] - [E:175| 1200]: Train Loss:0.0015176, Val MRR:0.42501, icews14
2023-05-12 09:49:58,883 - [INFO] - [E:175| 1300]: Train Loss:0.0015178, Val MRR:0.42501, icews14
2023-05-12 09:50:51,707 - [INFO] - [E:175| 1400]: Train Loss:0.0015178, Val MRR:0.42501, icews14
2023-05-12 09:51:41,531 - [INFO] - [E:175| 1500]: Train Loss:0.0015177, Val MRR:0.42501, icews14
2023-05-12 09:52:26,717 - [INFO] - [E:175| 1600]: Train Loss:0.0015177, Val MRR:0.42501, icews14
2023-05-12 09:53:19,683 - [INFO] - [E:175| 1700]: Train Loss:0.0015179, Val MRR:0.42501, icews14
2023-05-12 09:54:12,639 - [INFO] - [E:175| 1800]: Train Loss:0.0015179, Val MRR:0.42501, icews14
2023-05-12 09:55:06,057 - [INFO] - [E:175| 1900]: Train Loss:0.0015181, Val MRR:0.42501, icews14
2023-05-12 09:55:28,171 - [INFO] - [Epoch:175]: Training Loss:0.001518
2023-05-12 09:55:28,320 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 09:55:47,433 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 09:55:52,952 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 09:56:11,861 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 09:56:17,187 - [INFO] - [Evaluating Epoch 175 valid]:
MRR: Tail : 0.44556, Head : 0.39231, Avg : 0.41893
2023-05-12 09:56:17,187 - [INFO] - [Epoch 175]: Training Loss: 0.0015181, Valid MRR: 0.42501,
2023-05-12 09:56:17,683 - [INFO] - [E:176| 0]: Train Loss:0.00152, Val MRR:0.42501, icews14
2023-05-12 09:57:10,973 - [INFO] - [E:176| 100]: Train Loss:0.0015172, Val MRR:0.42501, icews14
2023-05-12 09:58:03,829 - [INFO] - [E:176| 200]: Train Loss:0.0015185, Val MRR:0.42501, icews14
2023-05-12 09:58:56,843 - [INFO] - [E:176| 300]: Train Loss:0.0015186, Val MRR:0.42501, icews14
2023-05-12 09:59:49,718 - [INFO] - [E:176| 400]: Train Loss:0.0015182, Val MRR:0.42501, icews14
2023-05-12 10:00:32,296 - [INFO] - [E:176| 500]: Train Loss:0.0015177, Val MRR:0.42501, icews14
2023-05-12 10:01:25,101 - [INFO] - [E:176| 600]: Train Loss:0.0015178, Val MRR:0.42501, icews14
2023-05-12 10:02:18,098 - [INFO] - [E:176| 700]: Train Loss:0.0015178, Val MRR:0.42501, icews14
2023-05-12 10:03:11,077 - [INFO] - [E:176| 800]: Train Loss:0.0015178, Val MRR:0.42501, icews14
2023-05-12 10:04:03,919 - [INFO] - [E:176| 900]: Train Loss:0.0015178, Val MRR:0.42501, icews14
2023-05-12 10:04:56,527 - [INFO] - [E:176| 1000]: Train Loss:0.0015177, Val MRR:0.42501, icews14
2023-05-12 10:05:49,579 - [INFO] - [E:176| 1100]: Train Loss:0.0015178, Val MRR:0.42501, icews14
2023-05-12 10:06:42,751 - [INFO] - [E:176| 1200]: Train Loss:0.0015179, Val MRR:0.42501, icews14
2023-05-12 10:07:35,252 - [INFO] - [E:176| 1300]: Train Loss:0.0015179, Val MRR:0.42501, icews14
2023-05-12 10:08:22,180 - [INFO] - [E:176| 1400]: Train Loss:0.0015178, Val MRR:0.42501, icews14
2023-05-12 10:09:09,529 - [INFO] - [E:176| 1500]: Train Loss:0.001518, Val MRR:0.42501, icews14
2023-05-12 10:10:02,257 - [INFO] - [E:176| 1600]: Train Loss:0.001518, Val MRR:0.42501, icews14
2023-05-12 10:10:55,238 - [INFO] - [E:176| 1700]: Train Loss:0.0015182, Val MRR:0.42501, icews14
2023-05-12 10:11:48,096 - [INFO] - [E:176| 1800]: Train Loss:0.0015181, Val MRR:0.42501, icews14
2023-05-12 10:12:41,113 - [INFO] - [E:176| 1900]: Train Loss:0.0015182, Val MRR:0.42501, icews14
2023-05-12 10:13:03,533 - [INFO] - [Epoch:176]: Training Loss:0.001518
2023-05-12 10:13:03,804 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 10:13:22,671 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 10:13:28,058 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 10:13:47,031 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 10:13:52,329 - [INFO] - [Evaluating Epoch 176 valid]:
MRR: Tail : 0.44654, Head : 0.39357, Avg : 0.42006
2023-05-12 10:13:52,329 - [INFO] - [Epoch 176]: Training Loss: 0.0015181, Valid MRR: 0.42501,
2023-05-12 10:13:52,850 - [INFO] - [E:177| 0]: Train Loss:0.0015264, Val MRR:0.42501, icews14
2023-05-12 10:14:45,770 - [INFO] - [E:177| 100]: Train Loss:0.0015207, Val MRR:0.42501, icews14
2023-05-12 10:15:38,780 - [INFO] - [E:177| 200]: Train Loss:0.00152, Val MRR:0.42501, icews14
2023-05-12 10:16:31,599 - [INFO] - [E:177| 300]: Train Loss:0.0015193, Val MRR:0.42501, icews14
2023-05-12 10:17:14,448 - [INFO] - [E:177| 400]: Train Loss:0.0015186, Val MRR:0.42501, icews14
2023-05-12 10:18:07,571 - [INFO] - [E:177| 500]: Train Loss:0.0015184, Val MRR:0.42501, icews14
2023-05-12 10:19:00,419 - [INFO] - [E:177| 600]: Train Loss:0.0015181, Val MRR:0.42501, icews14
2023-05-12 10:19:53,628 - [INFO] - [E:177| 700]: Train Loss:0.0015174, Val MRR:0.42501, icews14
2023-05-12 10:20:46,912 - [INFO] - [E:177| 800]: Train Loss:0.0015177, Val MRR:0.42501, icews14
2023-05-12 10:21:39,567 - [INFO] - [E:177| 900]: Train Loss:0.0015177, Val MRR:0.42501, icews14
2023-05-12 10:22:32,513 - [INFO] - [E:177| 1000]: Train Loss:0.001518, Val MRR:0.42501, icews14
2023-05-12 10:23:25,498 - [INFO] - [E:177| 1100]: Train Loss:0.0015179, Val MRR:0.42501, icews14
2023-05-12 10:24:18,731 - [INFO] - [E:177| 1200]: Train Loss:0.0015179, Val MRR:0.42501, icews14
2023-05-12 10:25:04,107 - [INFO] - [E:177| 1300]: Train Loss:0.001518, Val MRR:0.42501, icews14
2023-05-12 10:25:54,248 - [INFO] - [E:177| 1400]: Train Loss:0.0015178, Val MRR:0.42501, icews14
2023-05-12 10:26:47,260 - [INFO] - [E:177| 1500]: Train Loss:0.0015179, Val MRR:0.42501, icews14
2023-05-12 10:27:40,414 - [INFO] - [E:177| 1600]: Train Loss:0.0015177, Val MRR:0.42501, icews14
2023-05-12 10:28:28,175 - [INFO] - [E:177| 1700]: Train Loss:0.0015177, Val MRR:0.42501, icews14
2023-05-12 10:29:21,241 - [INFO] - [E:177| 1800]: Train Loss:0.0015177, Val MRR:0.42501, icews14
2023-05-12 10:30:14,285 - [INFO] - [E:177| 1900]: Train Loss:0.0015178, Val MRR:0.42501, icews14
2023-05-12 10:30:36,571 - [INFO] - [Epoch:177]: Training Loss:0.001518
2023-05-12 10:30:36,703 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 10:30:55,613 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 10:31:01,030 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 10:31:19,871 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 10:31:25,179 - [INFO] - [Evaluating Epoch 177 valid]:
MRR: Tail : 0.44795, Head : 0.39839, Avg : 0.42317
2023-05-12 10:31:25,180 - [INFO] - [Epoch 177]: Training Loss: 0.0015178, Valid MRR: 0.42501,
2023-05-12 10:31:25,806 - [INFO] - [E:178| 0]: Train Loss:0.0015356, Val MRR:0.42501, icews14
2023-05-12 10:32:18,925 - [INFO] - [E:178| 100]: Train Loss:0.0015185, Val MRR:0.42501, icews14
2023-05-12 10:33:12,048 - [INFO] - [E:178| 200]: Train Loss:0.0015191, Val MRR:0.42501, icews14
2023-05-12 10:33:54,500 - [INFO] - [E:178| 300]: Train Loss:0.0015187, Val MRR:0.42501, icews14
2023-05-12 10:34:47,443 - [INFO] - [E:178| 400]: Train Loss:0.0015178, Val MRR:0.42501, icews14
2023-05-12 10:35:40,551 - [INFO] - [E:178| 500]: Train Loss:0.0015177, Val MRR:0.42501, icews14
2023-05-12 10:36:33,430 - [INFO] - [E:178| 600]: Train Loss:0.0015175, Val MRR:0.42501, icews14
2023-05-12 10:37:26,079 - [INFO] - [E:178| 700]: Train Loss:0.0015173, Val MRR:0.42501, icews14
2023-05-12 10:38:18,854 - [INFO] - [E:178| 800]: Train Loss:0.0015173, Val MRR:0.42501, icews14
2023-05-12 10:39:11,616 - [INFO] - [E:178| 900]: Train Loss:0.0015175, Val MRR:0.42501, icews14
2023-05-12 10:40:04,526 - [INFO] - [E:178| 1000]: Train Loss:0.0015176, Val MRR:0.42501, icews14
2023-05-12 10:40:57,107 - [INFO] - [E:178| 1100]: Train Loss:0.0015176, Val MRR:0.42501, icews14
2023-05-12 10:41:44,901 - [INFO] - [E:178| 1200]: Train Loss:0.0015179, Val MRR:0.42501, icews14
2023-05-12 10:42:31,835 - [INFO] - [E:178| 1300]: Train Loss:0.0015177, Val MRR:0.42501, icews14
2023-05-12 10:43:24,756 - [INFO] - [E:178| 1400]: Train Loss:0.0015178, Val MRR:0.42501, icews14
2023-05-12 10:44:17,521 - [INFO] - [E:178| 1500]: Train Loss:0.0015177, Val MRR:0.42501, icews14
2023-05-12 10:45:10,482 - [INFO] - [E:178| 1600]: Train Loss:0.0015176, Val MRR:0.42501, icews14
2023-05-12 10:46:03,545 - [INFO] - [E:178| 1700]: Train Loss:0.0015176, Val MRR:0.42501, icews14
2023-05-12 10:46:56,289 - [INFO] - [E:178| 1800]: Train Loss:0.0015176, Val MRR:0.42501, icews14
2023-05-12 10:47:49,151 - [INFO] - [E:178| 1900]: Train Loss:0.0015177, Val MRR:0.42501, icews14
2023-05-12 10:48:11,146 - [INFO] - [Epoch:178]: Training Loss:0.001518
2023-05-12 10:48:11,301 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 10:48:30,537 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 10:48:36,109 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 10:48:55,255 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 10:49:00,536 - [INFO] - [Evaluating Epoch 178 valid]:
MRR: Tail : 0.45112, Head : 0.39836, Avg : 0.42474
2023-05-12 10:49:00,537 - [INFO] - [Epoch 178]: Training Loss: 0.0015177, Valid MRR: 0.42501,
2023-05-12 10:49:00,942 - [INFO] - [E:179| 0]: Train Loss:0.0015123, Val MRR:0.42501, icews14
2023-05-12 10:49:53,732 - [INFO] - [E:179| 100]: Train Loss:0.0015192, Val MRR:0.42501, icews14
2023-05-12 10:50:36,060 - [INFO] - [E:179| 200]: Train Loss:0.0015177, Val MRR:0.42501, icews14
2023-05-12 10:51:29,169 - [INFO] - [E:179| 300]: Train Loss:0.001517, Val MRR:0.42501, icews14
2023-05-12 10:52:22,117 - [INFO] - [E:179| 400]: Train Loss:0.0015169, Val MRR:0.42501, icews14
2023-05-12 10:53:15,569 - [INFO] - [E:179| 500]: Train Loss:0.0015166, Val MRR:0.42501, icews14
2023-05-12 10:54:08,979 - [INFO] - [E:179| 600]: Train Loss:0.0015167, Val MRR:0.42501, icews14
2023-05-12 10:55:01,850 - [INFO] - [E:179| 700]: Train Loss:0.0015167, Val MRR:0.42501, icews14
2023-05-12 10:55:53,918 - [INFO] - [E:179| 800]: Train Loss:0.0015166, Val MRR:0.42501, icews14
2023-05-12 10:56:47,099 - [INFO] - [E:179| 900]: Train Loss:0.0015167, Val MRR:0.42501, icews14
2023-05-12 10:57:40,349 - [INFO] - [E:179| 1000]: Train Loss:0.0015167, Val MRR:0.42501, icews14
2023-05-12 10:58:25,842 - [INFO] - [E:179| 1100]: Train Loss:0.0015168, Val MRR:0.42501, icews14
2023-05-12 10:59:15,938 - [INFO] - [E:179| 1200]: Train Loss:0.0015168, Val MRR:0.42501, icews14
2023-05-12 11:00:08,945 - [INFO] - [E:179| 1300]: Train Loss:0.0015168, Val MRR:0.42501, icews14
2023-05-12 11:01:01,994 - [INFO] - [E:179| 1400]: Train Loss:0.0015168, Val MRR:0.42501, icews14
2023-05-12 11:01:54,980 - [INFO] - [E:179| 1500]: Train Loss:0.001517, Val MRR:0.42501, icews14
2023-05-12 11:02:48,004 - [INFO] - [E:179| 1600]: Train Loss:0.001517, Val MRR:0.42501, icews14
2023-05-12 11:03:41,088 - [INFO] - [E:179| 1700]: Train Loss:0.0015172, Val MRR:0.42501, icews14
2023-05-12 11:04:34,079 - [INFO] - [E:179| 1800]: Train Loss:0.0015173, Val MRR:0.42501, icews14
2023-05-12 11:05:27,043 - [INFO] - [E:179| 1900]: Train Loss:0.0015173, Val MRR:0.42501, icews14
2023-05-12 11:05:49,242 - [INFO] - [Epoch:179]: Training Loss:0.001517
2023-05-12 11:05:49,375 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 11:06:08,174 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 11:06:13,614 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 11:06:32,483 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 11:06:35,507 - [INFO] - [Evaluating Epoch 179 valid]:
MRR: Tail : 0.45137, Head : 0.39561, Avg : 0.42349
MR: Tail : 654.64, Head : 771.11, Avg : 712.87
Hit-1: Tail : 0.36558, Head : 0.30793, Avg : 0.33675
Hit-3: Tail : 0.49763, Head : 0.4384, Avg : 0.46802
Hit-10: Tail : 0.60869, Head : 0.55941, Avg : 0.58405
2023-05-12 11:06:35,507 - [INFO] - [Epoch 179]: Training Loss: 0.0015174, Valid MRR: 0.42501,
2023-05-12 11:06:35,853 - [INFO] - [E:180| 0]: Train Loss:0.0015149, Val MRR:0.42501, icews14
2023-05-12 11:07:20,512 - [INFO] - [E:180| 100]: Train Loss:0.0015169, Val MRR:0.42501, icews14
2023-05-12 11:08:13,454 - [INFO] - [E:180| 200]: Train Loss:0.0015166, Val MRR:0.42501, icews14
2023-05-12 11:09:06,482 - [INFO] - [E:180| 300]: Train Loss:0.0015165, Val MRR:0.42501, icews14
2023-05-12 11:09:59,496 - [INFO] - [E:180| 400]: Train Loss:0.0015167, Val MRR:0.42501, icews14
2023-05-12 11:10:53,022 - [INFO] - [E:180| 500]: Train Loss:0.0015167, Val MRR:0.42501, icews14
2023-05-12 11:11:45,925 - [INFO] - [E:180| 600]: Train Loss:0.0015168, Val MRR:0.42501, icews14
2023-05-12 11:12:38,616 - [INFO] - [E:180| 700]: Train Loss:0.001517, Val MRR:0.42501, icews14
2023-05-12 11:13:31,795 - [INFO] - [E:180| 800]: Train Loss:0.0015171, Val MRR:0.42501, icews14
2023-05-12 11:14:19,494 - [INFO] - [E:180| 900]: Train Loss:0.001517, Val MRR:0.42501, icews14
2023-05-12 11:15:07,165 - [INFO] - [E:180| 1000]: Train Loss:0.0015171, Val MRR:0.42501, icews14
2023-05-12 11:15:54,371 - [INFO] - [E:180| 1100]: Train Loss:0.0015172, Val MRR:0.42501, icews14
2023-05-12 11:16:47,051 - [INFO] - [E:180| 1200]: Train Loss:0.0015172, Val MRR:0.42501, icews14
2023-05-12 11:17:40,043 - [INFO] - [E:180| 1300]: Train Loss:0.0015173, Val MRR:0.42501, icews14
2023-05-12 11:18:33,194 - [INFO] - [E:180| 1400]: Train Loss:0.0015173, Val MRR:0.42501, icews14
2023-05-12 11:19:26,178 - [INFO] - [E:180| 1500]: Train Loss:0.0015171, Val MRR:0.42501, icews14
2023-05-12 11:20:19,329 - [INFO] - [E:180| 1600]: Train Loss:0.0015173, Val MRR:0.42501, icews14
2023-05-12 11:21:12,386 - [INFO] - [E:180| 1700]: Train Loss:0.0015173, Val MRR:0.42501, icews14
2023-05-12 11:22:05,521 - [INFO] - [E:180| 1800]: Train Loss:0.0015174, Val MRR:0.42501, icews14
2023-05-12 11:23:07,359 - [INFO] - [E:180| 1900]: Train Loss:0.0015174, Val MRR:0.42501, icews14
2023-05-12 11:23:41,366 - [INFO] - [Epoch:180]: Training Loss:0.001517
2023-05-12 11:23:41,760 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 11:24:07,910 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 11:24:16,520 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 11:24:46,591 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 11:24:54,825 - [INFO] - [Evaluating Epoch 180 valid]:
MRR: Tail : 0.44928, Head : 0.39754, Avg : 0.42341
2023-05-12 11:24:54,825 - [INFO] - [Epoch 180]: Training Loss: 0.0015175, Valid MRR: 0.42501,
2023-05-12 11:24:55,883 - [INFO] - [E:181| 0]: Train Loss:0.0015186, Val MRR:0.42501, icews14
2023-05-12 11:26:01,992 - [INFO] - [E:181| 100]: Train Loss:0.0015195, Val MRR:0.42501, icews14
2023-05-12 11:26:54,985 - [INFO] - [E:181| 200]: Train Loss:0.0015179, Val MRR:0.42501, icews14
2023-05-12 11:27:48,003 - [INFO] - [E:181| 300]: Train Loss:0.0015173, Val MRR:0.42501, icews14
2023-05-12 11:28:40,882 - [INFO] - [E:181| 400]: Train Loss:0.0015166, Val MRR:0.42501, icews14
2023-05-12 11:29:33,427 - [INFO] - [E:181| 500]: Train Loss:0.0015162, Val MRR:0.42501, icews14
2023-05-12 11:30:26,060 - [INFO] - [E:181| 600]: Train Loss:0.001516, Val MRR:0.42501, icews14
2023-05-12 11:31:19,137 - [INFO] - [E:181| 700]: Train Loss:0.0015162, Val MRR:0.42501, icews14
2023-05-12 11:32:12,029 - [INFO] - [E:181| 800]: Train Loss:0.0015163, Val MRR:0.42501, icews14
2023-05-12 11:32:57,472 - [INFO] - [E:181| 900]: Train Loss:0.0015166, Val MRR:0.42501, icews14
2023-05-12 11:33:47,617 - [INFO] - [E:181| 1000]: Train Loss:0.0015168, Val MRR:0.42501, icews14
2023-05-12 11:34:40,075 - [INFO] - [E:181| 1100]: Train Loss:0.0015169, Val MRR:0.42501, icews14
2023-05-12 11:35:33,130 - [INFO] - [E:181| 1200]: Train Loss:0.0015171, Val MRR:0.42501, icews14
2023-05-12 11:36:26,116 - [INFO] - [E:181| 1300]: Train Loss:0.0015172, Val MRR:0.42501, icews14
2023-05-12 11:37:19,205 - [INFO] - [E:181| 1400]: Train Loss:0.0015171, Val MRR:0.42501, icews14
2023-05-12 11:38:12,252 - [INFO] - [E:181| 1500]: Train Loss:0.0015174, Val MRR:0.42501, icews14
2023-05-12 11:39:05,455 - [INFO] - [E:181| 1600]: Train Loss:0.0015173, Val MRR:0.42501, icews14
2023-05-12 11:39:58,520 - [INFO] - [E:181| 1700]: Train Loss:0.0015174, Val MRR:0.42501, icews14
2023-05-12 11:40:51,555 - [INFO] - [E:181| 1800]: Train Loss:0.0015174, Val MRR:0.42501, icews14
2023-05-12 11:41:33,981 - [INFO] - [E:181| 1900]: Train Loss:0.0015174, Val MRR:0.42501, icews14
2023-05-12 11:41:56,093 - [INFO] - [Epoch:181]: Training Loss:0.001517
2023-05-12 11:41:56,245 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 11:42:15,695 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 11:42:21,128 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 11:42:40,097 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 11:42:45,456 - [INFO] - [Evaluating Epoch 181 valid]:
MRR: Tail : 0.44773, Head : 0.39815, Avg : 0.42294
2023-05-12 11:42:45,456 - [INFO] - [Epoch 181]: Training Loss: 0.0015173, Valid MRR: 0.42501,
2023-05-12 11:42:45,972 - [INFO] - [E:182| 0]: Train Loss:0.0015291, Val MRR:0.42501, icews14
2023-05-12 11:43:38,971 - [INFO] - [E:182| 100]: Train Loss:0.0015167, Val MRR:0.42501, icews14
2023-05-12 11:44:31,826 - [INFO] - [E:182| 200]: Train Loss:0.0015157, Val MRR:0.42501, icews14
2023-05-12 11:45:24,798 - [INFO] - [E:182| 300]: Train Loss:0.0015153, Val MRR:0.42501, icews14
2023-05-12 11:46:17,617 - [INFO] - [E:182| 400]: Train Loss:0.0015162, Val MRR:0.42501, icews14
2023-05-12 11:47:32,537 - [INFO] - [E:182| 500]: Train Loss:0.001516, Val MRR:0.42501, icews14
2023-05-12 11:48:26,251 - [INFO] - [E:182| 600]: Train Loss:0.001516, Val MRR:0.42501, icews14
2023-05-12 11:49:19,103 - [INFO] - [E:182| 700]: Train Loss:0.0015167, Val MRR:0.42501, icews14
2023-05-12 11:50:05,135 - [INFO] - [E:182| 800]: Train Loss:0.0015167, Val MRR:0.42501, icews14
2023-05-12 11:50:54,203 - [INFO] - [E:182| 900]: Train Loss:0.0015167, Val MRR:0.42501, icews14
2023-05-12 11:51:47,089 - [INFO] - [E:182| 1000]: Train Loss:0.0015166, Val MRR:0.42501, icews14
2023-05-12 11:52:40,306 - [INFO] - [E:182| 1100]: Train Loss:0.0015168, Val MRR:0.42501, icews14
2023-05-12 11:53:33,398 - [INFO] - [E:182| 1200]: Train Loss:0.0015168, Val MRR:0.42501, icews14
2023-05-12 11:54:26,264 - [INFO] - [E:182| 1300]: Train Loss:0.0015168, Val MRR:0.42501, icews14
2023-05-12 11:55:19,324 - [INFO] - [E:182| 1400]: Train Loss:0.0015166, Val MRR:0.42501, icews14
2023-05-12 11:56:12,393 - [INFO] - [E:182| 1500]: Train Loss:0.0015167, Val MRR:0.42501, icews14
2023-05-12 11:57:05,385 - [INFO] - [E:182| 1600]: Train Loss:0.0015168, Val MRR:0.42501, icews14
2023-05-12 11:57:58,601 - [INFO] - [E:182| 1700]: Train Loss:0.0015168, Val MRR:0.42501, icews14
2023-05-12 11:58:41,118 - [INFO] - [E:182| 1800]: Train Loss:0.0015168, Val MRR:0.42501, icews14
2023-05-12 11:59:34,156 - [INFO] - [E:182| 1900]: Train Loss:0.0015169, Val MRR:0.42501, icews14
2023-05-12 11:59:56,042 - [INFO] - [Epoch:182]: Training Loss:0.001517
2023-05-12 11:59:56,203 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 12:00:15,284 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 12:00:20,783 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 12:00:39,900 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 12:00:45,176 - [INFO] - [Evaluating Epoch 182 valid]:
MRR: Tail : 0.44592, Head : 0.39883, Avg : 0.42237
2023-05-12 12:00:45,176 - [INFO] - [Epoch 182]: Training Loss: 0.0015168, Valid MRR: 0.42501,
2023-05-12 12:00:45,757 - [INFO] - [E:183| 0]: Train Loss:0.0015236, Val MRR:0.42501, icews14
2023-05-12 12:01:39,049 - [INFO] - [E:183| 100]: Train Loss:0.0015171, Val MRR:0.42501, icews14
2023-05-12 12:02:27,316 - [INFO] - [E:183| 200]: Train Loss:0.0015172, Val MRR:0.42501, icews14
2023-05-12 12:03:20,400 - [INFO] - [E:183| 300]: Train Loss:0.0015169, Val MRR:0.42501, icews14
2023-05-12 12:04:12,927 - [INFO] - [E:183| 400]: Train Loss:0.0015168, Val MRR:0.42501, icews14
2023-05-12 12:05:05,813 - [INFO] - [E:183| 500]: Train Loss:0.001516, Val MRR:0.42501, icews14
2023-05-12 12:05:58,873 - [INFO] - [E:183| 600]: Train Loss:0.0015156, Val MRR:0.42501, icews14
2023-05-12 12:06:46,908 - [INFO] - [E:183| 700]: Train Loss:0.0015155, Val MRR:0.42501, icews14
2023-05-12 12:07:34,493 - [INFO] - [E:183| 800]: Train Loss:0.0015158, Val MRR:0.42501, icews14
2023-05-12 12:08:27,591 - [INFO] - [E:183| 900]: Train Loss:0.001516, Val MRR:0.42501, icews14
2023-05-12 12:09:20,659 - [INFO] - [E:183| 1000]: Train Loss:0.0015161, Val MRR:0.42501, icews14
2023-05-12 12:10:13,768 - [INFO] - [E:183| 1100]: Train Loss:0.0015161, Val MRR:0.42501, icews14
2023-05-12 12:11:07,020 - [INFO] - [E:183| 1200]: Train Loss:0.0015162, Val MRR:0.42501, icews14
2023-05-12 12:11:59,839 - [INFO] - [E:183| 1300]: Train Loss:0.0015165, Val MRR:0.42501, icews14
2023-05-12 12:12:52,879 - [INFO] - [E:183| 1400]: Train Loss:0.0015164, Val MRR:0.42501, icews14
2023-05-12 12:13:45,867 - [INFO] - [E:183| 1500]: Train Loss:0.0015165, Val MRR:0.42501, icews14
2023-05-12 12:14:38,840 - [INFO] - [E:183| 1600]: Train Loss:0.0015166, Val MRR:0.42501, icews14
2023-05-12 12:15:20,847 - [INFO] - [E:183| 1700]: Train Loss:0.0015166, Val MRR:0.42501, icews14
2023-05-12 12:16:13,973 - [INFO] - [E:183| 1800]: Train Loss:0.0015166, Val MRR:0.42501, icews14
2023-05-12 12:17:07,199 - [INFO] - [E:183| 1900]: Train Loss:0.0015166, Val MRR:0.42501, icews14
2023-05-12 12:17:29,544 - [INFO] - [Epoch:183]: Training Loss:0.001517
2023-05-12 12:17:29,818 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 12:17:48,796 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 12:17:54,235 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 12:18:13,084 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 12:18:18,401 - [INFO] - [Evaluating Epoch 183 valid]:
MRR: Tail : 0.44765, Head : 0.3952, Avg : 0.42143
2023-05-12 12:18:18,401 - [INFO] - [Epoch 183]: Training Loss: 0.0015167, Valid MRR: 0.42501,
2023-05-12 12:18:18,899 - [INFO] - [E:184| 0]: Train Loss:0.001511, Val MRR:0.42501, icews14
2023-05-12 12:19:11,790 - [INFO] - [E:184| 100]: Train Loss:0.0015169, Val MRR:0.42501, icews14
2023-05-12 12:20:04,805 - [INFO] - [E:184| 200]: Train Loss:0.001517, Val MRR:0.42501, icews14
2023-05-12 12:20:57,116 - [INFO] - [E:184| 300]: Train Loss:0.0015159, Val MRR:0.42501, icews14
2023-05-12 12:21:50,520 - [INFO] - [E:184| 400]: Train Loss:0.0015153, Val MRR:0.42501, icews14
2023-05-12 12:22:43,624 - [INFO] - [E:184| 500]: Train Loss:0.0015157, Val MRR:0.42501, icews14
2023-05-12 12:23:29,925 - [INFO] - [E:184| 600]: Train Loss:0.001516, Val MRR:0.42501, icews14
2023-05-12 12:24:18,807 - [INFO] - [E:184| 700]: Train Loss:0.0015158, Val MRR:0.42501, icews14
2023-05-12 12:25:11,556 - [INFO] - [E:184| 800]: Train Loss:0.0015159, Val MRR:0.42501, icews14
2023-05-12 12:26:04,877 - [INFO] - [E:184| 900]: Train Loss:0.0015159, Val MRR:0.42501, icews14
2023-05-12 12:26:57,694 - [INFO] - [E:184| 1000]: Train Loss:0.0015162, Val MRR:0.42501, icews14
2023-05-12 12:27:51,022 - [INFO] - [E:184| 1100]: Train Loss:0.0015162, Val MRR:0.42501, icews14
2023-05-12 12:28:44,059 - [INFO] - [E:184| 1200]: Train Loss:0.0015161, Val MRR:0.42501, icews14
2023-05-12 12:29:37,049 - [INFO] - [E:184| 1300]: Train Loss:0.0015162, Val MRR:0.42501, icews14
2023-05-12 12:30:30,456 - [INFO] - [E:184| 1400]: Train Loss:0.0015161, Val MRR:0.42501, icews14
2023-05-12 12:31:23,490 - [INFO] - [E:184| 1500]: Train Loss:0.0015161, Val MRR:0.42501, icews14
2023-05-12 12:32:06,185 - [INFO] - [E:184| 1600]: Train Loss:0.0015162, Val MRR:0.42501, icews14
2023-05-12 12:32:59,334 - [INFO] - [E:184| 1700]: Train Loss:0.0015164, Val MRR:0.42501, icews14
2023-05-12 12:33:52,362 - [INFO] - [E:184| 1800]: Train Loss:0.0015165, Val MRR:0.42501, icews14
2023-05-12 12:34:45,245 - [INFO] - [E:184| 1900]: Train Loss:0.0015166, Val MRR:0.42501, icews14
2023-05-12 12:35:07,468 - [INFO] - [Epoch:184]: Training Loss:0.001517
2023-05-12 12:35:07,740 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 12:35:26,533 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 12:35:31,943 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 12:35:50,894 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 12:35:56,107 - [INFO] - [Evaluating Epoch 184 valid]:
MRR: Tail : 0.44751, Head : 0.39471, Avg : 0.42111
2023-05-12 12:35:56,107 - [INFO] - [Epoch 184]: Training Loss: 0.0015166, Valid MRR: 0.42501,
2023-05-12 12:35:56,735 - [INFO] - [E:185| 0]: Train Loss:0.001497, Val MRR:0.42501, icews14
2023-05-12 12:36:49,647 - [INFO] - [E:185| 100]: Train Loss:0.0015153, Val MRR:0.42501, icews14
2023-05-12 12:37:42,418 - [INFO] - [E:185| 200]: Train Loss:0.0015161, Val MRR:0.42501, icews14
2023-05-12 12:38:34,998 - [INFO] - [E:185| 300]: Train Loss:0.0015158, Val MRR:0.42501, icews14
2023-05-12 12:39:27,774 - [INFO] - [E:185| 400]: Train Loss:0.0015155, Val MRR:0.42501, icews14
2023-05-12 12:40:11,187 - [INFO] - [E:185| 500]: Train Loss:0.0015159, Val MRR:0.42501, icews14
2023-05-12 12:41:03,137 - [INFO] - [E:185| 600]: Train Loss:0.0015156, Val MRR:0.42501, icews14
2023-05-12 12:41:56,169 - [INFO] - [E:185| 700]: Train Loss:0.0015162, Val MRR:0.42501, icews14
2023-05-12 12:42:49,028 - [INFO] - [E:185| 800]: Train Loss:0.0015164, Val MRR:0.42501, icews14
2023-05-12 12:43:41,919 - [INFO] - [E:185| 900]: Train Loss:0.0015163, Val MRR:0.42501, icews14
2023-05-12 12:44:34,997 - [INFO] - [E:185| 1000]: Train Loss:0.0015164, Val MRR:0.42501, icews14
2023-05-12 12:45:27,943 - [INFO] - [E:185| 1100]: Train Loss:0.0015165, Val MRR:0.42501, icews14
2023-05-12 12:46:20,910 - [INFO] - [E:185| 1200]: Train Loss:0.0015163, Val MRR:0.42501, icews14
2023-05-12 12:47:13,940 - [INFO] - [E:185| 1300]: Train Loss:0.0015164, Val MRR:0.42501, icews14
2023-05-12 12:48:01,923 - [INFO] - [E:185| 1400]: Train Loss:0.0015166, Val MRR:0.42501, icews14
2023-05-12 12:48:44,666 - [INFO] - [E:185| 1500]: Train Loss:0.0015167, Val MRR:0.42501, icews14
2023-05-12 12:49:37,821 - [INFO] - [E:185| 1600]: Train Loss:0.0015167, Val MRR:0.42501, icews14
2023-05-12 12:50:30,758 - [INFO] - [E:185| 1700]: Train Loss:0.0015166, Val MRR:0.42501, icews14
2023-05-12 12:51:23,889 - [INFO] - [E:185| 1800]: Train Loss:0.0015166, Val MRR:0.42501, icews14
2023-05-12 12:52:16,975 - [INFO] - [E:185| 1900]: Train Loss:0.0015166, Val MRR:0.42501, icews14
2023-05-12 12:52:39,235 - [INFO] - [Epoch:185]: Training Loss:0.001517
2023-05-12 12:52:39,508 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 12:52:58,409 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 12:53:03,762 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 12:53:22,713 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 12:53:28,005 - [INFO] - [Evaluating Epoch 185 valid]:
MRR: Tail : 0.44859, Head : 0.39953, Avg : 0.42406
2023-05-12 12:53:28,005 - [INFO] - [Epoch 185]: Training Loss: 0.0015167, Valid MRR: 0.42501,
2023-05-12 12:53:28,509 - [INFO] - [E:186| 0]: Train Loss:0.0015389, Val MRR:0.42501, icews14
2023-05-12 12:54:21,631 - [INFO] - [E:186| 100]: Train Loss:0.0015189, Val MRR:0.42501, icews14
2023-05-12 12:55:14,070 - [INFO] - [E:186| 200]: Train Loss:0.0015174, Val MRR:0.42501, icews14
2023-05-12 12:56:07,087 - [INFO] - [E:186| 300]: Train Loss:0.0015171, Val MRR:0.42501, icews14
2023-05-12 12:56:52,997 - [INFO] - [E:186| 400]: Train Loss:0.0015167, Val MRR:0.42501, icews14
2023-05-12 12:57:41,585 - [INFO] - [E:186| 500]: Train Loss:0.0015168, Val MRR:0.42501, icews14
2023-05-12 12:58:34,254 - [INFO] - [E:186| 600]: Train Loss:0.0015165, Val MRR:0.42501, icews14
2023-05-12 12:59:26,907 - [INFO] - [E:186| 700]: Train Loss:0.0015164, Val MRR:0.42501, icews14
2023-05-12 13:00:20,136 - [INFO] - [E:186| 800]: Train Loss:0.0015165, Val MRR:0.42501, icews14
2023-05-12 13:01:13,137 - [INFO] - [E:186| 900]: Train Loss:0.0015164, Val MRR:0.42501, icews14
2023-05-12 13:02:06,348 - [INFO] - [E:186| 1000]: Train Loss:0.0015164, Val MRR:0.42501, icews14
2023-05-12 13:02:59,453 - [INFO] - [E:186| 1100]: Train Loss:0.0015165, Val MRR:0.42501, icews14
2023-05-12 13:03:52,385 - [INFO] - [E:186| 1200]: Train Loss:0.0015165, Val MRR:0.42501, icews14
2023-05-12 13:04:45,470 - [INFO] - [E:186| 1300]: Train Loss:0.0015163, Val MRR:0.42501, icews14
2023-05-12 13:05:27,279 - [INFO] - [E:186| 1400]: Train Loss:0.0015163, Val MRR:0.42501, icews14
2023-05-12 13:06:20,206 - [INFO] - [E:186| 1500]: Train Loss:0.0015163, Val MRR:0.42501, icews14
2023-05-12 13:07:12,936 - [INFO] - [E:186| 1600]: Train Loss:0.0015163, Val MRR:0.42501, icews14
2023-05-12 13:08:05,897 - [INFO] - [E:186| 1700]: Train Loss:0.0015164, Val MRR:0.42501, icews14
2023-05-12 13:08:58,850 - [INFO] - [E:186| 1800]: Train Loss:0.0015163, Val MRR:0.42501, icews14
2023-05-12 13:09:51,875 - [INFO] - [E:186| 1900]: Train Loss:0.0015163, Val MRR:0.42501, icews14
2023-05-12 13:10:13,702 - [INFO] - [Epoch:186]: Training Loss:0.001516
2023-05-12 13:10:13,855 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 13:10:32,816 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 13:10:38,330 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 13:10:57,363 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 13:11:02,642 - [INFO] - [Evaluating Epoch 186 valid]:
MRR: Tail : 0.44585, Head : 0.39701, Avg : 0.42143
2023-05-12 13:11:02,642 - [INFO] - [Epoch 186]: Training Loss: 0.0015163, Valid MRR: 0.42501,
2023-05-12 13:11:03,115 - [INFO] - [E:187| 0]: Train Loss:0.0015076, Val MRR:0.42501, icews14
2023-05-12 13:11:56,065 - [INFO] - [E:187| 100]: Train Loss:0.001514, Val MRR:0.42501, icews14
2023-05-12 13:12:48,772 - [INFO] - [E:187| 200]: Train Loss:0.0015154, Val MRR:0.42501, icews14
2023-05-12 13:13:32,940 - [INFO] - [E:187| 300]: Train Loss:0.0015156, Val MRR:0.42501, icews14
2023-05-12 13:14:24,573 - [INFO] - [E:187| 400]: Train Loss:0.0015163, Val MRR:0.42501, icews14
2023-05-12 13:15:17,608 - [INFO] - [E:187| 500]: Train Loss:0.0015163, Val MRR:0.42501, icews14
2023-05-12 13:16:10,369 - [INFO] - [E:187| 600]: Train Loss:0.0015165, Val MRR:0.42501, icews14
2023-05-12 13:17:03,400 - [INFO] - [E:187| 700]: Train Loss:0.0015165, Val MRR:0.42501, icews14
2023-05-12 13:17:56,418 - [INFO] - [E:187| 800]: Train Loss:0.0015162, Val MRR:0.42501, icews14
2023-05-12 13:18:49,364 - [INFO] - [E:187| 900]: Train Loss:0.0015161, Val MRR:0.42501, icews14
2023-05-12 13:19:42,384 - [INFO] - [E:187| 1000]: Train Loss:0.0015161, Val MRR:0.42501, icews14
2023-05-12 13:20:35,474 - [INFO] - [E:187| 1100]: Train Loss:0.001516, Val MRR:0.42501, icews14
2023-05-12 13:21:28,905 - [INFO] - [E:187| 1200]: Train Loss:0.0015159, Val MRR:0.42501, icews14
2023-05-12 13:22:11,555 - [INFO] - [E:187| 1300]: Train Loss:0.0015158, Val MRR:0.42501, icews14
2023-05-12 13:23:04,683 - [INFO] - [E:187| 1400]: Train Loss:0.0015157, Val MRR:0.42501, icews14
2023-05-12 13:23:58,024 - [INFO] - [E:187| 1500]: Train Loss:0.0015158, Val MRR:0.42501, icews14
2023-05-12 13:24:50,690 - [INFO] - [E:187| 1600]: Train Loss:0.001516, Val MRR:0.42501, icews14
2023-05-12 13:25:43,546 - [INFO] - [E:187| 1700]: Train Loss:0.001516, Val MRR:0.42501, icews14
2023-05-12 13:26:36,580 - [INFO] - [E:187| 1800]: Train Loss:0.0015161, Val MRR:0.42501, icews14
2023-05-12 13:27:29,685 - [INFO] - [E:187| 1900]: Train Loss:0.0015162, Val MRR:0.42501, icews14
2023-05-12 13:27:51,947 - [INFO] - [Epoch:187]: Training Loss:0.001516
2023-05-12 13:27:52,078 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 13:28:11,207 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 13:28:16,711 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 13:28:35,817 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 13:28:41,157 - [INFO] - [Evaluating Epoch 187 valid]:
MRR: Tail : 0.44401, Head : 0.39676, Avg : 0.42039
2023-05-12 13:28:41,158 - [INFO] - [Epoch 187]: Training Loss: 0.0015162, Valid MRR: 0.42501,
2023-05-12 13:28:41,744 - [INFO] - [E:188| 0]: Train Loss:0.001496, Val MRR:0.42501, icews14
2023-05-12 13:29:34,453 - [INFO] - [E:188| 100]: Train Loss:0.0015155, Val MRR:0.42501, icews14
2023-05-12 13:30:16,840 - [INFO] - [E:188| 200]: Train Loss:0.0015157, Val MRR:0.42501, icews14
2023-05-12 13:31:09,908 - [INFO] - [E:188| 300]: Train Loss:0.0015164, Val MRR:0.42501, icews14
2023-05-12 13:32:02,263 - [INFO] - [E:188| 400]: Train Loss:0.0015166, Val MRR:0.42501, icews14
2023-05-12 13:32:54,374 - [INFO] - [E:188| 500]: Train Loss:0.0015162, Val MRR:0.42501, icews14
2023-05-12 13:33:47,199 - [INFO] - [E:188| 600]: Train Loss:0.0015159, Val MRR:0.42501, icews14
2023-05-12 13:34:35,106 - [INFO] - [E:188| 700]: Train Loss:0.0015161, Val MRR:0.42501, icews14
2023-05-12 13:35:28,103 - [INFO] - [E:188| 800]: Train Loss:0.001516, Val MRR:0.42501, icews14
2023-05-12 13:36:20,831 - [INFO] - [E:188| 900]: Train Loss:0.0015162, Val MRR:0.42501, icews14
2023-05-12 13:37:13,710 - [INFO] - [E:188| 1000]: Train Loss:0.0015163, Val MRR:0.42501, icews14
2023-05-12 13:38:06,577 - [INFO] - [E:188| 1100]: Train Loss:0.0015162, Val MRR:0.42501, icews14
2023-05-12 13:38:49,309 - [INFO] - [E:188| 1200]: Train Loss:0.0015162, Val MRR:0.42501, icews14
2023-05-12 13:39:42,377 - [INFO] - [E:188| 1300]: Train Loss:0.0015162, Val MRR:0.42501, icews14
2023-05-12 13:40:35,489 - [INFO] - [E:188| 1400]: Train Loss:0.0015161, Val MRR:0.42501, icews14
2023-05-12 13:41:28,524 - [INFO] - [E:188| 1500]: Train Loss:0.0015159, Val MRR:0.42501, icews14
2023-05-12 13:42:21,448 - [INFO] - [E:188| 1600]: Train Loss:0.001516, Val MRR:0.42501, icews14
2023-05-12 13:43:14,076 - [INFO] - [E:188| 1700]: Train Loss:0.0015159, Val MRR:0.42501, icews14
2023-05-12 13:44:07,720 - [INFO] - [E:188| 1800]: Train Loss:0.0015158, Val MRR:0.42501, icews14
2023-05-12 13:45:00,806 - [INFO] - [E:188| 1900]: Train Loss:0.001516, Val MRR:0.42501, icews14
2023-05-12 13:45:22,614 - [INFO] - [Epoch:188]: Training Loss:0.001516
2023-05-12 13:45:22,777 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 13:45:41,819 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 13:45:47,337 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 13:46:05,910 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 13:46:11,220 - [INFO] - [Evaluating Epoch 188 valid]:
MRR: Tail : 0.44726, Head : 0.4, Avg : 0.42363
2023-05-12 13:46:11,220 - [INFO] - [Epoch 188]: Training Loss: 0.0015161, Valid MRR: 0.42501,
2023-05-12 13:46:11,892 - [INFO] - [E:189| 0]: Train Loss:0.0015201, Val MRR:0.42501, icews14
2023-05-12 13:46:54,898 - [INFO] - [E:189| 100]: Train Loss:0.0015151, Val MRR:0.42501, icews14
2023-05-12 13:47:47,343 - [INFO] - [E:189| 200]: Train Loss:0.0015147, Val MRR:0.42501, icews14
2023-05-12 13:48:40,356 - [INFO] - [E:189| 300]: Train Loss:0.0015151, Val MRR:0.42501, icews14
2023-05-12 13:49:33,209 - [INFO] - [E:189| 400]: Train Loss:0.0015153, Val MRR:0.42501, icews14
2023-05-12 13:50:26,199 - [INFO] - [E:189| 500]: Train Loss:0.0015159, Val MRR:0.42501, icews14
2023-05-12 13:51:19,302 - [INFO] - [E:189| 600]: Train Loss:0.0015158, Val MRR:0.42501, icews14
2023-05-12 13:52:12,280 - [INFO] - [E:189| 700]: Train Loss:0.0015162, Val MRR:0.42501, icews14
2023-05-12 13:53:05,237 - [INFO] - [E:189| 800]: Train Loss:0.0015164, Val MRR:0.42501, icews14
2023-05-12 13:53:58,003 - [INFO] - [E:189| 900]: Train Loss:0.0015163, Val MRR:0.42501, icews14
2023-05-12 13:54:50,777 - [INFO] - [E:189| 1000]: Train Loss:0.0015163, Val MRR:0.42501, icews14
2023-05-12 13:55:33,161 - [INFO] - [E:189| 1100]: Train Loss:0.0015161, Val MRR:0.42501, icews14
2023-05-12 13:56:26,158 - [INFO] - [E:189| 1200]: Train Loss:0.0015162, Val MRR:0.42501, icews14
2023-05-12 13:57:19,229 - [INFO] - [E:189| 1300]: Train Loss:0.0015162, Val MRR:0.42501, icews14
2023-05-12 13:58:12,411 - [INFO] - [E:189| 1400]: Train Loss:0.001516, Val MRR:0.42501, icews14
2023-05-12 13:59:05,386 - [INFO] - [E:189| 1500]: Train Loss:0.0015159, Val MRR:0.42501, icews14
2023-05-12 13:59:58,428 - [INFO] - [E:189| 1600]: Train Loss:0.0015159, Val MRR:0.42501, icews14
2023-05-12 14:00:51,597 - [INFO] - [E:189| 1700]: Train Loss:0.0015159, Val MRR:0.42501, icews14
2023-05-12 14:01:44,000 - [INFO] - [E:189| 1800]: Train Loss:0.0015158, Val MRR:0.42501, icews14
2023-05-12 14:02:36,939 - [INFO] - [E:189| 1900]: Train Loss:0.0015158, Val MRR:0.42501, icews14
2023-05-12 14:02:58,755 - [INFO] - [Epoch:189]: Training Loss:0.001516
2023-05-12 14:02:59,028 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 14:03:16,903 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 14:03:20,032 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 14:03:30,892 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 14:03:33,906 - [INFO] - [Evaluating Epoch 189 valid]:
MRR: Tail : 0.44917, Head : 0.39951, Avg : 0.42434
MR: Tail : 659.93, Head : 766.2, Avg : 713.06
Hit-1: Tail : 0.36194, Head : 0.31278, Avg : 0.33736
Hit-3: Tail : 0.49945, Head : 0.44119, Avg : 0.47032
Hit-10: Tail : 0.60675, Head : 0.56536, Avg : 0.58605
2023-05-12 14:03:33,906 - [INFO] - [Epoch 189]: Training Loss: 0.0015158, Valid MRR: 0.42501,
2023-05-12 14:03:34,270 - [INFO] - [E:190| 0]: Train Loss:0.0015331, Val MRR:0.42501, icews14
2023-05-12 14:04:27,355 - [INFO] - [E:190| 100]: Train Loss:0.0015139, Val MRR:0.42501, icews14
2023-05-12 14:05:20,184 - [INFO] - [E:190| 200]: Train Loss:0.0015146, Val MRR:0.42501, icews14
2023-05-12 14:06:12,795 - [INFO] - [E:190| 300]: Train Loss:0.0015149, Val MRR:0.42501, icews14
2023-05-12 14:07:05,396 - [INFO] - [E:190| 400]: Train Loss:0.0015155, Val MRR:0.42501, icews14
2023-05-12 14:07:58,488 - [INFO] - [E:190| 500]: Train Loss:0.0015157, Val MRR:0.42501, icews14
2023-05-12 14:08:51,761 - [INFO] - [E:190| 600]: Train Loss:0.0015154, Val MRR:0.42501, icews14
2023-05-12 14:09:44,678 - [INFO] - [E:190| 700]: Train Loss:0.0015152, Val MRR:0.42501, icews14
2023-05-12 14:10:37,689 - [INFO] - [E:190| 800]: Train Loss:0.0015152, Val MRR:0.42501, icews14
2023-05-12 14:11:30,509 - [INFO] - [E:190| 900]: Train Loss:0.0015154, Val MRR:0.42501, icews14
2023-05-12 14:12:12,613 - [INFO] - [E:190| 1000]: Train Loss:0.0015153, Val MRR:0.42501, icews14
2023-05-12 14:13:05,464 - [INFO] - [E:190| 1100]: Train Loss:0.0015153, Val MRR:0.42501, icews14
2023-05-12 14:13:58,311 - [INFO] - [E:190| 1200]: Train Loss:0.0015154, Val MRR:0.42501, icews14
2023-05-12 14:14:51,122 - [INFO] - [E:190| 1300]: Train Loss:0.0015155, Val MRR:0.42501, icews14
2023-05-12 14:15:44,187 - [INFO] - [E:190| 1400]: Train Loss:0.0015156, Val MRR:0.42501, icews14
2023-05-12 14:16:37,255 - [INFO] - [E:190| 1500]: Train Loss:0.0015156, Val MRR:0.42501, icews14
2023-05-12 14:17:30,173 - [INFO] - [E:190| 1600]: Train Loss:0.0015156, Val MRR:0.42501, icews14
2023-05-12 14:18:23,033 - [INFO] - [E:190| 1700]: Train Loss:0.0015156, Val MRR:0.42501, icews14
2023-05-12 14:19:16,056 - [INFO] - [E:190| 1800]: Train Loss:0.0015157, Val MRR:0.42501, icews14
2023-05-12 14:20:02,760 - [INFO] - [E:190| 1900]: Train Loss:0.0015157, Val MRR:0.42501, icews14
2023-05-12 14:20:16,764 - [INFO] - [Epoch:190]: Training Loss:0.001516
2023-05-12 14:20:16,876 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 14:20:33,658 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 14:20:39,093 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 14:20:58,426 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 14:21:03,738 - [INFO] - [Evaluating Epoch 190 valid]:
MRR: Tail : 0.44768, Head : 0.39765, Avg : 0.42267
2023-05-12 14:21:03,738 - [INFO] - [Epoch 190]: Training Loss: 0.0015158, Valid MRR: 0.42501,
2023-05-12 14:21:04,146 - [INFO] - [E:191| 0]: Train Loss:0.0015099, Val MRR:0.42501, icews14
2023-05-12 14:21:57,356 - [INFO] - [E:191| 100]: Train Loss:0.0015162, Val MRR:0.42501, icews14
2023-05-12 14:22:50,225 - [INFO] - [E:191| 200]: Train Loss:0.0015162, Val MRR:0.42501, icews14
2023-05-12 14:23:42,966 - [INFO] - [E:191| 300]: Train Loss:0.0015157, Val MRR:0.42501, icews14
2023-05-12 14:24:35,853 - [INFO] - [E:191| 400]: Train Loss:0.001516, Val MRR:0.42501, icews14
2023-05-12 14:25:28,928 - [INFO] - [E:191| 500]: Train Loss:0.0015159, Val MRR:0.42501, icews14
2023-05-12 14:26:21,824 - [INFO] - [E:191| 600]: Train Loss:0.0015158, Val MRR:0.42501, icews14
2023-05-12 14:27:14,733 - [INFO] - [E:191| 700]: Train Loss:0.0015158, Val MRR:0.42501, icews14
2023-05-12 14:28:07,733 - [INFO] - [E:191| 800]: Train Loss:0.0015158, Val MRR:0.42501, icews14
2023-05-12 14:28:50,580 - [INFO] - [E:191| 900]: Train Loss:0.0015156, Val MRR:0.42501, icews14
2023-05-12 14:29:43,164 - [INFO] - [E:191| 1000]: Train Loss:0.0015156, Val MRR:0.42501, icews14
2023-05-12 14:30:36,229 - [INFO] - [E:191| 1100]: Train Loss:0.0015156, Val MRR:0.42501, icews14
2023-05-12 14:31:29,235 - [INFO] - [E:191| 1200]: Train Loss:0.0015156, Val MRR:0.42501, icews14
2023-05-12 14:32:23,140 - [INFO] - [E:191| 1300]: Train Loss:0.0015156, Val MRR:0.42501, icews14
2023-05-12 14:33:16,268 - [INFO] - [E:191| 1400]: Train Loss:0.0015156, Val MRR:0.42501, icews14
2023-05-12 14:34:09,400 - [INFO] - [E:191| 1500]: Train Loss:0.0015157, Val MRR:0.42501, icews14
2023-05-12 14:35:02,398 - [INFO] - [E:191| 1600]: Train Loss:0.0015157, Val MRR:0.42501, icews14
2023-05-12 14:35:55,465 - [INFO] - [E:191| 1700]: Train Loss:0.0015157, Val MRR:0.42501, icews14
2023-05-12 14:36:44,537 - [INFO] - [E:191| 1800]: Train Loss:0.0015158, Val MRR:0.42501, icews14
2023-05-12 14:37:30,942 - [INFO] - [E:191| 1900]: Train Loss:0.0015158, Val MRR:0.42501, icews14
2023-05-12 14:37:52,804 - [INFO] - [Epoch:191]: Training Loss:0.001516
2023-05-12 14:37:52,955 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 14:38:12,202 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 14:38:17,739 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 14:38:35,933 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 14:38:41,270 - [INFO] - [Evaluating Epoch 191 valid]:
MRR: Tail : 0.44739, Head : 0.39671, Avg : 0.42205
2023-05-12 14:38:41,271 - [INFO] - [Epoch 191]: Training Loss: 0.0015158, Valid MRR: 0.42501,
2023-05-12 14:38:41,988 - [INFO] - [E:192| 0]: Train Loss:0.0015175, Val MRR:0.42501, icews14
2023-05-12 14:39:34,555 - [INFO] - [E:192| 100]: Train Loss:0.0015148, Val MRR:0.42501, icews14
2023-05-12 14:40:26,862 - [INFO] - [E:192| 200]: Train Loss:0.0015141, Val MRR:0.42501, icews14
2023-05-12 14:41:19,303 - [INFO] - [E:192| 300]: Train Loss:0.0015149, Val MRR:0.42501, icews14
2023-05-12 14:42:12,364 - [INFO] - [E:192| 400]: Train Loss:0.0015155, Val MRR:0.42501, icews14
2023-05-12 14:43:05,446 - [INFO] - [E:192| 500]: Train Loss:0.0015153, Val MRR:0.42501, icews14
2023-05-12 14:43:58,465 - [INFO] - [E:192| 600]: Train Loss:0.0015156, Val MRR:0.42501, icews14
2023-05-12 14:44:51,602 - [INFO] - [E:192| 700]: Train Loss:0.0015156, Val MRR:0.42501, icews14
2023-05-12 14:45:34,366 - [INFO] - [E:192| 800]: Train Loss:0.0015156, Val MRR:0.42501, icews14
2023-05-12 14:46:27,493 - [INFO] - [E:192| 900]: Train Loss:0.0015155, Val MRR:0.42501, icews14
2023-05-12 14:47:20,610 - [INFO] - [E:192| 1000]: Train Loss:0.0015153, Val MRR:0.42501, icews14
2023-05-12 14:48:13,660 - [INFO] - [E:192| 1100]: Train Loss:0.0015154, Val MRR:0.42501, icews14
2023-05-12 14:49:06,595 - [INFO] - [E:192| 1200]: Train Loss:0.0015154, Val MRR:0.42501, icews14
2023-05-12 14:49:59,646 - [INFO] - [E:192| 1300]: Train Loss:0.0015154, Val MRR:0.42501, icews14
2023-05-12 14:50:52,642 - [INFO] - [E:192| 1400]: Train Loss:0.0015154, Val MRR:0.42501, icews14
2023-05-12 14:51:45,566 - [INFO] - [E:192| 1500]: Train Loss:0.0015154, Val MRR:0.42501, icews14
2023-05-12 14:52:38,518 - [INFO] - [E:192| 1600]: Train Loss:0.0015154, Val MRR:0.42501, icews14
2023-05-12 14:53:24,912 - [INFO] - [E:192| 1700]: Train Loss:0.0015154, Val MRR:0.42501, icews14
2023-05-12 14:54:13,593 - [INFO] - [E:192| 1800]: Train Loss:0.0015154, Val MRR:0.42501, icews14
2023-05-12 14:55:06,660 - [INFO] - [E:192| 1900]: Train Loss:0.0015154, Val MRR:0.42501, icews14
2023-05-12 14:55:28,732 - [INFO] - [Epoch:192]: Training Loss:0.001515
2023-05-12 14:55:28,865 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 14:55:47,795 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 14:55:53,194 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 14:56:12,249 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 14:56:17,500 - [INFO] - [Evaluating Epoch 192 valid]:
MRR: Tail : 0.44775, Head : 0.39975, Avg : 0.42375
2023-05-12 14:56:17,501 - [INFO] - [Epoch 192]: Training Loss: 0.0015154, Valid MRR: 0.42501,
2023-05-12 14:56:18,110 - [INFO] - [E:193| 0]: Train Loss:0.0015083, Val MRR:0.42501, icews14
2023-05-12 14:57:10,517 - [INFO] - [E:193| 100]: Train Loss:0.0015132, Val MRR:0.42501, icews14
2023-05-12 14:58:03,793 - [INFO] - [E:193| 200]: Train Loss:0.0015135, Val MRR:0.42501, icews14
2023-05-12 14:58:56,857 - [INFO] - [E:193| 300]: Train Loss:0.0015144, Val MRR:0.42501, icews14
2023-05-12 14:59:49,774 - [INFO] - [E:193| 400]: Train Loss:0.0015144, Val MRR:0.42501, icews14
2023-05-12 15:00:42,493 - [INFO] - [E:193| 500]: Train Loss:0.0015141, Val MRR:0.42501, icews14
2023-05-12 15:01:34,570 - [INFO] - [E:193| 600]: Train Loss:0.0015147, Val MRR:0.42501, icews14
2023-05-12 15:02:18,291 - [INFO] - [E:193| 700]: Train Loss:0.0015147, Val MRR:0.42501, icews14
2023-05-12 15:03:11,324 - [INFO] - [E:193| 800]: Train Loss:0.0015149, Val MRR:0.42501, icews14
2023-05-12 15:04:04,424 - [INFO] - [E:193| 900]: Train Loss:0.0015152, Val MRR:0.42501, icews14
2023-05-12 15:04:57,553 - [INFO] - [E:193| 1000]: Train Loss:0.0015153, Val MRR:0.42501, icews14
2023-05-12 15:05:50,918 - [INFO] - [E:193| 1100]: Train Loss:0.0015154, Val MRR:0.42501, icews14
2023-05-12 15:06:38,642 - [INFO] - [E:193| 1200]: Train Loss:0.0015154, Val MRR:0.42501, icews14
2023-05-12 15:07:31,958 - [INFO] - [E:193| 1300]: Train Loss:0.0015154, Val MRR:0.42501, icews14
2023-05-12 15:08:24,932 - [INFO] - [E:193| 1400]: Train Loss:0.0015154, Val MRR:0.42501, icews14
2023-05-12 15:09:18,023 - [INFO] - [E:193| 1500]: Train Loss:0.0015154, Val MRR:0.42501, icews14
2023-05-12 15:10:07,664 - [INFO] - [E:193| 1600]: Train Loss:0.0015154, Val MRR:0.42501, icews14
2023-05-12 15:10:53,114 - [INFO] - [E:193| 1700]: Train Loss:0.0015154, Val MRR:0.42501, icews14
2023-05-12 15:11:46,146 - [INFO] - [E:193| 1800]: Train Loss:0.0015154, Val MRR:0.42501, icews14
2023-05-12 15:12:39,317 - [INFO] - [E:193| 1900]: Train Loss:0.0015155, Val MRR:0.42501, icews14
2023-05-12 15:13:01,246 - [INFO] - [Epoch:193]: Training Loss:0.001515
2023-05-12 15:13:01,519 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 15:13:20,169 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 15:13:25,541 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 15:13:44,459 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 15:13:49,703 - [INFO] - [Evaluating Epoch 193 valid]:
MRR: Tail : 0.44756, Head : 0.39673, Avg : 0.42214
2023-05-12 15:13:49,703 - [INFO] - [Epoch 193]: Training Loss: 0.0015155, Valid MRR: 0.42501,
2023-05-12 15:13:50,442 - [INFO] - [E:194| 0]: Train Loss:0.0015011, Val MRR:0.42501, icews14
2023-05-12 15:14:42,879 - [INFO] - [E:194| 100]: Train Loss:0.0015137, Val MRR:0.42501, icews14
2023-05-12 15:15:34,875 - [INFO] - [E:194| 200]: Train Loss:0.0015149, Val MRR:0.42501, icews14
2023-05-12 15:16:28,090 - [INFO] - [E:194| 300]: Train Loss:0.0015145, Val MRR:0.42501, icews14
2023-05-12 15:17:21,380 - [INFO] - [E:194| 400]: Train Loss:0.0015147, Val MRR:0.42501, icews14
2023-05-12 15:18:14,423 - [INFO] - [E:194| 500]: Train Loss:0.0015149, Val MRR:0.42501, icews14
2023-05-12 15:18:57,121 - [INFO] - [E:194| 600]: Train Loss:0.0015153, Val MRR:0.42501, icews14
2023-05-12 15:19:50,079 - [INFO] - [E:194| 700]: Train Loss:0.0015152, Val MRR:0.42501, icews14
2023-05-12 15:20:43,157 - [INFO] - [E:194| 800]: Train Loss:0.001515, Val MRR:0.42501, icews14
2023-05-12 15:21:36,286 - [INFO] - [E:194| 900]: Train Loss:0.001515, Val MRR:0.42501, icews14
2023-05-12 15:22:29,333 - [INFO] - [E:194| 1000]: Train Loss:0.0015149, Val MRR:0.42501, icews14
2023-05-12 15:23:22,232 - [INFO] - [E:194| 1100]: Train Loss:0.001515, Val MRR:0.42501, icews14
2023-05-12 15:24:15,450 - [INFO] - [E:194| 1200]: Train Loss:0.0015151, Val MRR:0.42501, icews14
2023-05-12 15:25:08,580 - [INFO] - [E:194| 1300]: Train Loss:0.0015151, Val MRR:0.42501, icews14
2023-05-12 15:26:01,640 - [INFO] - [E:194| 1400]: Train Loss:0.0015152, Val MRR:0.42501, icews14
2023-05-12 15:26:48,975 - [INFO] - [E:194| 1500]: Train Loss:0.0015152, Val MRR:0.42501, icews14
2023-05-12 15:27:36,513 - [INFO] - [E:194| 1600]: Train Loss:0.0015153, Val MRR:0.42501, icews14
2023-05-12 15:28:29,307 - [INFO] - [E:194| 1700]: Train Loss:0.0015154, Val MRR:0.42501, icews14
2023-05-12 15:29:22,554 - [INFO] - [E:194| 1800]: Train Loss:0.0015153, Val MRR:0.42501, icews14
2023-05-12 15:30:15,627 - [INFO] - [E:194| 1900]: Train Loss:0.0015155, Val MRR:0.42501, icews14
2023-05-12 15:30:38,031 - [INFO] - [Epoch:194]: Training Loss:0.001515
2023-05-12 15:30:38,163 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 15:30:56,984 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 15:31:02,373 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 15:31:21,284 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 15:31:26,556 - [INFO] - [Evaluating Epoch 194 valid]:
MRR: Tail : 0.44616, Head : 0.39675, Avg : 0.42145
2023-05-12 15:31:26,556 - [INFO] - [Epoch 194]: Training Loss: 0.0015154, Valid MRR: 0.42501,
2023-05-12 15:31:27,143 - [INFO] - [E:195| 0]: Train Loss:0.0015339, Val MRR:0.42501, icews14
2023-05-12 15:32:20,969 - [INFO] - [E:195| 100]: Train Loss:0.0015154, Val MRR:0.42501, icews14
2023-05-12 15:33:13,805 - [INFO] - [E:195| 200]: Train Loss:0.001515, Val MRR:0.42501, icews14
2023-05-12 15:34:06,348 - [INFO] - [E:195| 300]: Train Loss:0.0015155, Val MRR:0.42501, icews14
2023-05-12 15:34:59,201 - [INFO] - [E:195| 400]: Train Loss:0.0015154, Val MRR:0.42501, icews14
2023-05-12 15:35:41,607 - [INFO] - [E:195| 500]: Train Loss:0.0015151, Val MRR:0.42501, icews14
2023-05-12 15:36:34,447 - [INFO] - [E:195| 600]: Train Loss:0.0015148, Val MRR:0.42501, icews14
2023-05-12 15:37:27,719 - [INFO] - [E:195| 700]: Train Loss:0.001515, Val MRR:0.42501, icews14
2023-05-12 15:38:20,738 - [INFO] - [E:195| 800]: Train Loss:0.0015149, Val MRR:0.42501, icews14
2023-05-12 15:39:13,798 - [INFO] - [E:195| 900]: Train Loss:0.0015147, Val MRR:0.42501, icews14
2023-05-12 15:40:06,814 - [INFO] - [E:195| 1000]: Train Loss:0.0015146, Val MRR:0.42501, icews14
2023-05-12 15:40:59,802 - [INFO] - [E:195| 1100]: Train Loss:0.0015147, Val MRR:0.42501, icews14
2023-05-12 15:41:52,752 - [INFO] - [E:195| 1200]: Train Loss:0.0015148, Val MRR:0.42501, icews14
2023-05-12 15:42:45,850 - [INFO] - [E:195| 1300]: Train Loss:0.0015149, Val MRR:0.42501, icews14
2023-05-12 15:43:31,143 - [INFO] - [E:195| 1400]: Train Loss:0.001515, Val MRR:0.42501, icews14
2023-05-12 15:44:20,605 - [INFO] - [E:195| 1500]: Train Loss:0.0015151, Val MRR:0.42501, icews14
2023-05-12 15:45:13,651 - [INFO] - [E:195| 1600]: Train Loss:0.0015151, Val MRR:0.42501, icews14
2023-05-12 15:46:06,775 - [INFO] - [E:195| 1700]: Train Loss:0.0015151, Val MRR:0.42501, icews14
2023-05-12 15:46:59,676 - [INFO] - [E:195| 1800]: Train Loss:0.0015153, Val MRR:0.42501, icews14
2023-05-12 15:47:51,948 - [INFO] - [E:195| 1900]: Train Loss:0.0015152, Val MRR:0.42501, icews14
2023-05-12 15:48:13,802 - [INFO] - [Epoch:195]: Training Loss:0.001515
2023-05-12 15:48:14,074 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 15:48:32,993 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 15:48:38,347 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 15:48:57,467 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 15:49:02,836 - [INFO] - [Evaluating Epoch 195 valid]:
MRR: Tail : 0.44531, Head : 0.39764, Avg : 0.42147
2023-05-12 15:49:02,836 - [INFO] - [Epoch 195]: Training Loss: 0.0015152, Valid MRR: 0.42501,
2023-05-12 15:49:03,391 - [INFO] - [E:196| 0]: Train Loss:0.0015088, Val MRR:0.42501, icews14
2023-05-12 15:49:56,276 - [INFO] - [E:196| 100]: Train Loss:0.0015163, Val MRR:0.42501, icews14
2023-05-12 15:50:49,217 - [INFO] - [E:196| 200]: Train Loss:0.001515, Val MRR:0.42501, icews14
2023-05-12 15:51:38,286 - [INFO] - [E:196| 300]: Train Loss:0.0015155, Val MRR:0.42501, icews14
2023-05-12 15:52:19,752 - [INFO] - [E:196| 400]: Train Loss:0.0015151, Val MRR:0.42501, icews14
2023-05-12 15:53:12,628 - [INFO] - [E:196| 500]: Train Loss:0.0015154, Val MRR:0.42501, icews14
2023-05-12 15:54:05,568 - [INFO] - [E:196| 600]: Train Loss:0.0015151, Val MRR:0.42501, icews14
2023-05-12 15:54:58,616 - [INFO] - [E:196| 700]: Train Loss:0.0015147, Val MRR:0.42501, icews14
2023-05-12 15:55:51,680 - [INFO] - [E:196| 800]: Train Loss:0.0015146, Val MRR:0.42501, icews14
2023-05-12 15:56:44,993 - [INFO] - [E:196| 900]: Train Loss:0.0015146, Val MRR:0.42501, icews14
2023-05-12 15:57:37,888 - [INFO] - [E:196| 1000]: Train Loss:0.0015148, Val MRR:0.42501, icews14
2023-05-12 15:58:30,856 - [INFO] - [E:196| 1100]: Train Loss:0.0015149, Val MRR:0.42501, icews14
2023-05-12 15:59:23,989 - [INFO] - [E:196| 1200]: Train Loss:0.0015149, Val MRR:0.42501, icews14
2023-05-12 16:00:10,879 - [INFO] - [E:196| 1300]: Train Loss:0.0015147, Val MRR:0.42501, icews14
2023-05-12 16:00:59,147 - [INFO] - [E:196| 1400]: Train Loss:0.0015149, Val MRR:0.42501, icews14
2023-05-12 16:01:51,782 - [INFO] - [E:196| 1500]: Train Loss:0.0015148, Val MRR:0.42501, icews14
2023-05-12 16:02:44,906 - [INFO] - [E:196| 1600]: Train Loss:0.0015149, Val MRR:0.42501, icews14
2023-05-12 16:03:37,910 - [INFO] - [E:196| 1700]: Train Loss:0.001515, Val MRR:0.42501, icews14
2023-05-12 16:04:30,947 - [INFO] - [E:196| 1800]: Train Loss:0.0015149, Val MRR:0.42501, icews14
2023-05-12 16:05:23,965 - [INFO] - [E:196| 1900]: Train Loss:0.0015149, Val MRR:0.42501, icews14
2023-05-12 16:05:46,147 - [INFO] - [Epoch:196]: Training Loss:0.001515
2023-05-12 16:05:46,420 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 16:06:05,674 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 16:06:11,104 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 16:06:30,114 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 16:06:35,378 - [INFO] - [Evaluating Epoch 196 valid]:
MRR: Tail : 0.44646, Head : 0.40029, Avg : 0.42338
2023-05-12 16:06:35,378 - [INFO] - [Epoch 196]: Training Loss: 0.0015149, Valid MRR: 0.42501,
2023-05-12 16:06:36,009 - [INFO] - [E:197| 0]: Train Loss:0.0015155, Val MRR:0.42501, icews14
2023-05-12 16:07:29,070 - [INFO] - [E:197| 100]: Train Loss:0.0015142, Val MRR:0.42501, icews14
2023-05-12 16:08:20,756 - [INFO] - [E:197| 200]: Train Loss:0.0015132, Val MRR:0.42501, icews14
2023-05-12 16:09:03,938 - [INFO] - [E:197| 300]: Train Loss:0.0015137, Val MRR:0.42501, icews14
2023-05-12 16:09:56,847 - [INFO] - [E:197| 400]: Train Loss:0.0015138, Val MRR:0.42501, icews14
2023-05-12 16:10:49,445 - [INFO] - [E:197| 500]: Train Loss:0.0015135, Val MRR:0.42501, icews14
2023-05-12 16:11:42,459 - [INFO] - [E:197| 600]: Train Loss:0.0015137, Val MRR:0.42501, icews14
2023-05-12 16:12:35,476 - [INFO] - [E:197| 700]: Train Loss:0.0015138, Val MRR:0.42501, icews14
2023-05-12 16:13:28,617 - [INFO] - [E:197| 800]: Train Loss:0.0015142, Val MRR:0.42501, icews14
2023-05-12 16:14:21,716 - [INFO] - [E:197| 900]: Train Loss:0.0015144, Val MRR:0.42501, icews14
2023-05-12 16:15:14,643 - [INFO] - [E:197| 1000]: Train Loss:0.0015145, Val MRR:0.42501, icews14
2023-05-12 16:16:07,509 - [INFO] - [E:197| 1100]: Train Loss:0.0015146, Val MRR:0.42501, icews14
2023-05-12 16:16:52,325 - [INFO] - [E:197| 1200]: Train Loss:0.0015147, Val MRR:0.42501, icews14
2023-05-12 16:17:43,307 - [INFO] - [E:197| 1300]: Train Loss:0.0015148, Val MRR:0.42501, icews14
2023-05-12 16:18:36,463 - [INFO] - [E:197| 1400]: Train Loss:0.0015147, Val MRR:0.42501, icews14
2023-05-12 16:19:29,284 - [INFO] - [E:197| 1500]: Train Loss:0.0015147, Val MRR:0.42501, icews14
2023-05-12 16:20:22,179 - [INFO] - [E:197| 1600]: Train Loss:0.0015148, Val MRR:0.42501, icews14
2023-05-12 16:21:14,572 - [INFO] - [E:197| 1700]: Train Loss:0.0015147, Val MRR:0.42501, icews14
2023-05-12 16:22:07,712 - [INFO] - [E:197| 1800]: Train Loss:0.0015148, Val MRR:0.42501, icews14
2023-05-12 16:23:00,101 - [INFO] - [E:197| 1900]: Train Loss:0.0015148, Val MRR:0.42501, icews14
2023-05-12 16:23:22,023 - [INFO] - [Epoch:197]: Training Loss:0.001515
2023-05-12 16:23:22,171 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 16:23:41,435 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 16:23:46,860 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 16:24:05,828 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 16:24:11,095 - [INFO] - [Evaluating Epoch 197 valid]:
MRR: Tail : 0.44614, Head : 0.39726, Avg : 0.4217
2023-05-12 16:24:11,096 - [INFO] - [Epoch 197]: Training Loss: 0.0015148, Valid MRR: 0.42501,
2023-05-12 16:24:11,736 - [INFO] - [E:198| 0]: Train Loss:0.0015652, Val MRR:0.42501, icews14
2023-05-12 16:25:00,972 - [INFO] - [E:198| 100]: Train Loss:0.0015154, Val MRR:0.42501, icews14
2023-05-12 16:25:47,130 - [INFO] - [E:198| 200]: Train Loss:0.0015155, Val MRR:0.42501, icews14
2023-05-12 16:26:40,330 - [INFO] - [E:198| 300]: Train Loss:0.0015147, Val MRR:0.42501, icews14
2023-05-12 16:27:33,362 - [INFO] - [E:198| 400]: Train Loss:0.0015149, Val MRR:0.42501, icews14
2023-05-12 16:28:26,257 - [INFO] - [E:198| 500]: Train Loss:0.0015153, Val MRR:0.42501, icews14
2023-05-12 16:29:18,775 - [INFO] - [E:198| 600]: Train Loss:0.0015152, Val MRR:0.42501, icews14
2023-05-12 16:30:11,768 - [INFO] - [E:198| 700]: Train Loss:0.0015152, Val MRR:0.42501, icews14
2023-05-12 16:31:04,999 - [INFO] - [E:198| 800]: Train Loss:0.001515, Val MRR:0.42501, icews14
2023-05-12 16:31:57,823 - [INFO] - [E:198| 900]: Train Loss:0.0015149, Val MRR:0.42501, icews14
2023-05-12 16:32:50,781 - [INFO] - [E:198| 1000]: Train Loss:0.0015145, Val MRR:0.42501, icews14
2023-05-12 16:33:33,303 - [INFO] - [E:198| 1100]: Train Loss:0.0015146, Val MRR:0.42501, icews14
2023-05-12 16:34:26,545 - [INFO] - [E:198| 1200]: Train Loss:0.0015145, Val MRR:0.42501, icews14
2023-05-12 16:35:19,874 - [INFO] - [E:198| 1300]: Train Loss:0.0015145, Val MRR:0.42501, icews14
2023-05-12 16:36:13,091 - [INFO] - [E:198| 1400]: Train Loss:0.0015145, Val MRR:0.42501, icews14
2023-05-12 16:37:06,222 - [INFO] - [E:198| 1500]: Train Loss:0.0015145, Val MRR:0.42501, icews14
2023-05-12 16:37:59,190 - [INFO] - [E:198| 1600]: Train Loss:0.0015144, Val MRR:0.42501, icews14
2023-05-12 16:38:46,963 - [INFO] - [E:198| 1700]: Train Loss:0.0015145, Val MRR:0.42501, icews14
2023-05-12 16:39:39,971 - [INFO] - [E:198| 1800]: Train Loss:0.0015146, Val MRR:0.42501, icews14
2023-05-12 16:40:32,831 - [INFO] - [E:198| 1900]: Train Loss:0.0015147, Val MRR:0.42501, icews14
2023-05-12 16:40:55,116 - [INFO] - [Epoch:198]: Training Loss:0.001515
2023-05-12 16:40:55,249 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 16:41:14,174 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 16:41:19,656 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 16:41:38,844 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 16:41:42,514 - [INFO] - [Evaluating Epoch 198 valid]:
MRR: Tail : 0.45093, Head : 0.40192, Avg : 0.42643
2023-05-12 16:41:43,920 - [INFO] - [Epoch 198]: Training Loss: 0.0015147, Valid MRR: 0.42643,
2023-05-12 16:41:44,278 - [INFO] - [E:199| 0]: Train Loss:0.0015013, Val MRR:0.42643, icews14
2023-05-12 16:42:28,835 - [INFO] - [E:199| 100]: Train Loss:0.0015137, Val MRR:0.42643, icews14
2023-05-12 16:43:21,694 - [INFO] - [E:199| 200]: Train Loss:0.0015157, Val MRR:0.42643, icews14
2023-05-12 16:44:14,667 - [INFO] - [E:199| 300]: Train Loss:0.0015146, Val MRR:0.42643, icews14
2023-05-12 16:45:07,737 - [INFO] - [E:199| 400]: Train Loss:0.0015147, Val MRR:0.42643, icews14
2023-05-12 16:46:00,723 - [INFO] - [E:199| 500]: Train Loss:0.0015154, Val MRR:0.42643, icews14
2023-05-12 16:46:53,675 - [INFO] - [E:199| 600]: Train Loss:0.0015154, Val MRR:0.42643, icews14
2023-05-12 16:47:46,243 - [INFO] - [E:199| 700]: Train Loss:0.0015152, Val MRR:0.42643, icews14
2023-05-12 16:48:39,482 - [INFO] - [E:199| 800]: Train Loss:0.0015149, Val MRR:0.42643, icews14
2023-05-12 16:49:32,410 - [INFO] - [E:199| 900]: Train Loss:0.0015149, Val MRR:0.42643, icews14
2023-05-12 16:50:16,226 - [INFO] - [E:199| 1000]: Train Loss:0.0015149, Val MRR:0.42643, icews14
2023-05-12 16:51:07,798 - [INFO] - [E:199| 1100]: Train Loss:0.0015145, Val MRR:0.42643, icews14
2023-05-12 16:52:00,695 - [INFO] - [E:199| 1200]: Train Loss:0.0015145, Val MRR:0.42643, icews14
2023-05-12 16:52:53,234 - [INFO] - [E:199| 1300]: Train Loss:0.0015145, Val MRR:0.42643, icews14
2023-05-12 16:53:46,801 - [INFO] - [E:199| 1400]: Train Loss:0.0015145, Val MRR:0.42643, icews14
2023-05-12 16:54:39,915 - [INFO] - [E:199| 1500]: Train Loss:0.0015147, Val MRR:0.42643, icews14
2023-05-12 16:55:32,553 - [INFO] - [E:199| 1600]: Train Loss:0.0015147, Val MRR:0.42643, icews14
2023-05-12 16:56:24,942 - [INFO] - [E:199| 1700]: Train Loss:0.0015146, Val MRR:0.42643, icews14
2023-05-12 16:57:17,334 - [INFO] - [E:199| 1800]: Train Loss:0.0015145, Val MRR:0.42643, icews14
2023-05-12 16:58:10,266 - [INFO] - [E:199| 1900]: Train Loss:0.0015145, Val MRR:0.42643, icews14
2023-05-12 16:58:26,417 - [INFO] - [Epoch:199]: Training Loss:0.001514
2023-05-12 16:58:26,533 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 16:58:38,948 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 16:58:44,423 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 16:59:03,501 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 16:59:08,770 - [INFO] - [Evaluating Epoch 199 valid]:
MRR: Tail : 0.4473, Head : 0.39931, Avg : 0.42331
MR: Tail : 669.93, Head : 779.57, Avg : 724.75
Hit-1: Tail : 0.36194, Head : 0.31375, Avg : 0.33784
Hit-3: Tail : 0.4912, Head : 0.43767, Avg : 0.46444
Hit-10: Tail : 0.60942, Head : 0.56718, Avg : 0.5883
2023-05-12 16:59:08,770 - [INFO] - [Epoch 199]: Training Loss: 0.0015145, Valid MRR: 0.42643,
2023-05-12 16:59:09,177 - [INFO] - [E:200| 0]: Train Loss:0.0015036, Val MRR:0.42643, icews14
2023-05-12 17:00:02,669 - [INFO] - [E:200| 100]: Train Loss:0.0015155, Val MRR:0.42643, icews14
2023-05-12 17:00:55,779 - [INFO] - [E:200| 200]: Train Loss:0.0015154, Val MRR:0.42643, icews14
2023-05-12 17:01:49,145 - [INFO] - [E:200| 300]: Train Loss:0.0015149, Val MRR:0.42643, icews14
2023-05-12 17:02:42,080 - [INFO] - [E:200| 400]: Train Loss:0.0015145, Val MRR:0.42643, icews14
2023-05-12 17:03:35,091 - [INFO] - [E:200| 500]: Train Loss:0.0015144, Val MRR:0.42643, icews14
2023-05-12 17:04:28,079 - [INFO] - [E:200| 600]: Train Loss:0.0015141, Val MRR:0.42643, icews14
2023-05-12 17:05:21,210 - [INFO] - [E:200| 700]: Train Loss:0.0015139, Val MRR:0.42643, icews14
2023-05-12 17:06:14,265 - [INFO] - [E:200| 800]: Train Loss:0.0015141, Val MRR:0.42643, icews14
2023-05-12 17:06:56,707 - [INFO] - [E:200| 900]: Train Loss:0.0015142, Val MRR:0.42643, icews14
2023-05-12 17:07:50,177 - [INFO] - [E:200| 1000]: Train Loss:0.0015142, Val MRR:0.42643, icews14
2023-05-12 17:08:43,158 - [INFO] - [E:200| 1100]: Train Loss:0.0015143, Val MRR:0.42643, icews14
2023-05-12 17:09:36,034 - [INFO] - [E:200| 1200]: Train Loss:0.0015141, Val MRR:0.42643, icews14
2023-05-12 17:10:28,596 - [INFO] - [E:200| 1300]: Train Loss:0.0015142, Val MRR:0.42643, icews14
2023-05-12 17:11:21,527 - [INFO] - [E:200| 1400]: Train Loss:0.0015143, Val MRR:0.42643, icews14
2023-05-12 17:12:14,454 - [INFO] - [E:200| 1500]: Train Loss:0.0015145, Val MRR:0.42643, icews14
2023-05-12 17:13:07,521 - [INFO] - [E:200| 1600]: Train Loss:0.0015144, Val MRR:0.42643, icews14
2023-05-12 17:14:00,264 - [INFO] - [E:200| 1700]: Train Loss:0.0015145, Val MRR:0.42643, icews14
2023-05-12 17:14:53,123 - [INFO] - [E:200| 1800]: Train Loss:0.0015145, Val MRR:0.42643, icews14
2023-05-12 17:15:35,636 - [INFO] - [E:200| 1900]: Train Loss:0.0015145, Val MRR:0.42643, icews14
2023-05-12 17:15:57,897 - [INFO] - [Epoch:200]: Training Loss:0.001515
2023-05-12 17:15:58,030 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 17:16:16,966 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 17:16:22,351 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 17:16:41,658 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 17:16:46,952 - [INFO] - [Evaluating Epoch 200 valid]:
MRR: Tail : 0.44672, Head : 0.4028, Avg : 0.42476
2023-05-12 17:16:46,952 - [INFO] - [Epoch 200]: Training Loss: 0.0015146, Valid MRR: 0.42643,
2023-05-12 17:16:47,459 - [INFO] - [E:201| 0]: Train Loss:0.0015099, Val MRR:0.42643, icews14
2023-05-12 17:17:40,784 - [INFO] - [E:201| 100]: Train Loss:0.0015144, Val MRR:0.42643, icews14
2023-05-12 17:18:33,815 - [INFO] - [E:201| 200]: Train Loss:0.0015129, Val MRR:0.42643, icews14
2023-05-12 17:19:27,097 - [INFO] - [E:201| 300]: Train Loss:0.0015139, Val MRR:0.42643, icews14
2023-05-12 17:20:20,265 - [INFO] - [E:201| 400]: Train Loss:0.001514, Val MRR:0.42643, icews14
2023-05-12 17:21:13,487 - [INFO] - [E:201| 500]: Train Loss:0.0015145, Val MRR:0.42643, icews14
2023-05-12 17:22:06,545 - [INFO] - [E:201| 600]: Train Loss:0.0015141, Val MRR:0.42643, icews14
2023-05-12 17:22:59,518 - [INFO] - [E:201| 700]: Train Loss:0.0015141, Val MRR:0.42643, icews14
2023-05-12 17:23:42,213 - [INFO] - [E:201| 800]: Train Loss:0.0015139, Val MRR:0.42643, icews14
2023-05-12 17:24:30,005 - [INFO] - [E:201| 900]: Train Loss:0.001514, Val MRR:0.42643, icews14
2023-05-12 17:25:23,031 - [INFO] - [E:201| 1000]: Train Loss:0.0015141, Val MRR:0.42643, icews14
2023-05-12 17:26:16,082 - [INFO] - [E:201| 1100]: Train Loss:0.0015142, Val MRR:0.42643, icews14
2023-05-12 17:27:08,660 - [INFO] - [E:201| 1200]: Train Loss:0.001514, Val MRR:0.42643, icews14
2023-05-12 17:28:01,456 - [INFO] - [E:201| 1300]: Train Loss:0.0015141, Val MRR:0.42643, icews14
2023-05-12 17:28:54,307 - [INFO] - [E:201| 1400]: Train Loss:0.0015144, Val MRR:0.42643, icews14
2023-05-12 17:29:47,047 - [INFO] - [E:201| 1500]: Train Loss:0.0015144, Val MRR:0.42643, icews14
2023-05-12 17:30:39,831 - [INFO] - [E:201| 1600]: Train Loss:0.0015143, Val MRR:0.42643, icews14
2023-05-12 17:31:32,483 - [INFO] - [E:201| 1700]: Train Loss:0.0015143, Val MRR:0.42643, icews14
2023-05-12 17:32:15,319 - [INFO] - [E:201| 1800]: Train Loss:0.0015143, Val MRR:0.42643, icews14
2023-05-12 17:33:08,230 - [INFO] - [E:201| 1900]: Train Loss:0.0015143, Val MRR:0.42643, icews14
2023-05-12 17:33:30,028 - [INFO] - [Epoch:201]: Training Loss:0.001514
2023-05-12 17:33:30,143 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 17:33:48,906 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 17:33:54,417 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 17:34:13,577 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 17:34:18,852 - [INFO] - [Evaluating Epoch 201 valid]:
MRR: Tail : 0.44329, Head : 0.39583, Avg : 0.41956
2023-05-12 17:34:18,852 - [INFO] - [Epoch 201]: Training Loss: 0.0015144, Valid MRR: 0.42643,
2023-05-12 17:34:19,600 - [INFO] - [E:202| 0]: Train Loss:0.0014955, Val MRR:0.42643, icews14
2023-05-12 17:35:12,717 - [INFO] - [E:202| 100]: Train Loss:0.0015144, Val MRR:0.42643, icews14
2023-05-12 17:36:05,424 - [INFO] - [E:202| 200]: Train Loss:0.0015136, Val MRR:0.42643, icews14
2023-05-12 17:36:58,719 - [INFO] - [E:202| 300]: Train Loss:0.0015137, Val MRR:0.42643, icews14
2023-05-12 17:37:51,588 - [INFO] - [E:202| 400]: Train Loss:0.0015136, Val MRR:0.42643, icews14
2023-05-12 17:38:44,510 - [INFO] - [E:202| 500]: Train Loss:0.0015139, Val MRR:0.42643, icews14
2023-05-12 17:39:37,578 - [INFO] - [E:202| 600]: Train Loss:0.0015136, Val MRR:0.42643, icews14
2023-05-12 17:40:19,156 - [INFO] - [E:202| 700]: Train Loss:0.0015136, Val MRR:0.42643, icews14
2023-05-12 17:41:11,936 - [INFO] - [E:202| 800]: Train Loss:0.0015139, Val MRR:0.42643, icews14
2023-05-12 17:42:04,956 - [INFO] - [E:202| 900]: Train Loss:0.0015144, Val MRR:0.42643, icews14
2023-05-12 17:42:57,842 - [INFO] - [E:202| 1000]: Train Loss:0.0015143, Val MRR:0.42643, icews14
2023-05-12 17:43:50,449 - [INFO] - [E:202| 1100]: Train Loss:0.0015144, Val MRR:0.42643, icews14
2023-05-12 17:44:43,093 - [INFO] - [E:202| 1200]: Train Loss:0.0015143, Val MRR:0.42643, icews14
2023-05-12 17:45:36,177 - [INFO] - [E:202| 1300]: Train Loss:0.0015143, Val MRR:0.42643, icews14
2023-05-12 17:46:28,982 - [INFO] - [E:202| 1400]: Train Loss:0.0015145, Val MRR:0.42643, icews14
2023-05-12 17:47:22,005 - [INFO] - [E:202| 1500]: Train Loss:0.0015144, Val MRR:0.42643, icews14
2023-05-12 17:48:14,885 - [INFO] - [E:202| 1600]: Train Loss:0.0015145, Val MRR:0.42643, icews14
2023-05-12 17:48:57,392 - [INFO] - [E:202| 1700]: Train Loss:0.0015145, Val MRR:0.42643, icews14
2023-05-12 17:49:50,406 - [INFO] - [E:202| 1800]: Train Loss:0.0015145, Val MRR:0.42643, icews14
2023-05-12 17:50:43,495 - [INFO] - [E:202| 1900]: Train Loss:0.0015144, Val MRR:0.42643, icews14
2023-05-12 17:51:05,301 - [INFO] - [Epoch:202]: Training Loss:0.001514
2023-05-12 17:51:05,457 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 17:51:24,552 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 17:51:30,085 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 17:51:48,586 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 17:51:53,870 - [INFO] - [Evaluating Epoch 202 valid]:
MRR: Tail : 0.44599, Head : 0.3964, Avg : 0.4212
2023-05-12 17:51:53,870 - [INFO] - [Epoch 202]: Training Loss: 0.0015144, Valid MRR: 0.42643,
2023-05-12 17:51:54,473 - [INFO] - [E:203| 0]: Train Loss:0.0015077, Val MRR:0.42643, icews14
2023-05-12 17:52:47,500 - [INFO] - [E:203| 100]: Train Loss:0.0015118, Val MRR:0.42643, icews14
2023-05-12 17:53:40,777 - [INFO] - [E:203| 200]: Train Loss:0.0015117, Val MRR:0.42643, icews14
2023-05-12 17:54:33,755 - [INFO] - [E:203| 300]: Train Loss:0.0015118, Val MRR:0.42643, icews14
2023-05-12 17:55:26,594 - [INFO] - [E:203| 400]: Train Loss:0.001512, Val MRR:0.42643, icews14
2023-05-12 17:56:19,678 - [INFO] - [E:203| 500]: Train Loss:0.0015127, Val MRR:0.42643, icews14
2023-05-12 17:57:02,168 - [INFO] - [E:203| 600]: Train Loss:0.0015129, Val MRR:0.42643, icews14
2023-05-12 17:57:55,236 - [INFO] - [E:203| 700]: Train Loss:0.0015131, Val MRR:0.42643, icews14
2023-05-12 17:58:48,209 - [INFO] - [E:203| 800]: Train Loss:0.0015132, Val MRR:0.42643, icews14
2023-05-12 17:59:41,711 - [INFO] - [E:203| 900]: Train Loss:0.0015132, Val MRR:0.42643, icews14
2023-05-12 18:00:34,379 - [INFO] - [E:203| 1000]: Train Loss:0.0015132, Val MRR:0.42643, icews14
2023-05-12 18:01:26,728 - [INFO] - [E:203| 1100]: Train Loss:0.0015135, Val MRR:0.42643, icews14
2023-05-12 18:02:19,734 - [INFO] - [E:203| 1200]: Train Loss:0.0015137, Val MRR:0.42643, icews14
2023-05-12 18:03:12,262 - [INFO] - [E:203| 1300]: Train Loss:0.0015136, Val MRR:0.42643, icews14
2023-05-12 18:04:05,169 - [INFO] - [E:203| 1400]: Train Loss:0.0015137, Val MRR:0.42643, icews14
2023-05-12 18:04:54,977 - [INFO] - [E:203| 1500]: Train Loss:0.0015137, Val MRR:0.42643, icews14
2023-05-12 18:05:39,565 - [INFO] - [E:203| 1600]: Train Loss:0.0015137, Val MRR:0.42643, icews14
2023-05-12 18:06:32,678 - [INFO] - [E:203| 1700]: Train Loss:0.0015137, Val MRR:0.42643, icews14
2023-05-12 18:07:25,804 - [INFO] - [E:203| 1800]: Train Loss:0.0015137, Val MRR:0.42643, icews14
2023-05-12 18:08:18,626 - [INFO] - [E:203| 1900]: Train Loss:0.001514, Val MRR:0.42643, icews14
2023-05-12 18:08:40,681 - [INFO] - [Epoch:203]: Training Loss:0.001514
2023-05-12 18:08:40,813 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 18:09:00,141 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 18:09:05,567 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 18:09:24,673 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 18:09:30,016 - [INFO] - [Evaluating Epoch 203 valid]:
MRR: Tail : 0.4499, Head : 0.40166, Avg : 0.42578
2023-05-12 18:09:30,017 - [INFO] - [Epoch 203]: Training Loss: 0.0015139, Valid MRR: 0.42643,
2023-05-12 18:09:30,707 - [INFO] - [E:204| 0]: Train Loss:0.001499, Val MRR:0.42643, icews14
2023-05-12 18:10:18,476 - [INFO] - [E:204| 100]: Train Loss:0.0015133, Val MRR:0.42643, icews14
2023-05-12 18:11:11,503 - [INFO] - [E:204| 200]: Train Loss:0.0015126, Val MRR:0.42643, icews14
2023-05-12 18:12:04,513 - [INFO] - [E:204| 300]: Train Loss:0.0015129, Val MRR:0.42643, icews14
2023-05-12 18:12:57,457 - [INFO] - [E:204| 400]: Train Loss:0.0015125, Val MRR:0.42643, icews14
2023-05-12 18:13:39,487 - [INFO] - [E:204| 500]: Train Loss:0.0015127, Val MRR:0.42643, icews14
2023-05-12 18:14:33,061 - [INFO] - [E:204| 600]: Train Loss:0.0015131, Val MRR:0.42643, icews14
2023-05-12 18:15:25,927 - [INFO] - [E:204| 700]: Train Loss:0.0015132, Val MRR:0.42643, icews14
2023-05-12 18:16:18,717 - [INFO] - [E:204| 800]: Train Loss:0.0015131, Val MRR:0.42643, icews14
2023-05-12 18:17:12,047 - [INFO] - [E:204| 900]: Train Loss:0.001513, Val MRR:0.42643, icews14
2023-05-12 18:18:04,699 - [INFO] - [E:204| 1000]: Train Loss:0.0015131, Val MRR:0.42643, icews14
2023-05-12 18:18:57,562 - [INFO] - [E:204| 1100]: Train Loss:0.0015136, Val MRR:0.42643, icews14
2023-05-12 18:19:49,917 - [INFO] - [E:204| 1200]: Train Loss:0.0015136, Val MRR:0.42643, icews14
2023-05-12 18:20:42,863 - [INFO] - [E:204| 1300]: Train Loss:0.0015139, Val MRR:0.42643, icews14
2023-05-12 18:21:35,930 - [INFO] - [E:204| 1400]: Train Loss:0.0015138, Val MRR:0.42643, icews14
2023-05-12 18:22:18,430 - [INFO] - [E:204| 1500]: Train Loss:0.0015139, Val MRR:0.42643, icews14
2023-05-12 18:23:11,374 - [INFO] - [E:204| 1600]: Train Loss:0.0015139, Val MRR:0.42643, icews14
2023-05-12 18:24:04,370 - [INFO] - [E:204| 1700]: Train Loss:0.0015137, Val MRR:0.42643, icews14
2023-05-12 18:24:57,516 - [INFO] - [E:204| 1800]: Train Loss:0.0015139, Val MRR:0.42643, icews14
2023-05-12 18:25:50,618 - [INFO] - [E:204| 1900]: Train Loss:0.0015138, Val MRR:0.42643, icews14
2023-05-12 18:26:12,513 - [INFO] - [Epoch:204]: Training Loss:0.001514
2023-05-12 18:26:12,668 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 18:26:31,710 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 18:26:37,203 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 18:26:56,303 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 18:27:01,614 - [INFO] - [Evaluating Epoch 204 valid]:
MRR: Tail : 0.45056, Head : 0.40172, Avg : 0.42614
2023-05-12 18:27:01,614 - [INFO] - [Epoch 204]: Training Loss: 0.0015139, Valid MRR: 0.42643,
2023-05-12 18:27:02,020 - [INFO] - [E:205| 0]: Train Loss:0.0015196, Val MRR:0.42643, icews14
2023-05-12 18:27:55,354 - [INFO] - [E:205| 100]: Train Loss:0.0015131, Val MRR:0.42643, icews14
2023-05-12 18:28:48,123 - [INFO] - [E:205| 200]: Train Loss:0.0015123, Val MRR:0.42643, icews14
2023-05-12 18:29:41,135 - [INFO] - [E:205| 300]: Train Loss:0.0015142, Val MRR:0.42643, icews14
2023-05-12 18:30:23,928 - [INFO] - [E:205| 400]: Train Loss:0.001514, Val MRR:0.42643, icews14
2023-05-12 18:31:17,205 - [INFO] - [E:205| 500]: Train Loss:0.0015142, Val MRR:0.42643, icews14
2023-05-12 18:32:10,068 - [INFO] - [E:205| 600]: Train Loss:0.0015142, Val MRR:0.42643, icews14
2023-05-12 18:33:03,044 - [INFO] - [E:205| 700]: Train Loss:0.001514, Val MRR:0.42643, icews14
2023-05-12 18:33:56,009 - [INFO] - [E:205| 800]: Train Loss:0.0015141, Val MRR:0.42643, icews14
2023-05-12 18:34:48,618 - [INFO] - [E:205| 900]: Train Loss:0.0015141, Val MRR:0.42643, icews14
2023-05-12 18:35:42,090 - [INFO] - [E:205| 1000]: Train Loss:0.0015139, Val MRR:0.42643, icews14
2023-05-12 18:36:35,394 - [INFO] - [E:205| 1100]: Train Loss:0.0015136, Val MRR:0.42643, icews14
2023-05-12 18:37:28,145 - [INFO] - [E:205| 1200]: Train Loss:0.0015135, Val MRR:0.42643, icews14
2023-05-12 18:38:18,678 - [INFO] - [E:205| 1300]: Train Loss:0.0015134, Val MRR:0.42643, icews14
2023-05-12 18:39:02,700 - [INFO] - [E:205| 1400]: Train Loss:0.0015136, Val MRR:0.42643, icews14
2023-05-12 18:39:55,770 - [INFO] - [E:205| 1500]: Train Loss:0.0015138, Val MRR:0.42643, icews14
2023-05-12 18:40:48,874 - [INFO] - [E:205| 1600]: Train Loss:0.0015138, Val MRR:0.42643, icews14
2023-05-12 18:41:41,773 - [INFO] - [E:205| 1700]: Train Loss:0.0015139, Val MRR:0.42643, icews14
2023-05-12 18:42:34,935 - [INFO] - [E:205| 1800]: Train Loss:0.0015138, Val MRR:0.42643, icews14
2023-05-12 18:43:27,723 - [INFO] - [E:205| 1900]: Train Loss:0.0015138, Val MRR:0.42643, icews14
2023-05-12 18:43:49,478 - [INFO] - [Epoch:205]: Training Loss:0.001514
2023-05-12 18:43:49,631 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 18:44:08,753 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 18:44:14,341 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 18:44:33,585 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 18:44:38,914 - [INFO] - [Evaluating Epoch 205 valid]:
MRR: Tail : 0.44948, Head : 0.4, Avg : 0.42474
2023-05-12 18:44:38,915 - [INFO] - [Epoch 205]: Training Loss: 0.0015138, Valid MRR: 0.42643,
2023-05-12 18:44:39,406 - [INFO] - [E:206| 0]: Train Loss:0.0015024, Val MRR:0.42643, icews14
2023-05-12 18:45:33,467 - [INFO] - [E:206| 100]: Train Loss:0.0015136, Val MRR:0.42643, icews14
2023-05-12 18:46:26,443 - [INFO] - [E:206| 200]: Train Loss:0.0015134, Val MRR:0.42643, icews14
2023-05-12 18:47:08,743 - [INFO] - [E:206| 300]: Train Loss:0.0015134, Val MRR:0.42643, icews14
2023-05-12 18:48:01,673 - [INFO] - [E:206| 400]: Train Loss:0.0015137, Val MRR:0.42643, icews14
2023-05-12 18:48:54,754 - [INFO] - [E:206| 500]: Train Loss:0.0015134, Val MRR:0.42643, icews14
2023-05-12 18:49:47,702 - [INFO] - [E:206| 600]: Train Loss:0.0015135, Val MRR:0.42643, icews14
2023-05-12 18:50:40,861 - [INFO] - [E:206| 700]: Train Loss:0.0015136, Val MRR:0.42643, icews14
2023-05-12 18:51:33,712 - [INFO] - [E:206| 800]: Train Loss:0.0015137, Val MRR:0.42643, icews14
2023-05-12 18:52:26,646 - [INFO] - [E:206| 900]: Train Loss:0.0015135, Val MRR:0.42643, icews14
2023-05-12 18:53:19,655 - [INFO] - [E:206| 1000]: Train Loss:0.0015133, Val MRR:0.42643, icews14
2023-05-12 18:54:12,560 - [INFO] - [E:206| 1100]: Train Loss:0.0015131, Val MRR:0.42643, icews14
2023-05-12 18:55:00,164 - [INFO] - [E:206| 1200]: Train Loss:0.0015131, Val MRR:0.42643, icews14
2023-05-12 18:55:48,147 - [INFO] - [E:206| 1300]: Train Loss:0.0015132, Val MRR:0.42643, icews14
2023-05-12 18:56:36,102 - [INFO] - [E:206| 1400]: Train Loss:0.0015133, Val MRR:0.42643, icews14
2023-05-12 18:57:28,975 - [INFO] - [E:206| 1500]: Train Loss:0.0015134, Val MRR:0.42643, icews14
2023-05-12 18:58:21,828 - [INFO] - [E:206| 1600]: Train Loss:0.0015136, Val MRR:0.42643, icews14
2023-05-12 18:59:14,690 - [INFO] - [E:206| 1700]: Train Loss:0.0015137, Val MRR:0.42643, icews14
2023-05-12 19:00:07,921 - [INFO] - [E:206| 1800]: Train Loss:0.0015136, Val MRR:0.42643, icews14
2023-05-12 19:01:00,899 - [INFO] - [E:206| 1900]: Train Loss:0.0015135, Val MRR:0.42643, icews14
2023-05-12 19:01:23,146 - [INFO] - [Epoch:206]: Training Loss:0.001514
2023-05-12 19:01:23,418 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 19:01:42,413 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 19:01:47,852 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 19:02:07,132 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 19:02:12,430 - [INFO] - [Evaluating Epoch 206 valid]:
MRR: Tail : 0.44685, Head : 0.40297, Avg : 0.42491
2023-05-12 19:02:12,430 - [INFO] - [Epoch 206]: Training Loss: 0.0015136, Valid MRR: 0.42643,
2023-05-12 19:02:13,021 - [INFO] - [E:207| 0]: Train Loss:0.0015196, Val MRR:0.42643, icews14
2023-05-12 19:03:06,170 - [INFO] - [E:207| 100]: Train Loss:0.0015149, Val MRR:0.42643, icews14
2023-05-12 19:03:48,906 - [INFO] - [E:207| 200]: Train Loss:0.0015126, Val MRR:0.42643, icews14
2023-05-12 19:04:42,101 - [INFO] - [E:207| 300]: Train Loss:0.0015123, Val MRR:0.42643, icews14
2023-05-12 19:05:34,592 - [INFO] - [E:207| 400]: Train Loss:0.0015127, Val MRR:0.42643, icews14
2023-05-12 19:06:27,759 - [INFO] - [E:207| 500]: Train Loss:0.001513, Val MRR:0.42643, icews14
2023-05-12 19:07:20,954 - [INFO] - [E:207| 600]: Train Loss:0.0015128, Val MRR:0.42643, icews14
2023-05-12 19:08:14,283 - [INFO] - [E:207| 700]: Train Loss:0.0015129, Val MRR:0.42643, icews14
2023-05-12 19:09:06,681 - [INFO] - [E:207| 800]: Train Loss:0.0015129, Val MRR:0.42643, icews14
2023-05-12 19:09:59,627 - [INFO] - [E:207| 900]: Train Loss:0.0015128, Val MRR:0.42643, icews14
2023-05-12 19:10:52,452 - [INFO] - [E:207| 1000]: Train Loss:0.0015131, Val MRR:0.42643, icews14
2023-05-12 19:11:41,667 - [INFO] - [E:207| 1100]: Train Loss:0.001513, Val MRR:0.42643, icews14
2023-05-12 19:12:26,557 - [INFO] - [E:207| 1200]: Train Loss:0.0015131, Val MRR:0.42643, icews14
2023-05-12 19:13:18,982 - [INFO] - [E:207| 1300]: Train Loss:0.0015131, Val MRR:0.42643, icews14
2023-05-12 19:14:11,873 - [INFO] - [E:207| 1400]: Train Loss:0.0015132, Val MRR:0.42643, icews14
2023-05-12 19:15:05,057 - [INFO] - [E:207| 1500]: Train Loss:0.0015134, Val MRR:0.42643, icews14
2023-05-12 19:15:58,136 - [INFO] - [E:207| 1600]: Train Loss:0.0015135, Val MRR:0.42643, icews14
2023-05-12 19:16:51,181 - [INFO] - [E:207| 1700]: Train Loss:0.0015136, Val MRR:0.42643, icews14
2023-05-12 19:17:44,217 - [INFO] - [E:207| 1800]: Train Loss:0.0015137, Val MRR:0.42643, icews14
2023-05-12 19:18:37,308 - [INFO] - [E:207| 1900]: Train Loss:0.0015138, Val MRR:0.42643, icews14
2023-05-12 19:18:59,251 - [INFO] - [Epoch:207]: Training Loss:0.001514
2023-05-12 19:18:59,404 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 19:19:18,687 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 19:19:24,240 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 19:19:43,391 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 19:19:48,603 - [INFO] - [Evaluating Epoch 207 valid]:
MRR: Tail : 0.44654, Head : 0.40172, Avg : 0.42413
2023-05-12 19:19:48,603 - [INFO] - [Epoch 207]: Training Loss: 0.0015137, Valid MRR: 0.42643,
2023-05-12 19:19:49,035 - [INFO] - [E:208| 0]: Train Loss:0.0015018, Val MRR:0.42643, icews14
2023-05-12 19:20:32,007 - [INFO] - [E:208| 100]: Train Loss:0.0015119, Val MRR:0.42643, icews14
2023-05-12 19:21:25,090 - [INFO] - [E:208| 200]: Train Loss:0.0015119, Val MRR:0.42643, icews14
2023-05-12 19:22:18,261 - [INFO] - [E:208| 300]: Train Loss:0.0015122, Val MRR:0.42643, icews14
2023-05-12 19:23:11,214 - [INFO] - [E:208| 400]: Train Loss:0.0015115, Val MRR:0.42643, icews14
2023-05-12 19:24:04,161 - [INFO] - [E:208| 500]: Train Loss:0.0015121, Val MRR:0.42643, icews14
2023-05-12 19:24:57,428 - [INFO] - [E:208| 600]: Train Loss:0.0015126, Val MRR:0.42643, icews14
2023-05-12 19:25:50,153 - [INFO] - [E:208| 700]: Train Loss:0.0015123, Val MRR:0.42643, icews14
2023-05-12 19:26:42,930 - [INFO] - [E:208| 800]: Train Loss:0.0015126, Val MRR:0.42643, icews14
2023-05-12 19:27:35,883 - [INFO] - [E:208| 900]: Train Loss:0.0015129, Val MRR:0.42643, icews14
2023-05-12 19:28:23,115 - [INFO] - [E:208| 1000]: Train Loss:0.001513, Val MRR:0.42643, icews14
2023-05-12 19:29:11,217 - [INFO] - [E:208| 1100]: Train Loss:0.001513, Val MRR:0.42643, icews14
2023-05-12 19:30:04,127 - [INFO] - [E:208| 1200]: Train Loss:0.0015131, Val MRR:0.42643, icews14
2023-05-12 19:30:57,223 - [INFO] - [E:208| 1300]: Train Loss:0.0015132, Val MRR:0.42643, icews14
2023-05-12 19:31:50,298 - [INFO] - [E:208| 1400]: Train Loss:0.0015132, Val MRR:0.42643, icews14
2023-05-12 19:32:43,244 - [INFO] - [E:208| 1500]: Train Loss:0.0015133, Val MRR:0.42643, icews14
2023-05-12 19:33:35,924 - [INFO] - [E:208| 1600]: Train Loss:0.0015133, Val MRR:0.42643, icews14
2023-05-12 19:34:29,224 - [INFO] - [E:208| 1700]: Train Loss:0.0015132, Val MRR:0.42643, icews14
2023-05-12 19:35:22,420 - [INFO] - [E:208| 1800]: Train Loss:0.0015132, Val MRR:0.42643, icews14
2023-05-12 19:36:15,448 - [INFO] - [E:208| 1900]: Train Loss:0.0015134, Val MRR:0.42643, icews14
2023-05-12 19:36:35,930 - [INFO] - [Epoch:208]: Training Loss:0.001513
2023-05-12 19:36:36,041 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 19:36:46,908 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 19:36:50,040 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 19:37:07,843 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 19:37:13,181 - [INFO] - [Evaluating Epoch 208 valid]:
MRR: Tail : 0.445, Head : 0.39591, Avg : 0.42046
2023-05-12 19:37:13,181 - [INFO] - [Epoch 208]: Training Loss: 0.0015134, Valid MRR: 0.42643,
2023-05-12 19:37:13,685 - [INFO] - [E:209| 0]: Train Loss:0.0015151, Val MRR:0.42643, icews14
2023-05-12 19:38:06,922 - [INFO] - [E:209| 100]: Train Loss:0.0015147, Val MRR:0.42643, icews14
2023-05-12 19:39:00,443 - [INFO] - [E:209| 200]: Train Loss:0.0015136, Val MRR:0.42643, icews14
2023-05-12 19:39:53,396 - [INFO] - [E:209| 300]: Train Loss:0.0015131, Val MRR:0.42643, icews14
2023-05-12 19:40:46,474 - [INFO] - [E:209| 400]: Train Loss:0.001513, Val MRR:0.42643, icews14
2023-05-12 19:41:40,155 - [INFO] - [E:209| 500]: Train Loss:0.0015127, Val MRR:0.42643, icews14
2023-05-12 19:42:28,136 - [INFO] - [E:209| 600]: Train Loss:0.001513, Val MRR:0.42643, icews14
2023-05-12 19:43:20,452 - [INFO] - [E:209| 700]: Train Loss:0.0015131, Val MRR:0.42643, icews14
2023-05-12 19:44:13,324 - [INFO] - [E:209| 800]: Train Loss:0.001513, Val MRR:0.42643, icews14
2023-05-12 19:45:04,020 - [INFO] - [E:209| 900]: Train Loss:0.001513, Val MRR:0.42643, icews14
2023-05-12 19:45:48,141 - [INFO] - [E:209| 1000]: Train Loss:0.001513, Val MRR:0.42643, icews14
2023-05-12 19:46:40,650 - [INFO] - [E:209| 1100]: Train Loss:0.0015129, Val MRR:0.42643, icews14
2023-05-12 19:47:33,451 - [INFO] - [E:209| 1200]: Train Loss:0.001513, Val MRR:0.42643, icews14
2023-05-12 19:48:26,599 - [INFO] - [E:209| 1300]: Train Loss:0.001513, Val MRR:0.42643, icews14
2023-05-12 19:49:19,748 - [INFO] - [E:209| 1400]: Train Loss:0.0015129, Val MRR:0.42643, icews14
2023-05-12 19:50:12,813 - [INFO] - [E:209| 1500]: Train Loss:0.0015129, Val MRR:0.42643, icews14
2023-05-12 19:51:05,878 - [INFO] - [E:209| 1600]: Train Loss:0.0015129, Val MRR:0.42643, icews14
2023-05-12 19:51:59,201 - [INFO] - [E:209| 1700]: Train Loss:0.0015129, Val MRR:0.42643, icews14
2023-05-12 19:52:52,297 - [INFO] - [E:209| 1800]: Train Loss:0.001513, Val MRR:0.42643, icews14
2023-05-12 19:53:35,488 - [INFO] - [E:209| 1900]: Train Loss:0.0015132, Val MRR:0.42643, icews14
2023-05-12 19:53:56,901 - [INFO] - [Epoch:209]: Training Loss:0.001513
2023-05-12 19:53:57,055 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 19:54:16,236 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 19:54:21,732 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 19:54:40,708 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 19:54:46,015 - [INFO] - [Evaluating Epoch 209 valid]:
MRR: Tail : 0.44994, Head : 0.4001, Avg : 0.42502
MR: Tail : 653.29, Head : 775.81, Avg : 714.55
Hit-1: Tail : 0.36327, Head : 0.3129, Avg : 0.33809
Hit-3: Tail : 0.49642, Head : 0.44229, Avg : 0.46935
Hit-10: Tail : 0.61124, Head : 0.56754, Avg : 0.58939
2023-05-12 19:54:46,015 - [INFO] - [Epoch 209]: Training Loss: 0.0015132, Valid MRR: 0.42643,
2023-05-12 19:54:46,425 - [INFO] - [E:210| 0]: Train Loss:0.001508, Val MRR:0.42643, icews14
2023-05-12 19:55:39,622 - [INFO] - [E:210| 100]: Train Loss:0.0015145, Val MRR:0.42643, icews14
2023-05-12 19:56:32,714 - [INFO] - [E:210| 200]: Train Loss:0.0015133, Val MRR:0.42643, icews14
2023-05-12 19:57:26,109 - [INFO] - [E:210| 300]: Train Loss:0.0015134, Val MRR:0.42643, icews14
2023-05-12 19:58:19,390 - [INFO] - [E:210| 400]: Train Loss:0.0015129, Val MRR:0.42643, icews14
2023-05-12 19:59:12,298 - [INFO] - [E:210| 500]: Train Loss:0.0015132, Val MRR:0.42643, icews14
2023-05-12 20:00:04,886 - [INFO] - [E:210| 600]: Train Loss:0.0015131, Val MRR:0.42643, icews14
2023-05-12 20:00:57,445 - [INFO] - [E:210| 700]: Train Loss:0.0015132, Val MRR:0.42643, icews14
2023-05-12 20:01:45,812 - [INFO] - [E:210| 800]: Train Loss:0.0015134, Val MRR:0.42643, icews14
2023-05-12 20:02:32,817 - [INFO] - [E:210| 900]: Train Loss:0.0015133, Val MRR:0.42643, icews14
2023-05-12 20:03:26,015 - [INFO] - [E:210| 1000]: Train Loss:0.0015133, Val MRR:0.42643, icews14
2023-05-12 20:04:19,148 - [INFO] - [E:210| 1100]: Train Loss:0.0015132, Val MRR:0.42643, icews14
2023-05-12 20:05:12,021 - [INFO] - [E:210| 1200]: Train Loss:0.0015133, Val MRR:0.42643, icews14
2023-05-12 20:06:05,070 - [INFO] - [E:210| 1300]: Train Loss:0.0015133, Val MRR:0.42643, icews14
2023-05-12 20:06:57,908 - [INFO] - [E:210| 1400]: Train Loss:0.0015133, Val MRR:0.42643, icews14
2023-05-12 20:07:50,758 - [INFO] - [E:210| 1500]: Train Loss:0.0015133, Val MRR:0.42643, icews14
2023-05-12 20:08:44,031 - [INFO] - [E:210| 1600]: Train Loss:0.0015132, Val MRR:0.42643, icews14
2023-05-12 20:09:36,866 - [INFO] - [E:210| 1700]: Train Loss:0.0015131, Val MRR:0.42643, icews14
2023-05-12 20:10:19,623 - [INFO] - [E:210| 1800]: Train Loss:0.0015131, Val MRR:0.42643, icews14
2023-05-12 20:11:12,507 - [INFO] - [E:210| 1900]: Train Loss:0.0015132, Val MRR:0.42643, icews14
2023-05-12 20:11:34,778 - [INFO] - [Epoch:210]: Training Loss:0.001513
2023-05-12 20:11:35,050 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 20:11:53,911 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 20:11:59,429 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 20:12:18,288 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 20:12:23,527 - [INFO] - [Evaluating Epoch 210 valid]:
MRR: Tail : 0.4476, Head : 0.3989, Avg : 0.42325
2023-05-12 20:12:23,528 - [INFO] - [Epoch 210]: Training Loss: 0.0015131, Valid MRR: 0.42643,
2023-05-12 20:12:24,025 - [INFO] - [E:211| 0]: Train Loss:0.0015159, Val MRR:0.42643, icews14
2023-05-12 20:13:17,070 - [INFO] - [E:211| 100]: Train Loss:0.0015126, Val MRR:0.42643, icews14
2023-05-12 20:14:10,253 - [INFO] - [E:211| 200]: Train Loss:0.0015127, Val MRR:0.42643, icews14
2023-05-12 20:15:03,017 - [INFO] - [E:211| 300]: Train Loss:0.0015131, Val MRR:0.42643, icews14
2023-05-12 20:15:56,048 - [INFO] - [E:211| 400]: Train Loss:0.001513, Val MRR:0.42643, icews14
2023-05-12 20:16:48,775 - [INFO] - [E:211| 500]: Train Loss:0.0015129, Val MRR:0.42643, icews14
2023-05-12 20:17:41,714 - [INFO] - [E:211| 600]: Train Loss:0.001513, Val MRR:0.42643, icews14
2023-05-12 20:18:27,555 - [INFO] - [E:211| 700]: Train Loss:0.0015129, Val MRR:0.42643, icews14
2023-05-12 20:19:16,546 - [INFO] - [E:211| 800]: Train Loss:0.001513, Val MRR:0.42643, icews14
2023-05-12 20:20:09,254 - [INFO] - [E:211| 900]: Train Loss:0.0015131, Val MRR:0.42643, icews14
2023-05-12 20:21:01,937 - [INFO] - [E:211| 1000]: Train Loss:0.001513, Val MRR:0.42643, icews14
2023-05-12 20:21:54,934 - [INFO] - [E:211| 1100]: Train Loss:0.0015129, Val MRR:0.42643, icews14
2023-05-12 20:22:47,878 - [INFO] - [E:211| 1200]: Train Loss:0.0015131, Val MRR:0.42643, icews14
2023-05-12 20:23:40,735 - [INFO] - [E:211| 1300]: Train Loss:0.0015132, Val MRR:0.42643, icews14
2023-05-12 20:24:33,623 - [INFO] - [E:211| 1400]: Train Loss:0.0015132, Val MRR:0.42643, icews14
2023-05-12 20:25:26,653 - [INFO] - [E:211| 1500]: Train Loss:0.0015131, Val MRR:0.42643, icews14
2023-05-12 20:26:19,682 - [INFO] - [E:211| 1600]: Train Loss:0.0015131, Val MRR:0.42643, icews14
2023-05-12 20:27:01,955 - [INFO] - [E:211| 1700]: Train Loss:0.0015132, Val MRR:0.42643, icews14
2023-05-12 20:27:54,487 - [INFO] - [E:211| 1800]: Train Loss:0.0015133, Val MRR:0.42643, icews14
2023-05-12 20:28:42,549 - [INFO] - [E:211| 1900]: Train Loss:0.0015131, Val MRR:0.42643, icews14
2023-05-12 20:29:04,707 - [INFO] - [Epoch:211]: Training Loss:0.001513
2023-05-12 20:29:04,979 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 20:29:23,845 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 20:29:29,237 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 20:29:48,007 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 20:29:53,251 - [INFO] - [Evaluating Epoch 211 valid]:
MRR: Tail : 0.44294, Head : 0.39699, Avg : 0.41996
2023-05-12 20:29:53,252 - [INFO] - [Epoch 211]: Training Loss: 0.001513, Valid MRR: 0.42643,
2023-05-12 20:29:53,749 - [INFO] - [E:212| 0]: Train Loss:0.0015141, Val MRR:0.42643, icews14
2023-05-12 20:30:46,806 - [INFO] - [E:212| 100]: Train Loss:0.0015162, Val MRR:0.42643, icews14
2023-05-12 20:31:39,838 - [INFO] - [E:212| 200]: Train Loss:0.0015145, Val MRR:0.42643, icews14
2023-05-12 20:32:32,933 - [INFO] - [E:212| 300]: Train Loss:0.0015133, Val MRR:0.42643, icews14
2023-05-12 20:33:26,315 - [INFO] - [E:212| 400]: Train Loss:0.0015129, Val MRR:0.42643, icews14
2023-05-12 20:34:18,558 - [INFO] - [E:212| 500]: Train Loss:0.0015127, Val MRR:0.42643, icews14
2023-05-12 20:35:06,743 - [INFO] - [E:212| 600]: Train Loss:0.0015125, Val MRR:0.42643, icews14
2023-05-12 20:35:53,905 - [INFO] - [E:212| 700]: Train Loss:0.0015127, Val MRR:0.42643, icews14
2023-05-12 20:36:46,958 - [INFO] - [E:212| 800]: Train Loss:0.0015128, Val MRR:0.42643, icews14
2023-05-12 20:37:39,972 - [INFO] - [E:212| 900]: Train Loss:0.0015127, Val MRR:0.42643, icews14
2023-05-12 20:38:33,119 - [INFO] - [E:212| 1000]: Train Loss:0.0015125, Val MRR:0.42643, icews14
2023-05-12 20:39:26,023 - [INFO] - [E:212| 1100]: Train Loss:0.0015126, Val MRR:0.42643, icews14
2023-05-12 20:40:19,091 - [INFO] - [E:212| 1200]: Train Loss:0.0015125, Val MRR:0.42643, icews14
2023-05-12 20:41:12,168 - [INFO] - [E:212| 1300]: Train Loss:0.0015124, Val MRR:0.42643, icews14
2023-05-12 20:42:05,066 - [INFO] - [E:212| 1400]: Train Loss:0.0015126, Val MRR:0.42643, icews14
2023-05-12 20:42:57,975 - [INFO] - [E:212| 1500]: Train Loss:0.0015128, Val MRR:0.42643, icews14
2023-05-12 20:43:40,622 - [INFO] - [E:212| 1600]: Train Loss:0.0015129, Val MRR:0.42643, icews14
2023-05-12 20:44:33,542 - [INFO] - [E:212| 1700]: Train Loss:0.0015129, Val MRR:0.42643, icews14
2023-05-12 20:45:26,538 - [INFO] - [E:212| 1800]: Train Loss:0.0015129, Val MRR:0.42643, icews14
2023-05-12 20:46:19,518 - [INFO] - [E:212| 1900]: Train Loss:0.0015131, Val MRR:0.42643, icews14
2023-05-12 20:46:41,343 - [INFO] - [Epoch:212]: Training Loss:0.001513
2023-05-12 20:46:41,495 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 20:47:00,116 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 20:47:05,603 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 20:47:24,809 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 20:47:30,124 - [INFO] - [Evaluating Epoch 212 valid]:
MRR: Tail : 0.44316, Head : 0.39767, Avg : 0.42042
2023-05-12 20:47:30,124 - [INFO] - [Epoch 212]: Training Loss: 0.001513, Valid MRR: 0.42643,
2023-05-12 20:47:30,874 - [INFO] - [E:213| 0]: Train Loss:0.0015013, Val MRR:0.42643, icews14
2023-05-12 20:48:24,362 - [INFO] - [E:213| 100]: Train Loss:0.0015115, Val MRR:0.42643, icews14
2023-05-12 20:49:17,598 - [INFO] - [E:213| 200]: Train Loss:0.0015119, Val MRR:0.42643, icews14
2023-05-12 20:50:10,581 - [INFO] - [E:213| 300]: Train Loss:0.0015125, Val MRR:0.42643, icews14
2023-05-12 20:51:02,992 - [INFO] - [E:213| 400]: Train Loss:0.0015127, Val MRR:0.42643, icews14
2023-05-12 20:51:48,477 - [INFO] - [E:213| 500]: Train Loss:0.0015129, Val MRR:0.42643, icews14
2023-05-12 20:52:38,815 - [INFO] - [E:213| 600]: Train Loss:0.0015127, Val MRR:0.42643, icews14
2023-05-12 20:53:31,391 - [INFO] - [E:213| 700]: Train Loss:0.0015129, Val MRR:0.42643, icews14
2023-05-12 20:54:24,086 - [INFO] - [E:213| 800]: Train Loss:0.0015128, Val MRR:0.42643, icews14
2023-05-12 20:55:16,709 - [INFO] - [E:213| 900]: Train Loss:0.0015131, Val MRR:0.42643, icews14
2023-05-12 20:56:09,477 - [INFO] - [E:213| 1000]: Train Loss:0.0015132, Val MRR:0.42643, icews14
2023-05-12 20:57:02,537 - [INFO] - [E:213| 1100]: Train Loss:0.0015131, Val MRR:0.42643, icews14
2023-05-12 20:57:55,550 - [INFO] - [E:213| 1200]: Train Loss:0.0015133, Val MRR:0.42643, icews14
2023-05-12 20:58:48,511 - [INFO] - [E:213| 1300]: Train Loss:0.0015133, Val MRR:0.42643, icews14
2023-05-12 20:59:41,459 - [INFO] - [E:213| 1400]: Train Loss:0.0015134, Val MRR:0.42643, icews14
2023-05-12 21:00:23,660 - [INFO] - [E:213| 1500]: Train Loss:0.0015133, Val MRR:0.42643, icews14
2023-05-12 21:01:17,363 - [INFO] - [E:213| 1600]: Train Loss:0.0015132, Val MRR:0.42643, icews14
2023-05-12 21:02:10,239 - [INFO] - [E:213| 1700]: Train Loss:0.0015133, Val MRR:0.42643, icews14
2023-05-12 21:03:03,245 - [INFO] - [E:213| 1800]: Train Loss:0.0015132, Val MRR:0.42643, icews14
2023-05-12 21:03:56,264 - [INFO] - [E:213| 1900]: Train Loss:0.0015131, Val MRR:0.42643, icews14
2023-05-12 21:04:18,322 - [INFO] - [Epoch:213]: Training Loss:0.001513
2023-05-12 21:04:18,595 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 21:04:37,473 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 21:04:42,913 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 21:05:01,877 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 21:05:06,969 - [INFO] - [Evaluating Epoch 213 valid]:
MRR: Tail : 0.44844, Head : 0.39966, Avg : 0.42405
2023-05-12 21:05:06,969 - [INFO] - [Epoch 213]: Training Loss: 0.0015131, Valid MRR: 0.42643,
2023-05-12 21:05:07,457 - [INFO] - [E:214| 0]: Train Loss:0.0015151, Val MRR:0.42643, icews14
2023-05-12 21:06:00,570 - [INFO] - [E:214| 100]: Train Loss:0.0015099, Val MRR:0.42643, icews14
2023-05-12 21:06:53,519 - [INFO] - [E:214| 200]: Train Loss:0.001512, Val MRR:0.42643, icews14
2023-05-12 21:07:46,407 - [INFO] - [E:214| 300]: Train Loss:0.0015122, Val MRR:0.42643, icews14
2023-05-12 21:08:29,244 - [INFO] - [E:214| 400]: Train Loss:0.0015123, Val MRR:0.42643, icews14
2023-05-12 21:09:22,289 - [INFO] - [E:214| 500]: Train Loss:0.0015124, Val MRR:0.42643, icews14
2023-05-12 21:10:15,352 - [INFO] - [E:214| 600]: Train Loss:0.0015124, Val MRR:0.42643, icews14
2023-05-12 21:11:08,081 - [INFO] - [E:214| 700]: Train Loss:0.0015126, Val MRR:0.42643, icews14
2023-05-12 21:12:01,044 - [INFO] - [E:214| 800]: Train Loss:0.0015125, Val MRR:0.42643, icews14
2023-05-12 21:12:54,147 - [INFO] - [E:214| 900]: Train Loss:0.0015126, Val MRR:0.42643, icews14
2023-05-12 21:13:47,153 - [INFO] - [E:214| 1000]: Train Loss:0.0015127, Val MRR:0.42643, icews14
2023-05-12 21:14:34,709 - [INFO] - [E:214| 1100]: Train Loss:0.0015128, Val MRR:0.42643, icews14
2023-05-12 21:15:27,924 - [INFO] - [E:214| 1200]: Train Loss:0.0015128, Val MRR:0.42643, icews14
2023-05-12 21:16:20,975 - [INFO] - [E:214| 1300]: Train Loss:0.0015128, Val MRR:0.42643, icews14
2023-05-12 21:17:03,775 - [INFO] - [E:214| 1400]: Train Loss:0.0015127, Val MRR:0.42643, icews14
2023-05-12 21:17:56,994 - [INFO] - [E:214| 1500]: Train Loss:0.0015127, Val MRR:0.42643, icews14
2023-05-12 21:18:49,948 - [INFO] - [E:214| 1600]: Train Loss:0.0015126, Val MRR:0.42643, icews14
2023-05-12 21:19:42,910 - [INFO] - [E:214| 1700]: Train Loss:0.0015128, Val MRR:0.42643, icews14
2023-05-12 21:20:35,819 - [INFO] - [E:214| 1800]: Train Loss:0.0015128, Val MRR:0.42643, icews14
2023-05-12 21:21:28,793 - [INFO] - [E:214| 1900]: Train Loss:0.0015128, Val MRR:0.42643, icews14
2023-05-12 21:21:50,926 - [INFO] - [Epoch:214]: Training Loss:0.001513
2023-05-12 21:21:51,058 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 21:22:09,980 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 21:22:15,405 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 21:22:34,497 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 21:22:39,758 - [INFO] - [Evaluating Epoch 214 valid]:
MRR: Tail : 0.44952, Head : 0.40102, Avg : 0.42527
2023-05-12 21:22:39,758 - [INFO] - [Epoch 214]: Training Loss: 0.0015128, Valid MRR: 0.42643,
2023-05-12 21:22:40,344 - [INFO] - [E:215| 0]: Train Loss:0.0015026, Val MRR:0.42643, icews14
2023-05-12 21:23:32,681 - [INFO] - [E:215| 100]: Train Loss:0.001513, Val MRR:0.42643, icews14
2023-05-12 21:24:25,670 - [INFO] - [E:215| 200]: Train Loss:0.0015127, Val MRR:0.42643, icews14
2023-05-12 21:25:10,275 - [INFO] - [E:215| 300]: Train Loss:0.0015122, Val MRR:0.42643, icews14
2023-05-12 21:26:01,604 - [INFO] - [E:215| 400]: Train Loss:0.0015123, Val MRR:0.42643, icews14
2023-05-12 21:26:54,460 - [INFO] - [E:215| 500]: Train Loss:0.0015123, Val MRR:0.42643, icews14
2023-05-12 21:27:47,562 - [INFO] - [E:215| 600]: Train Loss:0.0015128, Val MRR:0.42643, icews14
2023-05-12 21:28:39,900 - [INFO] - [E:215| 700]: Train Loss:0.0015129, Val MRR:0.42643, icews14
2023-05-12 21:29:32,576 - [INFO] - [E:215| 800]: Train Loss:0.0015129, Val MRR:0.42643, icews14
2023-05-12 21:30:25,359 - [INFO] - [E:215| 900]: Train Loss:0.0015127, Val MRR:0.42643, icews14
2023-05-12 21:31:18,290 - [INFO] - [E:215| 1000]: Train Loss:0.0015125, Val MRR:0.42643, icews14
2023-05-12 21:32:11,313 - [INFO] - [E:215| 1100]: Train Loss:0.0015125, Val MRR:0.42643, icews14
2023-05-12 21:33:03,996 - [INFO] - [E:215| 1200]: Train Loss:0.0015125, Val MRR:0.42643, icews14
2023-05-12 21:33:47,215 - [INFO] - [E:215| 1300]: Train Loss:0.0015127, Val MRR:0.42643, icews14
2023-05-12 21:34:40,671 - [INFO] - [E:215| 1400]: Train Loss:0.0015126, Val MRR:0.42643, icews14
2023-05-12 21:35:33,688 - [INFO] - [E:215| 1500]: Train Loss:0.0015126, Val MRR:0.42643, icews14
2023-05-12 21:36:27,081 - [INFO] - [E:215| 1600]: Train Loss:0.0015126, Val MRR:0.42643, icews14
2023-05-12 21:37:21,290 - [INFO] - [E:215| 1700]: Train Loss:0.0015127, Val MRR:0.42643, icews14
2023-05-12 21:38:14,483 - [INFO] - [E:215| 1800]: Train Loss:0.0015127, Val MRR:0.42643, icews14
2023-05-12 21:39:07,383 - [INFO] - [E:215| 1900]: Train Loss:0.0015128, Val MRR:0.42643, icews14
2023-05-12 21:39:29,622 - [INFO] - [Epoch:215]: Training Loss:0.001513
2023-05-12 21:39:29,895 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 21:39:48,898 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 21:39:54,340 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 21:40:13,458 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 21:40:18,870 - [INFO] - [Evaluating Epoch 215 valid]:
MRR: Tail : 0.44531, Head : 0.39802, Avg : 0.42167
2023-05-12 21:40:18,870 - [INFO] - [Epoch 215]: Training Loss: 0.0015128, Valid MRR: 0.42643,
2023-05-12 21:40:19,602 - [INFO] - [E:216| 0]: Train Loss:0.00151, Val MRR:0.42643, icews14
2023-05-12 21:41:12,620 - [INFO] - [E:216| 100]: Train Loss:0.0015128, Val MRR:0.42643, icews14
2023-05-12 21:41:55,573 - [INFO] - [E:216| 200]: Train Loss:0.0015127, Val MRR:0.42643, icews14
2023-05-12 21:42:48,698 - [INFO] - [E:216| 300]: Train Loss:0.0015117, Val MRR:0.42643, icews14
2023-05-12 21:43:42,393 - [INFO] - [E:216| 400]: Train Loss:0.0015126, Val MRR:0.42643, icews14
2023-05-12 21:44:36,048 - [INFO] - [E:216| 500]: Train Loss:0.0015132, Val MRR:0.42643, icews14
2023-05-12 21:45:29,028 - [INFO] - [E:216| 600]: Train Loss:0.0015128, Val MRR:0.42643, icews14
2023-05-12 21:46:22,352 - [INFO] - [E:216| 700]: Train Loss:0.0015128, Val MRR:0.42643, icews14
2023-05-12 21:47:15,409 - [INFO] - [E:216| 800]: Train Loss:0.0015127, Val MRR:0.42643, icews14
2023-05-12 21:48:08,441 - [INFO] - [E:216| 900]: Train Loss:0.0015125, Val MRR:0.42643, icews14
2023-05-12 21:49:01,410 - [INFO] - [E:216| 1000]: Train Loss:0.0015124, Val MRR:0.42643, icews14
2023-05-12 21:49:53,593 - [INFO] - [E:216| 1100]: Train Loss:0.0015123, Val MRR:0.42643, icews14
2023-05-12 21:50:37,439 - [INFO] - [E:216| 1200]: Train Loss:0.0015124, Val MRR:0.42643, icews14
2023-05-12 21:51:30,796 - [INFO] - [E:216| 1300]: Train Loss:0.0015124, Val MRR:0.42643, icews14
2023-05-12 21:52:23,593 - [INFO] - [E:216| 1400]: Train Loss:0.0015123, Val MRR:0.42643, icews14
2023-05-12 21:53:16,774 - [INFO] - [E:216| 1500]: Train Loss:0.0015123, Val MRR:0.42643, icews14
2023-05-12 21:54:10,082 - [INFO] - [E:216| 1600]: Train Loss:0.0015124, Val MRR:0.42643, icews14
2023-05-12 21:55:03,445 - [INFO] - [E:216| 1700]: Train Loss:0.0015125, Val MRR:0.42643, icews14
2023-05-12 21:55:56,595 - [INFO] - [E:216| 1800]: Train Loss:0.0015125, Val MRR:0.42643, icews14
2023-05-12 21:56:49,574 - [INFO] - [E:216| 1900]: Train Loss:0.0015126, Val MRR:0.42643, icews14
2023-05-12 21:57:11,475 - [INFO] - [Epoch:216]: Training Loss:0.001513
2023-05-12 21:57:11,627 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 21:57:30,599 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 21:57:36,003 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 21:57:54,960 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 21:58:00,245 - [INFO] - [Evaluating Epoch 216 valid]:
MRR: Tail : 0.44732, Head : 0.39978, Avg : 0.42355
2023-05-12 21:58:00,245 - [INFO] - [Epoch 216]: Training Loss: 0.0015125, Valid MRR: 0.42643,
2023-05-12 21:58:00,858 - [INFO] - [E:217| 0]: Train Loss:0.0015132, Val MRR:0.42643, icews14
2023-05-12 21:58:44,215 - [INFO] - [E:217| 100]: Train Loss:0.0015114, Val MRR:0.42643, icews14
2023-05-12 21:59:37,630 - [INFO] - [E:217| 200]: Train Loss:0.0015117, Val MRR:0.42643, icews14
2023-05-12 22:00:29,500 - [INFO] - [E:217| 300]: Train Loss:0.0015111, Val MRR:0.42643, icews14
2023-05-12 22:01:19,345 - [INFO] - [E:217| 400]: Train Loss:0.0015115, Val MRR:0.42643, icews14
2023-05-12 22:02:11,937 - [INFO] - [E:217| 500]: Train Loss:0.0015113, Val MRR:0.42643, icews14
2023-05-12 22:03:04,239 - [INFO] - [E:217| 600]: Train Loss:0.0015118, Val MRR:0.42643, icews14
2023-05-12 22:03:57,261 - [INFO] - [E:217| 700]: Train Loss:0.001512, Val MRR:0.42643, icews14
2023-05-12 22:04:50,840 - [INFO] - [E:217| 800]: Train Loss:0.0015122, Val MRR:0.42643, icews14
2023-05-12 22:05:44,619 - [INFO] - [E:217| 900]: Train Loss:0.001512, Val MRR:0.42643, icews14
2023-05-12 22:06:37,557 - [INFO] - [E:217| 1000]: Train Loss:0.0015119, Val MRR:0.42643, icews14
2023-05-12 22:07:21,267 - [INFO] - [E:217| 1100]: Train Loss:0.0015121, Val MRR:0.42643, icews14
2023-05-12 22:08:14,450 - [INFO] - [E:217| 1200]: Train Loss:0.001512, Val MRR:0.42643, icews14
2023-05-12 22:09:07,772 - [INFO] - [E:217| 1300]: Train Loss:0.001512, Val MRR:0.42643, icews14
2023-05-12 22:10:00,828 - [INFO] - [E:217| 1400]: Train Loss:0.001512, Val MRR:0.42643, icews14
2023-05-12 22:10:54,453 - [INFO] - [E:217| 1500]: Train Loss:0.0015122, Val MRR:0.42643, icews14
2023-05-12 22:11:47,805 - [INFO] - [E:217| 1600]: Train Loss:0.0015123, Val MRR:0.42643, icews14
2023-05-12 22:12:41,035 - [INFO] - [E:217| 1700]: Train Loss:0.0015123, Val MRR:0.42643, icews14
2023-05-12 22:13:34,880 - [INFO] - [E:217| 1800]: Train Loss:0.0015124, Val MRR:0.42643, icews14
2023-05-12 22:14:28,001 - [INFO] - [E:217| 1900]: Train Loss:0.0015123, Val MRR:0.42643, icews14
2023-05-12 22:14:50,083 - [INFO] - [Epoch:217]: Training Loss:0.001512
2023-05-12 22:14:50,214 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 22:15:05,699 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 22:15:08,822 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 22:15:20,436 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 22:15:25,670 - [INFO] - [Evaluating Epoch 217 valid]:
MRR: Tail : 0.44586, Head : 0.3979, Avg : 0.42188
2023-05-12 22:15:25,670 - [INFO] - [Epoch 217]: Training Loss: 0.0015123, Valid MRR: 0.42643,
2023-05-12 22:15:26,257 - [INFO] - [E:218| 0]: Train Loss:0.0015083, Val MRR:0.42643, icews14
2023-05-12 22:16:19,346 - [INFO] - [E:218| 100]: Train Loss:0.0015128, Val MRR:0.42643, icews14
2023-05-12 22:17:13,012 - [INFO] - [E:218| 200]: Train Loss:0.0015128, Val MRR:0.42643, icews14
2023-05-12 22:18:06,498 - [INFO] - [E:218| 300]: Train Loss:0.0015127, Val MRR:0.42643, icews14
2023-05-12 22:18:59,608 - [INFO] - [E:218| 400]: Train Loss:0.0015121, Val MRR:0.42643, icews14
2023-05-12 22:19:52,552 - [INFO] - [E:218| 500]: Train Loss:0.0015124, Val MRR:0.42643, icews14
2023-05-12 22:20:45,534 - [INFO] - [E:218| 600]: Train Loss:0.0015123, Val MRR:0.42643, icews14
2023-05-12 22:21:38,779 - [INFO] - [E:218| 700]: Train Loss:0.0015124, Val MRR:0.42643, icews14
2023-05-12 22:22:31,569 - [INFO] - [E:218| 800]: Train Loss:0.0015126, Val MRR:0.42643, icews14
2023-05-12 22:23:23,018 - [INFO] - [E:218| 900]: Train Loss:0.0015124, Val MRR:0.42643, icews14
2023-05-12 22:24:07,634 - [INFO] - [E:218| 1000]: Train Loss:0.0015122, Val MRR:0.42643, icews14
2023-05-12 22:25:00,621 - [INFO] - [E:218| 1100]: Train Loss:0.0015122, Val MRR:0.42643, icews14
2023-05-12 22:25:53,604 - [INFO] - [E:218| 1200]: Train Loss:0.0015124, Val MRR:0.42643, icews14
2023-05-12 22:26:46,613 - [INFO] - [E:218| 1300]: Train Loss:0.0015123, Val MRR:0.42643, icews14
2023-05-12 22:27:39,473 - [INFO] - [E:218| 1400]: Train Loss:0.0015123, Val MRR:0.42643, icews14
2023-05-12 22:28:32,712 - [INFO] - [E:218| 1500]: Train Loss:0.0015123, Val MRR:0.42643, icews14
2023-05-12 22:29:26,315 - [INFO] - [E:218| 1600]: Train Loss:0.0015122, Val MRR:0.42643, icews14
2023-05-12 22:30:19,718 - [INFO] - [E:218| 1700]: Train Loss:0.0015122, Val MRR:0.42643, icews14
2023-05-12 22:31:12,790 - [INFO] - [E:218| 1800]: Train Loss:0.0015122, Val MRR:0.42643, icews14
2023-05-12 22:31:56,036 - [INFO] - [E:218| 1900]: Train Loss:0.0015123, Val MRR:0.42643, icews14
2023-05-12 22:32:17,661 - [INFO] - [Epoch:218]: Training Loss:0.001512
2023-05-12 22:32:17,793 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 22:32:36,440 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 22:32:41,792 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 22:33:00,789 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 22:33:05,952 - [INFO] - [Evaluating Epoch 218 valid]:
MRR: Tail : 0.4475, Head : 0.39917, Avg : 0.42334
2023-05-12 22:33:05,953 - [INFO] - [Epoch 218]: Training Loss: 0.0015123, Valid MRR: 0.42643,
2023-05-12 22:33:06,538 - [INFO] - [E:219| 0]: Train Loss:0.001494, Val MRR:0.42643, icews14
2023-05-12 22:33:59,992 - [INFO] - [E:219| 100]: Train Loss:0.0015115, Val MRR:0.42643, icews14
2023-05-12 22:34:52,667 - [INFO] - [E:219| 200]: Train Loss:0.0015115, Val MRR:0.42643, icews14
2023-05-12 22:35:45,273 - [INFO] - [E:219| 300]: Train Loss:0.001512, Val MRR:0.42643, icews14
2023-05-12 22:36:37,968 - [INFO] - [E:219| 400]: Train Loss:0.0015127, Val MRR:0.42643, icews14
2023-05-12 22:37:30,548 - [INFO] - [E:219| 500]: Train Loss:0.0015123, Val MRR:0.42643, icews14
2023-05-12 22:38:23,755 - [INFO] - [E:219| 600]: Train Loss:0.0015121, Val MRR:0.42643, icews14
2023-05-12 22:39:17,155 - [INFO] - [E:219| 700]: Train Loss:0.0015122, Val MRR:0.42643, icews14
2023-05-12 22:40:04,972 - [INFO] - [E:219| 800]: Train Loss:0.0015122, Val MRR:0.42643, icews14
2023-05-12 22:40:53,322 - [INFO] - [E:219| 900]: Train Loss:0.0015124, Val MRR:0.42643, icews14
2023-05-12 22:41:47,037 - [INFO] - [E:219| 1000]: Train Loss:0.0015122, Val MRR:0.42643, icews14
2023-05-12 22:42:40,334 - [INFO] - [E:219| 1100]: Train Loss:0.0015123, Val MRR:0.42643, icews14
2023-05-12 22:43:34,047 - [INFO] - [E:219| 1200]: Train Loss:0.0015122, Val MRR:0.42643, icews14
2023-05-12 22:44:27,810 - [INFO] - [E:219| 1300]: Train Loss:0.001512, Val MRR:0.42643, icews14
2023-05-12 22:45:21,364 - [INFO] - [E:219| 1400]: Train Loss:0.0015119, Val MRR:0.42643, icews14
2023-05-12 22:46:14,962 - [INFO] - [E:219| 1500]: Train Loss:0.001512, Val MRR:0.42643, icews14
2023-05-12 22:47:03,460 - [INFO] - [E:219| 1600]: Train Loss:0.001512, Val MRR:0.42643, icews14
2023-05-12 22:47:56,718 - [INFO] - [E:219| 1700]: Train Loss:0.001512, Val MRR:0.42643, icews14
2023-05-12 22:48:41,221 - [INFO] - [E:219| 1800]: Train Loss:0.001512, Val MRR:0.42643, icews14
2023-05-12 22:49:32,752 - [INFO] - [E:219| 1900]: Train Loss:0.001512, Val MRR:0.42643, icews14
2023-05-12 22:49:54,766 - [INFO] - [Epoch:219]: Training Loss:0.001512
2023-05-12 22:49:54,920 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 22:50:13,828 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 22:50:19,284 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 22:50:38,323 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 22:50:43,514 - [INFO] - [Evaluating Epoch 219 valid]:
MRR: Tail : 0.44457, Head : 0.39758, Avg : 0.42107
MR: Tail : 666.72, Head : 793.15, Avg : 729.93
Hit-1: Tail : 0.35878, Head : 0.31217, Avg : 0.33548
Hit-3: Tail : 0.4912, Head : 0.44059, Avg : 0.46589
Hit-10: Tail : 0.60347, Head : 0.55735, Avg : 0.58041
2023-05-12 22:50:43,514 - [INFO] - [Epoch 219]: Training Loss: 0.0015121, Valid MRR: 0.42643,
2023-05-12 22:50:44,116 - [INFO] - [E:220| 0]: Train Loss:0.0015145, Val MRR:0.42643, icews14
2023-05-12 22:51:37,128 - [INFO] - [E:220| 100]: Train Loss:0.0015096, Val MRR:0.42643, icews14
2023-05-12 22:52:30,351 - [INFO] - [E:220| 200]: Train Loss:0.0015104, Val MRR:0.42643, icews14
2023-05-12 22:53:23,403 - [INFO] - [E:220| 300]: Train Loss:0.0015109, Val MRR:0.42643, icews14
2023-05-12 22:54:16,224 - [INFO] - [E:220| 400]: Train Loss:0.0015106, Val MRR:0.42643, icews14
2023-05-12 22:55:09,358 - [INFO] - [E:220| 500]: Train Loss:0.0015113, Val MRR:0.42643, icews14
2023-05-12 22:56:02,373 - [INFO] - [E:220| 600]: Train Loss:0.0015114, Val MRR:0.42643, icews14
2023-05-12 22:56:51,281 - [INFO] - [E:220| 700]: Train Loss:0.0015113, Val MRR:0.42643, icews14
2023-05-12 22:57:38,274 - [INFO] - [E:220| 800]: Train Loss:0.0015113, Val MRR:0.42643, icews14
2023-05-12 22:58:31,223 - [INFO] - [E:220| 900]: Train Loss:0.0015116, Val MRR:0.42643, icews14
2023-05-12 22:59:24,005 - [INFO] - [E:220| 1000]: Train Loss:0.0015116, Val MRR:0.42643, icews14
2023-05-12 23:00:16,887 - [INFO] - [E:220| 1100]: Train Loss:0.0015118, Val MRR:0.42643, icews14
2023-05-12 23:01:10,098 - [INFO] - [E:220| 1200]: Train Loss:0.001512, Val MRR:0.42643, icews14
2023-05-12 23:02:03,216 - [INFO] - [E:220| 1300]: Train Loss:0.0015119, Val MRR:0.42643, icews14
2023-05-12 23:02:56,146 - [INFO] - [E:220| 1400]: Train Loss:0.0015119, Val MRR:0.42643, icews14
2023-05-12 23:03:48,874 - [INFO] - [E:220| 1500]: Train Loss:0.0015118, Val MRR:0.42643, icews14
2023-05-12 23:04:41,809 - [INFO] - [E:220| 1600]: Train Loss:0.001512, Val MRR:0.42643, icews14
2023-05-12 23:05:24,604 - [INFO] - [E:220| 1700]: Train Loss:0.0015121, Val MRR:0.42643, icews14
2023-05-12 23:06:17,661 - [INFO] - [E:220| 1800]: Train Loss:0.0015122, Val MRR:0.42643, icews14
2023-05-12 23:07:11,122 - [INFO] - [E:220| 1900]: Train Loss:0.0015121, Val MRR:0.42643, icews14
2023-05-12 23:07:33,393 - [INFO] - [Epoch:220]: Training Loss:0.001512
2023-05-12 23:07:33,546 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 23:07:52,476 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 23:07:57,927 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 23:08:16,914 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 23:08:22,166 - [INFO] - [Evaluating Epoch 220 valid]:
MRR: Tail : 0.44437, Head : 0.39794, Avg : 0.42116
2023-05-12 23:08:22,167 - [INFO] - [Epoch 220]: Training Loss: 0.0015121, Valid MRR: 0.42643,
2023-05-12 23:08:22,912 - [INFO] - [E:221| 0]: Train Loss:0.0015338, Val MRR:0.42643, icews14
2023-05-12 23:09:15,812 - [INFO] - [E:221| 100]: Train Loss:0.0015125, Val MRR:0.42643, icews14
2023-05-12 23:10:07,920 - [INFO] - [E:221| 200]: Train Loss:0.001513, Val MRR:0.42643, icews14
2023-05-12 23:11:00,033 - [INFO] - [E:221| 300]: Train Loss:0.0015121, Val MRR:0.42643, icews14
2023-05-12 23:11:52,733 - [INFO] - [E:221| 400]: Train Loss:0.0015119, Val MRR:0.42643, icews14
2023-05-12 23:12:45,602 - [INFO] - [E:221| 500]: Train Loss:0.0015119, Val MRR:0.42643, icews14
2023-05-12 23:13:30,848 - [INFO] - [E:221| 600]: Train Loss:0.0015116, Val MRR:0.42643, icews14
2023-05-12 23:14:21,826 - [INFO] - [E:221| 700]: Train Loss:0.0015116, Val MRR:0.42643, icews14
2023-05-12 23:15:15,418 - [INFO] - [E:221| 800]: Train Loss:0.0015118, Val MRR:0.42643, icews14
2023-05-12 23:16:09,000 - [INFO] - [E:221| 900]: Train Loss:0.0015116, Val MRR:0.42643, icews14
2023-05-12 23:17:02,673 - [INFO] - [E:221| 1000]: Train Loss:0.0015116, Val MRR:0.42643, icews14
2023-05-12 23:17:56,013 - [INFO] - [E:221| 1100]: Train Loss:0.0015114, Val MRR:0.42643, icews14
2023-05-12 23:18:49,913 - [INFO] - [E:221| 1200]: Train Loss:0.0015115, Val MRR:0.42643, icews14
2023-05-12 23:19:43,052 - [INFO] - [E:221| 1300]: Train Loss:0.0015115, Val MRR:0.42643, icews14
2023-05-12 23:20:35,965 - [INFO] - [E:221| 1400]: Train Loss:0.0015115, Val MRR:0.42643, icews14
2023-05-12 23:21:28,784 - [INFO] - [E:221| 1500]: Train Loss:0.0015117, Val MRR:0.42643, icews14
2023-05-12 23:22:11,951 - [INFO] - [E:221| 1600]: Train Loss:0.0015118, Val MRR:0.42643, icews14
2023-05-12 23:23:04,162 - [INFO] - [E:221| 1700]: Train Loss:0.0015118, Val MRR:0.42643, icews14
2023-05-12 23:23:56,984 - [INFO] - [E:221| 1800]: Train Loss:0.0015119, Val MRR:0.42643, icews14
2023-05-12 23:24:50,297 - [INFO] - [E:221| 1900]: Train Loss:0.001512, Val MRR:0.42643, icews14
2023-05-12 23:25:11,964 - [INFO] - [Epoch:221]: Training Loss:0.001512
2023-05-12 23:25:12,119 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 23:25:31,003 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 23:25:36,392 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 23:25:55,382 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 23:26:00,536 - [INFO] - [Evaluating Epoch 221 valid]:
MRR: Tail : 0.44998, Head : 0.40272, Avg : 0.42635
2023-05-12 23:26:00,536 - [INFO] - [Epoch 221]: Training Loss: 0.001512, Valid MRR: 0.42643,
2023-05-12 23:26:01,173 - [INFO] - [E:222| 0]: Train Loss:0.0014909, Val MRR:0.42643, icews14
2023-05-12 23:26:54,105 - [INFO] - [E:222| 100]: Train Loss:0.0015105, Val MRR:0.42643, icews14
2023-05-12 23:27:47,123 - [INFO] - [E:222| 200]: Train Loss:0.0015126, Val MRR:0.42643, icews14
2023-05-12 23:28:40,286 - [INFO] - [E:222| 300]: Train Loss:0.0015118, Val MRR:0.42643, icews14
2023-05-12 23:29:33,464 - [INFO] - [E:222| 400]: Train Loss:0.0015118, Val MRR:0.42643, icews14
2023-05-12 23:30:16,501 - [INFO] - [E:222| 500]: Train Loss:0.001512, Val MRR:0.42643, icews14
2023-05-12 23:31:10,686 - [INFO] - [E:222| 600]: Train Loss:0.0015119, Val MRR:0.42643, icews14
2023-05-12 23:32:04,536 - [INFO] - [E:222| 700]: Train Loss:0.0015117, Val MRR:0.42643, icews14
2023-05-12 23:32:53,235 - [INFO] - [E:222| 800]: Train Loss:0.0015119, Val MRR:0.42643, icews14
2023-05-12 23:33:46,301 - [INFO] - [E:222| 900]: Train Loss:0.0015117, Val MRR:0.42643, icews14
2023-05-12 23:34:39,139 - [INFO] - [E:222| 1000]: Train Loss:0.0015117, Val MRR:0.42643, icews14
2023-05-12 23:35:32,025 - [INFO] - [E:222| 1100]: Train Loss:0.0015119, Val MRR:0.42643, icews14
2023-05-12 23:36:25,226 - [INFO] - [E:222| 1200]: Train Loss:0.0015119, Val MRR:0.42643, icews14
2023-05-12 23:37:18,464 - [INFO] - [E:222| 1300]: Train Loss:0.001512, Val MRR:0.42643, icews14
2023-05-12 23:38:11,482 - [INFO] - [E:222| 1400]: Train Loss:0.0015119, Val MRR:0.42643, icews14
2023-05-12 23:38:54,900 - [INFO] - [E:222| 1500]: Train Loss:0.0015119, Val MRR:0.42643, icews14
2023-05-12 23:39:48,044 - [INFO] - [E:222| 1600]: Train Loss:0.001512, Val MRR:0.42643, icews14
2023-05-12 23:40:40,850 - [INFO] - [E:222| 1700]: Train Loss:0.0015121, Val MRR:0.42643, icews14
2023-05-12 23:41:34,251 - [INFO] - [E:222| 1800]: Train Loss:0.001512, Val MRR:0.42643, icews14
2023-05-12 23:42:26,851 - [INFO] - [E:222| 1900]: Train Loss:0.001512, Val MRR:0.42643, icews14
2023-05-12 23:42:48,876 - [INFO] - [Epoch:222]: Training Loss:0.001512
2023-05-12 23:42:49,008 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-12 23:43:07,681 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-12 23:43:13,022 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-12 23:43:31,647 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-12 23:43:36,806 - [INFO] - [Evaluating Epoch 222 valid]:
MRR: Tail : 0.44875, Head : 0.40127, Avg : 0.42501
2023-05-12 23:43:36,807 - [INFO] - [Epoch 222]: Training Loss: 0.0015119, Valid MRR: 0.42643,
2023-05-12 23:43:37,554 - [INFO] - [E:223| 0]: Train Loss:0.0015005, Val MRR:0.42643, icews14
2023-05-12 23:44:30,143 - [INFO] - [E:223| 100]: Train Loss:0.0015103, Val MRR:0.42643, icews14
2023-05-12 23:45:23,158 - [INFO] - [E:223| 200]: Train Loss:0.0015119, Val MRR:0.42643, icews14
2023-05-12 23:46:16,515 - [INFO] - [E:223| 300]: Train Loss:0.0015112, Val MRR:0.42643, icews14
2023-05-12 23:46:59,805 - [INFO] - [E:223| 400]: Train Loss:0.0015111, Val MRR:0.42643, icews14
2023-05-12 23:47:52,685 - [INFO] - [E:223| 500]: Train Loss:0.0015112, Val MRR:0.42643, icews14
2023-05-12 23:48:45,575 - [INFO] - [E:223| 600]: Train Loss:0.0015114, Val MRR:0.42643, icews14
2023-05-12 23:49:38,814 - [INFO] - [E:223| 700]: Train Loss:0.0015113, Val MRR:0.42643, icews14
2023-05-12 23:50:32,012 - [INFO] - [E:223| 800]: Train Loss:0.0015114, Val MRR:0.42643, icews14
2023-05-12 23:51:24,704 - [INFO] - [E:223| 900]: Train Loss:0.0015114, Val MRR:0.42643, icews14
2023-05-12 23:52:17,522 - [INFO] - [E:223| 1000]: Train Loss:0.0015114, Val MRR:0.42643, icews14
2023-05-12 23:53:10,281 - [INFO] - [E:223| 1100]: Train Loss:0.0015114, Val MRR:0.42643, icews14
2023-05-12 23:54:03,097 - [INFO] - [E:223| 1200]: Train Loss:0.0015114, Val MRR:0.42643, icews14
2023-05-12 23:54:55,800 - [INFO] - [E:223| 1300]: Train Loss:0.0015115, Val MRR:0.42643, icews14
2023-05-12 23:55:39,306 - [INFO] - [E:223| 1400]: Train Loss:0.0015115, Val MRR:0.42643, icews14
2023-05-12 23:56:32,244 - [INFO] - [E:223| 1500]: Train Loss:0.0015115, Val MRR:0.42643, icews14
2023-05-12 23:57:24,431 - [INFO] - [E:223| 1600]: Train Loss:0.0015116, Val MRR:0.42643, icews14
2023-05-12 23:58:17,512 - [INFO] - [E:223| 1700]: Train Loss:0.0015116, Val MRR:0.42643, icews14
2023-05-12 23:59:10,383 - [INFO] - [E:223| 1800]: Train Loss:0.0015116, Val MRR:0.42643, icews14
2023-05-13 00:00:02,810 - [INFO] - [E:223| 1900]: Train Loss:0.0015116, Val MRR:0.42643, icews14
2023-05-13 00:00:25,396 - [INFO] - [Epoch:223]: Training Loss:0.001512
2023-05-13 00:00:25,549 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 00:00:44,551 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 00:00:50,026 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 00:01:09,117 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 00:01:14,433 - [INFO] - [Evaluating Epoch 223 valid]:
MRR: Tail : 0.45001, Head : 0.40217, Avg : 0.42609
2023-05-13 00:01:14,433 - [INFO] - [Epoch 223]: Training Loss: 0.0015117, Valid MRR: 0.42643,
2023-05-13 00:01:15,055 - [INFO] - [E:224| 0]: Train Loss:0.0014916, Val MRR:0.42643, icews14
2023-05-13 00:02:08,421 - [INFO] - [E:224| 100]: Train Loss:0.0015111, Val MRR:0.42643, icews14
2023-05-13 00:03:01,539 - [INFO] - [E:224| 200]: Train Loss:0.0015116, Val MRR:0.42643, icews14
2023-05-13 00:03:45,073 - [INFO] - [E:224| 300]: Train Loss:0.0015116, Val MRR:0.42643, icews14
2023-05-13 00:04:38,257 - [INFO] - [E:224| 400]: Train Loss:0.0015116, Val MRR:0.42643, icews14
2023-05-13 00:05:31,270 - [INFO] - [E:224| 500]: Train Loss:0.0015114, Val MRR:0.42643, icews14
2023-05-13 00:06:24,368 - [INFO] - [E:224| 600]: Train Loss:0.0015114, Val MRR:0.42643, icews14
2023-05-13 00:07:17,462 - [INFO] - [E:224| 700]: Train Loss:0.0015111, Val MRR:0.42643, icews14
2023-05-13 00:08:10,466 - [INFO] - [E:224| 800]: Train Loss:0.0015115, Val MRR:0.42643, icews14
2023-05-13 00:09:03,531 - [INFO] - [E:224| 900]: Train Loss:0.0015116, Val MRR:0.42643, icews14
2023-05-13 00:09:56,772 - [INFO] - [E:224| 1000]: Train Loss:0.0015117, Val MRR:0.42643, icews14
2023-05-13 00:10:50,043 - [INFO] - [E:224| 1100]: Train Loss:0.0015119, Val MRR:0.42643, icews14
2023-05-13 00:11:39,347 - [INFO] - [E:224| 1200]: Train Loss:0.0015121, Val MRR:0.42643, icews14
2023-05-13 00:12:27,167 - [INFO] - [E:224| 1300]: Train Loss:0.0015118, Val MRR:0.42643, icews14
2023-05-13 00:13:20,337 - [INFO] - [E:224| 1400]: Train Loss:0.0015118, Val MRR:0.42643, icews14
2023-05-13 00:14:12,703 - [INFO] - [E:224| 1500]: Train Loss:0.0015118, Val MRR:0.42643, icews14
2023-05-13 00:15:06,016 - [INFO] - [E:224| 1600]: Train Loss:0.0015118, Val MRR:0.42643, icews14
2023-05-13 00:15:59,334 - [INFO] - [E:224| 1700]: Train Loss:0.0015118, Val MRR:0.42643, icews14
2023-05-13 00:16:52,015 - [INFO] - [E:224| 1800]: Train Loss:0.0015118, Val MRR:0.42643, icews14
2023-05-13 00:17:44,352 - [INFO] - [E:224| 1900]: Train Loss:0.0015119, Val MRR:0.42643, icews14
2023-05-13 00:18:05,945 - [INFO] - [Epoch:224]: Training Loss:0.001512
2023-05-13 00:18:06,102 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 00:18:22,136 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 00:18:25,479 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 00:18:41,910 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 00:18:47,119 - [INFO] - [Evaluating Epoch 224 valid]:
MRR: Tail : 0.44877, Head : 0.40228, Avg : 0.42553
2023-05-13 00:18:47,119 - [INFO] - [Epoch 224]: Training Loss: 0.0015119, Valid MRR: 0.42643,
2023-05-13 00:18:47,840 - [INFO] - [E:225| 0]: Train Loss:0.001509, Val MRR:0.42643, icews14
2023-05-13 00:19:41,145 - [INFO] - [E:225| 100]: Train Loss:0.0015128, Val MRR:0.42643, icews14
2023-05-13 00:20:24,237 - [INFO] - [E:225| 200]: Train Loss:0.0015126, Val MRR:0.42643, icews14
2023-05-13 00:21:17,218 - [INFO] - [E:225| 300]: Train Loss:0.0015118, Val MRR:0.42643, icews14
2023-05-13 00:22:10,025 - [INFO] - [E:225| 400]: Train Loss:0.0015112, Val MRR:0.42643, icews14
2023-05-13 00:23:02,894 - [INFO] - [E:225| 500]: Train Loss:0.0015112, Val MRR:0.42643, icews14
2023-05-13 00:23:56,024 - [INFO] - [E:225| 600]: Train Loss:0.0015111, Val MRR:0.42643, icews14
2023-05-13 00:24:49,102 - [INFO] - [E:225| 700]: Train Loss:0.001511, Val MRR:0.42643, icews14
2023-05-13 00:25:42,673 - [INFO] - [E:225| 800]: Train Loss:0.0015111, Val MRR:0.42643, icews14
2023-05-13 00:26:36,106 - [INFO] - [E:225| 900]: Train Loss:0.001511, Val MRR:0.42643, icews14
2023-05-13 00:27:29,897 - [INFO] - [E:225| 1000]: Train Loss:0.001511, Val MRR:0.42643, icews14
2023-05-13 00:28:21,775 - [INFO] - [E:225| 1100]: Train Loss:0.001511, Val MRR:0.42643, icews14
2023-05-13 00:29:06,049 - [INFO] - [E:225| 1200]: Train Loss:0.0015111, Val MRR:0.42643, icews14
2023-05-13 00:29:59,029 - [INFO] - [E:225| 1300]: Train Loss:0.0015111, Val MRR:0.42643, icews14
2023-05-13 00:30:51,611 - [INFO] - [E:225| 1400]: Train Loss:0.0015111, Val MRR:0.42643, icews14
2023-05-13 00:31:44,718 - [INFO] - [E:225| 1500]: Train Loss:0.0015114, Val MRR:0.42643, icews14
2023-05-13 00:32:38,123 - [INFO] - [E:225| 1600]: Train Loss:0.0015114, Val MRR:0.42643, icews14
2023-05-13 00:33:31,741 - [INFO] - [E:225| 1700]: Train Loss:0.0015115, Val MRR:0.42643, icews14
2023-05-13 00:34:25,522 - [INFO] - [E:225| 1800]: Train Loss:0.0015114, Val MRR:0.42643, icews14
2023-05-13 00:35:19,389 - [INFO] - [E:225| 1900]: Train Loss:0.0015114, Val MRR:0.42643, icews14
2023-05-13 00:35:41,808 - [INFO] - [Epoch:225]: Training Loss:0.001511
2023-05-13 00:35:42,081 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 00:36:00,904 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 00:36:06,332 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 00:36:24,984 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 00:36:30,216 - [INFO] - [Evaluating Epoch 225 valid]:
MRR: Tail : 0.45023, Head : 0.40368, Avg : 0.42695
2023-05-13 00:36:31,981 - [INFO] - [Epoch 225]: Training Loss: 0.0015114, Valid MRR: 0.42695,
2023-05-13 00:36:32,560 - [INFO] - [E:226| 0]: Train Loss:0.0015084, Val MRR:0.42695, icews14
2023-05-13 00:37:15,627 - [INFO] - [E:226| 100]: Train Loss:0.0015118, Val MRR:0.42695, icews14
2023-05-13 00:38:08,608 - [INFO] - [E:226| 200]: Train Loss:0.0015118, Val MRR:0.42695, icews14
2023-05-13 00:39:01,549 - [INFO] - [E:226| 300]: Train Loss:0.0015111, Val MRR:0.42695, icews14
2023-05-13 00:39:54,860 - [INFO] - [E:226| 400]: Train Loss:0.0015109, Val MRR:0.42695, icews14
2023-05-13 00:40:47,886 - [INFO] - [E:226| 500]: Train Loss:0.0015109, Val MRR:0.42695, icews14
2023-05-13 00:41:40,719 - [INFO] - [E:226| 600]: Train Loss:0.001511, Val MRR:0.42695, icews14
2023-05-13 00:42:33,600 - [INFO] - [E:226| 700]: Train Loss:0.0015111, Val MRR:0.42695, icews14
2023-05-13 00:43:26,422 - [INFO] - [E:226| 800]: Train Loss:0.0015112, Val MRR:0.42695, icews14
2023-05-13 00:44:19,238 - [INFO] - [E:226| 900]: Train Loss:0.0015112, Val MRR:0.42695, icews14
2023-05-13 00:45:06,296 - [INFO] - [E:226| 1000]: Train Loss:0.0015112, Val MRR:0.42695, icews14
2023-05-13 00:45:55,937 - [INFO] - [E:226| 1100]: Train Loss:0.0015112, Val MRR:0.42695, icews14
2023-05-13 00:46:48,674 - [INFO] - [E:226| 1200]: Train Loss:0.0015113, Val MRR:0.42695, icews14
2023-05-13 00:47:41,322 - [INFO] - [E:226| 1300]: Train Loss:0.0015114, Val MRR:0.42695, icews14
2023-05-13 00:48:34,114 - [INFO] - [E:226| 1400]: Train Loss:0.0015113, Val MRR:0.42695, icews14
2023-05-13 00:49:27,041 - [INFO] - [E:226| 1500]: Train Loss:0.0015112, Val MRR:0.42695, icews14
2023-05-13 00:50:19,978 - [INFO] - [E:226| 1600]: Train Loss:0.0015112, Val MRR:0.42695, icews14
2023-05-13 00:51:12,496 - [INFO] - [E:226| 1700]: Train Loss:0.0015113, Val MRR:0.42695, icews14
2023-05-13 00:52:04,883 - [INFO] - [E:226| 1800]: Train Loss:0.0015112, Val MRR:0.42695, icews14
2023-05-13 00:52:57,619 - [INFO] - [E:226| 1900]: Train Loss:0.0015112, Val MRR:0.42695, icews14
2023-05-13 00:53:16,200 - [INFO] - [Epoch:226]: Training Loss:0.001511
2023-05-13 00:53:16,311 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 00:53:27,140 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 00:53:32,762 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 00:53:51,505 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 00:53:56,786 - [INFO] - [Evaluating Epoch 226 valid]:
MRR: Tail : 0.44917, Head : 0.40222, Avg : 0.42569
2023-05-13 00:53:56,786 - [INFO] - [Epoch 226]: Training Loss: 0.0015113, Valid MRR: 0.42695,
2023-05-13 00:53:57,276 - [INFO] - [E:227| 0]: Train Loss:0.0015266, Val MRR:0.42695, icews14
2023-05-13 00:54:50,725 - [INFO] - [E:227| 100]: Train Loss:0.0015112, Val MRR:0.42695, icews14
2023-05-13 00:55:43,649 - [INFO] - [E:227| 200]: Train Loss:0.0015101, Val MRR:0.42695, icews14
2023-05-13 00:56:36,469 - [INFO] - [E:227| 300]: Train Loss:0.001511, Val MRR:0.42695, icews14
2023-05-13 00:57:29,784 - [INFO] - [E:227| 400]: Train Loss:0.0015108, Val MRR:0.42695, icews14
2023-05-13 00:58:23,148 - [INFO] - [E:227| 500]: Train Loss:0.0015109, Val MRR:0.42695, icews14
2023-05-13 00:59:16,283 - [INFO] - [E:227| 600]: Train Loss:0.0015111, Val MRR:0.42695, icews14
2023-05-13 01:00:09,652 - [INFO] - [E:227| 700]: Train Loss:0.0015111, Val MRR:0.42695, icews14
2023-05-13 01:01:02,867 - [INFO] - [E:227| 800]: Train Loss:0.0015112, Val MRR:0.42695, icews14
2023-05-13 01:01:46,092 - [INFO] - [E:227| 900]: Train Loss:0.0015111, Val MRR:0.42695, icews14
2023-05-13 01:02:39,289 - [INFO] - [E:227| 1000]: Train Loss:0.0015113, Val MRR:0.42695, icews14
2023-05-13 01:03:32,645 - [INFO] - [E:227| 1100]: Train Loss:0.0015111, Val MRR:0.42695, icews14
2023-05-13 01:04:25,200 - [INFO] - [E:227| 1200]: Train Loss:0.0015109, Val MRR:0.42695, icews14
2023-05-13 01:05:11,945 - [INFO] - [E:227| 1300]: Train Loss:0.001511, Val MRR:0.42695, icews14
2023-05-13 01:06:05,183 - [INFO] - [E:227| 1400]: Train Loss:0.0015111, Val MRR:0.42695, icews14
2023-05-13 01:06:58,857 - [INFO] - [E:227| 1500]: Train Loss:0.0015109, Val MRR:0.42695, icews14
2023-05-13 01:07:52,651 - [INFO] - [E:227| 1600]: Train Loss:0.001511, Val MRR:0.42695, icews14
2023-05-13 01:08:46,005 - [INFO] - [E:227| 1700]: Train Loss:0.0015111, Val MRR:0.42695, icews14
2023-05-13 01:09:39,371 - [INFO] - [E:227| 1800]: Train Loss:0.0015111, Val MRR:0.42695, icews14
2023-05-13 01:10:22,495 - [INFO] - [E:227| 1900]: Train Loss:0.0015112, Val MRR:0.42695, icews14
2023-05-13 01:10:44,719 - [INFO] - [Epoch:227]: Training Loss:0.001511
2023-05-13 01:10:44,974 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 01:11:03,811 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 01:11:09,203 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 01:11:28,090 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 01:11:33,376 - [INFO] - [Evaluating Epoch 227 valid]:
MRR: Tail : 0.44937, Head : 0.39806, Avg : 0.42371
2023-05-13 01:11:33,376 - [INFO] - [Epoch 227]: Training Loss: 0.0015113, Valid MRR: 0.42695,
2023-05-13 01:11:33,872 - [INFO] - [E:228| 0]: Train Loss:0.0014918, Val MRR:0.42695, icews14
2023-05-13 01:12:26,977 - [INFO] - [E:228| 100]: Train Loss:0.0015129, Val MRR:0.42695, icews14
2023-05-13 01:13:20,028 - [INFO] - [E:228| 200]: Train Loss:0.0015127, Val MRR:0.42695, icews14
2023-05-13 01:14:13,472 - [INFO] - [E:228| 300]: Train Loss:0.0015126, Val MRR:0.42695, icews14
2023-05-13 01:15:07,098 - [INFO] - [E:228| 400]: Train Loss:0.0015118, Val MRR:0.42695, icews14
2023-05-13 01:16:00,689 - [INFO] - [E:228| 500]: Train Loss:0.0015119, Val MRR:0.42695, icews14
2023-05-13 01:16:54,377 - [INFO] - [E:228| 600]: Train Loss:0.0015114, Val MRR:0.42695, icews14
2023-05-13 01:17:47,979 - [INFO] - [E:228| 700]: Train Loss:0.0015112, Val MRR:0.42695, icews14
2023-05-13 01:18:33,404 - [INFO] - [E:228| 800]: Train Loss:0.001511, Val MRR:0.42695, icews14
2023-05-13 01:19:24,658 - [INFO] - [E:228| 900]: Train Loss:0.0015112, Val MRR:0.42695, icews14
2023-05-13 01:20:17,921 - [INFO] - [E:228| 1000]: Train Loss:0.0015114, Val MRR:0.42695, icews14
2023-05-13 01:21:11,004 - [INFO] - [E:228| 1100]: Train Loss:0.0015117, Val MRR:0.42695, icews14
2023-05-13 01:22:03,587 - [INFO] - [E:228| 1200]: Train Loss:0.0015116, Val MRR:0.42695, icews14
2023-05-13 01:22:56,717 - [INFO] - [E:228| 1300]: Train Loss:0.0015113, Val MRR:0.42695, icews14
2023-05-13 01:23:49,258 - [INFO] - [E:228| 1400]: Train Loss:0.0015111, Val MRR:0.42695, icews14
2023-05-13 01:24:42,030 - [INFO] - [E:228| 1500]: Train Loss:0.0015112, Val MRR:0.42695, icews14
2023-05-13 01:25:34,635 - [INFO] - [E:228| 1600]: Train Loss:0.0015111, Val MRR:0.42695, icews14
2023-05-13 01:26:27,185 - [INFO] - [E:228| 1700]: Train Loss:0.0015112, Val MRR:0.42695, icews14
2023-05-13 01:27:10,892 - [INFO] - [E:228| 1800]: Train Loss:0.0015113, Val MRR:0.42695, icews14
2023-05-13 01:28:03,703 - [INFO] - [E:228| 1900]: Train Loss:0.0015112, Val MRR:0.42695, icews14
2023-05-13 01:28:25,506 - [INFO] - [Epoch:228]: Training Loss:0.001511
2023-05-13 01:28:25,660 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 01:28:44,446 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 01:28:49,985 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 01:29:08,963 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 01:29:14,122 - [INFO] - [Evaluating Epoch 228 valid]:
MRR: Tail : 0.44567, Head : 0.39678, Avg : 0.42122
2023-05-13 01:29:14,122 - [INFO] - [Epoch 228]: Training Loss: 0.0015112, Valid MRR: 0.42695,
2023-05-13 01:29:14,660 - [INFO] - [E:229| 0]: Train Loss:0.0014933, Val MRR:0.42695, icews14
2023-05-13 01:30:07,860 - [INFO] - [E:229| 100]: Train Loss:0.0015126, Val MRR:0.42695, icews14
2023-05-13 01:31:01,009 - [INFO] - [E:229| 200]: Train Loss:0.0015097, Val MRR:0.42695, icews14
2023-05-13 01:31:53,999 - [INFO] - [E:229| 300]: Train Loss:0.0015105, Val MRR:0.42695, icews14
2023-05-13 01:32:46,642 - [INFO] - [E:229| 400]: Train Loss:0.0015102, Val MRR:0.42695, icews14
2023-05-13 01:33:39,914 - [INFO] - [E:229| 500]: Train Loss:0.0015106, Val MRR:0.42695, icews14
2023-05-13 01:34:33,213 - [INFO] - [E:229| 600]: Train Loss:0.0015111, Val MRR:0.42695, icews14
2023-05-13 01:35:16,441 - [INFO] - [E:229| 700]: Train Loss:0.0015112, Val MRR:0.42695, icews14
2023-05-13 01:36:09,426 - [INFO] - [E:229| 800]: Train Loss:0.001511, Val MRR:0.42695, icews14
2023-05-13 01:37:02,311 - [INFO] - [E:229| 900]: Train Loss:0.0015111, Val MRR:0.42695, icews14
2023-05-13 01:37:55,095 - [INFO] - [E:229| 1000]: Train Loss:0.0015113, Val MRR:0.42695, icews14
2023-05-13 01:38:47,468 - [INFO] - [E:229| 1100]: Train Loss:0.0015113, Val MRR:0.42695, icews14
2023-05-13 01:39:40,291 - [INFO] - [E:229| 1200]: Train Loss:0.0015113, Val MRR:0.42695, icews14
2023-05-13 01:40:33,180 - [INFO] - [E:229| 1300]: Train Loss:0.0015113, Val MRR:0.42695, icews14
2023-05-13 01:41:26,032 - [INFO] - [E:229| 1400]: Train Loss:0.0015113, Val MRR:0.42695, icews14
2023-05-13 01:42:18,923 - [INFO] - [E:229| 1500]: Train Loss:0.0015112, Val MRR:0.42695, icews14
2023-05-13 01:43:10,997 - [INFO] - [E:229| 1600]: Train Loss:0.0015111, Val MRR:0.42695, icews14
2023-05-13 01:43:55,806 - [INFO] - [E:229| 1700]: Train Loss:0.0015112, Val MRR:0.42695, icews14
2023-05-13 01:44:48,827 - [INFO] - [E:229| 1800]: Train Loss:0.0015112, Val MRR:0.42695, icews14
2023-05-13 01:45:41,757 - [INFO] - [E:229| 1900]: Train Loss:0.0015112, Val MRR:0.42695, icews14
2023-05-13 01:46:03,899 - [INFO] - [Epoch:229]: Training Loss:0.001511
2023-05-13 01:46:04,031 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 01:46:22,776 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 01:46:28,214 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 01:46:47,192 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 01:46:52,345 - [INFO] - [Evaluating Epoch 229 valid]:
MRR: Tail : 0.45004, Head : 0.40265, Avg : 0.42634
MR: Tail : 671.97, Head : 791.44, Avg : 731.7
Hit-1: Tail : 0.364, Head : 0.31921, Avg : 0.34161
Hit-3: Tail : 0.49666, Head : 0.44484, Avg : 0.47075
Hit-10: Tail : 0.60954, Head : 0.56111, Avg : 0.58533
2023-05-13 01:46:52,345 - [INFO] - [Epoch 229]: Training Loss: 0.0015112, Valid MRR: 0.42695,
2023-05-13 01:46:52,850 - [INFO] - [E:230| 0]: Train Loss:0.0015033, Val MRR:0.42695, icews14
2023-05-13 01:47:46,299 - [INFO] - [E:230| 100]: Train Loss:0.0015119, Val MRR:0.42695, icews14
2023-05-13 01:48:39,633 - [INFO] - [E:230| 200]: Train Loss:0.001511, Val MRR:0.42695, icews14
2023-05-13 01:49:32,845 - [INFO] - [E:230| 300]: Train Loss:0.0015118, Val MRR:0.42695, icews14
2023-05-13 01:50:25,016 - [INFO] - [E:230| 400]: Train Loss:0.0015116, Val MRR:0.42695, icews14
2023-05-13 01:51:13,199 - [INFO] - [E:230| 500]: Train Loss:0.0015114, Val MRR:0.42695, icews14
2023-05-13 01:51:56,453 - [INFO] - [E:230| 600]: Train Loss:0.0015116, Val MRR:0.42695, icews14
2023-05-13 01:52:50,336 - [INFO] - [E:230| 700]: Train Loss:0.0015115, Val MRR:0.42695, icews14
2023-05-13 01:53:44,109 - [INFO] - [E:230| 800]: Train Loss:0.0015112, Val MRR:0.42695, icews14
2023-05-13 01:54:37,179 - [INFO] - [E:230| 900]: Train Loss:0.001511, Val MRR:0.42695, icews14
2023-05-13 01:55:29,730 - [INFO] - [E:230| 1000]: Train Loss:0.001511, Val MRR:0.42695, icews14
2023-05-13 01:56:22,414 - [INFO] - [E:230| 1100]: Train Loss:0.0015108, Val MRR:0.42695, icews14
2023-05-13 01:57:15,236 - [INFO] - [E:230| 1200]: Train Loss:0.0015109, Val MRR:0.42695, icews14
2023-05-13 01:58:08,809 - [INFO] - [E:230| 1300]: Train Loss:0.0015108, Val MRR:0.42695, icews14
2023-05-13 01:59:01,624 - [INFO] - [E:230| 1400]: Train Loss:0.0015109, Val MRR:0.42695, icews14
2023-05-13 01:59:53,926 - [INFO] - [E:230| 1500]: Train Loss:0.0015109, Val MRR:0.42695, icews14
2023-05-13 02:00:36,769 - [INFO] - [E:230| 1600]: Train Loss:0.001511, Val MRR:0.42695, icews14
2023-05-13 02:01:30,725 - [INFO] - [E:230| 1700]: Train Loss:0.001511, Val MRR:0.42695, icews14
2023-05-13 02:02:24,458 - [INFO] - [E:230| 1800]: Train Loss:0.0015111, Val MRR:0.42695, icews14
2023-05-13 02:03:17,729 - [INFO] - [E:230| 1900]: Train Loss:0.0015111, Val MRR:0.42695, icews14
2023-05-13 02:03:39,801 - [INFO] - [Epoch:230]: Training Loss:0.001511
2023-05-13 02:03:39,960 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 02:03:58,676 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 02:04:04,121 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 02:04:22,999 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 02:04:28,252 - [INFO] - [Evaluating Epoch 230 valid]:
MRR: Tail : 0.4456, Head : 0.39424, Avg : 0.41992
2023-05-13 02:04:28,252 - [INFO] - [Epoch 230]: Training Loss: 0.0015111, Valid MRR: 0.42695,
2023-05-13 02:04:28,757 - [INFO] - [E:231| 0]: Train Loss:0.001505, Val MRR:0.42695, icews14
2023-05-13 02:05:22,221 - [INFO] - [E:231| 100]: Train Loss:0.0015088, Val MRR:0.42695, icews14
2023-05-13 02:06:15,005 - [INFO] - [E:231| 200]: Train Loss:0.0015099, Val MRR:0.42695, icews14
2023-05-13 02:07:07,881 - [INFO] - [E:231| 300]: Train Loss:0.0015108, Val MRR:0.42695, icews14
2023-05-13 02:08:00,861 - [INFO] - [E:231| 400]: Train Loss:0.001511, Val MRR:0.42695, icews14
2023-05-13 02:08:44,008 - [INFO] - [E:231| 500]: Train Loss:0.0015106, Val MRR:0.42695, icews14
2023-05-13 02:09:37,666 - [INFO] - [E:231| 600]: Train Loss:0.0015105, Val MRR:0.42695, icews14
2023-05-13 02:10:31,851 - [INFO] - [E:231| 700]: Train Loss:0.0015105, Val MRR:0.42695, icews14
2023-05-13 02:11:25,910 - [INFO] - [E:231| 800]: Train Loss:0.0015108, Val MRR:0.42695, icews14
2023-05-13 02:12:19,170 - [INFO] - [E:231| 900]: Train Loss:0.0015107, Val MRR:0.42695, icews14
2023-05-13 02:13:12,210 - [INFO] - [E:231| 1000]: Train Loss:0.0015106, Val MRR:0.42695, icews14
2023-05-13 02:14:05,338 - [INFO] - [E:231| 1100]: Train Loss:0.0015108, Val MRR:0.42695, icews14
2023-05-13 02:14:58,203 - [INFO] - [E:231| 1200]: Train Loss:0.0015107, Val MRR:0.42695, icews14
2023-05-13 02:15:51,293 - [INFO] - [E:231| 1300]: Train Loss:0.0015105, Val MRR:0.42695, icews14
2023-05-13 02:16:41,183 - [INFO] - [E:231| 1400]: Train Loss:0.0015104, Val MRR:0.42695, icews14
2023-05-13 02:17:28,255 - [INFO] - [E:231| 1500]: Train Loss:0.0015105, Val MRR:0.42695, icews14
2023-05-13 02:18:21,260 - [INFO] - [E:231| 1600]: Train Loss:0.0015106, Val MRR:0.42695, icews14
2023-05-13 02:19:14,449 - [INFO] - [E:231| 1700]: Train Loss:0.0015107, Val MRR:0.42695, icews14
2023-05-13 02:20:07,815 - [INFO] - [E:231| 1800]: Train Loss:0.0015109, Val MRR:0.42695, icews14
2023-05-13 02:21:00,868 - [INFO] - [E:231| 1900]: Train Loss:0.0015111, Val MRR:0.42695, icews14
2023-05-13 02:21:22,979 - [INFO] - [Epoch:231]: Training Loss:0.001511
2023-05-13 02:21:23,120 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 02:21:42,113 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 02:21:47,597 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 02:22:06,343 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 02:22:11,586 - [INFO] - [Evaluating Epoch 231 valid]:
MRR: Tail : 0.44471, Head : 0.39935, Avg : 0.42203
2023-05-13 02:22:11,586 - [INFO] - [Epoch 231]: Training Loss: 0.001511, Valid MRR: 0.42695,
2023-05-13 02:22:11,990 - [INFO] - [E:232| 0]: Train Loss:0.0015265, Val MRR:0.42695, icews14
2023-05-13 02:23:05,345 - [INFO] - [E:232| 100]: Train Loss:0.0015104, Val MRR:0.42695, icews14
2023-05-13 02:23:58,623 - [INFO] - [E:232| 200]: Train Loss:0.0015113, Val MRR:0.42695, icews14
2023-05-13 02:24:52,043 - [INFO] - [E:232| 300]: Train Loss:0.0015105, Val MRR:0.42695, icews14
2023-05-13 02:25:35,668 - [INFO] - [E:232| 400]: Train Loss:0.0015107, Val MRR:0.42695, icews14
2023-05-13 02:26:29,139 - [INFO] - [E:232| 500]: Train Loss:0.0015108, Val MRR:0.42695, icews14
2023-05-13 02:27:22,261 - [INFO] - [E:232| 600]: Train Loss:0.0015103, Val MRR:0.42695, icews14
2023-05-13 02:28:14,686 - [INFO] - [E:232| 700]: Train Loss:0.0015106, Val MRR:0.42695, icews14
2023-05-13 02:29:07,817 - [INFO] - [E:232| 800]: Train Loss:0.0015105, Val MRR:0.42695, icews14
2023-05-13 02:30:00,637 - [INFO] - [E:232| 900]: Train Loss:0.0015105, Val MRR:0.42695, icews14
2023-05-13 02:30:54,146 - [INFO] - [E:232| 1000]: Train Loss:0.0015103, Val MRR:0.42695, icews14
2023-05-13 02:31:47,071 - [INFO] - [E:232| 1100]: Train Loss:0.0015105, Val MRR:0.42695, icews14
2023-05-13 02:32:39,730 - [INFO] - [E:232| 1200]: Train Loss:0.0015105, Val MRR:0.42695, icews14
2023-05-13 02:33:25,435 - [INFO] - [E:232| 1300]: Train Loss:0.0015105, Val MRR:0.42695, icews14
2023-05-13 02:34:15,564 - [INFO] - [E:232| 1400]: Train Loss:0.0015105, Val MRR:0.42695, icews14
2023-05-13 02:35:08,406 - [INFO] - [E:232| 1500]: Train Loss:0.0015107, Val MRR:0.42695, icews14
2023-05-13 02:36:01,280 - [INFO] - [E:232| 1600]: Train Loss:0.0015107, Val MRR:0.42695, icews14
2023-05-13 02:36:49,624 - [INFO] - [E:232| 1700]: Train Loss:0.0015107, Val MRR:0.42695, icews14
2023-05-13 02:37:43,115 - [INFO] - [E:232| 1800]: Train Loss:0.0015108, Val MRR:0.42695, icews14
2023-05-13 02:38:36,278 - [INFO] - [E:232| 1900]: Train Loss:0.0015108, Val MRR:0.42695, icews14
2023-05-13 02:38:58,636 - [INFO] - [Epoch:232]: Training Loss:0.001511
2023-05-13 02:38:58,909 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 02:39:17,735 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 02:39:23,138 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 02:39:41,962 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 02:39:47,215 - [INFO] - [Evaluating Epoch 232 valid]:
MRR: Tail : 0.44536, Head : 0.39967, Avg : 0.42252
2023-05-13 02:39:47,216 - [INFO] - [Epoch 232]: Training Loss: 0.0015108, Valid MRR: 0.42695,
2023-05-13 02:39:47,695 - [INFO] - [E:233| 0]: Train Loss:0.0015048, Val MRR:0.42695, icews14
2023-05-13 02:40:41,261 - [INFO] - [E:233| 100]: Train Loss:0.0015081, Val MRR:0.42695, icews14
2023-05-13 02:41:34,309 - [INFO] - [E:233| 200]: Train Loss:0.0015102, Val MRR:0.42695, icews14
2023-05-13 02:42:17,739 - [INFO] - [E:233| 300]: Train Loss:0.0015103, Val MRR:0.42695, icews14
2023-05-13 02:43:10,898 - [INFO] - [E:233| 400]: Train Loss:0.0015101, Val MRR:0.42695, icews14
2023-05-13 02:44:04,259 - [INFO] - [E:233| 500]: Train Loss:0.0015101, Val MRR:0.42695, icews14
2023-05-13 02:44:57,657 - [INFO] - [E:233| 600]: Train Loss:0.00151, Val MRR:0.42695, icews14
2023-05-13 02:45:50,515 - [INFO] - [E:233| 700]: Train Loss:0.0015099, Val MRR:0.42695, icews14
2023-05-13 02:46:42,923 - [INFO] - [E:233| 800]: Train Loss:0.0015101, Val MRR:0.42695, icews14
2023-05-13 02:47:35,963 - [INFO] - [E:233| 900]: Train Loss:0.0015101, Val MRR:0.42695, icews14
2023-05-13 02:48:29,496 - [INFO] - [E:233| 1000]: Train Loss:0.0015102, Val MRR:0.42695, icews14
2023-05-13 02:49:22,845 - [INFO] - [E:233| 1100]: Train Loss:0.0015104, Val MRR:0.42695, icews14
2023-05-13 02:50:08,963 - [INFO] - [E:233| 1200]: Train Loss:0.0015104, Val MRR:0.42695, icews14
2023-05-13 02:50:58,407 - [INFO] - [E:233| 1300]: Train Loss:0.0015104, Val MRR:0.42695, icews14
2023-05-13 02:51:51,267 - [INFO] - [E:233| 1400]: Train Loss:0.0015103, Val MRR:0.42695, icews14
2023-05-13 02:52:44,568 - [INFO] - [E:233| 1500]: Train Loss:0.0015104, Val MRR:0.42695, icews14
2023-05-13 02:53:38,041 - [INFO] - [E:233| 1600]: Train Loss:0.0015104, Val MRR:0.42695, icews14
2023-05-13 02:54:31,907 - [INFO] - [E:233| 1700]: Train Loss:0.0015105, Val MRR:0.42695, icews14
2023-05-13 02:55:25,283 - [INFO] - [E:233| 1800]: Train Loss:0.0015104, Val MRR:0.42695, icews14
2023-05-13 02:56:18,599 - [INFO] - [E:233| 1900]: Train Loss:0.0015104, Val MRR:0.42695, icews14
2023-05-13 02:56:40,558 - [INFO] - [Epoch:233]: Training Loss:0.00151
2023-05-13 02:56:40,711 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 02:56:59,522 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 02:57:04,957 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 02:57:23,973 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 02:57:29,154 - [INFO] - [Evaluating Epoch 233 valid]:
MRR: Tail : 0.45064, Head : 0.4029, Avg : 0.42677
2023-05-13 02:57:29,154 - [INFO] - [Epoch 233]: Training Loss: 0.0015105, Valid MRR: 0.42695,
2023-05-13 02:57:29,759 - [INFO] - [E:234| 0]: Train Loss:0.0015096, Val MRR:0.42695, icews14
2023-05-13 02:58:20,930 - [INFO] - [E:234| 100]: Train Loss:0.0015103, Val MRR:0.42695, icews14
2023-05-13 02:59:05,845 - [INFO] - [E:234| 200]: Train Loss:0.0015105, Val MRR:0.42695, icews14
2023-05-13 02:59:59,952 - [INFO] - [E:234| 300]: Train Loss:0.0015101, Val MRR:0.42695, icews14
2023-05-13 03:00:54,118 - [INFO] - [E:234| 400]: Train Loss:0.00151, Val MRR:0.42695, icews14
2023-05-13 03:01:48,192 - [INFO] - [E:234| 500]: Train Loss:0.0015097, Val MRR:0.42695, icews14
2023-05-13 03:02:42,032 - [INFO] - [E:234| 600]: Train Loss:0.0015096, Val MRR:0.42695, icews14
2023-05-13 03:03:35,033 - [INFO] - [E:234| 700]: Train Loss:0.0015096, Val MRR:0.42695, icews14
2023-05-13 03:04:28,398 - [INFO] - [E:234| 800]: Train Loss:0.0015096, Val MRR:0.42695, icews14
2023-05-13 03:05:21,305 - [INFO] - [E:234| 900]: Train Loss:0.0015097, Val MRR:0.42695, icews14
2023-05-13 03:06:14,469 - [INFO] - [E:234| 1000]: Train Loss:0.0015098, Val MRR:0.42695, icews14
2023-05-13 03:06:57,472 - [INFO] - [E:234| 1100]: Train Loss:0.0015098, Val MRR:0.42695, icews14
2023-05-13 03:07:49,842 - [INFO] - [E:234| 1200]: Train Loss:0.0015098, Val MRR:0.42695, icews14
2023-05-13 03:08:42,553 - [INFO] - [E:234| 1300]: Train Loss:0.00151, Val MRR:0.42695, icews14
2023-05-13 03:09:35,812 - [INFO] - [E:234| 1400]: Train Loss:0.0015101, Val MRR:0.42695, icews14
2023-05-13 03:10:29,668 - [INFO] - [E:234| 1500]: Train Loss:0.00151, Val MRR:0.42695, icews14
2023-05-13 03:11:23,448 - [INFO] - [E:234| 1600]: Train Loss:0.0015102, Val MRR:0.42695, icews14
2023-05-13 03:12:16,712 - [INFO] - [E:234| 1700]: Train Loss:0.0015104, Val MRR:0.42695, icews14
2023-05-13 03:13:09,811 - [INFO] - [E:234| 1800]: Train Loss:0.0015105, Val MRR:0.42695, icews14
2023-05-13 03:14:02,812 - [INFO] - [E:234| 1900]: Train Loss:0.0015105, Val MRR:0.42695, icews14
2023-05-13 03:14:24,643 - [INFO] - [Epoch:234]: Training Loss:0.001511
2023-05-13 03:14:24,798 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 03:14:43,824 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 03:14:49,369 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 03:15:04,138 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 03:15:07,155 - [INFO] - [Evaluating Epoch 234 valid]:
MRR: Tail : 0.44611, Head : 0.39921, Avg : 0.42266
2023-05-13 03:15:07,155 - [INFO] - [Epoch 234]: Training Loss: 0.0015105, Valid MRR: 0.42695,
2023-05-13 03:15:07,498 - [INFO] - [E:235| 0]: Train Loss:0.0015409, Val MRR:0.42695, icews14
2023-05-13 03:15:56,064 - [INFO] - [E:235| 100]: Train Loss:0.0015108, Val MRR:0.42695, icews14
2023-05-13 03:16:49,367 - [INFO] - [E:235| 200]: Train Loss:0.0015105, Val MRR:0.42695, icews14
2023-05-13 03:17:42,425 - [INFO] - [E:235| 300]: Train Loss:0.0015101, Val MRR:0.42695, icews14
2023-05-13 03:18:35,766 - [INFO] - [E:235| 400]: Train Loss:0.0015096, Val MRR:0.42695, icews14
2023-05-13 03:19:28,737 - [INFO] - [E:235| 500]: Train Loss:0.0015098, Val MRR:0.42695, icews14
2023-05-13 03:20:21,325 - [INFO] - [E:235| 600]: Train Loss:0.0015093, Val MRR:0.42695, icews14
2023-05-13 03:21:14,427 - [INFO] - [E:235| 700]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 03:22:07,739 - [INFO] - [E:235| 800]: Train Loss:0.0015096, Val MRR:0.42695, icews14
2023-05-13 03:22:55,636 - [INFO] - [E:235| 900]: Train Loss:0.0015098, Val MRR:0.42695, icews14
2023-05-13 03:23:40,410 - [INFO] - [E:235| 1000]: Train Loss:0.00151, Val MRR:0.42695, icews14
2023-05-13 03:24:32,118 - [INFO] - [E:235| 1100]: Train Loss:0.0015101, Val MRR:0.42695, icews14
2023-05-13 03:25:25,488 - [INFO] - [E:235| 1200]: Train Loss:0.0015101, Val MRR:0.42695, icews14
2023-05-13 03:26:18,278 - [INFO] - [E:235| 1300]: Train Loss:0.0015102, Val MRR:0.42695, icews14
2023-05-13 03:27:11,380 - [INFO] - [E:235| 1400]: Train Loss:0.0015103, Val MRR:0.42695, icews14
2023-05-13 03:28:04,154 - [INFO] - [E:235| 1500]: Train Loss:0.0015103, Val MRR:0.42695, icews14
2023-05-13 03:28:57,072 - [INFO] - [E:235| 1600]: Train Loss:0.0015103, Val MRR:0.42695, icews14
2023-05-13 03:29:49,949 - [INFO] - [E:235| 1700]: Train Loss:0.0015103, Val MRR:0.42695, icews14
2023-05-13 03:30:42,865 - [INFO] - [E:235| 1800]: Train Loss:0.0015105, Val MRR:0.42695, icews14
2023-05-13 03:31:36,120 - [INFO] - [E:235| 1900]: Train Loss:0.0015104, Val MRR:0.42695, icews14
2023-05-13 03:31:53,204 - [INFO] - [Epoch:235]: Training Loss:0.00151
2023-05-13 03:31:53,315 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 03:32:06,001 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 03:32:10,890 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 03:32:29,649 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 03:32:34,804 - [INFO] - [Evaluating Epoch 235 valid]:
MRR: Tail : 0.44762, Head : 0.40047, Avg : 0.42405
2023-05-13 03:32:34,804 - [INFO] - [Epoch 235]: Training Loss: 0.0015105, Valid MRR: 0.42695,
2023-05-13 03:32:35,395 - [INFO] - [E:236| 0]: Train Loss:0.0015086, Val MRR:0.42695, icews14
2023-05-13 03:33:28,450 - [INFO] - [E:236| 100]: Train Loss:0.0015091, Val MRR:0.42695, icews14
2023-05-13 03:34:21,838 - [INFO] - [E:236| 200]: Train Loss:0.0015099, Val MRR:0.42695, icews14
2023-05-13 03:35:14,916 - [INFO] - [E:236| 300]: Train Loss:0.0015097, Val MRR:0.42695, icews14
2023-05-13 03:36:08,645 - [INFO] - [E:236| 400]: Train Loss:0.0015096, Val MRR:0.42695, icews14
2023-05-13 03:37:01,215 - [INFO] - [E:236| 500]: Train Loss:0.0015096, Val MRR:0.42695, icews14
2023-05-13 03:37:54,070 - [INFO] - [E:236| 600]: Train Loss:0.00151, Val MRR:0.42695, icews14
2023-05-13 03:38:47,921 - [INFO] - [E:236| 700]: Train Loss:0.0015098, Val MRR:0.42695, icews14
2023-05-13 03:39:41,578 - [INFO] - [E:236| 800]: Train Loss:0.0015098, Val MRR:0.42695, icews14
2023-05-13 03:40:24,298 - [INFO] - [E:236| 900]: Train Loss:0.0015099, Val MRR:0.42695, icews14
2023-05-13 03:41:16,741 - [INFO] - [E:236| 1000]: Train Loss:0.0015098, Val MRR:0.42695, icews14
2023-05-13 03:42:08,743 - [INFO] - [E:236| 1100]: Train Loss:0.0015099, Val MRR:0.42695, icews14
2023-05-13 03:43:01,624 - [INFO] - [E:236| 1200]: Train Loss:0.00151, Val MRR:0.42695, icews14
2023-05-13 03:43:54,861 - [INFO] - [E:236| 1300]: Train Loss:0.0015101, Val MRR:0.42695, icews14
2023-05-13 03:44:47,893 - [INFO] - [E:236| 1400]: Train Loss:0.0015102, Val MRR:0.42695, icews14
2023-05-13 03:45:41,054 - [INFO] - [E:236| 1500]: Train Loss:0.0015104, Val MRR:0.42695, icews14
2023-05-13 03:46:34,376 - [INFO] - [E:236| 1600]: Train Loss:0.0015103, Val MRR:0.42695, icews14
2023-05-13 03:47:27,443 - [INFO] - [E:236| 1700]: Train Loss:0.0015104, Val MRR:0.42695, icews14
2023-05-13 03:48:20,324 - [INFO] - [E:236| 1800]: Train Loss:0.0015104, Val MRR:0.42695, icews14
2023-05-13 03:49:03,637 - [INFO] - [E:236| 1900]: Train Loss:0.0015105, Val MRR:0.42695, icews14
2023-05-13 03:49:25,644 - [INFO] - [Epoch:236]: Training Loss:0.001511
2023-05-13 03:49:25,798 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 03:49:44,677 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 03:49:50,154 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 03:50:09,159 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 03:50:14,358 - [INFO] - [Evaluating Epoch 236 valid]:
MRR: Tail : 0.4503, Head : 0.40027, Avg : 0.42528
2023-05-13 03:50:14,358 - [INFO] - [Epoch 236]: Training Loss: 0.0015105, Valid MRR: 0.42695,
2023-05-13 03:50:15,087 - [INFO] - [E:237| 0]: Train Loss:0.0015234, Val MRR:0.42695, icews14
2023-05-13 03:51:07,768 - [INFO] - [E:237| 100]: Train Loss:0.0015091, Val MRR:0.42695, icews14
2023-05-13 03:52:01,096 - [INFO] - [E:237| 200]: Train Loss:0.0015086, Val MRR:0.42695, icews14
2023-05-13 03:52:54,338 - [INFO] - [E:237| 300]: Train Loss:0.0015091, Val MRR:0.42695, icews14
2023-05-13 03:54:05,852 - [INFO] - [E:237| 400]: Train Loss:0.0015103, Val MRR:0.42695, icews14
2023-05-13 03:55:06,984 - [INFO] - [E:237| 500]: Train Loss:0.0015102, Val MRR:0.42695, icews14
2023-05-13 03:56:00,543 - [INFO] - [E:237| 600]: Train Loss:0.0015102, Val MRR:0.42695, icews14
2023-05-13 03:56:54,144 - [INFO] - [E:237| 700]: Train Loss:0.0015103, Val MRR:0.42695, icews14
2023-05-13 03:57:37,877 - [INFO] - [E:237| 800]: Train Loss:0.0015104, Val MRR:0.42695, icews14
2023-05-13 03:58:31,097 - [INFO] - [E:237| 900]: Train Loss:0.0015106, Val MRR:0.42695, icews14
2023-05-13 03:59:24,181 - [INFO] - [E:237| 1000]: Train Loss:0.0015103, Val MRR:0.42695, icews14
2023-05-13 04:00:17,149 - [INFO] - [E:237| 1100]: Train Loss:0.0015103, Val MRR:0.42695, icews14
2023-05-13 04:01:11,363 - [INFO] - [E:237| 1200]: Train Loss:0.0015103, Val MRR:0.42695, icews14
2023-05-13 04:02:04,347 - [INFO] - [E:237| 1300]: Train Loss:0.0015103, Val MRR:0.42695, icews14
2023-05-13 04:02:57,415 - [INFO] - [E:237| 1400]: Train Loss:0.0015103, Val MRR:0.42695, icews14
2023-05-13 04:03:50,412 - [INFO] - [E:237| 1500]: Train Loss:0.0015105, Val MRR:0.42695, icews14
2023-05-13 04:04:43,643 - [INFO] - [E:237| 1600]: Train Loss:0.0015105, Val MRR:0.42695, icews14
2023-05-13 04:05:37,092 - [INFO] - [E:237| 1700]: Train Loss:0.0015105, Val MRR:0.42695, icews14
2023-05-13 04:06:20,438 - [INFO] - [E:237| 1800]: Train Loss:0.0015104, Val MRR:0.42695, icews14
2023-05-13 04:07:13,591 - [INFO] - [E:237| 1900]: Train Loss:0.0015104, Val MRR:0.42695, icews14
2023-05-13 04:07:35,701 - [INFO] - [Epoch:237]: Training Loss:0.00151
2023-05-13 04:07:35,963 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 04:07:54,819 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 04:08:00,227 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 04:08:19,148 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 04:08:24,439 - [INFO] - [Evaluating Epoch 237 valid]:
MRR: Tail : 0.4475, Head : 0.39888, Avg : 0.42319
2023-05-13 04:08:24,439 - [INFO] - [Epoch 237]: Training Loss: 0.0015104, Valid MRR: 0.42695,
2023-05-13 04:08:24,940 - [INFO] - [E:238| 0]: Train Loss:0.0014977, Val MRR:0.42695, icews14
2023-05-13 04:09:18,358 - [INFO] - [E:238| 100]: Train Loss:0.0015107, Val MRR:0.42695, icews14
2023-05-13 04:10:04,528 - [INFO] - [E:238| 200]: Train Loss:0.001509, Val MRR:0.42695, icews14
2023-05-13 04:10:57,316 - [INFO] - [E:238| 300]: Train Loss:0.0015099, Val MRR:0.42695, icews14
2023-05-13 04:11:50,439 - [INFO] - [E:238| 400]: Train Loss:0.00151, Val MRR:0.42695, icews14
2023-05-13 04:12:43,858 - [INFO] - [E:238| 500]: Train Loss:0.0015103, Val MRR:0.42695, icews14
2023-05-13 04:13:37,373 - [INFO] - [E:238| 600]: Train Loss:0.0015102, Val MRR:0.42695, icews14
2023-05-13 04:14:22,368 - [INFO] - [E:238| 700]: Train Loss:0.0015099, Val MRR:0.42695, icews14
2023-05-13 04:15:13,029 - [INFO] - [E:238| 800]: Train Loss:0.00151, Val MRR:0.42695, icews14
2023-05-13 04:16:05,430 - [INFO] - [E:238| 900]: Train Loss:0.00151, Val MRR:0.42695, icews14
2023-05-13 04:16:58,529 - [INFO] - [E:238| 1000]: Train Loss:0.0015099, Val MRR:0.42695, icews14
2023-05-13 04:17:52,147 - [INFO] - [E:238| 1100]: Train Loss:0.0015099, Val MRR:0.42695, icews14
2023-05-13 04:18:45,769 - [INFO] - [E:238| 1200]: Train Loss:0.0015099, Val MRR:0.42695, icews14
2023-05-13 04:19:39,075 - [INFO] - [E:238| 1300]: Train Loss:0.0015098, Val MRR:0.42695, icews14
2023-05-13 04:20:32,755 - [INFO] - [E:238| 1400]: Train Loss:0.0015099, Val MRR:0.42695, icews14
2023-05-13 04:21:26,217 - [INFO] - [E:238| 1500]: Train Loss:0.0015101, Val MRR:0.42695, icews14
2023-05-13 04:22:19,267 - [INFO] - [E:238| 1600]: Train Loss:0.0015101, Val MRR:0.42695, icews14
2023-05-13 04:23:02,885 - [INFO] - [E:238| 1700]: Train Loss:0.0015101, Val MRR:0.42695, icews14
2023-05-13 04:23:55,913 - [INFO] - [E:238| 1800]: Train Loss:0.0015101, Val MRR:0.42695, icews14
2023-05-13 04:24:49,065 - [INFO] - [E:238| 1900]: Train Loss:0.0015101, Val MRR:0.42695, icews14
2023-05-13 04:25:11,231 - [INFO] - [Epoch:238]: Training Loss:0.00151
2023-05-13 04:25:11,363 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 04:25:30,231 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 04:25:35,680 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 04:25:54,703 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 04:26:00,024 - [INFO] - [Evaluating Epoch 238 valid]:
MRR: Tail : 0.44577, Head : 0.39773, Avg : 0.42175
2023-05-13 04:26:00,024 - [INFO] - [Epoch 238]: Training Loss: 0.0015101, Valid MRR: 0.42695,
2023-05-13 04:26:00,724 - [INFO] - [E:239| 0]: Train Loss:0.0015036, Val MRR:0.42695, icews14
2023-05-13 04:26:54,586 - [INFO] - [E:239| 100]: Train Loss:0.0015095, Val MRR:0.42695, icews14
2023-05-13 04:27:47,162 - [INFO] - [E:239| 200]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 04:28:39,779 - [INFO] - [E:239| 300]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 04:29:33,367 - [INFO] - [E:239| 400]: Train Loss:0.0015093, Val MRR:0.42695, icews14
2023-05-13 04:30:26,798 - [INFO] - [E:239| 500]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 04:31:10,400 - [INFO] - [E:239| 600]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 04:32:04,075 - [INFO] - [E:239| 700]: Train Loss:0.0015095, Val MRR:0.42695, icews14
2023-05-13 04:32:57,712 - [INFO] - [E:239| 800]: Train Loss:0.0015097, Val MRR:0.42695, icews14
2023-05-13 04:33:51,661 - [INFO] - [E:239| 900]: Train Loss:0.0015098, Val MRR:0.42695, icews14
2023-05-13 04:34:45,380 - [INFO] - [E:239| 1000]: Train Loss:0.0015097, Val MRR:0.42695, icews14
2023-05-13 04:35:39,006 - [INFO] - [E:239| 1100]: Train Loss:0.0015096, Val MRR:0.42695, icews14
2023-05-13 04:36:32,962 - [INFO] - [E:239| 1200]: Train Loss:0.0015096, Val MRR:0.42695, icews14
2023-05-13 04:37:26,791 - [INFO] - [E:239| 1300]: Train Loss:0.0015095, Val MRR:0.42695, icews14
2023-05-13 04:38:19,697 - [INFO] - [E:239| 1400]: Train Loss:0.0015097, Val MRR:0.42695, icews14
2023-05-13 04:39:11,722 - [INFO] - [E:239| 1500]: Train Loss:0.0015097, Val MRR:0.42695, icews14
2023-05-13 04:39:56,124 - [INFO] - [E:239| 1600]: Train Loss:0.0015097, Val MRR:0.42695, icews14
2023-05-13 04:40:49,595 - [INFO] - [E:239| 1700]: Train Loss:0.0015097, Val MRR:0.42695, icews14
2023-05-13 04:41:43,208 - [INFO] - [E:239| 1800]: Train Loss:0.0015098, Val MRR:0.42695, icews14
2023-05-13 04:42:36,540 - [INFO] - [E:239| 1900]: Train Loss:0.0015099, Val MRR:0.42695, icews14
2023-05-13 04:42:58,855 - [INFO] - [Epoch:239]: Training Loss:0.00151
2023-05-13 04:42:58,987 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 04:43:17,807 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 04:43:23,277 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 04:43:42,270 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 04:43:47,585 - [INFO] - [Evaluating Epoch 239 valid]:
MRR: Tail : 0.45042, Head : 0.40304, Avg : 0.42673
MR: Tail : 676.03, Head : 785.89, Avg : 730.96
Hit-1: Tail : 0.36728, Head : 0.31849, Avg : 0.34288
Hit-3: Tail : 0.49229, Head : 0.44326, Avg : 0.46778
Hit-10: Tail : 0.60663, Head : 0.56148, Avg : 0.58405
2023-05-13 04:43:47,585 - [INFO] - [Epoch 239]: Training Loss: 0.0015099, Valid MRR: 0.42695,
2023-05-13 04:43:48,303 - [INFO] - [E:240| 0]: Train Loss:0.0014977, Val MRR:0.42695, icews14
2023-05-13 04:44:41,537 - [INFO] - [E:240| 100]: Train Loss:0.0015098, Val MRR:0.42695, icews14
2023-05-13 04:45:35,250 - [INFO] - [E:240| 200]: Train Loss:0.00151, Val MRR:0.42695, icews14
2023-05-13 04:46:28,735 - [INFO] - [E:240| 300]: Train Loss:0.0015095, Val MRR:0.42695, icews14
2023-05-13 04:47:22,584 - [INFO] - [E:240| 400]: Train Loss:0.0015099, Val MRR:0.42695, icews14
2023-05-13 04:48:05,807 - [INFO] - [E:240| 500]: Train Loss:0.0015096, Val MRR:0.42695, icews14
2023-05-13 04:48:57,866 - [INFO] - [E:240| 600]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 04:49:50,236 - [INFO] - [E:240| 700]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 04:50:43,020 - [INFO] - [E:240| 800]: Train Loss:0.0015095, Val MRR:0.42695, icews14
2023-05-13 04:51:36,010 - [INFO] - [E:240| 900]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 04:52:29,108 - [INFO] - [E:240| 1000]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 04:53:22,244 - [INFO] - [E:240| 1100]: Train Loss:0.0015095, Val MRR:0.42695, icews14
2023-05-13 04:54:15,827 - [INFO] - [E:240| 1200]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 04:55:09,136 - [INFO] - [E:240| 1300]: Train Loss:0.0015095, Val MRR:0.42695, icews14
2023-05-13 04:55:56,207 - [INFO] - [E:240| 1400]: Train Loss:0.0015097, Val MRR:0.42695, icews14
2023-05-13 04:56:39,819 - [INFO] - [E:240| 1500]: Train Loss:0.0015098, Val MRR:0.42695, icews14
2023-05-13 04:57:33,512 - [INFO] - [E:240| 1600]: Train Loss:0.0015098, Val MRR:0.42695, icews14
2023-05-13 04:58:26,732 - [INFO] - [E:240| 1700]: Train Loss:0.0015099, Val MRR:0.42695, icews14
2023-05-13 04:59:19,698 - [INFO] - [E:240| 1800]: Train Loss:0.00151, Val MRR:0.42695, icews14
2023-05-13 05:00:12,606 - [INFO] - [E:240| 1900]: Train Loss:0.00151, Val MRR:0.42695, icews14
2023-05-13 05:00:34,770 - [INFO] - [Epoch:240]: Training Loss:0.00151
2023-05-13 05:00:34,903 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 05:00:53,778 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 05:00:59,253 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 05:01:18,003 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 05:01:23,182 - [INFO] - [Evaluating Epoch 240 valid]:
MRR: Tail : 0.44973, Head : 0.40076, Avg : 0.42524
2023-05-13 05:01:23,182 - [INFO] - [Epoch 240]: Training Loss: 0.00151, Valid MRR: 0.42695,
2023-05-13 05:01:23,774 - [INFO] - [E:241| 0]: Train Loss:0.0014947, Val MRR:0.42695, icews14
2023-05-13 05:02:16,432 - [INFO] - [E:241| 100]: Train Loss:0.0015093, Val MRR:0.42695, icews14
2023-05-13 05:03:09,470 - [INFO] - [E:241| 200]: Train Loss:0.0015095, Val MRR:0.42695, icews14
2023-05-13 05:04:02,469 - [INFO] - [E:241| 300]: Train Loss:0.0015086, Val MRR:0.42695, icews14
2023-05-13 05:04:45,797 - [INFO] - [E:241| 400]: Train Loss:0.0015088, Val MRR:0.42695, icews14
2023-05-13 05:05:39,211 - [INFO] - [E:241| 500]: Train Loss:0.001509, Val MRR:0.42695, icews14
2023-05-13 05:06:32,767 - [INFO] - [E:241| 600]: Train Loss:0.0015092, Val MRR:0.42695, icews14
2023-05-13 05:07:26,418 - [INFO] - [E:241| 700]: Train Loss:0.0015092, Val MRR:0.42695, icews14
2023-05-13 05:08:19,937 - [INFO] - [E:241| 800]: Train Loss:0.0015093, Val MRR:0.42695, icews14
2023-05-13 05:09:13,145 - [INFO] - [E:241| 900]: Train Loss:0.0015093, Val MRR:0.42695, icews14
2023-05-13 05:10:06,760 - [INFO] - [E:241| 1000]: Train Loss:0.0015093, Val MRR:0.42695, icews14
2023-05-13 05:11:00,166 - [INFO] - [E:241| 1100]: Train Loss:0.0015095, Val MRR:0.42695, icews14
2023-05-13 05:11:53,515 - [INFO] - [E:241| 1200]: Train Loss:0.0015097, Val MRR:0.42695, icews14
2023-05-13 05:12:44,063 - [INFO] - [E:241| 1300]: Train Loss:0.0015096, Val MRR:0.42695, icews14
2023-05-13 05:13:30,400 - [INFO] - [E:241| 1400]: Train Loss:0.0015097, Val MRR:0.42695, icews14
2023-05-13 05:14:22,830 - [INFO] - [E:241| 1500]: Train Loss:0.0015098, Val MRR:0.42695, icews14
2023-05-13 05:15:15,773 - [INFO] - [E:241| 1600]: Train Loss:0.0015098, Val MRR:0.42695, icews14
2023-05-13 05:16:08,936 - [INFO] - [E:241| 1700]: Train Loss:0.0015098, Val MRR:0.42695, icews14
2023-05-13 05:17:01,836 - [INFO] - [E:241| 1800]: Train Loss:0.0015097, Val MRR:0.42695, icews14
2023-05-13 05:17:54,822 - [INFO] - [E:241| 1900]: Train Loss:0.0015097, Val MRR:0.42695, icews14
2023-05-13 05:18:16,638 - [INFO] - [Epoch:241]: Training Loss:0.00151
2023-05-13 05:18:16,769 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 05:18:35,075 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 05:18:40,513 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 05:18:59,366 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 05:19:04,606 - [INFO] - [Evaluating Epoch 241 valid]:
MRR: Tail : 0.44848, Head : 0.39924, Avg : 0.42386
2023-05-13 05:19:04,606 - [INFO] - [Epoch 241]: Training Loss: 0.0015097, Valid MRR: 0.42695,
2023-05-13 05:19:05,241 - [INFO] - [E:242| 0]: Train Loss:0.0015131, Val MRR:0.42695, icews14
2023-05-13 05:19:58,647 - [INFO] - [E:242| 100]: Train Loss:0.0015056, Val MRR:0.42695, icews14
2023-05-13 05:20:59,849 - [INFO] - [E:242| 200]: Train Loss:0.001507, Val MRR:0.42695, icews14
2023-05-13 05:22:08,738 - [INFO] - [E:242| 300]: Train Loss:0.0015078, Val MRR:0.42695, icews14
2023-05-13 05:23:01,401 - [INFO] - [E:242| 400]: Train Loss:0.0015083, Val MRR:0.42695, icews14
2023-05-13 05:23:54,263 - [INFO] - [E:242| 500]: Train Loss:0.001509, Val MRR:0.42695, icews14
2023-05-13 05:24:47,168 - [INFO] - [E:242| 600]: Train Loss:0.0015095, Val MRR:0.42695, icews14
2023-05-13 05:25:40,134 - [INFO] - [E:242| 700]: Train Loss:0.0015096, Val MRR:0.42695, icews14
2023-05-13 05:26:33,019 - [INFO] - [E:242| 800]: Train Loss:0.0015098, Val MRR:0.42695, icews14
2023-05-13 05:27:26,485 - [INFO] - [E:242| 900]: Train Loss:0.0015099, Val MRR:0.42695, icews14
2023-05-13 05:28:19,680 - [INFO] - [E:242| 1000]: Train Loss:0.0015098, Val MRR:0.42695, icews14
2023-05-13 05:29:12,416 - [INFO] - [E:242| 1100]: Train Loss:0.0015098, Val MRR:0.42695, icews14
2023-05-13 05:29:55,765 - [INFO] - [E:242| 1200]: Train Loss:0.0015097, Val MRR:0.42695, icews14
2023-05-13 05:30:48,629 - [INFO] - [E:242| 1300]: Train Loss:0.0015097, Val MRR:0.42695, icews14
2023-05-13 05:31:41,508 - [INFO] - [E:242| 1400]: Train Loss:0.0015098, Val MRR:0.42695, icews14
2023-05-13 05:32:35,057 - [INFO] - [E:242| 1500]: Train Loss:0.0015097, Val MRR:0.42695, icews14
2023-05-13 05:33:28,144 - [INFO] - [E:242| 1600]: Train Loss:0.0015097, Val MRR:0.42695, icews14
2023-05-13 05:34:21,188 - [INFO] - [E:242| 1700]: Train Loss:0.0015098, Val MRR:0.42695, icews14
2023-05-13 05:35:13,922 - [INFO] - [E:242| 1800]: Train Loss:0.0015099, Val MRR:0.42695, icews14
2023-05-13 05:36:06,272 - [INFO] - [E:242| 1900]: Train Loss:0.0015099, Val MRR:0.42695, icews14
2023-05-13 05:36:28,353 - [INFO] - [Epoch:242]: Training Loss:0.00151
2023-05-13 05:36:28,625 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 05:36:47,443 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 05:36:52,946 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 05:37:11,999 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 05:37:17,343 - [INFO] - [Evaluating Epoch 242 valid]:
MRR: Tail : 0.44835, Head : 0.39862, Avg : 0.42348
2023-05-13 05:37:17,343 - [INFO] - [Epoch 242]: Training Loss: 0.0015099, Valid MRR: 0.42695,
2023-05-13 05:37:17,764 - [INFO] - [E:243| 0]: Train Loss:0.0014957, Val MRR:0.42695, icews14
2023-05-13 05:38:06,320 - [INFO] - [E:243| 100]: Train Loss:0.0015081, Val MRR:0.42695, icews14
2023-05-13 05:38:54,645 - [INFO] - [E:243| 200]: Train Loss:0.0015089, Val MRR:0.42695, icews14
2023-05-13 05:39:48,196 - [INFO] - [E:243| 300]: Train Loss:0.0015087, Val MRR:0.42695, icews14
2023-05-13 05:40:41,519 - [INFO] - [E:243| 400]: Train Loss:0.0015095, Val MRR:0.42695, icews14
2023-05-13 05:41:34,583 - [INFO] - [E:243| 500]: Train Loss:0.0015097, Val MRR:0.42695, icews14
2023-05-13 05:42:20,785 - [INFO] - [E:243| 600]: Train Loss:0.0015098, Val MRR:0.42695, icews14
2023-05-13 05:43:13,657 - [INFO] - [E:243| 700]: Train Loss:0.0015098, Val MRR:0.42695, icews14
2023-05-13 05:44:06,483 - [INFO] - [E:243| 800]: Train Loss:0.0015098, Val MRR:0.42695, icews14
2023-05-13 05:44:59,459 - [INFO] - [E:243| 900]: Train Loss:0.0015096, Val MRR:0.42695, icews14
2023-05-13 05:45:52,527 - [INFO] - [E:243| 1000]: Train Loss:0.0015092, Val MRR:0.42695, icews14
2023-05-13 05:47:08,551 - [INFO] - [E:243| 1100]: Train Loss:0.0015093, Val MRR:0.42695, icews14
2023-05-13 05:48:01,148 - [INFO] - [E:243| 1200]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 05:48:54,258 - [INFO] - [E:243| 1300]: Train Loss:0.0015095, Val MRR:0.42695, icews14
2023-05-13 05:49:47,235 - [INFO] - [E:243| 1400]: Train Loss:0.0015097, Val MRR:0.42695, icews14
2023-05-13 05:50:40,339 - [INFO] - [E:243| 1500]: Train Loss:0.0015097, Val MRR:0.42695, icews14
2023-05-13 05:51:34,173 - [INFO] - [E:243| 1600]: Train Loss:0.0015096, Val MRR:0.42695, icews14
2023-05-13 05:52:27,312 - [INFO] - [E:243| 1700]: Train Loss:0.0015097, Val MRR:0.42695, icews14
2023-05-13 05:53:19,907 - [INFO] - [E:243| 1800]: Train Loss:0.0015097, Val MRR:0.42695, icews14
2023-05-13 05:54:12,649 - [INFO] - [E:243| 1900]: Train Loss:0.0015097, Val MRR:0.42695, icews14
2023-05-13 05:54:34,499 - [INFO] - [Epoch:243]: Training Loss:0.00151
2023-05-13 05:54:34,655 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 05:54:53,461 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 05:54:58,883 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 05:55:16,138 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 05:55:19,142 - [INFO] - [Evaluating Epoch 243 valid]:
MRR: Tail : 0.44723, Head : 0.39885, Avg : 0.42304
2023-05-13 05:55:19,142 - [INFO] - [Epoch 243]: Training Loss: 0.0015097, Valid MRR: 0.42695,
2023-05-13 05:55:19,492 - [INFO] - [E:244| 0]: Train Loss:0.0015054, Val MRR:0.42695, icews14
2023-05-13 05:56:05,796 - [INFO] - [E:244| 100]: Train Loss:0.0015112, Val MRR:0.42695, icews14
2023-05-13 05:56:58,068 - [INFO] - [E:244| 200]: Train Loss:0.0015104, Val MRR:0.42695, icews14
2023-05-13 05:57:50,142 - [INFO] - [E:244| 300]: Train Loss:0.00151, Val MRR:0.42695, icews14
2023-05-13 05:58:42,360 - [INFO] - [E:244| 400]: Train Loss:0.00151, Val MRR:0.42695, icews14
2023-05-13 05:59:35,732 - [INFO] - [E:244| 500]: Train Loss:0.0015096, Val MRR:0.42695, icews14
2023-05-13 06:00:29,076 - [INFO] - [E:244| 600]: Train Loss:0.0015093, Val MRR:0.42695, icews14
2023-05-13 06:01:22,425 - [INFO] - [E:244| 700]: Train Loss:0.0015096, Val MRR:0.42695, icews14
2023-05-13 06:02:16,141 - [INFO] - [E:244| 800]: Train Loss:0.0015095, Val MRR:0.42695, icews14
2023-05-13 06:03:10,039 - [INFO] - [E:244| 900]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 06:03:53,334 - [INFO] - [E:244| 1000]: Train Loss:0.0015092, Val MRR:0.42695, icews14
2023-05-13 06:04:46,541 - [INFO] - [E:244| 1100]: Train Loss:0.0015093, Val MRR:0.42695, icews14
2023-05-13 06:05:40,072 - [INFO] - [E:244| 1200]: Train Loss:0.0015093, Val MRR:0.42695, icews14
2023-05-13 06:06:34,056 - [INFO] - [E:244| 1300]: Train Loss:0.0015093, Val MRR:0.42695, icews14
2023-05-13 06:07:27,588 - [INFO] - [E:244| 1400]: Train Loss:0.0015093, Val MRR:0.42695, icews14
2023-05-13 06:08:21,425 - [INFO] - [E:244| 1500]: Train Loss:0.0015095, Val MRR:0.42695, icews14
2023-05-13 06:09:14,987 - [INFO] - [E:244| 1600]: Train Loss:0.0015095, Val MRR:0.42695, icews14
2023-05-13 06:10:07,574 - [INFO] - [E:244| 1700]: Train Loss:0.0015095, Val MRR:0.42695, icews14
2023-05-13 06:11:00,749 - [INFO] - [E:244| 1800]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 06:11:54,525 - [INFO] - [E:244| 1900]: Train Loss:0.0015095, Val MRR:0.42695, icews14
2023-05-13 06:12:08,516 - [INFO] - [Epoch:244]: Training Loss:0.001509
2023-05-13 06:12:08,628 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 06:12:25,723 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 06:12:31,286 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 06:12:50,228 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 06:12:55,390 - [INFO] - [Evaluating Epoch 244 valid]:
MRR: Tail : 0.44777, Head : 0.39683, Avg : 0.4223
2023-05-13 06:12:55,390 - [INFO] - [Epoch 244]: Training Loss: 0.0015095, Valid MRR: 0.42695,
2023-05-13 06:12:56,121 - [INFO] - [E:245| 0]: Train Loss:0.0015146, Val MRR:0.42695, icews14
2023-05-13 06:13:49,342 - [INFO] - [E:245| 100]: Train Loss:0.0015076, Val MRR:0.42695, icews14
2023-05-13 06:14:42,512 - [INFO] - [E:245| 200]: Train Loss:0.0015089, Val MRR:0.42695, icews14
2023-05-13 06:15:35,484 - [INFO] - [E:245| 300]: Train Loss:0.0015087, Val MRR:0.42695, icews14
2023-05-13 06:16:28,368 - [INFO] - [E:245| 400]: Train Loss:0.001509, Val MRR:0.42695, icews14
2023-05-13 06:17:21,458 - [INFO] - [E:245| 500]: Train Loss:0.0015088, Val MRR:0.42695, icews14
2023-05-13 06:18:14,823 - [INFO] - [E:245| 600]: Train Loss:0.0015087, Val MRR:0.42695, icews14
2023-05-13 06:19:07,913 - [INFO] - [E:245| 700]: Train Loss:0.0015087, Val MRR:0.42695, icews14
2023-05-13 06:20:00,812 - [INFO] - [E:245| 800]: Train Loss:0.0015089, Val MRR:0.42695, icews14
2023-05-13 06:20:44,513 - [INFO] - [E:245| 900]: Train Loss:0.001509, Val MRR:0.42695, icews14
2023-05-13 06:21:37,751 - [INFO] - [E:245| 1000]: Train Loss:0.0015091, Val MRR:0.42695, icews14
2023-05-13 06:22:30,934 - [INFO] - [E:245| 1100]: Train Loss:0.001509, Val MRR:0.42695, icews14
2023-05-13 06:23:24,647 - [INFO] - [E:245| 1200]: Train Loss:0.0015092, Val MRR:0.42695, icews14
2023-05-13 06:24:17,898 - [INFO] - [E:245| 1300]: Train Loss:0.0015093, Val MRR:0.42695, icews14
2023-05-13 06:25:11,020 - [INFO] - [E:245| 1400]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 06:26:04,003 - [INFO] - [E:245| 1500]: Train Loss:0.0015095, Val MRR:0.42695, icews14
2023-05-13 06:26:56,786 - [INFO] - [E:245| 1600]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 06:27:50,505 - [INFO] - [E:245| 1700]: Train Loss:0.0015093, Val MRR:0.42695, icews14
2023-05-13 06:28:39,119 - [INFO] - [E:245| 1800]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 06:29:20,751 - [INFO] - [E:245| 1900]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 06:29:42,736 - [INFO] - [Epoch:245]: Training Loss:0.001509
2023-05-13 06:29:42,892 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 06:30:01,568 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 06:30:06,975 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 06:30:25,741 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 06:30:30,869 - [INFO] - [Evaluating Epoch 245 valid]:
MRR: Tail : 0.45051, Head : 0.39999, Avg : 0.42525
2023-05-13 06:30:30,869 - [INFO] - [Epoch 245]: Training Loss: 0.0015093, Valid MRR: 0.42695,
2023-05-13 06:30:31,307 - [INFO] - [E:246| 0]: Train Loss:0.0014971, Val MRR:0.42695, icews14
2023-05-13 06:31:24,331 - [INFO] - [E:246| 100]: Train Loss:0.001508, Val MRR:0.42695, icews14
2023-05-13 06:32:17,435 - [INFO] - [E:246| 200]: Train Loss:0.0015076, Val MRR:0.42695, icews14
2023-05-13 06:33:10,255 - [INFO] - [E:246| 300]: Train Loss:0.0015084, Val MRR:0.42695, icews14
2023-05-13 06:34:03,719 - [INFO] - [E:246| 400]: Train Loss:0.0015086, Val MRR:0.42695, icews14
2023-05-13 06:34:57,142 - [INFO] - [E:246| 500]: Train Loss:0.0015092, Val MRR:0.42695, icews14
2023-05-13 06:35:50,352 - [INFO] - [E:246| 600]: Train Loss:0.0015091, Val MRR:0.42695, icews14
2023-05-13 06:36:43,416 - [INFO] - [E:246| 700]: Train Loss:0.0015093, Val MRR:0.42695, icews14
2023-05-13 06:37:26,977 - [INFO] - [E:246| 800]: Train Loss:0.0015092, Val MRR:0.42695, icews14
2023-05-13 06:38:20,528 - [INFO] - [E:246| 900]: Train Loss:0.0015092, Val MRR:0.42695, icews14
2023-05-13 06:39:36,632 - [INFO] - [E:246| 1000]: Train Loss:0.0015093, Val MRR:0.42695, icews14
2023-05-13 06:40:33,019 - [INFO] - [E:246| 1100]: Train Loss:0.0015092, Val MRR:0.42695, icews14
2023-05-13 06:41:25,928 - [INFO] - [E:246| 1200]: Train Loss:0.0015093, Val MRR:0.42695, icews14
2023-05-13 06:42:18,897 - [INFO] - [E:246| 1300]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 06:43:11,866 - [INFO] - [E:246| 1400]: Train Loss:0.0015093, Val MRR:0.42695, icews14
2023-05-13 06:44:04,359 - [INFO] - [E:246| 1500]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 06:44:57,573 - [INFO] - [E:246| 1600]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 06:45:50,680 - [INFO] - [E:246| 1700]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 06:46:33,435 - [INFO] - [E:246| 1800]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 06:47:26,373 - [INFO] - [E:246| 1900]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 06:47:48,650 - [INFO] - [Epoch:246]: Training Loss:0.001509
2023-05-13 06:47:48,913 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 06:48:07,144 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 06:48:12,659 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 06:48:31,611 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 06:48:36,870 - [INFO] - [Evaluating Epoch 246 valid]:
MRR: Tail : 0.44614, Head : 0.39855, Avg : 0.42234
2023-05-13 06:48:36,870 - [INFO] - [Epoch 246]: Training Loss: 0.0015094, Valid MRR: 0.42695,
2023-05-13 06:48:37,369 - [INFO] - [E:247| 0]: Train Loss:0.0014953, Val MRR:0.42695, icews14
2023-05-13 06:49:30,418 - [INFO] - [E:247| 100]: Train Loss:0.0015082, Val MRR:0.42695, icews14
2023-05-13 06:50:23,896 - [INFO] - [E:247| 200]: Train Loss:0.0015083, Val MRR:0.42695, icews14
2023-05-13 06:51:17,858 - [INFO] - [E:247| 300]: Train Loss:0.0015084, Val MRR:0.42695, icews14
2023-05-13 06:52:11,939 - [INFO] - [E:247| 400]: Train Loss:0.0015084, Val MRR:0.42695, icews14
2023-05-13 06:53:05,853 - [INFO] - [E:247| 500]: Train Loss:0.0015085, Val MRR:0.42695, icews14
2023-05-13 06:53:59,288 - [INFO] - [E:247| 600]: Train Loss:0.0015081, Val MRR:0.42695, icews14
2023-05-13 06:54:41,890 - [INFO] - [E:247| 700]: Train Loss:0.0015081, Val MRR:0.42695, icews14
2023-05-13 06:55:34,941 - [INFO] - [E:247| 800]: Train Loss:0.0015081, Val MRR:0.42695, icews14
2023-05-13 06:56:28,002 - [INFO] - [E:247| 900]: Train Loss:0.0015081, Val MRR:0.42695, icews14
2023-05-13 06:57:20,996 - [INFO] - [E:247| 1000]: Train Loss:0.0015085, Val MRR:0.42695, icews14
2023-05-13 06:58:13,931 - [INFO] - [E:247| 1100]: Train Loss:0.0015087, Val MRR:0.42695, icews14
2023-05-13 06:59:07,095 - [INFO] - [E:247| 1200]: Train Loss:0.0015087, Val MRR:0.42695, icews14
2023-05-13 07:00:00,405 - [INFO] - [E:247| 1300]: Train Loss:0.0015089, Val MRR:0.42695, icews14
2023-05-13 07:00:52,687 - [INFO] - [E:247| 1400]: Train Loss:0.0015089, Val MRR:0.42695, icews14
2023-05-13 07:01:45,605 - [INFO] - [E:247| 1500]: Train Loss:0.001509, Val MRR:0.42695, icews14
2023-05-13 07:02:36,638 - [INFO] - [E:247| 1600]: Train Loss:0.0015089, Val MRR:0.42695, icews14
2023-05-13 07:03:21,858 - [INFO] - [E:247| 1700]: Train Loss:0.001509, Val MRR:0.42695, icews14
2023-05-13 07:04:14,935 - [INFO] - [E:247| 1800]: Train Loss:0.0015092, Val MRR:0.42695, icews14
2023-05-13 07:05:07,917 - [INFO] - [E:247| 1900]: Train Loss:0.0015093, Val MRR:0.42695, icews14
2023-05-13 07:05:29,813 - [INFO] - [Epoch:247]: Training Loss:0.001509
2023-05-13 07:05:29,946 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 07:05:48,397 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 07:05:53,932 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 07:06:12,859 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 07:06:17,449 - [INFO] - [Evaluating Epoch 247 valid]:
MRR: Tail : 0.44851, Head : 0.40321, Avg : 0.42586
2023-05-13 07:06:17,450 - [INFO] - [Epoch 247]: Training Loss: 0.0015094, Valid MRR: 0.42695,
2023-05-13 07:06:18,193 - [INFO] - [E:248| 0]: Train Loss:0.0015117, Val MRR:0.42695, icews14
2023-05-13 07:07:11,451 - [INFO] - [E:248| 100]: Train Loss:0.00151, Val MRR:0.42695, icews14
2023-05-13 07:08:04,786 - [INFO] - [E:248| 200]: Train Loss:0.0015101, Val MRR:0.42695, icews14
2023-05-13 07:08:58,179 - [INFO] - [E:248| 300]: Train Loss:0.0015098, Val MRR:0.42695, icews14
2023-05-13 07:09:51,231 - [INFO] - [E:248| 400]: Train Loss:0.0015092, Val MRR:0.42695, icews14
2023-05-13 07:10:44,265 - [INFO] - [E:248| 500]: Train Loss:0.0015096, Val MRR:0.42695, icews14
2023-05-13 07:11:27,695 - [INFO] - [E:248| 600]: Train Loss:0.0015096, Val MRR:0.42695, icews14
2023-05-13 07:12:21,185 - [INFO] - [E:248| 700]: Train Loss:0.0015095, Val MRR:0.42695, icews14
2023-05-13 07:13:14,349 - [INFO] - [E:248| 800]: Train Loss:0.0015093, Val MRR:0.42695, icews14
2023-05-13 07:14:07,352 - [INFO] - [E:248| 900]: Train Loss:0.0015093, Val MRR:0.42695, icews14
2023-05-13 07:15:00,299 - [INFO] - [E:248| 1000]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 07:15:46,374 - [INFO] - [E:248| 1100]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 07:16:39,405 - [INFO] - [E:248| 1200]: Train Loss:0.0015095, Val MRR:0.42695, icews14
2023-05-13 07:17:32,038 - [INFO] - [E:248| 1300]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 07:18:25,574 - [INFO] - [E:248| 1400]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 07:19:18,461 - [INFO] - [E:248| 1500]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 07:20:01,734 - [INFO] - [E:248| 1600]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 07:20:54,963 - [INFO] - [E:248| 1700]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 07:21:47,855 - [INFO] - [E:248| 1800]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 07:22:40,786 - [INFO] - [E:248| 1900]: Train Loss:0.0015094, Val MRR:0.42695, icews14
2023-05-13 07:23:03,189 - [INFO] - [Epoch:248]: Training Loss:0.001509
2023-05-13 07:23:03,460 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 07:23:22,245 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 07:23:27,657 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 07:23:46,601 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 07:23:51,810 - [INFO] - [Evaluating Epoch 248 valid]:
MRR: Tail : 0.4458, Head : 0.39865, Avg : 0.42223
2023-05-13 07:23:51,810 - [INFO] - [Epoch 248]: Training Loss: 0.0015095, Valid MRR: 0.42695,
2023-05-13 07:23:52,309 - [INFO] - [E:249| 0]: Train Loss:0.0015099, Val MRR:0.42695, icews14
2023-05-13 07:24:45,139 - [INFO] - [E:249| 100]: Train Loss:0.001506, Val MRR:0.42695, icews14
2023-05-13 07:25:38,369 - [INFO] - [E:249| 200]: Train Loss:0.0015076, Val MRR:0.42695, icews14
2023-05-13 07:26:31,287 - [INFO] - [E:249| 300]: Train Loss:0.0015087, Val MRR:0.42695, icews14
2023-05-13 07:27:24,913 - [INFO] - [E:249| 400]: Train Loss:0.0015086, Val MRR:0.42695, icews14
2023-05-13 07:28:08,166 - [INFO] - [E:249| 500]: Train Loss:0.0015083, Val MRR:0.42695, icews14
2023-05-13 07:29:01,554 - [INFO] - [E:249| 600]: Train Loss:0.0015085, Val MRR:0.42695, icews14
2023-05-13 07:29:54,729 - [INFO] - [E:249| 700]: Train Loss:0.0015086, Val MRR:0.42695, icews14
2023-05-13 07:30:47,501 - [INFO] - [E:249| 800]: Train Loss:0.0015085, Val MRR:0.42695, icews14
2023-05-13 07:31:40,319 - [INFO] - [E:249| 900]: Train Loss:0.0015085, Val MRR:0.42695, icews14
2023-05-13 07:32:33,350 - [INFO] - [E:249| 1000]: Train Loss:0.0015086, Val MRR:0.42695, icews14
2023-05-13 07:33:26,499 - [INFO] - [E:249| 1100]: Train Loss:0.0015086, Val MRR:0.42695, icews14
2023-05-13 07:34:18,982 - [INFO] - [E:249| 1200]: Train Loss:0.0015087, Val MRR:0.42695, icews14
2023-05-13 07:35:11,865 - [INFO] - [E:249| 1300]: Train Loss:0.0015088, Val MRR:0.42695, icews14
2023-05-13 07:36:01,907 - [INFO] - [E:249| 1400]: Train Loss:0.0015089, Val MRR:0.42695, icews14
2023-05-13 07:36:48,592 - [INFO] - [E:249| 1500]: Train Loss:0.0015089, Val MRR:0.42695, icews14
2023-05-13 07:37:42,215 - [INFO] - [E:249| 1600]: Train Loss:0.0015089, Val MRR:0.42695, icews14
2023-05-13 07:38:34,990 - [INFO] - [E:249| 1700]: Train Loss:0.0015089, Val MRR:0.42695, icews14
2023-05-13 07:39:27,592 - [INFO] - [E:249| 1800]: Train Loss:0.001509, Val MRR:0.42695, icews14
2023-05-13 07:40:20,423 - [INFO] - [E:249| 1900]: Train Loss:0.0015091, Val MRR:0.42695, icews14
2023-05-13 07:40:42,229 - [INFO] - [Epoch:249]: Training Loss:0.001509
2023-05-13 07:40:42,385 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 07:41:01,222 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 07:41:06,673 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 07:41:25,603 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 07:41:30,773 - [INFO] - [Evaluating Epoch 249 valid]:
MRR: Tail : 0.4488, Head : 0.40104, Avg : 0.42492
MR: Tail : 666.41, Head : 781.72, Avg : 724.06
Hit-1: Tail : 0.36582, Head : 0.31824, Avg : 0.34203
Hit-3: Tail : 0.48987, Head : 0.44144, Avg : 0.46565
Hit-10: Tail : 0.60687, Head : 0.5582, Avg : 0.58253
2023-05-13 07:41:30,773 - [INFO] - [Epoch 249]: Training Loss: 0.0015091, Valid MRR: 0.42695,
2023-05-13 07:41:31,368 - [INFO] - [E:250| 0]: Train Loss:0.0015255, Val MRR:0.42695, icews14
2023-05-13 07:42:24,971 - [INFO] - [E:250| 100]: Train Loss:0.0015089, Val MRR:0.42695, icews14
2023-05-13 07:43:17,690 - [INFO] - [E:250| 200]: Train Loss:0.0015084, Val MRR:0.42695, icews14
2023-05-13 07:44:10,716 - [INFO] - [E:250| 300]: Train Loss:0.0015079, Val MRR:0.42695, icews14
2023-05-13 07:44:54,338 - [INFO] - [E:250| 400]: Train Loss:0.001508, Val MRR:0.42695, icews14
2023-05-13 07:45:47,727 - [INFO] - [E:250| 500]: Train Loss:0.0015079, Val MRR:0.42695, icews14
2023-05-13 07:46:40,719 - [INFO] - [E:250| 600]: Train Loss:0.001508, Val MRR:0.42695, icews14
2023-05-13 07:47:34,423 - [INFO] - [E:250| 700]: Train Loss:0.0015081, Val MRR:0.42695, icews14
2023-05-13 07:48:28,057 - [INFO] - [E:250| 800]: Train Loss:0.0015083, Val MRR:0.42695, icews14
2023-05-13 07:49:21,547 - [INFO] - [E:250| 900]: Train Loss:0.0015082, Val MRR:0.42695, icews14
2023-05-13 07:50:14,965 - [INFO] - [E:250| 1000]: Train Loss:0.0015083, Val MRR:0.42695, icews14
2023-05-13 07:51:08,109 - [INFO] - [E:250| 1100]: Train Loss:0.0015083, Val MRR:0.42695, icews14
2023-05-13 07:52:01,044 - [INFO] - [E:250| 1200]: Train Loss:0.0015084, Val MRR:0.42695, icews14
2023-05-13 07:52:46,787 - [INFO] - [E:250| 1300]: Train Loss:0.0015087, Val MRR:0.42695, icews14
2023-05-13 07:53:37,422 - [INFO] - [E:250| 1400]: Train Loss:0.0015087, Val MRR:0.42695, icews14
2023-05-13 07:54:30,337 - [INFO] - [E:250| 1500]: Train Loss:0.0015087, Val MRR:0.42695, icews14
2023-05-13 07:55:23,716 - [INFO] - [E:250| 1600]: Train Loss:0.0015088, Val MRR:0.42695, icews14
2023-05-13 07:56:16,898 - [INFO] - [E:250| 1700]: Train Loss:0.0015088, Val MRR:0.42695, icews14
2023-05-13 07:57:10,107 - [INFO] - [E:250| 1800]: Train Loss:0.0015089, Val MRR:0.42695, icews14
2023-05-13 07:58:03,311 - [INFO] - [E:250| 1900]: Train Loss:0.0015089, Val MRR:0.42695, icews14
2023-05-13 07:58:25,425 - [INFO] - [Epoch:250]: Training Loss:0.001509
2023-05-13 07:58:25,568 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 07:58:44,485 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 07:58:49,987 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 07:59:08,919 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 07:59:14,273 - [INFO] - [Evaluating Epoch 250 valid]:
MRR: Tail : 0.44704, Head : 0.40011, Avg : 0.42357
2023-05-13 07:59:14,274 - [INFO] - [Epoch 250]: Training Loss: 0.001509, Valid MRR: 0.42695,
2023-05-13 07:59:14,678 - [INFO] - [E:251| 0]: Train Loss:0.0015104, Val MRR:0.42695, icews14
2023-05-13 08:00:08,473 - [INFO] - [E:251| 100]: Train Loss:0.0015083, Val MRR:0.42695, icews14
2023-05-13 08:00:58,865 - [INFO] - [E:251| 200]: Train Loss:0.0015075, Val MRR:0.42695, icews14
2023-05-13 08:01:43,335 - [INFO] - [E:251| 300]: Train Loss:0.0015082, Val MRR:0.42695, icews14
2023-05-13 08:02:32,122 - [INFO] - [E:251| 400]: Train Loss:0.0015084, Val MRR:0.42695, icews14
2023-05-13 08:03:25,403 - [INFO] - [E:251| 500]: Train Loss:0.0015086, Val MRR:0.42695, icews14
2023-05-13 08:04:18,687 - [INFO] - [E:251| 600]: Train Loss:0.0015089, Val MRR:0.42695, icews14
2023-05-13 08:05:12,179 - [INFO] - [E:251| 700]: Train Loss:0.0015091, Val MRR:0.42695, icews14
2023-05-13 08:06:05,996 - [INFO] - [E:251| 800]: Train Loss:0.001509, Val MRR:0.42695, icews14
2023-05-13 08:06:59,226 - [INFO] - [E:251| 900]: Train Loss:0.0015092, Val MRR:0.42695, icews14
2023-05-13 08:07:52,246 - [INFO] - [E:251| 1000]: Train Loss:0.0015092, Val MRR:0.42695, icews14
2023-05-13 08:08:44,638 - [INFO] - [E:251| 1100]: Train Loss:0.001509, Val MRR:0.42695, icews14
2023-05-13 08:09:32,982 - [INFO] - [E:251| 1200]: Train Loss:0.001509, Val MRR:0.42695, icews14
2023-05-13 08:10:21,564 - [INFO] - [E:251| 1300]: Train Loss:0.0015089, Val MRR:0.42695, icews14
2023-05-13 08:11:14,723 - [INFO] - [E:251| 1400]: Train Loss:0.0015089, Val MRR:0.42695, icews14
2023-05-13 08:12:07,247 - [INFO] - [E:251| 1500]: Train Loss:0.0015089, Val MRR:0.42695, icews14
2023-05-13 08:12:59,730 - [INFO] - [E:251| 1600]: Train Loss:0.0015089, Val MRR:0.42695, icews14
2023-05-13 08:13:52,093 - [INFO] - [E:251| 1700]: Train Loss:0.0015089, Val MRR:0.42695, icews14
2023-05-13 08:14:45,133 - [INFO] - [E:251| 1800]: Train Loss:0.0015089, Val MRR:0.42695, icews14
2023-05-13 08:15:38,228 - [INFO] - [E:251| 1900]: Train Loss:0.001509, Val MRR:0.42695, icews14
2023-05-13 08:16:00,236 - [INFO] - [Epoch:251]: Training Loss:0.001509
2023-05-13 08:16:00,387 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 08:16:19,130 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 08:16:24,599 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 08:16:43,560 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 08:16:48,696 - [INFO] - [Evaluating Epoch 251 valid]:
MRR: Tail : 0.45239, Head : 0.40697, Avg : 0.42968
2023-05-13 08:16:50,793 - [INFO] - [Epoch 251]: Training Loss: 0.001509, Valid MRR: 0.42968,
2023-05-13 08:16:51,499 - [INFO] - [E:252| 0]: Train Loss:0.0015191, Val MRR:0.42968, icews14
2023-05-13 08:17:43,623 - [INFO] - [E:252| 100]: Train Loss:0.0015082, Val MRR:0.42968, icews14
2023-05-13 08:18:28,321 - [INFO] - [E:252| 200]: Train Loss:0.0015081, Val MRR:0.42968, icews14
2023-05-13 08:19:21,308 - [INFO] - [E:252| 300]: Train Loss:0.0015085, Val MRR:0.42968, icews14
2023-05-13 08:20:14,241 - [INFO] - [E:252| 400]: Train Loss:0.0015092, Val MRR:0.42968, icews14
2023-05-13 08:21:07,952 - [INFO] - [E:252| 500]: Train Loss:0.0015088, Val MRR:0.42968, icews14
2023-05-13 08:22:01,060 - [INFO] - [E:252| 600]: Train Loss:0.0015087, Val MRR:0.42968, icews14
2023-05-13 08:22:53,958 - [INFO] - [E:252| 700]: Train Loss:0.0015085, Val MRR:0.42968, icews14
2023-05-13 08:23:47,042 - [INFO] - [E:252| 800]: Train Loss:0.0015083, Val MRR:0.42968, icews14
2023-05-13 08:24:40,770 - [INFO] - [E:252| 900]: Train Loss:0.0015084, Val MRR:0.42968, icews14
2023-05-13 08:25:33,164 - [INFO] - [E:252| 1000]: Train Loss:0.0015085, Val MRR:0.42968, icews14
2023-05-13 08:26:16,343 - [INFO] - [E:252| 1100]: Train Loss:0.0015084, Val MRR:0.42968, icews14
2023-05-13 08:27:10,200 - [INFO] - [E:252| 1200]: Train Loss:0.0015085, Val MRR:0.42968, icews14
2023-05-13 08:28:09,623 - [INFO] - [E:252| 1300]: Train Loss:0.0015086, Val MRR:0.42968, icews14
2023-05-13 08:29:23,140 - [INFO] - [E:252| 1400]: Train Loss:0.0015087, Val MRR:0.42968, icews14
2023-05-13 08:30:16,661 - [INFO] - [E:252| 1500]: Train Loss:0.0015087, Val MRR:0.42968, icews14
2023-05-13 08:31:10,139 - [INFO] - [E:252| 1600]: Train Loss:0.0015088, Val MRR:0.42968, icews14
2023-05-13 08:32:03,384 - [INFO] - [E:252| 1700]: Train Loss:0.0015088, Val MRR:0.42968, icews14
2023-05-13 08:32:56,875 - [INFO] - [E:252| 1800]: Train Loss:0.0015086, Val MRR:0.42968, icews14
2023-05-13 08:33:50,290 - [INFO] - [E:252| 1900]: Train Loss:0.0015088, Val MRR:0.42968, icews14
2023-05-13 08:34:12,405 - [INFO] - [Epoch:252]: Training Loss:0.001509
2023-05-13 08:34:12,661 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 08:34:31,630 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 08:34:37,074 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 08:34:55,926 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 08:35:00,163 - [INFO] - [Evaluating Epoch 252 valid]:
MRR: Tail : 0.45104, Head : 0.40338, Avg : 0.42721
2023-05-13 08:35:00,163 - [INFO] - [Epoch 252]: Training Loss: 0.0015089, Valid MRR: 0.42968,
2023-05-13 08:35:00,532 - [INFO] - [E:253| 0]: Train Loss:0.0015103, Val MRR:0.42968, icews14
2023-05-13 08:35:44,622 - [INFO] - [E:253| 100]: Train Loss:0.0015104, Val MRR:0.42968, icews14
2023-05-13 08:36:37,677 - [INFO] - [E:253| 200]: Train Loss:0.0015086, Val MRR:0.42968, icews14
2023-05-13 08:37:30,815 - [INFO] - [E:253| 300]: Train Loss:0.0015092, Val MRR:0.42968, icews14
2023-05-13 08:38:23,925 - [INFO] - [E:253| 400]: Train Loss:0.001509, Val MRR:0.42968, icews14
2023-05-13 08:39:16,909 - [INFO] - [E:253| 500]: Train Loss:0.0015088, Val MRR:0.42968, icews14
2023-05-13 08:40:10,110 - [INFO] - [E:253| 600]: Train Loss:0.0015085, Val MRR:0.42968, icews14
2023-05-13 08:41:03,253 - [INFO] - [E:253| 700]: Train Loss:0.0015087, Val MRR:0.42968, icews14
2023-05-13 08:41:56,238 - [INFO] - [E:253| 800]: Train Loss:0.0015086, Val MRR:0.42968, icews14
2023-05-13 08:42:48,720 - [INFO] - [E:253| 900]: Train Loss:0.0015087, Val MRR:0.42968, icews14
2023-05-13 08:43:32,685 - [INFO] - [E:253| 1000]: Train Loss:0.0015086, Val MRR:0.42968, icews14
2023-05-13 08:44:25,032 - [INFO] - [E:253| 1100]: Train Loss:0.0015086, Val MRR:0.42968, icews14
2023-05-13 08:45:18,839 - [INFO] - [E:253| 1200]: Train Loss:0.0015085, Val MRR:0.42968, icews14
2023-05-13 08:46:11,741 - [INFO] - [E:253| 1300]: Train Loss:0.0015085, Val MRR:0.42968, icews14
2023-05-13 08:47:04,471 - [INFO] - [E:253| 1400]: Train Loss:0.0015085, Val MRR:0.42968, icews14
2023-05-13 08:47:56,978 - [INFO] - [E:253| 1500]: Train Loss:0.0015086, Val MRR:0.42968, icews14
2023-05-13 08:48:42,868 - [INFO] - [E:253| 1600]: Train Loss:0.0015087, Val MRR:0.42968, icews14
2023-05-13 08:49:36,581 - [INFO] - [E:253| 1700]: Train Loss:0.0015088, Val MRR:0.42968, icews14
2023-05-13 08:50:29,696 - [INFO] - [E:253| 1800]: Train Loss:0.0015088, Val MRR:0.42968, icews14
2023-05-13 08:51:23,114 - [INFO] - [E:253| 1900]: Train Loss:0.0015089, Val MRR:0.42968, icews14
2023-05-13 08:51:45,284 - [INFO] - [Epoch:253]: Training Loss:0.001509
2023-05-13 08:51:45,556 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 08:51:56,625 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 08:51:59,748 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 08:52:16,074 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 08:52:21,260 - [INFO] - [Evaluating Epoch 253 valid]:
MRR: Tail : 0.44922, Head : 0.40173, Avg : 0.42548
2023-05-13 08:52:21,260 - [INFO] - [Epoch 253]: Training Loss: 0.0015089, Valid MRR: 0.42968,
2023-05-13 08:52:21,986 - [INFO] - [E:254| 0]: Train Loss:0.0015112, Val MRR:0.42968, icews14
2023-05-13 08:53:15,437 - [INFO] - [E:254| 100]: Train Loss:0.0015086, Val MRR:0.42968, icews14
2023-05-13 08:54:08,366 - [INFO] - [E:254| 200]: Train Loss:0.0015083, Val MRR:0.42968, icews14
2023-05-13 08:55:01,512 - [INFO] - [E:254| 300]: Train Loss:0.0015089, Val MRR:0.42968, icews14
2023-05-13 08:55:54,456 - [INFO] - [E:254| 400]: Train Loss:0.0015093, Val MRR:0.42968, icews14
2023-05-13 08:56:47,395 - [INFO] - [E:254| 500]: Train Loss:0.0015091, Val MRR:0.42968, icews14
2023-05-13 08:57:40,136 - [INFO] - [E:254| 600]: Train Loss:0.0015092, Val MRR:0.42968, icews14
2023-05-13 08:58:33,650 - [INFO] - [E:254| 700]: Train Loss:0.001509, Val MRR:0.42968, icews14
2023-05-13 08:59:26,372 - [INFO] - [E:254| 800]: Train Loss:0.0015086, Val MRR:0.42968, icews14
2023-05-13 09:00:14,380 - [INFO] - [E:254| 900]: Train Loss:0.0015086, Val MRR:0.42968, icews14
2023-05-13 09:01:02,805 - [INFO] - [E:254| 1000]: Train Loss:0.0015087, Val MRR:0.42968, icews14
2023-05-13 09:01:55,907 - [INFO] - [E:254| 1100]: Train Loss:0.0015086, Val MRR:0.42968, icews14
2023-05-13 09:02:49,739 - [INFO] - [E:254| 1200]: Train Loss:0.0015088, Val MRR:0.42968, icews14
2023-05-13 09:03:42,922 - [INFO] - [E:254| 1300]: Train Loss:0.0015087, Val MRR:0.42968, icews14
2023-05-13 09:04:36,814 - [INFO] - [E:254| 1400]: Train Loss:0.0015086, Val MRR:0.42968, icews14
2023-05-13 09:05:30,067 - [INFO] - [E:254| 1500]: Train Loss:0.0015086, Val MRR:0.42968, icews14
2023-05-13 09:06:23,369 - [INFO] - [E:254| 1600]: Train Loss:0.0015086, Val MRR:0.42968, icews14
2023-05-13 09:07:16,105 - [INFO] - [E:254| 1700]: Train Loss:0.0015086, Val MRR:0.42968, icews14
2023-05-13 09:08:09,628 - [INFO] - [E:254| 1800]: Train Loss:0.0015086, Val MRR:0.42968, icews14
2023-05-13 09:08:53,117 - [INFO] - [E:254| 1900]: Train Loss:0.0015087, Val MRR:0.42968, icews14
2023-05-13 09:09:15,439 - [INFO] - [Epoch:254]: Training Loss:0.001509
2023-05-13 09:09:15,572 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 09:09:34,472 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 09:09:39,869 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 09:09:58,663 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 09:10:03,920 - [INFO] - [Evaluating Epoch 254 valid]:
MRR: Tail : 0.44945, Head : 0.40247, Avg : 0.42596
2023-05-13 09:10:03,920 - [INFO] - [Epoch 254]: Training Loss: 0.0015087, Valid MRR: 0.42968,
2023-05-13 09:10:04,552 - [INFO] - [E:255| 0]: Train Loss:0.0015119, Val MRR:0.42968, icews14
2023-05-13 09:10:57,697 - [INFO] - [E:255| 100]: Train Loss:0.0015101, Val MRR:0.42968, icews14
2023-05-13 09:11:50,569 - [INFO] - [E:255| 200]: Train Loss:0.0015086, Val MRR:0.42968, icews14
2023-05-13 09:12:43,760 - [INFO] - [E:255| 300]: Train Loss:0.0015081, Val MRR:0.42968, icews14
2023-05-13 09:13:36,795 - [INFO] - [E:255| 400]: Train Loss:0.0015076, Val MRR:0.42968, icews14
2023-05-13 09:14:29,637 - [INFO] - [E:255| 500]: Train Loss:0.0015077, Val MRR:0.42968, icews14
2023-05-13 09:15:22,590 - [INFO] - [E:255| 600]: Train Loss:0.0015082, Val MRR:0.42968, icews14
2023-05-13 09:16:15,254 - [INFO] - [E:255| 700]: Train Loss:0.0015081, Val MRR:0.42968, icews14
2023-05-13 09:16:59,099 - [INFO] - [E:255| 800]: Train Loss:0.0015082, Val MRR:0.42968, icews14
2023-05-13 09:17:51,692 - [INFO] - [E:255| 900]: Train Loss:0.001508, Val MRR:0.42968, icews14
2023-05-13 09:18:44,892 - [INFO] - [E:255| 1000]: Train Loss:0.001508, Val MRR:0.42968, icews14
2023-05-13 09:19:37,816 - [INFO] - [E:255| 1100]: Train Loss:0.0015083, Val MRR:0.42968, icews14
2023-05-13 09:20:30,597 - [INFO] - [E:255| 1200]: Train Loss:0.0015084, Val MRR:0.42968, icews14
2023-05-13 09:21:23,291 - [INFO] - [E:255| 1300]: Train Loss:0.0015082, Val MRR:0.42968, icews14
2023-05-13 09:22:15,520 - [INFO] - [E:255| 1400]: Train Loss:0.0015082, Val MRR:0.42968, icews14
2023-05-13 09:23:27,428 - [INFO] - [E:255| 1500]: Train Loss:0.0015084, Val MRR:0.42968, icews14
2023-05-13 09:24:28,066 - [INFO] - [E:255| 1600]: Train Loss:0.0015085, Val MRR:0.42968, icews14
2023-05-13 09:25:21,025 - [INFO] - [E:255| 1700]: Train Loss:0.0015086, Val MRR:0.42968, icews14
2023-05-13 09:26:03,413 - [INFO] - [E:255| 1800]: Train Loss:0.0015086, Val MRR:0.42968, icews14
2023-05-13 09:26:56,267 - [INFO] - [E:255| 1900]: Train Loss:0.0015088, Val MRR:0.42968, icews14
2023-05-13 09:27:18,124 - [INFO] - [Epoch:255]: Training Loss:0.001509
2023-05-13 09:27:18,279 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 09:27:37,196 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 09:27:42,627 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 09:28:01,568 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 09:28:06,739 - [INFO] - [Evaluating Epoch 255 valid]:
MRR: Tail : 0.44687, Head : 0.40173, Avg : 0.4243
2023-05-13 09:28:06,739 - [INFO] - [Epoch 255]: Training Loss: 0.0015088, Valid MRR: 0.42968,
2023-05-13 09:28:07,342 - [INFO] - [E:256| 0]: Train Loss:0.0015071, Val MRR:0.42968, icews14
2023-05-13 09:29:00,970 - [INFO] - [E:256| 100]: Train Loss:0.0015088, Val MRR:0.42968, icews14
2023-05-13 09:29:54,220 - [INFO] - [E:256| 200]: Train Loss:0.0015084, Val MRR:0.42968, icews14
2023-05-13 09:30:48,040 - [INFO] - [E:256| 300]: Train Loss:0.0015078, Val MRR:0.42968, icews14
2023-05-13 09:31:42,138 - [INFO] - [E:256| 400]: Train Loss:0.0015081, Val MRR:0.42968, icews14
2023-05-13 09:32:36,056 - [INFO] - [E:256| 500]: Train Loss:0.0015082, Val MRR:0.42968, icews14
2023-05-13 09:33:28,600 - [INFO] - [E:256| 600]: Train Loss:0.0015083, Val MRR:0.42968, icews14
2023-05-13 09:34:12,881 - [INFO] - [E:256| 700]: Train Loss:0.0015083, Val MRR:0.42968, icews14
2023-05-13 09:35:06,020 - [INFO] - [E:256| 800]: Train Loss:0.0015086, Val MRR:0.42968, icews14
2023-05-13 09:35:52,705 - [INFO] - [E:256| 900]: Train Loss:0.0015085, Val MRR:0.42968, icews14
2023-05-13 09:36:46,080 - [INFO] - [E:256| 1000]: Train Loss:0.0015085, Val MRR:0.42968, icews14
2023-05-13 09:37:39,959 - [INFO] - [E:256| 1100]: Train Loss:0.0015086, Val MRR:0.42968, icews14
2023-05-13 09:38:33,321 - [INFO] - [E:256| 1200]: Train Loss:0.0015085, Val MRR:0.42968, icews14
2023-05-13 09:39:26,840 - [INFO] - [E:256| 1300]: Train Loss:0.0015087, Val MRR:0.42968, icews14
2023-05-13 09:40:20,483 - [INFO] - [E:256| 1400]: Train Loss:0.0015088, Val MRR:0.42968, icews14
2023-05-13 09:41:14,016 - [INFO] - [E:256| 1500]: Train Loss:0.0015089, Val MRR:0.42968, icews14
2023-05-13 09:42:06,959 - [INFO] - [E:256| 1600]: Train Loss:0.0015088, Val MRR:0.42968, icews14
2023-05-13 09:42:50,513 - [INFO] - [E:256| 1700]: Train Loss:0.0015086, Val MRR:0.42968, icews14
2023-05-13 09:43:43,669 - [INFO] - [E:256| 1800]: Train Loss:0.0015086, Val MRR:0.42968, icews14
2023-05-13 09:44:36,231 - [INFO] - [E:256| 1900]: Train Loss:0.0015087, Val MRR:0.42968, icews14
2023-05-13 09:44:58,516 - [INFO] - [Epoch:256]: Training Loss:0.001509
2023-05-13 09:44:58,668 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 09:45:17,669 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 09:45:23,207 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 09:45:41,955 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 09:45:47,144 - [INFO] - [Evaluating Epoch 256 valid]:
MRR: Tail : 0.44783, Head : 0.40082, Avg : 0.42432
2023-05-13 09:45:47,144 - [INFO] - [Epoch 256]: Training Loss: 0.0015087, Valid MRR: 0.42968,
2023-05-13 09:45:47,892 - [INFO] - [E:257| 0]: Train Loss:0.0014918, Val MRR:0.42968, icews14
2023-05-13 09:46:41,099 - [INFO] - [E:257| 100]: Train Loss:0.0015076, Val MRR:0.42968, icews14
2023-05-13 09:47:35,264 - [INFO] - [E:257| 200]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 09:48:29,066 - [INFO] - [E:257| 300]: Train Loss:0.0015076, Val MRR:0.42968, icews14
2023-05-13 09:49:22,922 - [INFO] - [E:257| 400]: Train Loss:0.0015077, Val MRR:0.42968, icews14
2023-05-13 09:50:16,006 - [INFO] - [E:257| 500]: Train Loss:0.0015079, Val MRR:0.42968, icews14
2023-05-13 09:51:02,242 - [INFO] - [E:257| 600]: Train Loss:0.0015079, Val MRR:0.42968, icews14
2023-05-13 09:51:52,098 - [INFO] - [E:257| 700]: Train Loss:0.0015078, Val MRR:0.42968, icews14
2023-05-13 09:52:45,686 - [INFO] - [E:257| 800]: Train Loss:0.001508, Val MRR:0.42968, icews14
2023-05-13 09:53:39,144 - [INFO] - [E:257| 900]: Train Loss:0.001508, Val MRR:0.42968, icews14
2023-05-13 09:54:31,711 - [INFO] - [E:257| 1000]: Train Loss:0.0015081, Val MRR:0.42968, icews14
2023-05-13 09:55:24,430 - [INFO] - [E:257| 1100]: Train Loss:0.0015081, Val MRR:0.42968, icews14
2023-05-13 09:56:17,016 - [INFO] - [E:257| 1200]: Train Loss:0.0015082, Val MRR:0.42968, icews14
2023-05-13 09:57:10,269 - [INFO] - [E:257| 1300]: Train Loss:0.0015083, Val MRR:0.42968, icews14
2023-05-13 09:58:04,306 - [INFO] - [E:257| 1400]: Train Loss:0.0015083, Val MRR:0.42968, icews14
2023-05-13 09:58:57,338 - [INFO] - [E:257| 1500]: Train Loss:0.0015083, Val MRR:0.42968, icews14
2023-05-13 09:59:40,744 - [INFO] - [E:257| 1600]: Train Loss:0.0015084, Val MRR:0.42968, icews14
2023-05-13 10:00:34,268 - [INFO] - [E:257| 1700]: Train Loss:0.0015085, Val MRR:0.42968, icews14
2023-05-13 10:01:27,381 - [INFO] - [E:257| 1800]: Train Loss:0.0015085, Val MRR:0.42968, icews14
2023-05-13 10:02:20,471 - [INFO] - [E:257| 1900]: Train Loss:0.0015085, Val MRR:0.42968, icews14
2023-05-13 10:02:42,430 - [INFO] - [Epoch:257]: Training Loss:0.001508
2023-05-13 10:02:42,584 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 10:03:01,256 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 10:03:06,602 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 10:03:25,409 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 10:03:30,705 - [INFO] - [Evaluating Epoch 257 valid]:
MRR: Tail : 0.44416, Head : 0.40429, Avg : 0.42422
2023-05-13 10:03:30,705 - [INFO] - [Epoch 257]: Training Loss: 0.0015084, Valid MRR: 0.42968,
2023-05-13 10:03:31,336 - [INFO] - [E:258| 0]: Train Loss:0.0014928, Val MRR:0.42968, icews14
2023-05-13 10:04:24,414 - [INFO] - [E:258| 100]: Train Loss:0.0015067, Val MRR:0.42968, icews14
2023-05-13 10:05:17,358 - [INFO] - [E:258| 200]: Train Loss:0.0015056, Val MRR:0.42968, icews14
2023-05-13 10:06:10,714 - [INFO] - [E:258| 300]: Train Loss:0.0015067, Val MRR:0.42968, icews14
2023-05-13 10:07:03,382 - [INFO] - [E:258| 400]: Train Loss:0.0015073, Val MRR:0.42968, icews14
2023-05-13 10:07:46,529 - [INFO] - [E:258| 500]: Train Loss:0.0015077, Val MRR:0.42968, icews14
2023-05-13 10:08:39,963 - [INFO] - [E:258| 600]: Train Loss:0.001508, Val MRR:0.42968, icews14
2023-05-13 10:09:33,212 - [INFO] - [E:258| 700]: Train Loss:0.0015079, Val MRR:0.42968, icews14
2023-05-13 10:10:27,012 - [INFO] - [E:258| 800]: Train Loss:0.0015079, Val MRR:0.42968, icews14
2023-05-13 10:11:20,615 - [INFO] - [E:258| 900]: Train Loss:0.0015081, Val MRR:0.42968, icews14
2023-05-13 10:12:13,853 - [INFO] - [E:258| 1000]: Train Loss:0.0015083, Val MRR:0.42968, icews14
2023-05-13 10:13:07,371 - [INFO] - [E:258| 1100]: Train Loss:0.0015081, Val MRR:0.42968, icews14
2023-05-13 10:14:00,740 - [INFO] - [E:258| 1200]: Train Loss:0.0015084, Val MRR:0.42968, icews14
2023-05-13 10:14:53,709 - [INFO] - [E:258| 1300]: Train Loss:0.0015083, Val MRR:0.42968, icews14
2023-05-13 10:15:46,533 - [INFO] - [E:258| 1400]: Train Loss:0.0015084, Val MRR:0.42968, icews14
2023-05-13 10:16:29,584 - [INFO] - [E:258| 1500]: Train Loss:0.0015083, Val MRR:0.42968, icews14
2023-05-13 10:17:22,527 - [INFO] - [E:258| 1600]: Train Loss:0.0015082, Val MRR:0.42968, icews14
2023-05-13 10:18:15,995 - [INFO] - [E:258| 1700]: Train Loss:0.0015083, Val MRR:0.42968, icews14
2023-05-13 10:19:09,767 - [INFO] - [E:258| 1800]: Train Loss:0.0015084, Val MRR:0.42968, icews14
2023-05-13 10:20:03,559 - [INFO] - [E:258| 1900]: Train Loss:0.0015085, Val MRR:0.42968, icews14
2023-05-13 10:20:26,127 - [INFO] - [Epoch:258]: Training Loss:0.001509
2023-05-13 10:20:26,259 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 10:20:45,256 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 10:20:50,762 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 10:21:09,755 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 10:21:14,956 - [INFO] - [Evaluating Epoch 258 valid]:
MRR: Tail : 0.44652, Head : 0.39877, Avg : 0.42265
2023-05-13 10:21:14,956 - [INFO] - [Epoch 258]: Training Loss: 0.0015085, Valid MRR: 0.42968,
2023-05-13 10:21:15,318 - [INFO] - [E:259| 0]: Train Loss:0.0014969, Val MRR:0.42968, icews14
2023-05-13 10:22:02,030 - [INFO] - [E:259| 100]: Train Loss:0.0015092, Val MRR:0.42968, icews14
2023-05-13 10:22:54,948 - [INFO] - [E:259| 200]: Train Loss:0.0015088, Val MRR:0.42968, icews14
2023-05-13 10:23:47,871 - [INFO] - [E:259| 300]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 10:24:33,435 - [INFO] - [E:259| 400]: Train Loss:0.0015074, Val MRR:0.42968, icews14
2023-05-13 10:25:23,616 - [INFO] - [E:259| 500]: Train Loss:0.0015076, Val MRR:0.42968, icews14
2023-05-13 10:26:16,353 - [INFO] - [E:259| 600]: Train Loss:0.0015079, Val MRR:0.42968, icews14
2023-05-13 10:27:09,281 - [INFO] - [E:259| 700]: Train Loss:0.0015078, Val MRR:0.42968, icews14
2023-05-13 10:28:02,179 - [INFO] - [E:259| 800]: Train Loss:0.0015081, Val MRR:0.42968, icews14
2023-05-13 10:28:54,879 - [INFO] - [E:259| 900]: Train Loss:0.0015082, Val MRR:0.42968, icews14
2023-05-13 10:29:47,265 - [INFO] - [E:259| 1000]: Train Loss:0.0015079, Val MRR:0.42968, icews14
2023-05-13 10:30:39,778 - [INFO] - [E:259| 1100]: Train Loss:0.0015079, Val MRR:0.42968, icews14
2023-05-13 10:31:33,210 - [INFO] - [E:259| 1200]: Train Loss:0.0015079, Val MRR:0.42968, icews14
2023-05-13 10:32:26,001 - [INFO] - [E:259| 1300]: Train Loss:0.0015079, Val MRR:0.42968, icews14
2023-05-13 10:33:09,123 - [INFO] - [E:259| 1400]: Train Loss:0.0015079, Val MRR:0.42968, icews14
2023-05-13 10:34:02,804 - [INFO] - [E:259| 1500]: Train Loss:0.001508, Val MRR:0.42968, icews14
2023-05-13 10:34:55,952 - [INFO] - [E:259| 1600]: Train Loss:0.0015081, Val MRR:0.42968, icews14
2023-05-13 10:35:49,326 - [INFO] - [E:259| 1700]: Train Loss:0.0015081, Val MRR:0.42968, icews14
2023-05-13 10:36:42,710 - [INFO] - [E:259| 1800]: Train Loss:0.0015081, Val MRR:0.42968, icews14
2023-05-13 10:37:36,513 - [INFO] - [E:259| 1900]: Train Loss:0.0015082, Val MRR:0.42968, icews14
2023-05-13 10:37:58,842 - [INFO] - [Epoch:259]: Training Loss:0.001508
2023-05-13 10:37:58,975 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 10:38:17,781 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 10:38:23,203 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 10:38:42,072 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 10:38:47,385 - [INFO] - [Evaluating Epoch 259 valid]:
MRR: Tail : 0.44781, Head : 0.40375, Avg : 0.42578
MR: Tail : 649.94, Head : 773.29, Avg : 711.61
Hit-1: Tail : 0.364, Head : 0.32043, Avg : 0.34221
Hit-3: Tail : 0.49302, Head : 0.44326, Avg : 0.46814
Hit-10: Tail : 0.60311, Head : 0.55978, Avg : 0.58144
2023-05-13 10:38:47,385 - [INFO] - [Epoch 259]: Training Loss: 0.0015082, Valid MRR: 0.42968,
2023-05-13 10:38:48,103 - [INFO] - [E:260| 0]: Train Loss:0.0015048, Val MRR:0.42968, icews14
2023-05-13 10:39:41,429 - [INFO] - [E:260| 100]: Train Loss:0.0015083, Val MRR:0.42968, icews14
2023-05-13 10:40:33,916 - [INFO] - [E:260| 200]: Train Loss:0.0015077, Val MRR:0.42968, icews14
2023-05-13 10:41:16,228 - [INFO] - [E:260| 300]: Train Loss:0.0015078, Val MRR:0.42968, icews14
2023-05-13 10:42:09,477 - [INFO] - [E:260| 400]: Train Loss:0.0015078, Val MRR:0.42968, icews14
2023-05-13 10:43:02,963 - [INFO] - [E:260| 500]: Train Loss:0.0015082, Val MRR:0.42968, icews14
2023-05-13 10:43:56,529 - [INFO] - [E:260| 600]: Train Loss:0.0015079, Val MRR:0.42968, icews14
2023-05-13 10:44:50,156 - [INFO] - [E:260| 700]: Train Loss:0.0015078, Val MRR:0.42968, icews14
2023-05-13 10:45:43,652 - [INFO] - [E:260| 800]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 10:46:37,175 - [INFO] - [E:260| 900]: Train Loss:0.0015076, Val MRR:0.42968, icews14
2023-05-13 10:47:31,395 - [INFO] - [E:260| 1000]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 10:48:25,153 - [INFO] - [E:260| 1100]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 10:49:18,156 - [INFO] - [E:260| 1200]: Train Loss:0.0015076, Val MRR:0.42968, icews14
2023-05-13 10:50:01,710 - [INFO] - [E:260| 1300]: Train Loss:0.0015078, Val MRR:0.42968, icews14
2023-05-13 10:50:55,484 - [INFO] - [E:260| 1400]: Train Loss:0.001508, Val MRR:0.42968, icews14
2023-05-13 10:51:48,703 - [INFO] - [E:260| 1500]: Train Loss:0.001508, Val MRR:0.42968, icews14
2023-05-13 10:52:41,940 - [INFO] - [E:260| 1600]: Train Loss:0.001508, Val MRR:0.42968, icews14
2023-05-13 10:53:34,994 - [INFO] - [E:260| 1700]: Train Loss:0.0015081, Val MRR:0.42968, icews14
2023-05-13 10:54:28,581 - [INFO] - [E:260| 1800]: Train Loss:0.0015081, Val MRR:0.42968, icews14
2023-05-13 10:55:21,834 - [INFO] - [E:260| 1900]: Train Loss:0.0015081, Val MRR:0.42968, icews14
2023-05-13 10:55:43,784 - [INFO] - [Epoch:260]: Training Loss:0.001508
2023-05-13 10:55:43,939 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 10:56:02,946 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 10:56:08,501 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 10:56:27,638 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 10:56:32,922 - [INFO] - [Evaluating Epoch 260 valid]:
MRR: Tail : 0.44688, Head : 0.40034, Avg : 0.42361
2023-05-13 10:56:32,922 - [INFO] - [Epoch 260]: Training Loss: 0.0015082, Valid MRR: 0.42968,
2023-05-13 10:56:33,643 - [INFO] - [E:261| 0]: Train Loss:0.0015071, Val MRR:0.42968, icews14
2023-05-13 10:57:26,676 - [INFO] - [E:261| 100]: Train Loss:0.0015068, Val MRR:0.42968, icews14
2023-05-13 10:58:09,406 - [INFO] - [E:261| 200]: Train Loss:0.0015072, Val MRR:0.42968, icews14
2023-05-13 10:59:02,428 - [INFO] - [E:261| 300]: Train Loss:0.0015076, Val MRR:0.42968, icews14
2023-05-13 10:59:55,985 - [INFO] - [E:261| 400]: Train Loss:0.0015072, Val MRR:0.42968, icews14
2023-05-13 11:00:49,331 - [INFO] - [E:261| 500]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 11:01:42,472 - [INFO] - [E:261| 600]: Train Loss:0.0015072, Val MRR:0.42968, icews14
2023-05-13 11:02:35,394 - [INFO] - [E:261| 700]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 11:03:27,998 - [INFO] - [E:261| 800]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 11:04:20,308 - [INFO] - [E:261| 900]: Train Loss:0.0015074, Val MRR:0.42968, icews14
2023-05-13 11:05:12,951 - [INFO] - [E:261| 1000]: Train Loss:0.0015078, Val MRR:0.42968, icews14
2023-05-13 11:06:02,922 - [INFO] - [E:261| 1100]: Train Loss:0.0015077, Val MRR:0.42968, icews14
2023-05-13 11:06:49,462 - [INFO] - [E:261| 1200]: Train Loss:0.0015078, Val MRR:0.42968, icews14
2023-05-13 11:07:39,071 - [INFO] - [E:261| 1300]: Train Loss:0.0015079, Val MRR:0.42968, icews14
2023-05-13 11:08:27,866 - [INFO] - [E:261| 1400]: Train Loss:0.0015079, Val MRR:0.42968, icews14
2023-05-13 11:09:20,780 - [INFO] - [E:261| 1500]: Train Loss:0.001508, Val MRR:0.42968, icews14
2023-05-13 11:10:13,990 - [INFO] - [E:261| 1600]: Train Loss:0.0015079, Val MRR:0.42968, icews14
2023-05-13 11:11:07,771 - [INFO] - [E:261| 1700]: Train Loss:0.001508, Val MRR:0.42968, icews14
2023-05-13 11:12:01,742 - [INFO] - [E:261| 1800]: Train Loss:0.0015081, Val MRR:0.42968, icews14
2023-05-13 11:12:55,160 - [INFO] - [E:261| 1900]: Train Loss:0.0015082, Val MRR:0.42968, icews14
2023-05-13 11:13:17,375 - [INFO] - [Epoch:261]: Training Loss:0.001508
2023-05-13 11:13:17,530 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 11:13:36,387 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 11:13:41,839 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 11:14:00,771 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 11:14:05,982 - [INFO] - [Evaluating Epoch 261 valid]:
MRR: Tail : 0.44399, Head : 0.40002, Avg : 0.422
2023-05-13 11:14:05,982 - [INFO] - [Epoch 261]: Training Loss: 0.0015081, Valid MRR: 0.42968,
2023-05-13 11:14:06,712 - [INFO] - [E:262| 0]: Train Loss:0.001506, Val MRR:0.42968, icews14
2023-05-13 11:14:49,080 - [INFO] - [E:262| 100]: Train Loss:0.0015058, Val MRR:0.42968, icews14
2023-05-13 11:15:42,527 - [INFO] - [E:262| 200]: Train Loss:0.0015066, Val MRR:0.42968, icews14
2023-05-13 11:16:36,376 - [INFO] - [E:262| 300]: Train Loss:0.0015071, Val MRR:0.42968, icews14
2023-05-13 11:17:29,920 - [INFO] - [E:262| 400]: Train Loss:0.0015076, Val MRR:0.42968, icews14
2023-05-13 11:18:23,656 - [INFO] - [E:262| 500]: Train Loss:0.0015078, Val MRR:0.42968, icews14
2023-05-13 11:19:17,009 - [INFO] - [E:262| 600]: Train Loss:0.0015076, Val MRR:0.42968, icews14
2023-05-13 11:20:09,869 - [INFO] - [E:262| 700]: Train Loss:0.0015077, Val MRR:0.42968, icews14
2023-05-13 11:21:03,406 - [INFO] - [E:262| 800]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 11:21:56,515 - [INFO] - [E:262| 900]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 11:22:49,634 - [INFO] - [E:262| 1000]: Train Loss:0.0015074, Val MRR:0.42968, icews14
2023-05-13 11:23:32,273 - [INFO] - [E:262| 1100]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 11:24:26,067 - [INFO] - [E:262| 1200]: Train Loss:0.0015076, Val MRR:0.42968, icews14
2023-05-13 11:25:19,742 - [INFO] - [E:262| 1300]: Train Loss:0.0015076, Val MRR:0.42968, icews14
2023-05-13 11:26:12,517 - [INFO] - [E:262| 1400]: Train Loss:0.0015077, Val MRR:0.42968, icews14
2023-05-13 11:27:06,183 - [INFO] - [E:262| 1500]: Train Loss:0.0015078, Val MRR:0.42968, icews14
2023-05-13 11:27:59,406 - [INFO] - [E:262| 1600]: Train Loss:0.0015077, Val MRR:0.42968, icews14
2023-05-13 11:28:52,368 - [INFO] - [E:262| 1700]: Train Loss:0.0015076, Val MRR:0.42968, icews14
2023-05-13 11:29:45,424 - [INFO] - [E:262| 1800]: Train Loss:0.0015078, Val MRR:0.42968, icews14
2023-05-13 11:30:38,468 - [INFO] - [E:262| 1900]: Train Loss:0.001508, Val MRR:0.42968, icews14
2023-05-13 11:31:00,246 - [INFO] - [Epoch:262]: Training Loss:0.001508
2023-05-13 11:31:00,401 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 11:31:16,342 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 11:31:19,460 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 11:31:30,405 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 11:31:35,503 - [INFO] - [Evaluating Epoch 262 valid]:
MRR: Tail : 0.44989, Head : 0.4052, Avg : 0.42755
2023-05-13 11:31:35,503 - [INFO] - [Epoch 262]: Training Loss: 0.001508, Valid MRR: 0.42968,
2023-05-13 11:31:36,131 - [INFO] - [E:263| 0]: Train Loss:0.0015182, Val MRR:0.42968, icews14
2023-05-13 11:32:29,074 - [INFO] - [E:263| 100]: Train Loss:0.001508, Val MRR:0.42968, icews14
2023-05-13 11:33:22,050 - [INFO] - [E:263| 200]: Train Loss:0.0015087, Val MRR:0.42968, icews14
2023-05-13 11:34:15,648 - [INFO] - [E:263| 300]: Train Loss:0.0015079, Val MRR:0.42968, icews14
2023-05-13 11:35:09,119 - [INFO] - [E:263| 400]: Train Loss:0.0015082, Val MRR:0.42968, icews14
2023-05-13 11:36:01,792 - [INFO] - [E:263| 500]: Train Loss:0.0015082, Val MRR:0.42968, icews14
2023-05-13 11:36:54,196 - [INFO] - [E:263| 600]: Train Loss:0.0015082, Val MRR:0.42968, icews14
2023-05-13 11:37:46,398 - [INFO] - [E:263| 700]: Train Loss:0.001508, Val MRR:0.42968, icews14
2023-05-13 11:38:39,294 - [INFO] - [E:263| 800]: Train Loss:0.0015081, Val MRR:0.42968, icews14
2023-05-13 11:39:31,977 - [INFO] - [E:263| 900]: Train Loss:0.0015082, Val MRR:0.42968, icews14
2023-05-13 11:40:16,999 - [INFO] - [E:263| 1000]: Train Loss:0.0015084, Val MRR:0.42968, icews14
2023-05-13 11:41:10,179 - [INFO] - [E:263| 1100]: Train Loss:0.0015083, Val MRR:0.42968, icews14
2023-05-13 11:42:04,017 - [INFO] - [E:263| 1200]: Train Loss:0.0015082, Val MRR:0.42968, icews14
2023-05-13 11:42:57,374 - [INFO] - [E:263| 1300]: Train Loss:0.0015083, Val MRR:0.42968, icews14
2023-05-13 11:43:50,185 - [INFO] - [E:263| 1400]: Train Loss:0.0015084, Val MRR:0.42968, icews14
2023-05-13 11:44:43,291 - [INFO] - [E:263| 1500]: Train Loss:0.0015083, Val MRR:0.42968, icews14
2023-05-13 11:45:36,714 - [INFO] - [E:263| 1600]: Train Loss:0.0015083, Val MRR:0.42968, icews14
2023-05-13 11:46:30,000 - [INFO] - [E:263| 1700]: Train Loss:0.0015082, Val MRR:0.42968, icews14
2023-05-13 11:47:23,043 - [INFO] - [E:263| 1800]: Train Loss:0.0015082, Val MRR:0.42968, icews14
2023-05-13 11:48:06,357 - [INFO] - [E:263| 1900]: Train Loss:0.0015081, Val MRR:0.42968, icews14
2023-05-13 11:48:28,319 - [INFO] - [Epoch:263]: Training Loss:0.001508
2023-05-13 11:48:28,476 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 11:48:47,443 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 11:48:53,018 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 11:49:11,986 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 11:49:17,290 - [INFO] - [Evaluating Epoch 263 valid]:
MRR: Tail : 0.44279, Head : 0.39588, Avg : 0.41933
2023-05-13 11:49:17,290 - [INFO] - [Epoch 263]: Training Loss: 0.0015081, Valid MRR: 0.42968,
2023-05-13 11:49:17,930 - [INFO] - [E:264| 0]: Train Loss:0.0014909, Val MRR:0.42968, icews14
2023-05-13 11:50:11,422 - [INFO] - [E:264| 100]: Train Loss:0.0015076, Val MRR:0.42968, icews14
2023-05-13 11:51:04,424 - [INFO] - [E:264| 200]: Train Loss:0.0015078, Val MRR:0.42968, icews14
2023-05-13 11:51:57,680 - [INFO] - [E:264| 300]: Train Loss:0.0015076, Val MRR:0.42968, icews14
2023-05-13 11:52:50,640 - [INFO] - [E:264| 400]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 11:53:40,730 - [INFO] - [E:264| 500]: Train Loss:0.0015074, Val MRR:0.42968, icews14
2023-05-13 11:54:30,343 - [INFO] - [E:264| 600]: Train Loss:0.0015073, Val MRR:0.42968, icews14
2023-05-13 11:55:23,859 - [INFO] - [E:264| 700]: Train Loss:0.0015073, Val MRR:0.42968, icews14
2023-05-13 11:56:17,195 - [INFO] - [E:264| 800]: Train Loss:0.0015076, Val MRR:0.42968, icews14
2023-05-13 11:57:00,610 - [INFO] - [E:264| 900]: Train Loss:0.0015076, Val MRR:0.42968, icews14
2023-05-13 11:57:54,466 - [INFO] - [E:264| 1000]: Train Loss:0.0015077, Val MRR:0.42968, icews14
2023-05-13 11:58:48,208 - [INFO] - [E:264| 1100]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 11:59:42,328 - [INFO] - [E:264| 1200]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 12:00:36,020 - [INFO] - [E:264| 1300]: Train Loss:0.0015076, Val MRR:0.42968, icews14
2023-05-13 12:01:29,330 - [INFO] - [E:264| 1400]: Train Loss:0.0015077, Val MRR:0.42968, icews14
2023-05-13 12:02:22,573 - [INFO] - [E:264| 1500]: Train Loss:0.0015078, Val MRR:0.42968, icews14
2023-05-13 12:03:15,752 - [INFO] - [E:264| 1600]: Train Loss:0.0015078, Val MRR:0.42968, icews14
2023-05-13 12:04:09,499 - [INFO] - [E:264| 1700]: Train Loss:0.0015077, Val MRR:0.42968, icews14
2023-05-13 12:04:55,688 - [INFO] - [E:264| 1800]: Train Loss:0.0015077, Val MRR:0.42968, icews14
2023-05-13 12:05:45,818 - [INFO] - [E:264| 1900]: Train Loss:0.0015078, Val MRR:0.42968, icews14
2023-05-13 12:06:08,465 - [INFO] - [Epoch:264]: Training Loss:0.001508
2023-05-13 12:06:08,737 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 12:06:27,619 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 12:06:33,037 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 12:06:52,050 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 12:06:57,329 - [INFO] - [Evaluating Epoch 264 valid]:
MRR: Tail : 0.4457, Head : 0.4002, Avg : 0.42295
2023-05-13 12:06:57,329 - [INFO] - [Epoch 264]: Training Loss: 0.0015079, Valid MRR: 0.42968,
2023-05-13 12:06:57,731 - [INFO] - [E:265| 0]: Train Loss:0.0014931, Val MRR:0.42968, icews14
2023-05-13 12:07:50,905 - [INFO] - [E:265| 100]: Train Loss:0.0015074, Val MRR:0.42968, icews14
2023-05-13 12:08:44,717 - [INFO] - [E:265| 200]: Train Loss:0.0015067, Val MRR:0.42968, icews14
2023-05-13 12:09:38,392 - [INFO] - [E:265| 300]: Train Loss:0.0015072, Val MRR:0.42968, icews14
2023-05-13 12:10:31,135 - [INFO] - [E:265| 400]: Train Loss:0.0015073, Val MRR:0.42968, icews14
2023-05-13 12:11:23,813 - [INFO] - [E:265| 500]: Train Loss:0.0015077, Val MRR:0.42968, icews14
2023-05-13 12:12:16,348 - [INFO] - [E:265| 600]: Train Loss:0.0015076, Val MRR:0.42968, icews14
2023-05-13 12:13:06,568 - [INFO] - [E:265| 700]: Train Loss:0.0015074, Val MRR:0.42968, icews14
2023-05-13 12:13:52,388 - [INFO] - [E:265| 800]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 12:14:45,576 - [INFO] - [E:265| 900]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 12:15:38,969 - [INFO] - [E:265| 1000]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 12:16:32,333 - [INFO] - [E:265| 1100]: Train Loss:0.0015074, Val MRR:0.42968, icews14
2023-05-13 12:17:25,891 - [INFO] - [E:265| 1200]: Train Loss:0.0015073, Val MRR:0.42968, icews14
2023-05-13 12:18:19,339 - [INFO] - [E:265| 1300]: Train Loss:0.0015073, Val MRR:0.42968, icews14
2023-05-13 12:19:12,661 - [INFO] - [E:265| 1400]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 12:20:06,029 - [INFO] - [E:265| 1500]: Train Loss:0.0015073, Val MRR:0.42968, icews14
2023-05-13 12:20:59,087 - [INFO] - [E:265| 1600]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 12:21:41,795 - [INFO] - [E:265| 1700]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 12:22:35,103 - [INFO] - [E:265| 1800]: Train Loss:0.0015076, Val MRR:0.42968, icews14
2023-05-13 12:23:28,590 - [INFO] - [E:265| 1900]: Train Loss:0.0015077, Val MRR:0.42968, icews14
2023-05-13 12:23:50,835 - [INFO] - [Epoch:265]: Training Loss:0.001508
2023-05-13 12:23:50,980 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 12:24:10,041 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 12:24:15,573 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 12:24:34,528 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 12:24:39,752 - [INFO] - [Evaluating Epoch 265 valid]:
MRR: Tail : 0.44693, Head : 0.40045, Avg : 0.42369
2023-05-13 12:24:39,752 - [INFO] - [Epoch 265]: Training Loss: 0.0015078, Valid MRR: 0.42968,
2023-05-13 12:24:40,232 - [INFO] - [E:266| 0]: Train Loss:0.0015276, Val MRR:0.42968, icews14
2023-05-13 12:25:33,943 - [INFO] - [E:266| 100]: Train Loss:0.0015094, Val MRR:0.42968, icews14
2023-05-13 12:26:27,909 - [INFO] - [E:266| 200]: Train Loss:0.0015091, Val MRR:0.42968, icews14
2023-05-13 12:27:21,110 - [INFO] - [E:266| 300]: Train Loss:0.0015087, Val MRR:0.42968, icews14
2023-05-13 12:28:14,135 - [INFO] - [E:266| 400]: Train Loss:0.0015086, Val MRR:0.42968, icews14
2023-05-13 12:29:07,094 - [INFO] - [E:266| 500]: Train Loss:0.0015081, Val MRR:0.42968, icews14
2023-05-13 12:29:53,223 - [INFO] - [E:266| 600]: Train Loss:0.0015079, Val MRR:0.42968, icews14
2023-05-13 12:30:42,687 - [INFO] - [E:266| 700]: Train Loss:0.0015074, Val MRR:0.42968, icews14
2023-05-13 12:31:35,987 - [INFO] - [E:266| 800]: Train Loss:0.0015076, Val MRR:0.42968, icews14
2023-05-13 12:32:29,558 - [INFO] - [E:266| 900]: Train Loss:0.0015077, Val MRR:0.42968, icews14
2023-05-13 12:33:22,922 - [INFO] - [E:266| 1000]: Train Loss:0.0015079, Val MRR:0.42968, icews14
2023-05-13 12:34:16,556 - [INFO] - [E:266| 1100]: Train Loss:0.0015078, Val MRR:0.42968, icews14
2023-05-13 12:35:10,290 - [INFO] - [E:266| 1200]: Train Loss:0.0015076, Val MRR:0.42968, icews14
2023-05-13 12:36:03,255 - [INFO] - [E:266| 1300]: Train Loss:0.0015078, Val MRR:0.42968, icews14
2023-05-13 12:36:57,180 - [INFO] - [E:266| 1400]: Train Loss:0.0015079, Val MRR:0.42968, icews14
2023-05-13 12:37:51,201 - [INFO] - [E:266| 1500]: Train Loss:0.001508, Val MRR:0.42968, icews14
2023-05-13 12:38:34,660 - [INFO] - [E:266| 1600]: Train Loss:0.0015081, Val MRR:0.42968, icews14
2023-05-13 12:39:27,310 - [INFO] - [E:266| 1700]: Train Loss:0.0015079, Val MRR:0.42968, icews14
2023-05-13 12:40:13,651 - [INFO] - [E:266| 1800]: Train Loss:0.0015079, Val MRR:0.42968, icews14
2023-05-13 12:41:07,366 - [INFO] - [E:266| 1900]: Train Loss:0.001508, Val MRR:0.42968, icews14
2023-05-13 12:41:29,295 - [INFO] - [Epoch:266]: Training Loss:0.001508
2023-05-13 12:41:29,450 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 12:41:48,426 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 12:41:53,765 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 12:42:12,685 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 12:42:17,928 - [INFO] - [Evaluating Epoch 266 valid]:
MRR: Tail : 0.45004, Head : 0.40404, Avg : 0.42704
2023-05-13 12:42:17,929 - [INFO] - [Epoch 266]: Training Loss: 0.0015079, Valid MRR: 0.42968,
2023-05-13 12:42:18,544 - [INFO] - [E:267| 0]: Train Loss:0.0014911, Val MRR:0.42968, icews14
2023-05-13 12:43:12,309 - [INFO] - [E:267| 100]: Train Loss:0.0015064, Val MRR:0.42968, icews14
2023-05-13 12:44:05,043 - [INFO] - [E:267| 200]: Train Loss:0.0015066, Val MRR:0.42968, icews14
2023-05-13 12:44:57,519 - [INFO] - [E:267| 300]: Train Loss:0.0015065, Val MRR:0.42968, icews14
2023-05-13 12:45:50,064 - [INFO] - [E:267| 400]: Train Loss:0.0015068, Val MRR:0.42968, icews14
2023-05-13 12:46:38,908 - [INFO] - [E:267| 500]: Train Loss:0.0015069, Val MRR:0.42968, icews14
2023-05-13 12:47:26,193 - [INFO] - [E:267| 600]: Train Loss:0.0015073, Val MRR:0.42968, icews14
2023-05-13 12:48:20,283 - [INFO] - [E:267| 700]: Train Loss:0.001507, Val MRR:0.42968, icews14
2023-05-13 12:49:14,493 - [INFO] - [E:267| 800]: Train Loss:0.0015068, Val MRR:0.42968, icews14
2023-05-13 12:50:08,319 - [INFO] - [E:267| 900]: Train Loss:0.0015072, Val MRR:0.42968, icews14
2023-05-13 12:51:01,932 - [INFO] - [E:267| 1000]: Train Loss:0.0015073, Val MRR:0.42968, icews14
2023-05-13 12:51:55,402 - [INFO] - [E:267| 1100]: Train Loss:0.0015073, Val MRR:0.42968, icews14
2023-05-13 12:52:48,328 - [INFO] - [E:267| 1200]: Train Loss:0.0015073, Val MRR:0.42968, icews14
2023-05-13 12:53:41,466 - [INFO] - [E:267| 1300]: Train Loss:0.0015073, Val MRR:0.42968, icews14
2023-05-13 12:54:34,593 - [INFO] - [E:267| 1400]: Train Loss:0.0015074, Val MRR:0.42968, icews14
2023-05-13 12:55:17,902 - [INFO] - [E:267| 1500]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 12:56:10,182 - [INFO] - [E:267| 1600]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 12:57:02,868 - [INFO] - [E:267| 1700]: Train Loss:0.0015077, Val MRR:0.42968, icews14
2023-05-13 12:57:56,203 - [INFO] - [E:267| 1800]: Train Loss:0.0015077, Val MRR:0.42968, icews14
2023-05-13 12:58:49,510 - [INFO] - [E:267| 1900]: Train Loss:0.0015077, Val MRR:0.42968, icews14
2023-05-13 12:59:12,149 - [INFO] - [Epoch:267]: Training Loss:0.001508
2023-05-13 12:59:12,281 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 12:59:31,262 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 12:59:36,754 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 12:59:55,715 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 13:00:01,007 - [INFO] - [Evaluating Epoch 267 valid]:
MRR: Tail : 0.44747, Head : 0.3986, Avg : 0.42303
2023-05-13 13:00:01,007 - [INFO] - [Epoch 267]: Training Loss: 0.0015077, Valid MRR: 0.42968,
2023-05-13 13:00:01,499 - [INFO] - [E:268| 0]: Train Loss:0.0015106, Val MRR:0.42968, icews14
2023-05-13 13:00:55,561 - [INFO] - [E:268| 100]: Train Loss:0.0015058, Val MRR:0.42968, icews14
2023-05-13 13:01:49,192 - [INFO] - [E:268| 200]: Train Loss:0.0015077, Val MRR:0.42968, icews14
2023-05-13 13:02:42,766 - [INFO] - [E:268| 300]: Train Loss:0.0015074, Val MRR:0.42968, icews14
2023-05-13 13:03:29,125 - [INFO] - [E:268| 400]: Train Loss:0.0015072, Val MRR:0.42968, icews14
2023-05-13 13:04:19,560 - [INFO] - [E:268| 500]: Train Loss:0.0015073, Val MRR:0.42968, icews14
2023-05-13 13:05:13,099 - [INFO] - [E:268| 600]: Train Loss:0.0015073, Val MRR:0.42968, icews14
2023-05-13 13:06:06,513 - [INFO] - [E:268| 700]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 13:06:59,755 - [INFO] - [E:268| 800]: Train Loss:0.0015074, Val MRR:0.42968, icews14
2023-05-13 13:07:52,459 - [INFO] - [E:268| 900]: Train Loss:0.0015073, Val MRR:0.42968, icews14
2023-05-13 13:08:45,459 - [INFO] - [E:268| 1000]: Train Loss:0.0015074, Val MRR:0.42968, icews14
2023-05-13 13:09:45,542 - [INFO] - [E:268| 1100]: Train Loss:0.0015073, Val MRR:0.42968, icews14
2023-05-13 13:10:58,062 - [INFO] - [E:268| 1200]: Train Loss:0.0015074, Val MRR:0.42968, icews14
2023-05-13 13:11:51,146 - [INFO] - [E:268| 1300]: Train Loss:0.0015076, Val MRR:0.42968, icews14
2023-05-13 13:12:34,627 - [INFO] - [E:268| 1400]: Train Loss:0.0015076, Val MRR:0.42968, icews14
2023-05-13 13:13:27,280 - [INFO] - [E:268| 1500]: Train Loss:0.0015076, Val MRR:0.42968, icews14
2023-05-13 13:14:20,355 - [INFO] - [E:268| 1600]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 13:15:13,944 - [INFO] - [E:268| 1700]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 13:16:07,887 - [INFO] - [E:268| 1800]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 13:17:01,346 - [INFO] - [E:268| 1900]: Train Loss:0.0015076, Val MRR:0.42968, icews14
2023-05-13 13:17:23,697 - [INFO] - [Epoch:268]: Training Loss:0.001508
2023-05-13 13:17:23,828 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 13:17:42,275 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 13:17:47,537 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 13:18:05,898 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 13:18:11,044 - [INFO] - [Evaluating Epoch 268 valid]:
MRR: Tail : 0.44687, Head : 0.4001, Avg : 0.42349
2023-05-13 13:18:11,044 - [INFO] - [Epoch 268]: Training Loss: 0.0015076, Valid MRR: 0.42968,
2023-05-13 13:18:11,560 - [INFO] - [E:269| 0]: Train Loss:0.0015109, Val MRR:0.42968, icews14
2023-05-13 13:19:04,080 - [INFO] - [E:269| 100]: Train Loss:0.0015066, Val MRR:0.42968, icews14
2023-05-13 13:19:56,427 - [INFO] - [E:269| 200]: Train Loss:0.0015067, Val MRR:0.42968, icews14
2023-05-13 13:20:42,245 - [INFO] - [E:269| 300]: Train Loss:0.0015068, Val MRR:0.42968, icews14
2023-05-13 13:21:32,617 - [INFO] - [E:269| 400]: Train Loss:0.0015066, Val MRR:0.42968, icews14
2023-05-13 13:22:26,182 - [INFO] - [E:269| 500]: Train Loss:0.0015065, Val MRR:0.42968, icews14
2023-05-13 13:23:19,807 - [INFO] - [E:269| 600]: Train Loss:0.0015066, Val MRR:0.42968, icews14
2023-05-13 13:24:13,042 - [INFO] - [E:269| 700]: Train Loss:0.0015069, Val MRR:0.42968, icews14
2023-05-13 13:25:06,272 - [INFO] - [E:269| 800]: Train Loss:0.001507, Val MRR:0.42968, icews14
2023-05-13 13:25:59,687 - [INFO] - [E:269| 900]: Train Loss:0.0015069, Val MRR:0.42968, icews14
2023-05-13 13:26:49,178 - [INFO] - [E:269| 1000]: Train Loss:0.0015068, Val MRR:0.42968, icews14
2023-05-13 13:27:38,938 - [INFO] - [E:269| 1100]: Train Loss:0.0015067, Val MRR:0.42968, icews14
2023-05-13 13:28:32,953 - [INFO] - [E:269| 1200]: Train Loss:0.0015068, Val MRR:0.42968, icews14
2023-05-13 13:29:18,228 - [INFO] - [E:269| 1300]: Train Loss:0.0015071, Val MRR:0.42968, icews14
2023-05-13 13:30:08,747 - [INFO] - [E:269| 1400]: Train Loss:0.0015072, Val MRR:0.42968, icews14
2023-05-13 13:31:01,946 - [INFO] - [E:269| 1500]: Train Loss:0.0015074, Val MRR:0.42968, icews14
2023-05-13 13:31:54,830 - [INFO] - [E:269| 1600]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 13:32:48,620 - [INFO] - [E:269| 1700]: Train Loss:0.0015073, Val MRR:0.42968, icews14
2023-05-13 13:33:42,579 - [INFO] - [E:269| 1800]: Train Loss:0.0015074, Val MRR:0.42968, icews14
2023-05-13 13:34:36,192 - [INFO] - [E:269| 1900]: Train Loss:0.0015076, Val MRR:0.42968, icews14
2023-05-13 13:34:58,725 - [INFO] - [Epoch:269]: Training Loss:0.001508
2023-05-13 13:34:58,909 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 13:35:17,821 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 13:35:23,241 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 13:35:42,152 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 13:35:47,385 - [INFO] - [Evaluating Epoch 269 valid]:
MRR: Tail : 0.45098, Head : 0.40165, Avg : 0.42631
MR: Tail : 668.9, Head : 786.92, Avg : 727.91
Hit-1: Tail : 0.36922, Head : 0.318, Avg : 0.34361
Hit-3: Tail : 0.49375, Head : 0.44411, Avg : 0.46893
Hit-10: Tail : 0.60092, Head : 0.5605, Avg : 0.58071
2023-05-13 13:35:47,385 - [INFO] - [Epoch 269]: Training Loss: 0.0015076, Valid MRR: 0.42968,
2023-05-13 13:35:47,890 - [INFO] - [E:270| 0]: Train Loss:0.0014989, Val MRR:0.42968, icews14
2023-05-13 13:36:41,186 - [INFO] - [E:270| 100]: Train Loss:0.0015078, Val MRR:0.42968, icews14
2023-05-13 13:37:30,592 - [INFO] - [E:270| 200]: Train Loss:0.0015078, Val MRR:0.42968, icews14
2023-05-13 13:38:17,182 - [INFO] - [E:270| 300]: Train Loss:0.0015076, Val MRR:0.42968, icews14
2023-05-13 13:39:10,059 - [INFO] - [E:270| 400]: Train Loss:0.0015074, Val MRR:0.42968, icews14
2023-05-13 13:40:03,197 - [INFO] - [E:270| 500]: Train Loss:0.0015068, Val MRR:0.42968, icews14
2023-05-13 13:40:56,583 - [INFO] - [E:270| 600]: Train Loss:0.0015071, Val MRR:0.42968, icews14
2023-05-13 13:41:50,168 - [INFO] - [E:270| 700]: Train Loss:0.001507, Val MRR:0.42968, icews14
2023-05-13 13:42:43,534 - [INFO] - [E:270| 800]: Train Loss:0.0015072, Val MRR:0.42968, icews14
2023-05-13 13:43:36,473 - [INFO] - [E:270| 900]: Train Loss:0.001507, Val MRR:0.42968, icews14
2023-05-13 13:44:29,976 - [INFO] - [E:270| 1000]: Train Loss:0.0015071, Val MRR:0.42968, icews14
2023-05-13 13:45:23,015 - [INFO] - [E:270| 1100]: Train Loss:0.0015072, Val MRR:0.42968, icews14
2023-05-13 13:46:06,248 - [INFO] - [E:270| 1200]: Train Loss:0.0015072, Val MRR:0.42968, icews14
2023-05-13 13:46:58,750 - [INFO] - [E:270| 1300]: Train Loss:0.0015071, Val MRR:0.42968, icews14
2023-05-13 13:47:52,558 - [INFO] - [E:270| 1400]: Train Loss:0.0015073, Val MRR:0.42968, icews14
2023-05-13 13:48:46,086 - [INFO] - [E:270| 1500]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 13:49:39,952 - [INFO] - [E:270| 1600]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 13:50:34,152 - [INFO] - [E:270| 1700]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 13:51:27,815 - [INFO] - [E:270| 1800]: Train Loss:0.0015074, Val MRR:0.42968, icews14
2023-05-13 13:52:20,423 - [INFO] - [E:270| 1900]: Train Loss:0.0015074, Val MRR:0.42968, icews14
2023-05-13 13:52:42,223 - [INFO] - [Epoch:270]: Training Loss:0.001507
2023-05-13 13:52:42,376 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 13:53:01,110 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 13:53:06,408 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 13:53:25,115 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 13:53:30,344 - [INFO] - [Evaluating Epoch 270 valid]:
MRR: Tail : 0.44903, Head : 0.40091, Avg : 0.42497
2023-05-13 13:53:30,344 - [INFO] - [Epoch 270]: Training Loss: 0.0015075, Valid MRR: 0.42968,
2023-05-13 13:53:30,748 - [INFO] - [E:271| 0]: Train Loss:0.0014937, Val MRR:0.42968, icews14
2023-05-13 13:54:15,912 - [INFO] - [E:271| 100]: Train Loss:0.0015068, Val MRR:0.42968, icews14
2023-05-13 13:55:06,830 - [INFO] - [E:271| 200]: Train Loss:0.0015061, Val MRR:0.42968, icews14
2023-05-13 13:56:00,513 - [INFO] - [E:271| 300]: Train Loss:0.001506, Val MRR:0.42968, icews14
2023-05-13 13:56:53,921 - [INFO] - [E:271| 400]: Train Loss:0.0015062, Val MRR:0.42968, icews14
2023-05-13 13:57:47,654 - [INFO] - [E:271| 500]: Train Loss:0.0015067, Val MRR:0.42968, icews14
2023-05-13 13:58:41,268 - [INFO] - [E:271| 600]: Train Loss:0.0015068, Val MRR:0.42968, icews14
2023-05-13 13:59:34,688 - [INFO] - [E:271| 700]: Train Loss:0.0015067, Val MRR:0.42968, icews14
2023-05-13 14:00:28,180 - [INFO] - [E:271| 800]: Train Loss:0.0015066, Val MRR:0.42968, icews14
2023-05-13 14:01:21,466 - [INFO] - [E:271| 900]: Train Loss:0.0015067, Val MRR:0.42968, icews14
2023-05-13 14:02:14,521 - [INFO] - [E:271| 1000]: Train Loss:0.0015067, Val MRR:0.42968, icews14
2023-05-13 14:02:57,875 - [INFO] - [E:271| 1100]: Train Loss:0.001507, Val MRR:0.42968, icews14
2023-05-13 14:03:50,314 - [INFO] - [E:271| 1200]: Train Loss:0.0015071, Val MRR:0.42968, icews14
2023-05-13 14:04:43,003 - [INFO] - [E:271| 1300]: Train Loss:0.0015072, Val MRR:0.42968, icews14
2023-05-13 14:05:35,819 - [INFO] - [E:271| 1400]: Train Loss:0.0015071, Val MRR:0.42968, icews14
2023-05-13 14:06:28,568 - [INFO] - [E:271| 1500]: Train Loss:0.0015071, Val MRR:0.42968, icews14
2023-05-13 14:07:21,553 - [INFO] - [E:271| 1600]: Train Loss:0.0015071, Val MRR:0.42968, icews14
2023-05-13 14:08:14,703 - [INFO] - [E:271| 1700]: Train Loss:0.0015072, Val MRR:0.42968, icews14
2023-05-13 14:09:08,370 - [INFO] - [E:271| 1800]: Train Loss:0.0015072, Val MRR:0.42968, icews14
2023-05-13 14:10:02,376 - [INFO] - [E:271| 1900]: Train Loss:0.0015073, Val MRR:0.42968, icews14
2023-05-13 14:10:24,698 - [INFO] - [Epoch:271]: Training Loss:0.001507
2023-05-13 14:10:24,854 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 14:10:43,611 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 14:10:46,725 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 14:10:57,540 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 14:11:00,547 - [INFO] - [Evaluating Epoch 271 valid]:
MRR: Tail : 0.44857, Head : 0.39996, Avg : 0.42426
2023-05-13 14:11:00,547 - [INFO] - [Epoch 271]: Training Loss: 0.0015074, Valid MRR: 0.42968,
2023-05-13 14:11:00,895 - [INFO] - [E:272| 0]: Train Loss:0.0015022, Val MRR:0.42968, icews14
2023-05-13 14:11:54,812 - [INFO] - [E:272| 100]: Train Loss:0.001507, Val MRR:0.42968, icews14
2023-05-13 14:12:48,484 - [INFO] - [E:272| 200]: Train Loss:0.001507, Val MRR:0.42968, icews14
2023-05-13 14:13:34,746 - [INFO] - [E:272| 300]: Train Loss:0.0015062, Val MRR:0.42968, icews14
2023-05-13 14:14:28,489 - [INFO] - [E:272| 400]: Train Loss:0.0015063, Val MRR:0.42968, icews14
2023-05-13 14:15:21,419 - [INFO] - [E:272| 500]: Train Loss:0.0015068, Val MRR:0.42968, icews14
2023-05-13 14:16:14,417 - [INFO] - [E:272| 600]: Train Loss:0.001507, Val MRR:0.42968, icews14
2023-05-13 14:17:07,400 - [INFO] - [E:272| 700]: Train Loss:0.0015071, Val MRR:0.42968, icews14
2023-05-13 14:18:00,213 - [INFO] - [E:272| 800]: Train Loss:0.0015072, Val MRR:0.42968, icews14
2023-05-13 14:18:52,956 - [INFO] - [E:272| 900]: Train Loss:0.0015072, Val MRR:0.42968, icews14
2023-05-13 14:19:36,094 - [INFO] - [E:272| 1000]: Train Loss:0.0015072, Val MRR:0.42968, icews14
2023-05-13 14:20:29,092 - [INFO] - [E:272| 1100]: Train Loss:0.0015071, Val MRR:0.42968, icews14
2023-05-13 14:21:22,589 - [INFO] - [E:272| 1200]: Train Loss:0.001507, Val MRR:0.42968, icews14
2023-05-13 14:22:15,668 - [INFO] - [E:272| 1300]: Train Loss:0.0015071, Val MRR:0.42968, icews14
2023-05-13 14:23:09,086 - [INFO] - [E:272| 1400]: Train Loss:0.0015073, Val MRR:0.42968, icews14
2023-05-13 14:24:03,073 - [INFO] - [E:272| 1500]: Train Loss:0.0015072, Val MRR:0.42968, icews14
2023-05-13 14:24:56,585 - [INFO] - [E:272| 1600]: Train Loss:0.0015073, Val MRR:0.42968, icews14
2023-05-13 14:25:49,285 - [INFO] - [E:272| 1700]: Train Loss:0.0015073, Val MRR:0.42968, icews14
2023-05-13 14:26:41,523 - [INFO] - [E:272| 1800]: Train Loss:0.0015074, Val MRR:0.42968, icews14
2023-05-13 14:27:33,201 - [INFO] - [E:272| 1900]: Train Loss:0.0015074, Val MRR:0.42968, icews14
2023-05-13 14:27:47,141 - [INFO] - [Epoch:272]: Training Loss:0.001507
2023-05-13 14:27:47,252 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 14:28:04,431 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 14:28:09,941 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 14:28:28,788 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 14:28:33,965 - [INFO] - [Evaluating Epoch 272 valid]:
MRR: Tail : 0.44981, Head : 0.39899, Avg : 0.4244
2023-05-13 14:28:33,965 - [INFO] - [Epoch 272]: Training Loss: 0.0015073, Valid MRR: 0.42968,
2023-05-13 14:28:34,693 - [INFO] - [E:273| 0]: Train Loss:0.0015, Val MRR:0.42968, icews14
2023-05-13 14:29:28,419 - [INFO] - [E:273| 100]: Train Loss:0.001507, Val MRR:0.42968, icews14
2023-05-13 14:30:22,184 - [INFO] - [E:273| 200]: Train Loss:0.0015076, Val MRR:0.42968, icews14
2023-05-13 14:31:16,202 - [INFO] - [E:273| 300]: Train Loss:0.0015072, Val MRR:0.42968, icews14
2023-05-13 14:32:09,052 - [INFO] - [E:273| 400]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 14:33:02,613 - [INFO] - [E:273| 500]: Train Loss:0.0015074, Val MRR:0.42968, icews14
2023-05-13 14:33:56,287 - [INFO] - [E:273| 600]: Train Loss:0.0015074, Val MRR:0.42968, icews14
2023-05-13 14:34:49,839 - [INFO] - [E:273| 700]: Train Loss:0.0015074, Val MRR:0.42968, icews14
2023-05-13 14:35:43,013 - [INFO] - [E:273| 800]: Train Loss:0.0015076, Val MRR:0.42968, icews14
2023-05-13 14:36:26,572 - [INFO] - [E:273| 900]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 14:37:19,429 - [INFO] - [E:273| 1000]: Train Loss:0.0015074, Val MRR:0.42968, icews14
2023-05-13 14:38:12,295 - [INFO] - [E:273| 1100]: Train Loss:0.0015074, Val MRR:0.42968, icews14
2023-05-13 14:39:05,508 - [INFO] - [E:273| 1200]: Train Loss:0.0015073, Val MRR:0.42968, icews14
2023-05-13 14:39:59,049 - [INFO] - [E:273| 1300]: Train Loss:0.0015072, Val MRR:0.42968, icews14
2023-05-13 14:40:52,539 - [INFO] - [E:273| 1400]: Train Loss:0.0015072, Val MRR:0.42968, icews14
2023-05-13 14:41:45,955 - [INFO] - [E:273| 1500]: Train Loss:0.0015072, Val MRR:0.42968, icews14
2023-05-13 14:42:39,485 - [INFO] - [E:273| 1600]: Train Loss:0.0015072, Val MRR:0.42968, icews14
2023-05-13 14:43:33,132 - [INFO] - [E:273| 1700]: Train Loss:0.0015072, Val MRR:0.42968, icews14
2023-05-13 14:44:22,726 - [INFO] - [E:273| 1800]: Train Loss:0.0015072, Val MRR:0.42968, icews14
2023-05-13 14:45:10,399 - [INFO] - [E:273| 1900]: Train Loss:0.0015072, Val MRR:0.42968, icews14
2023-05-13 14:45:32,643 - [INFO] - [Epoch:273]: Training Loss:0.001507
2023-05-13 14:45:32,807 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 14:45:51,668 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 14:45:57,163 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 14:46:16,018 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 14:46:21,250 - [INFO] - [Evaluating Epoch 273 valid]:
MRR: Tail : 0.45089, Head : 0.39991, Avg : 0.4254
2023-05-13 14:46:21,250 - [INFO] - [Epoch 273]: Training Loss: 0.0015073, Valid MRR: 0.42968,
2023-05-13 14:46:21,994 - [INFO] - [E:274| 0]: Train Loss:0.0014963, Val MRR:0.42968, icews14
2023-05-13 14:47:15,222 - [INFO] - [E:274| 100]: Train Loss:0.0015073, Val MRR:0.42968, icews14
2023-05-13 14:48:09,242 - [INFO] - [E:274| 200]: Train Loss:0.001508, Val MRR:0.42968, icews14
2023-05-13 14:49:02,575 - [INFO] - [E:274| 300]: Train Loss:0.0015073, Val MRR:0.42968, icews14
2023-05-13 14:49:56,307 - [INFO] - [E:274| 400]: Train Loss:0.0015067, Val MRR:0.42968, icews14
2023-05-13 14:50:49,878 - [INFO] - [E:274| 500]: Train Loss:0.0015068, Val MRR:0.42968, icews14
2023-05-13 14:51:43,392 - [INFO] - [E:274| 600]: Train Loss:0.0015065, Val MRR:0.42968, icews14
2023-05-13 14:52:37,205 - [INFO] - [E:274| 700]: Train Loss:0.0015067, Val MRR:0.42968, icews14
2023-05-13 14:53:20,845 - [INFO] - [E:274| 800]: Train Loss:0.0015066, Val MRR:0.42968, icews14
2023-05-13 14:54:13,533 - [INFO] - [E:274| 900]: Train Loss:0.0015065, Val MRR:0.42968, icews14
2023-05-13 14:55:06,458 - [INFO] - [E:274| 1000]: Train Loss:0.0015065, Val MRR:0.42968, icews14
2023-05-13 14:55:59,920 - [INFO] - [E:274| 1100]: Train Loss:0.0015067, Val MRR:0.42968, icews14
2023-05-13 14:56:53,320 - [INFO] - [E:274| 1200]: Train Loss:0.0015069, Val MRR:0.42968, icews14
2023-05-13 14:57:46,498 - [INFO] - [E:274| 1300]: Train Loss:0.001507, Val MRR:0.42968, icews14
2023-05-13 14:58:40,106 - [INFO] - [E:274| 1400]: Train Loss:0.0015071, Val MRR:0.42968, icews14
2023-05-13 14:59:26,350 - [INFO] - [E:274| 1500]: Train Loss:0.001507, Val MRR:0.42968, icews14
2023-05-13 15:00:19,341 - [INFO] - [E:274| 1600]: Train Loss:0.001507, Val MRR:0.42968, icews14
2023-05-13 15:01:09,848 - [INFO] - [E:274| 1700]: Train Loss:0.0015072, Val MRR:0.42968, icews14
2023-05-13 15:01:54,038 - [INFO] - [E:274| 1800]: Train Loss:0.0015072, Val MRR:0.42968, icews14
2023-05-13 15:02:47,237 - [INFO] - [E:274| 1900]: Train Loss:0.0015072, Val MRR:0.42968, icews14
2023-05-13 15:03:09,174 - [INFO] - [Epoch:274]: Training Loss:0.001507
2023-05-13 15:03:09,310 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 15:03:28,118 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 15:03:33,570 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 15:03:52,491 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 15:03:57,783 - [INFO] - [Evaluating Epoch 274 valid]:
MRR: Tail : 0.4495, Head : 0.39614, Avg : 0.42282
2023-05-13 15:03:57,783 - [INFO] - [Epoch 274]: Training Loss: 0.0015073, Valid MRR: 0.42968,
2023-05-13 15:03:58,187 - [INFO] - [E:275| 0]: Train Loss:0.0014933, Val MRR:0.42968, icews14
2023-05-13 15:04:51,304 - [INFO] - [E:275| 100]: Train Loss:0.0015046, Val MRR:0.42968, icews14
2023-05-13 15:05:44,378 - [INFO] - [E:275| 200]: Train Loss:0.0015045, Val MRR:0.42968, icews14
2023-05-13 15:06:37,744 - [INFO] - [E:275| 300]: Train Loss:0.0015053, Val MRR:0.42968, icews14
2023-05-13 15:07:30,942 - [INFO] - [E:275| 400]: Train Loss:0.0015061, Val MRR:0.42968, icews14
2023-05-13 15:08:24,258 - [INFO] - [E:275| 500]: Train Loss:0.0015062, Val MRR:0.42968, icews14
2023-05-13 15:09:16,911 - [INFO] - [E:275| 600]: Train Loss:0.0015062, Val MRR:0.42968, icews14
2023-05-13 15:10:00,216 - [INFO] - [E:275| 700]: Train Loss:0.0015065, Val MRR:0.42968, icews14
2023-05-13 15:10:52,853 - [INFO] - [E:275| 800]: Train Loss:0.0015063, Val MRR:0.42968, icews14
2023-05-13 15:11:45,599 - [INFO] - [E:275| 900]: Train Loss:0.0015062, Val MRR:0.42968, icews14
2023-05-13 15:12:39,162 - [INFO] - [E:275| 1000]: Train Loss:0.0015064, Val MRR:0.42968, icews14
2023-05-13 15:13:32,944 - [INFO] - [E:275| 1100]: Train Loss:0.0015064, Val MRR:0.42968, icews14
2023-05-13 15:14:26,710 - [INFO] - [E:275| 1200]: Train Loss:0.0015064, Val MRR:0.42968, icews14
2023-05-13 15:15:20,843 - [INFO] - [E:275| 1300]: Train Loss:0.0015064, Val MRR:0.42968, icews14
2023-05-13 15:16:14,821 - [INFO] - [E:275| 1400]: Train Loss:0.0015064, Val MRR:0.42968, icews14
2023-05-13 15:17:08,338 - [INFO] - [E:275| 1500]: Train Loss:0.0015065, Val MRR:0.42968, icews14
2023-05-13 15:17:55,939 - [INFO] - [E:275| 1600]: Train Loss:0.0015066, Val MRR:0.42968, icews14
2023-05-13 15:18:44,691 - [INFO] - [E:275| 1700]: Train Loss:0.0015068, Val MRR:0.42968, icews14
2023-05-13 15:19:38,883 - [INFO] - [E:275| 1800]: Train Loss:0.001507, Val MRR:0.42968, icews14
2023-05-13 15:20:33,078 - [INFO] - [E:275| 1900]: Train Loss:0.001507, Val MRR:0.42968, icews14
2023-05-13 15:20:55,341 - [INFO] - [Epoch:275]: Training Loss:0.001507
2023-05-13 15:20:55,497 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 15:21:14,579 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 15:21:20,010 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 15:21:38,915 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 15:21:44,099 - [INFO] - [Evaluating Epoch 275 valid]:
MRR: Tail : 0.44819, Head : 0.39713, Avg : 0.42266
2023-05-13 15:21:44,099 - [INFO] - [Epoch 275]: Training Loss: 0.001507, Valid MRR: 0.42968,
2023-05-13 15:21:44,817 - [INFO] - [E:276| 0]: Train Loss:0.0015017, Val MRR:0.42968, icews14
2023-05-13 15:22:39,053 - [INFO] - [E:276| 100]: Train Loss:0.0015071, Val MRR:0.42968, icews14
2023-05-13 15:23:33,212 - [INFO] - [E:276| 200]: Train Loss:0.0015073, Val MRR:0.42968, icews14
2023-05-13 15:24:26,290 - [INFO] - [E:276| 300]: Train Loss:0.0015069, Val MRR:0.42968, icews14
2023-05-13 15:25:20,069 - [INFO] - [E:276| 400]: Train Loss:0.0015068, Val MRR:0.42968, icews14
2023-05-13 15:26:13,225 - [INFO] - [E:276| 500]: Train Loss:0.0015069, Val MRR:0.42968, icews14
2023-05-13 15:26:57,259 - [INFO] - [E:276| 600]: Train Loss:0.0015068, Val MRR:0.42968, icews14
2023-05-13 15:27:49,969 - [INFO] - [E:276| 700]: Train Loss:0.0015068, Val MRR:0.42968, icews14
2023-05-13 15:28:42,909 - [INFO] - [E:276| 800]: Train Loss:0.0015071, Val MRR:0.42968, icews14
2023-05-13 15:29:35,942 - [INFO] - [E:276| 900]: Train Loss:0.001507, Val MRR:0.42968, icews14
2023-05-13 15:30:29,258 - [INFO] - [E:276| 1000]: Train Loss:0.0015069, Val MRR:0.42968, icews14
2023-05-13 15:31:22,128 - [INFO] - [E:276| 1100]: Train Loss:0.0015069, Val MRR:0.42968, icews14
2023-05-13 15:32:15,490 - [INFO] - [E:276| 1200]: Train Loss:0.0015071, Val MRR:0.42968, icews14
2023-05-13 15:33:08,488 - [INFO] - [E:276| 1300]: Train Loss:0.0015071, Val MRR:0.42968, icews14
2023-05-13 15:34:00,766 - [INFO] - [E:276| 1400]: Train Loss:0.001507, Val MRR:0.42968, icews14
2023-05-13 15:34:44,413 - [INFO] - [E:276| 1500]: Train Loss:0.0015069, Val MRR:0.42968, icews14
2023-05-13 15:35:35,877 - [INFO] - [E:276| 1600]: Train Loss:0.0015069, Val MRR:0.42968, icews14
2023-05-13 15:36:28,287 - [INFO] - [E:276| 1700]: Train Loss:0.0015069, Val MRR:0.42968, icews14
2023-05-13 15:37:22,074 - [INFO] - [E:276| 1800]: Train Loss:0.001507, Val MRR:0.42968, icews14
2023-05-13 15:38:15,651 - [INFO] - [E:276| 1900]: Train Loss:0.0015071, Val MRR:0.42968, icews14
2023-05-13 15:38:38,151 - [INFO] - [Epoch:276]: Training Loss:0.001507
2023-05-13 15:38:38,283 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 15:38:57,247 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 15:39:02,665 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 15:39:21,510 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 15:39:26,828 - [INFO] - [Evaluating Epoch 276 valid]:
MRR: Tail : 0.44891, Head : 0.3992, Avg : 0.42406
2023-05-13 15:39:26,829 - [INFO] - [Epoch 276]: Training Loss: 0.0015071, Valid MRR: 0.42968,
2023-05-13 15:39:27,276 - [INFO] - [E:277| 0]: Train Loss:0.0015169, Val MRR:0.42968, icews14
2023-05-13 15:40:20,592 - [INFO] - [E:277| 100]: Train Loss:0.0015069, Val MRR:0.42968, icews14
2023-05-13 15:41:14,187 - [INFO] - [E:277| 200]: Train Loss:0.0015075, Val MRR:0.42968, icews14
2023-05-13 15:42:07,951 - [INFO] - [E:277| 300]: Train Loss:0.0015073, Val MRR:0.42968, icews14
2023-05-13 15:42:57,621 - [INFO] - [E:277| 400]: Train Loss:0.0015069, Val MRR:0.42968, icews14
2023-05-13 15:43:45,318 - [INFO] - [E:277| 500]: Train Loss:0.001507, Val MRR:0.42968, icews14
2023-05-13 15:44:38,474 - [INFO] - [E:277| 600]: Train Loss:0.0015067, Val MRR:0.42968, icews14
2023-05-13 15:45:31,191 - [INFO] - [E:277| 700]: Train Loss:0.0015066, Val MRR:0.42968, icews14
2023-05-13 15:46:18,625 - [INFO] - [E:277| 800]: Train Loss:0.0015064, Val MRR:0.42968, icews14
2023-05-13 15:47:12,153 - [INFO] - [E:277| 900]: Train Loss:0.0015063, Val MRR:0.42968, icews14
2023-05-13 15:48:05,664 - [INFO] - [E:277| 1000]: Train Loss:0.0015064, Val MRR:0.42968, icews14
2023-05-13 15:48:58,797 - [INFO] - [E:277| 1100]: Train Loss:0.0015064, Val MRR:0.42968, icews14
2023-05-13 15:49:52,229 - [INFO] - [E:277| 1200]: Train Loss:0.0015065, Val MRR:0.42968, icews14
2023-05-13 15:50:45,681 - [INFO] - [E:277| 1300]: Train Loss:0.0015067, Val MRR:0.42968, icews14
2023-05-13 15:51:32,163 - [INFO] - [E:277| 1400]: Train Loss:0.0015067, Val MRR:0.42968, icews14
2023-05-13 15:52:23,174 - [INFO] - [E:277| 1500]: Train Loss:0.0015066, Val MRR:0.42968, icews14
2023-05-13 15:53:16,812 - [INFO] - [E:277| 1600]: Train Loss:0.0015067, Val MRR:0.42968, icews14
2023-05-13 15:54:10,806 - [INFO] - [E:277| 1700]: Train Loss:0.0015067, Val MRR:0.42968, icews14
2023-05-13 15:55:04,088 - [INFO] - [E:277| 1800]: Train Loss:0.0015066, Val MRR:0.42968, icews14
2023-05-13 15:55:57,956 - [INFO] - [E:277| 1900]: Train Loss:0.0015066, Val MRR:0.42968, icews14
2023-05-13 15:56:20,409 - [INFO] - [Epoch:277]: Training Loss:0.001507
2023-05-13 15:56:20,681 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 15:56:39,595 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 15:56:45,024 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 15:57:03,781 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 15:57:09,066 - [INFO] - [Evaluating Epoch 277 valid]:
MRR: Tail : 0.45061, Head : 0.39819, Avg : 0.4244
2023-05-13 15:57:09,066 - [INFO] - [Epoch 277]: Training Loss: 0.0015067, Valid MRR: 0.42968,
2023-05-13 15:57:09,542 - [INFO] - [E:278| 0]: Train Loss:0.0014907, Val MRR:0.42968, icews14
2023-05-13 15:58:02,914 - [INFO] - [E:278| 100]: Train Loss:0.0015046, Val MRR:0.42968, icews14
2023-05-13 15:58:55,825 - [INFO] - [E:278| 200]: Train Loss:0.001506, Val MRR:0.42968, icews14
2023-05-13 15:59:46,736 - [INFO] - [E:278| 300]: Train Loss:0.0015063, Val MRR:0.42968, icews14
2023-05-13 16:00:32,639 - [INFO] - [E:278| 400]: Train Loss:0.0015064, Val MRR:0.42968, icews14
2023-05-13 16:01:25,418 - [INFO] - [E:278| 500]: Train Loss:0.0015062, Val MRR:0.42968, icews14
2023-05-13 16:02:17,746 - [INFO] - [E:278| 600]: Train Loss:0.0015065, Val MRR:0.42968, icews14
2023-05-13 16:03:10,732 - [INFO] - [E:278| 700]: Train Loss:0.0015066, Val MRR:0.42968, icews14
2023-05-13 16:04:03,373 - [INFO] - [E:278| 800]: Train Loss:0.0015068, Val MRR:0.42968, icews14
2023-05-13 16:04:56,163 - [INFO] - [E:278| 900]: Train Loss:0.0015066, Val MRR:0.42968, icews14
2023-05-13 16:05:49,214 - [INFO] - [E:278| 1000]: Train Loss:0.0015068, Val MRR:0.42968, icews14
2023-05-13 16:06:42,324 - [INFO] - [E:278| 1100]: Train Loss:0.0015068, Val MRR:0.42968, icews14
2023-05-13 16:07:34,969 - [INFO] - [E:278| 1200]: Train Loss:0.0015067, Val MRR:0.42968, icews14
2023-05-13 16:08:17,347 - [INFO] - [E:278| 1300]: Train Loss:0.0015067, Val MRR:0.42968, icews14
2023-05-13 16:09:10,010 - [INFO] - [E:278| 1400]: Train Loss:0.0015067, Val MRR:0.42968, icews14
2023-05-13 16:10:02,904 - [INFO] - [E:278| 1500]: Train Loss:0.0015069, Val MRR:0.42968, icews14
2023-05-13 16:10:56,360 - [INFO] - [E:278| 1600]: Train Loss:0.0015068, Val MRR:0.42968, icews14
2023-05-13 16:11:50,426 - [INFO] - [E:278| 1700]: Train Loss:0.0015067, Val MRR:0.42968, icews14
2023-05-13 16:12:44,521 - [INFO] - [E:278| 1800]: Train Loss:0.0015067, Val MRR:0.42968, icews14
2023-05-13 16:13:37,917 - [INFO] - [E:278| 1900]: Train Loss:0.0015068, Val MRR:0.42968, icews14
2023-05-13 16:14:00,147 - [INFO] - [Epoch:278]: Training Loss:0.001507
2023-05-13 16:14:00,297 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 16:14:19,237 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 16:14:24,744 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 16:14:43,700 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 16:14:48,896 - [INFO] - [Evaluating Epoch 278 valid]:
MRR: Tail : 0.45003, Head : 0.40327, Avg : 0.42665
2023-05-13 16:14:48,896 - [INFO] - [Epoch 278]: Training Loss: 0.0015067, Valid MRR: 0.42968,
2023-05-13 16:14:49,301 - [INFO] - [E:279| 0]: Train Loss:0.0015043, Val MRR:0.42968, icews14
2023-05-13 16:15:43,791 - [INFO] - [E:279| 100]: Train Loss:0.0015068, Val MRR:0.42968, icews14
2023-05-13 16:16:31,221 - [INFO] - [E:279| 200]: Train Loss:0.0015073, Val MRR:0.42968, icews14
2023-05-13 16:17:20,499 - [INFO] - [E:279| 300]: Train Loss:0.0015072, Val MRR:0.42968, icews14
2023-05-13 16:18:12,964 - [INFO] - [E:279| 400]: Train Loss:0.0015073, Val MRR:0.42968, icews14
2023-05-13 16:19:05,673 - [INFO] - [E:279| 500]: Train Loss:0.0015069, Val MRR:0.42968, icews14
2023-05-13 16:19:59,078 - [INFO] - [E:279| 600]: Train Loss:0.0015069, Val MRR:0.42968, icews14
2023-05-13 16:20:52,648 - [INFO] - [E:279| 700]: Train Loss:0.001507, Val MRR:0.42968, icews14
2023-05-13 16:21:45,800 - [INFO] - [E:279| 800]: Train Loss:0.001507, Val MRR:0.42968, icews14
2023-05-13 16:22:39,083 - [INFO] - [E:279| 900]: Train Loss:0.0015068, Val MRR:0.42968, icews14
2023-05-13 16:23:33,273 - [INFO] - [E:279| 1000]: Train Loss:0.0015068, Val MRR:0.42968, icews14
2023-05-13 16:24:27,348 - [INFO] - [E:279| 1100]: Train Loss:0.0015067, Val MRR:0.42968, icews14
2023-05-13 16:25:10,843 - [INFO] - [E:279| 1200]: Train Loss:0.0015067, Val MRR:0.42968, icews14
2023-05-13 16:26:03,713 - [INFO] - [E:279| 1300]: Train Loss:0.0015066, Val MRR:0.42968, icews14
2023-05-13 16:26:56,707 - [INFO] - [E:279| 1400]: Train Loss:0.0015067, Val MRR:0.42968, icews14
2023-05-13 16:27:49,828 - [INFO] - [E:279| 1500]: Train Loss:0.0015069, Val MRR:0.42968, icews14
2023-05-13 16:28:42,838 - [INFO] - [E:279| 1600]: Train Loss:0.0015068, Val MRR:0.42968, icews14
2023-05-13 16:29:35,803 - [INFO] - [E:279| 1700]: Train Loss:0.0015068, Val MRR:0.42968, icews14
2023-05-13 16:30:28,765 - [INFO] - [E:279| 1800]: Train Loss:0.0015068, Val MRR:0.42968, icews14
2023-05-13 16:31:21,591 - [INFO] - [E:279| 1900]: Train Loss:0.0015068, Val MRR:0.42968, icews14
2023-05-13 16:31:41,840 - [INFO] - [Epoch:279]: Training Loss:0.001507
2023-05-13 16:31:41,950 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 16:31:56,157 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 16:32:01,605 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 16:32:20,333 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 16:32:25,552 - [INFO] - [Evaluating Epoch 279 valid]:
MRR: Tail : 0.44667, Head : 0.39981, Avg : 0.42324
MR: Tail : 634.04, Head : 747.13, Avg : 690.58
Hit-1: Tail : 0.3623, Head : 0.31569, Avg : 0.339
Hit-3: Tail : 0.49169, Head : 0.44095, Avg : 0.46632
Hit-10: Tail : 0.60444, Head : 0.55759, Avg : 0.58102
2023-05-13 16:32:25,552 - [INFO] - [Epoch 279]: Training Loss: 0.0015068, Valid MRR: 0.42968,
2023-05-13 16:32:26,297 - [INFO] - [E:280| 0]: Train Loss:0.0015102, Val MRR:0.42968, icews14
2023-05-13 16:33:14,576 - [INFO] - [E:280| 100]: Train Loss:0.0015045, Val MRR:0.42968, icews14
2023-05-13 16:34:02,261 - [INFO] - [E:280| 200]: Train Loss:0.0015045, Val MRR:0.42968, icews14
2023-05-13 16:34:56,440 - [INFO] - [E:280| 300]: Train Loss:0.0015051, Val MRR:0.42968, icews14
2023-05-13 16:36:10,917 - [INFO] - [E:280| 400]: Train Loss:0.0015049, Val MRR:0.42968, icews14
2023-05-13 16:37:29,746 - [INFO] - [E:280| 500]: Train Loss:0.0015055, Val MRR:0.42968, icews14
2023-05-13 16:38:22,785 - [INFO] - [E:280| 600]: Train Loss:0.0015055, Val MRR:0.42968, icews14
2023-05-13 16:39:15,803 - [INFO] - [E:280| 700]: Train Loss:0.0015055, Val MRR:0.42968, icews14
2023-05-13 16:40:09,400 - [INFO] - [E:280| 800]: Train Loss:0.0015054, Val MRR:0.42968, icews14
2023-05-13 16:41:02,370 - [INFO] - [E:280| 900]: Train Loss:0.0015054, Val MRR:0.42968, icews14
2023-05-13 16:41:54,972 - [INFO] - [E:280| 1000]: Train Loss:0.0015059, Val MRR:0.42968, icews14
2023-05-13 16:42:41,833 - [INFO] - [E:280| 1100]: Train Loss:0.0015059, Val MRR:0.42968, icews14
2023-05-13 16:43:30,441 - [INFO] - [E:280| 1200]: Train Loss:0.0015058, Val MRR:0.42968, icews14
2023-05-13 16:44:24,523 - [INFO] - [E:280| 1300]: Train Loss:0.0015059, Val MRR:0.42968, icews14
2023-05-13 16:45:18,174 - [INFO] - [E:280| 1400]: Train Loss:0.0015061, Val MRR:0.42968, icews14
2023-05-13 16:46:11,455 - [INFO] - [E:280| 1500]: Train Loss:0.0015061, Val MRR:0.42968, icews14
2023-05-13 16:47:04,452 - [INFO] - [E:280| 1600]: Train Loss:0.0015061, Val MRR:0.42968, icews14
2023-05-13 16:47:58,051 - [INFO] - [E:280| 1700]: Train Loss:0.0015062, Val MRR:0.42968, icews14
2023-05-13 16:48:51,921 - [INFO] - [E:280| 1800]: Train Loss:0.0015063, Val MRR:0.42968, icews14
2023-05-13 16:49:45,412 - [INFO] - [E:280| 1900]: Train Loss:0.0015065, Val MRR:0.42968, icews14
2023-05-13 16:50:08,070 - [INFO] - [Epoch:280]: Training Loss:0.001507
2023-05-13 16:50:08,337 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 16:50:27,278 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 16:50:32,710 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 16:50:51,625 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 16:50:55,906 - [INFO] - [Evaluating Epoch 280 valid]:
MRR: Tail : 0.45032, Head : 0.39939, Avg : 0.42486
2023-05-13 16:50:55,906 - [INFO] - [Epoch 280]: Training Loss: 0.0015066, Valid MRR: 0.42968,
2023-05-13 16:50:56,261 - [INFO] - [E:281| 0]: Train Loss:0.0015519, Val MRR:0.42968, icews14
2023-05-13 16:51:39,776 - [INFO] - [E:281| 100]: Train Loss:0.0015064, Val MRR:0.42968, icews14
2023-05-13 16:52:32,421 - [INFO] - [E:281| 200]: Train Loss:0.0015059, Val MRR:0.42968, icews14
2023-05-13 16:53:24,982 - [INFO] - [E:281| 300]: Train Loss:0.001506, Val MRR:0.42968, icews14
2023-05-13 16:54:17,770 - [INFO] - [E:281| 400]: Train Loss:0.001506, Val MRR:0.42968, icews14
2023-05-13 16:55:11,284 - [INFO] - [E:281| 500]: Train Loss:0.0015062, Val MRR:0.42968, icews14
2023-05-13 16:56:04,497 - [INFO] - [E:281| 600]: Train Loss:0.0015061, Val MRR:0.42968, icews14
2023-05-13 16:56:57,725 - [INFO] - [E:281| 700]: Train Loss:0.0015061, Val MRR:0.42968, icews14
2023-05-13 16:57:50,796 - [INFO] - [E:281| 800]: Train Loss:0.0015061, Val MRR:0.42968, icews14
2023-05-13 16:58:43,581 - [INFO] - [E:281| 900]: Train Loss:0.0015062, Val MRR:0.42968, icews14
2023-05-13 16:59:27,777 - [INFO] - [E:281| 1000]: Train Loss:0.0015061, Val MRR:0.42968, icews14
2023-05-13 17:00:19,807 - [INFO] - [E:281| 1100]: Train Loss:0.001506, Val MRR:0.42968, icews14
2023-05-13 17:01:12,446 - [INFO] - [E:281| 1200]: Train Loss:0.0015061, Val MRR:0.42968, icews14
2023-05-13 17:02:05,538 - [INFO] - [E:281| 1300]: Train Loss:0.0015064, Val MRR:0.42968, icews14
2023-05-13 17:02:58,607 - [INFO] - [E:281| 1400]: Train Loss:0.0015064, Val MRR:0.42968, icews14
2023-05-13 17:03:51,634 - [INFO] - [E:281| 1500]: Train Loss:0.0015064, Val MRR:0.42968, icews14
2023-05-13 17:04:44,584 - [INFO] - [E:281| 1600]: Train Loss:0.0015065, Val MRR:0.42968, icews14
2023-05-13 17:05:37,946 - [INFO] - [E:281| 1700]: Train Loss:0.0015065, Val MRR:0.42968, icews14
2023-05-13 17:06:31,496 - [INFO] - [E:281| 1800]: Train Loss:0.0015065, Val MRR:0.42968, icews14
2023-05-13 17:07:24,965 - [INFO] - [E:281| 1900]: Train Loss:0.0015065, Val MRR:0.42968, icews14
2023-05-13 17:07:41,544 - [INFO] - [Epoch:281]: Training Loss:0.001506
2023-05-13 17:07:41,656 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 17:07:54,955 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 17:08:00,441 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 17:08:19,393 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 17:08:24,718 - [INFO] - [Evaluating Epoch 281 valid]:
MRR: Tail : 0.44858, Head : 0.40028, Avg : 0.42443
2023-05-13 17:08:24,718 - [INFO] - [Epoch 281]: Training Loss: 0.0015065, Valid MRR: 0.42968,
2023-05-13 17:08:25,214 - [INFO] - [E:282| 0]: Train Loss:0.0015193, Val MRR:0.42968, icews14
2023-05-13 17:09:18,358 - [INFO] - [E:282| 100]: Train Loss:0.0015067, Val MRR:0.42968, icews14
2023-05-13 17:10:11,490 - [INFO] - [E:282| 200]: Train Loss:0.0015062, Val MRR:0.42968, icews14
2023-05-13 17:11:05,106 - [INFO] - [E:282| 300]: Train Loss:0.0015052, Val MRR:0.42968, icews14
2023-05-13 17:11:58,694 - [INFO] - [E:282| 400]: Train Loss:0.0015055, Val MRR:0.42968, icews14
2023-05-13 17:12:51,565 - [INFO] - [E:282| 500]: Train Loss:0.0015059, Val MRR:0.42968, icews14
2023-05-13 17:13:45,419 - [INFO] - [E:282| 600]: Train Loss:0.0015061, Val MRR:0.42968, icews14
2023-05-13 17:14:38,724 - [INFO] - [E:282| 700]: Train Loss:0.0015061, Val MRR:0.42968, icews14
2023-05-13 17:15:31,328 - [INFO] - [E:282| 800]: Train Loss:0.0015063, Val MRR:0.42968, icews14
2023-05-13 17:16:14,502 - [INFO] - [E:282| 900]: Train Loss:0.0015063, Val MRR:0.42968, icews14
2023-05-13 17:17:07,403 - [INFO] - [E:282| 1000]: Train Loss:0.0015063, Val MRR:0.42968, icews14
2023-05-13 17:18:00,733 - [INFO] - [E:282| 1100]: Train Loss:0.0015063, Val MRR:0.42968, icews14
2023-05-13 17:18:53,819 - [INFO] - [E:282| 1200]: Train Loss:0.0015064, Val MRR:0.42968, icews14
2023-05-13 17:19:41,876 - [INFO] - [E:282| 1300]: Train Loss:0.0015064, Val MRR:0.42968, icews14
2023-05-13 17:20:34,975 - [INFO] - [E:282| 1400]: Train Loss:0.0015063, Val MRR:0.42968, icews14
2023-05-13 17:21:28,422 - [INFO] - [E:282| 1500]: Train Loss:0.0015063, Val MRR:0.42968, icews14
2023-05-13 17:22:21,861 - [INFO] - [E:282| 1600]: Train Loss:0.0015064, Val MRR:0.42968, icews14
2023-05-13 17:23:15,222 - [INFO] - [E:282| 1700]: Train Loss:0.0015064, Val MRR:0.42968, icews14
2023-05-13 17:24:08,730 - [INFO] - [E:282| 1800]: Train Loss:0.0015064, Val MRR:0.42968, icews14
2023-05-13 17:24:51,848 - [INFO] - [E:282| 1900]: Train Loss:0.0015064, Val MRR:0.42968, icews14
2023-05-13 17:25:14,050 - [INFO] - [Epoch:282]: Training Loss:0.001506
2023-05-13 17:25:14,182 - [INFO] - [Valid, Tail_Batch Step 0] icews14
2023-05-13 17:25:33,000 - [INFO] - [Valid, Tail_Batch Step 100] icews14
2023-05-13 17:25:38,379 - [INFO] - [Valid, Head_Batch Step 0] icews14
2023-05-13 17:25:57,209 - [INFO] - [Valid, Head_Batch Step 100] icews14
2023-05-13 17:26:02,388 - [INFO] - [Evaluating Epoch 282 valid]:
MRR: Tail : 0.44781, Head : 0.40288, Avg : 0.42534
2023-05-13 17:26:02,388 - [INFO] - [Epoch 282]: Training Loss: 0.0015064, Valid MRR: 0.42968,
2023-05-13 17:26:02,892 - [INFO] - [E:283| 0]: Train Loss:0.0015067, Val MRR:0.42968, icews14
2023-05-13 17:26:56,311 - [INFO] - [E:283| 100]: Train Loss:0.0015043, Val MRR:0.42968, icews14
2023-05-13 17:27:49,319 - [INFO] - [E:283| 200]: Train Loss:0.0015052, Val MRR:0.42968, icews14
2023-05-13 17:28:42,090 - [INFO] - [E:283| 300]: Train Loss:0.0015056, Val MRR:0.42968, icews14
2023-05-13 17:29:35,762 - [INFO] - [E:283| 400]: Train Loss:0.0015058, Val MRR:0.42968, icews14
2023-05-13 17:30:29,297 - [INFO] - [E:283| 500]: Train Loss:0.0015059, Val MRR:0.42968, icews14
2023-05-13 17:31:22,257 - [INFO] - [E:283| 600]: Train Loss:0.001506, Val MRR:0.42968, icews14
2023-05-13 17:32:16,035 - [INFO] - [E:283| 700]: Train Loss:0.001506, Val MRR:0.42968, icews14
2023-05-13 17:32:58,577 - [INFO] - [E:283| 800]: Train Loss:0.0015058, Val MRR:0.42968, icews14
2023-05-13 17:33:51,944 - [INFO] - [E:283| 900]: Train Loss:0.0015059, Val MRR:0.42968, icews14
2023-05-13 17:34:45,696 - [INFO] - [E:283| 1000]: Train Loss:0.0015058, Val MRR:0.42968, icews14
2023-05-13 17:35:38,990 - [INFO] - [E:283| 1100]: Train Loss:0.0015059, Val MRR:0.42968, icews14
2023-05-13 17:36:32,175 - [INFO] - [E:283| 1200]: Train Loss:0.001506, Val MRR:0.42968, icews14