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Thesis/log/ice001

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update viz util
2023-06-24 04:11:17 +00:00
2023-05-24 14:07:19,973 - ice001 - [INFO] - {'dataset': 'icews14', 'name': 'ice001', 'gpu': '0', 'train_strategy': 'one_to_n', 'opt': 'adam', 'neg_num': 1000, 'batch_size': 128, 'l2': 0.0, 'lr': 0.001, 'max_epochs': 500, 'num_workers': 0, 'seed': 42, 'restore': False, 'lbl_smooth': 0.1, 'embed_dim': 400, 'ent_vec_dim': 400, 'rel_vec_dim': 400, 'bias': False, 'form': 'plain', 'k_w': 10, 'k_h': 20, 'num_filt': 96, 'ker_sz': 9, 'perm': 1, 'hid_drop': 0.5, 'feat_drop': 0.2, 'inp_drop': 0.2, 'drop_path': 0.0, 'drop': 0.0, 'in_channels': 1, 'out_channels': 32, 'filt_h': 1, 'filt_w': 9, 'image_h': 128, 'image_w': 128, 'patch_size': 8, 'mixer_dim': 256, 'expansion_factor': 4, 'expansion_factor_token': 0.5, 'mixer_depth': 16, 'mixer_dropout': 0.2, 'log_dir': './log/', 'config_dir': './config/', 'test_only': False, 'grid_search': False}
2023-05-24 14:07:29,027 - ice001 - [INFO] - [E:0| 0]: Train Loss:0.70005, Val MRR:0.0, ice001
2023-05-24 14:08:06,686 - ice001 - [INFO] - {'dataset': 'icews14', 'name': 'ice001', 'gpu': '3', 'train_strategy': 'one_to_n', 'opt': 'adam', 'neg_num': 1000, 'batch_size': 128, 'l2': 0.0, 'lr': 0.001, 'max_epochs': 500, 'num_workers': 0, 'seed': 42, 'restore': False, 'lbl_smooth': 0.1, 'embed_dim': 400, 'ent_vec_dim': 400, 'rel_vec_dim': 400, 'bias': False, 'form': 'plain', 'k_w': 10, 'k_h': 20, 'num_filt': 96, 'ker_sz': 9, 'perm': 1, 'hid_drop': 0.5, 'feat_drop': 0.2, 'inp_drop': 0.2, 'drop_path': 0.0, 'drop': 0.0, 'in_channels': 1, 'out_channels': 32, 'filt_h': 1, 'filt_w': 9, 'image_h': 128, 'image_w': 128, 'patch_size': 8, 'mixer_dim': 256, 'expansion_factor': 4, 'expansion_factor_token': 0.5, 'mixer_depth': 16, 'mixer_dropout': 0.2, 'log_dir': './log/', 'config_dir': './config/', 'test_only': False, 'grid_search': False}
2023-05-24 14:08:15,556 - ice001 - [INFO] - [E:0| 0]: Train Loss:0.70005, Val MRR:0.0, ice001
2023-05-24 14:09:56,261 - ice001 - [INFO] - [E:0| 100]: Train Loss:0.054336, Val MRR:0.0, ice001
2023-05-24 14:11:36,802 - ice001 - [INFO] - [E:0| 200]: Train Loss:0.029316, Val MRR:0.0, ice001
2023-05-24 14:13:17,881 - ice001 - [INFO] - [E:0| 300]: Train Loss:0.020588, Val MRR:0.0, ice001
2023-05-24 14:14:49,529 - ice001 - [INFO] - [E:0| 400]: Train Loss:0.016128, Val MRR:0.0, ice001
2023-05-24 14:16:30,790 - ice001 - [INFO] - [E:0| 500]: Train Loss:0.01342, Val MRR:0.0, ice001
2023-05-24 14:18:12,167 - ice001 - [INFO] - [E:0| 600]: Train Loss:0.011601, Val MRR:0.0, ice001
2023-05-24 14:19:53,155 - ice001 - [INFO] - [E:0| 700]: Train Loss:0.010297, Val MRR:0.0, ice001
2023-05-24 14:21:34,076 - ice001 - [INFO] - [E:0| 800]: Train Loss:0.0093149, Val MRR:0.0, ice001
2023-05-24 14:23:05,453 - ice001 - [INFO] - [E:0| 900]: Train Loss:0.00855, Val MRR:0.0, ice001
2023-05-24 14:24:16,868 - ice001 - [INFO] - [Epoch:0]: Training Loss:0.008102
2023-05-24 14:24:17,213 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 14:24:40,315 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 14:25:03,183 - ice001 - [INFO] - [Evaluating Epoch 0 valid]:
MRR: Tail : 0.09422, Head : 0.07029, Avg : 0.08226
2023-05-24 14:25:06,742 - ice001 - [INFO] - [Epoch 0]: Training Loss: 0.0081024, Valid MRR: 0.08226,
2023-05-24 14:25:07,949 - ice001 - [INFO] - [E:1| 0]: Train Loss:0.002409, Val MRR:0.08226, ice001
2023-05-24 14:26:49,098 - ice001 - [INFO] - [E:1| 100]: Train Loss:0.0024128, Val MRR:0.08226, ice001
2023-05-24 14:28:30,707 - ice001 - [INFO] - [E:1| 200]: Train Loss:0.0024116, Val MRR:0.08226, ice001
2023-05-24 14:30:12,050 - ice001 - [INFO] - [E:1| 300]: Train Loss:0.0024132, Val MRR:0.08226, ice001
2023-05-24 14:31:44,040 - ice001 - [INFO] - [E:1| 400]: Train Loss:0.0024127, Val MRR:0.08226, ice001
2023-05-24 14:33:25,521 - ice001 - [INFO] - [E:1| 500]: Train Loss:0.0024124, Val MRR:0.08226, ice001
2023-05-24 14:35:07,444 - ice001 - [INFO] - [E:1| 600]: Train Loss:0.0024124, Val MRR:0.08226, ice001
2023-05-24 14:36:49,805 - ice001 - [INFO] - [E:1| 700]: Train Loss:0.0024121, Val MRR:0.08226, ice001
2023-05-24 14:38:30,326 - ice001 - [INFO] - [E:1| 800]: Train Loss:0.0024116, Val MRR:0.08226, ice001
2023-05-24 14:40:02,720 - ice001 - [INFO] - [E:1| 900]: Train Loss:0.0024113, Val MRR:0.08226, ice001
2023-05-24 14:41:13,464 - ice001 - [INFO] - [Epoch:1]: Training Loss:0.002411
2023-05-24 14:41:13,976 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 14:41:36,805 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 14:41:59,264 - ice001 - [INFO] - [Evaluating Epoch 1 valid]:
MRR: Tail : 0.0962, Head : 0.07173, Avg : 0.08396
2023-05-24 14:42:02,674 - ice001 - [INFO] - [Epoch 1]: Training Loss: 0.0024111, Valid MRR: 0.08396,
2023-05-24 14:42:03,855 - ice001 - [INFO] - [E:2| 0]: Train Loss:0.0024705, Val MRR:0.08396, ice001
2023-05-24 14:43:45,140 - ice001 - [INFO] - [E:2| 100]: Train Loss:0.0024215, Val MRR:0.08396, ice001
2023-05-24 14:45:26,562 - ice001 - [INFO] - [E:2| 200]: Train Loss:0.0024152, Val MRR:0.08396, ice001
2023-05-24 14:47:00,077 - ice001 - [INFO] - [E:2| 300]: Train Loss:0.0024129, Val MRR:0.08396, ice001
2023-05-24 14:48:39,618 - ice001 - [INFO] - [E:2| 400]: Train Loss:0.0024116, Val MRR:0.08396, ice001
2023-05-24 14:50:24,118 - ice001 - [INFO] - [E:2| 500]: Train Loss:0.0024108, Val MRR:0.08396, ice001
2023-05-24 14:52:05,949 - ice001 - [INFO] - [E:2| 600]: Train Loss:0.0024099, Val MRR:0.08396, ice001
2023-05-24 14:53:47,467 - ice001 - [INFO] - [E:2| 700]: Train Loss:0.002406, Val MRR:0.08396, ice001
2023-05-24 14:55:23,838 - ice001 - [INFO] - [E:2| 800]: Train Loss:0.0024033, Val MRR:0.08396, ice001
2023-05-24 14:57:00,312 - ice001 - [INFO] - [E:2| 900]: Train Loss:0.0023998, Val MRR:0.08396, ice001
2023-05-24 14:58:11,757 - ice001 - [INFO] - [Epoch:2]: Training Loss:0.002398
2023-05-24 14:58:12,109 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 14:58:35,300 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 14:58:58,065 - ice001 - [INFO] - [Evaluating Epoch 2 valid]:
MRR: Tail : 0.10747, Head : 0.08072, Avg : 0.0941
2023-05-24 14:59:01,991 - ice001 - [INFO] - [Epoch 2]: Training Loss: 0.0023979, Valid MRR: 0.0941,
2023-05-24 14:59:03,194 - ice001 - [INFO] - [E:3| 0]: Train Loss:0.0023859, Val MRR:0.0941, ice001
2023-05-24 15:00:43,361 - ice001 - [INFO] - [E:3| 100]: Train Loss:0.0023586, Val MRR:0.0941, ice001
2023-05-24 15:02:24,214 - ice001 - [INFO] - [E:3| 200]: Train Loss:0.0023582, Val MRR:0.0941, ice001
2023-05-24 15:03:55,156 - ice001 - [INFO] - [E:3| 300]: Train Loss:0.0023583, Val MRR:0.0941, ice001
2023-05-24 15:05:36,980 - ice001 - [INFO] - [E:3| 400]: Train Loss:0.0023565, Val MRR:0.0941, ice001
2023-05-24 15:07:18,481 - ice001 - [INFO] - [E:3| 500]: Train Loss:0.0023568, Val MRR:0.0941, ice001
2023-05-24 15:09:00,805 - ice001 - [INFO] - [E:3| 600]: Train Loss:0.0023541, Val MRR:0.0941, ice001
2023-05-24 15:10:43,169 - ice001 - [INFO] - [E:3| 700]: Train Loss:0.0023525, Val MRR:0.0941, ice001
2023-05-24 15:12:15,112 - ice001 - [INFO] - [E:3| 800]: Train Loss:0.0023512, Val MRR:0.0941, ice001
2023-05-24 15:13:56,355 - ice001 - [INFO] - [E:3| 900]: Train Loss:0.0023475, Val MRR:0.0941, ice001
2023-05-24 15:15:08,034 - ice001 - [INFO] - [Epoch:3]: Training Loss:0.002346
2023-05-24 15:15:08,376 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 15:15:31,467 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 15:15:54,475 - ice001 - [INFO] - [Evaluating Epoch 3 valid]:
MRR: Tail : 0.1698, Head : 0.1404, Avg : 0.1551
2023-05-24 15:15:57,809 - ice001 - [INFO] - [Epoch 3]: Training Loss: 0.0023461, Valid MRR: 0.1551,
2023-05-24 15:15:59,011 - ice001 - [INFO] - [E:4| 0]: Train Loss:0.0023018, Val MRR:0.1551, ice001
2023-05-24 15:17:40,108 - ice001 - [INFO] - [E:4| 100]: Train Loss:0.0022981, Val MRR:0.1551, ice001
2023-05-24 15:19:21,336 - ice001 - [INFO] - [E:4| 200]: Train Loss:0.0022982, Val MRR:0.1551, ice001
2023-05-24 15:20:53,275 - ice001 - [INFO] - [E:4| 300]: Train Loss:0.0022963, Val MRR:0.1551, ice001
2023-05-24 15:22:34,372 - ice001 - [INFO] - [E:4| 400]: Train Loss:0.002293, Val MRR:0.1551, ice001
2023-05-24 15:24:15,227 - ice001 - [INFO] - [E:4| 500]: Train Loss:0.002291, Val MRR:0.1551, ice001
2023-05-24 15:25:55,877 - ice001 - [INFO] - [E:4| 600]: Train Loss:0.0022865, Val MRR:0.1551, ice001
2023-05-24 15:27:36,883 - ice001 - [INFO] - [E:4| 700]: Train Loss:0.0022826, Val MRR:0.1551, ice001
2023-05-24 15:29:08,197 - ice001 - [INFO] - [E:4| 800]: Train Loss:0.0022784, Val MRR:0.1551, ice001
2023-05-24 15:30:49,697 - ice001 - [INFO] - [E:4| 900]: Train Loss:0.0022752, Val MRR:0.1551, ice001
2023-05-24 15:32:00,815 - ice001 - [INFO] - [Epoch:4]: Training Loss:0.002274
2023-05-24 15:32:01,333 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 15:32:24,155 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 15:32:46,673 - ice001 - [INFO] - [Evaluating Epoch 4 valid]:
MRR: Tail : 0.25448, Head : 0.20822, Avg : 0.23135
2023-05-24 15:32:50,259 - ice001 - [INFO] - [Epoch 4]: Training Loss: 0.0022736, Valid MRR: 0.23135,
2023-05-24 15:32:51,288 - ice001 - [INFO] - [E:5| 0]: Train Loss:0.0022193, Val MRR:0.23135, ice001
2023-05-24 15:34:32,046 - ice001 - [INFO] - [E:5| 100]: Train Loss:0.0022276, Val MRR:0.23135, ice001
2023-05-24 15:36:16,393 - ice001 - [INFO] - [E:5| 200]: Train Loss:0.0022259, Val MRR:0.23135, ice001
2023-05-24 15:37:47,442 - ice001 - [INFO] - [E:5| 300]: Train Loss:0.002225, Val MRR:0.23135, ice001
2023-05-24 15:39:28,388 - ice001 - [INFO] - [E:5| 400]: Train Loss:0.0022232, Val MRR:0.23135, ice001
2023-05-24 15:41:08,945 - ice001 - [INFO] - [E:5| 500]: Train Loss:0.0022224, Val MRR:0.23135, ice001
2023-05-24 15:42:49,782 - ice001 - [INFO] - [E:5| 600]: Train Loss:0.0022206, Val MRR:0.23135, ice001
2023-05-24 15:44:29,840 - ice001 - [INFO] - [E:5| 700]: Train Loss:0.0022197, Val MRR:0.23135, ice001
2023-05-24 15:46:01,615 - ice001 - [INFO] - [E:5| 800]: Train Loss:0.0022181, Val MRR:0.23135, ice001
2023-05-24 15:47:42,963 - ice001 - [INFO] - [E:5| 900]: Train Loss:0.002217, Val MRR:0.23135, ice001
2023-05-24 15:48:53,980 - ice001 - [INFO] - [Epoch:5]: Training Loss:0.002216
2023-05-24 15:48:54,441 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 15:49:17,402 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 15:49:40,022 - ice001 - [INFO] - [Evaluating Epoch 5 valid]:
MRR: Tail : 0.30047, Head : 0.23879, Avg : 0.26963
2023-05-24 15:49:43,769 - ice001 - [INFO] - [Epoch 5]: Training Loss: 0.002216, Valid MRR: 0.26963,
2023-05-24 15:49:44,754 - ice001 - [INFO] - [E:6| 0]: Train Loss:0.0022037, Val MRR:0.26963, ice001
2023-05-24 15:51:26,646 - ice001 - [INFO] - [E:6| 100]: Train Loss:0.0021809, Val MRR:0.26963, ice001
2023-05-24 15:53:08,199 - ice001 - [INFO] - [E:6| 200]: Train Loss:0.0021815, Val MRR:0.26963, ice001
2023-05-24 15:54:40,133 - ice001 - [INFO] - [E:6| 300]: Train Loss:0.0021797, Val MRR:0.26963, ice001
2023-05-24 15:56:21,191 - ice001 - [INFO] - [E:6| 400]: Train Loss:0.0021812, Val MRR:0.26963, ice001
2023-05-24 15:58:02,562 - ice001 - [INFO] - [E:6| 500]: Train Loss:0.002181, Val MRR:0.26963, ice001
2023-05-24 15:59:43,571 - ice001 - [INFO] - [E:6| 600]: Train Loss:0.0021794, Val MRR:0.26963, ice001
2023-05-24 16:01:25,068 - ice001 - [INFO] - [E:6| 700]: Train Loss:0.0021785, Val MRR:0.26963, ice001
2023-05-24 16:02:56,061 - ice001 - [INFO] - [E:6| 800]: Train Loss:0.0021773, Val MRR:0.26963, ice001
2023-05-24 16:04:36,563 - ice001 - [INFO] - [E:6| 900]: Train Loss:0.002176, Val MRR:0.26963, ice001
2023-05-24 16:05:46,570 - ice001 - [INFO] - [Epoch:6]: Training Loss:0.002175
2023-05-24 16:05:47,073 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 16:06:09,730 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 16:06:32,454 - ice001 - [INFO] - [Evaluating Epoch 6 valid]:
MRR: Tail : 0.32371, Head : 0.27327, Avg : 0.29849
2023-05-24 16:06:36,145 - ice001 - [INFO] - [Epoch 6]: Training Loss: 0.0021752, Valid MRR: 0.29849,
2023-05-24 16:06:37,353 - ice001 - [INFO] - [E:7| 0]: Train Loss:0.0021851, Val MRR:0.29849, ice001
2023-05-24 16:08:17,890 - ice001 - [INFO] - [E:7| 100]: Train Loss:0.0021347, Val MRR:0.29849, ice001
2023-05-24 16:09:58,031 - ice001 - [INFO] - [E:7| 200]: Train Loss:0.0021356, Val MRR:0.29849, ice001
2023-05-24 16:11:29,525 - ice001 - [INFO] - [E:7| 300]: Train Loss:0.0021366, Val MRR:0.29849, ice001
2023-05-24 16:13:10,799 - ice001 - [INFO] - [E:7| 400]: Train Loss:0.0021353, Val MRR:0.29849, ice001
2023-05-24 16:14:51,698 - ice001 - [INFO] - [E:7| 500]: Train Loss:0.0021355, Val MRR:0.29849, ice001
2023-05-24 16:16:32,338 - ice001 - [INFO] - [E:7| 600]: Train Loss:0.0021361, Val MRR:0.29849, ice001
2023-05-24 16:18:13,740 - ice001 - [INFO] - [E:7| 700]: Train Loss:0.002137, Val MRR:0.29849, ice001
2023-05-24 16:19:45,289 - ice001 - [INFO] - [E:7| 800]: Train Loss:0.002137, Val MRR:0.29849, ice001
2023-05-24 16:21:26,612 - ice001 - [INFO] - [E:7| 900]: Train Loss:0.0021372, Val MRR:0.29849, ice001
2023-05-24 16:22:40,722 - ice001 - [INFO] - [Epoch:7]: Training Loss:0.002136
2023-05-24 16:22:41,183 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 16:23:04,115 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 16:23:26,883 - ice001 - [INFO] - [Evaluating Epoch 7 valid]:
MRR: Tail : 0.34996, Head : 0.29782, Avg : 0.32389
2023-05-24 16:23:30,917 - ice001 - [INFO] - [Epoch 7]: Training Loss: 0.0021362, Valid MRR: 0.32389,
2023-05-24 16:23:32,068 - ice001 - [INFO] - [E:8| 0]: Train Loss:0.0020803, Val MRR:0.32389, ice001
2023-05-24 16:25:13,488 - ice001 - [INFO] - [E:8| 100]: Train Loss:0.0020892, Val MRR:0.32389, ice001
2023-05-24 16:26:54,405 - ice001 - [INFO] - [E:8| 200]: Train Loss:0.0020913, Val MRR:0.32389, ice001
2023-05-24 16:28:26,253 - ice001 - [INFO] - [E:8| 300]: Train Loss:0.0020944, Val MRR:0.32389, ice001
2023-05-24 16:30:06,757 - ice001 - [INFO] - [E:8| 400]: Train Loss:0.0020962, Val MRR:0.32389, ice001
2023-05-24 16:31:47,122 - ice001 - [INFO] - [E:8| 500]: Train Loss:0.0020976, Val MRR:0.32389, ice001
2023-05-24 16:33:27,528 - ice001 - [INFO] - [E:8| 600]: Train Loss:0.0020976, Val MRR:0.32389, ice001
2023-05-24 16:35:08,681 - ice001 - [INFO] - [E:8| 700]: Train Loss:0.0020976, Val MRR:0.32389, ice001
2023-05-24 16:36:39,039 - ice001 - [INFO] - [E:8| 800]: Train Loss:0.0020976, Val MRR:0.32389, ice001
2023-05-24 16:38:19,070 - ice001 - [INFO] - [E:8| 900]: Train Loss:0.0020981, Val MRR:0.32389, ice001
2023-05-24 16:39:29,952 - ice001 - [INFO] - [Epoch:8]: Training Loss:0.002098
2023-05-24 16:39:30,475 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 16:39:53,183 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 16:40:15,704 - ice001 - [INFO] - [Evaluating Epoch 8 valid]:
MRR: Tail : 0.35951, Head : 0.30937, Avg : 0.33444
2023-05-24 16:40:17,068 - ice001 - [INFO] - [Epoch 8]: Training Loss: 0.0020982, Valid MRR: 0.33444,
2023-05-24 16:40:18,032 - ice001 - [INFO] - [E:9| 0]: Train Loss:0.0019898, Val MRR:0.33444, ice001
2023-05-24 16:41:58,142 - ice001 - [INFO] - [E:9| 100]: Train Loss:0.0020481, Val MRR:0.33444, ice001
2023-05-24 16:43:36,271 - ice001 - [INFO] - [E:9| 200]: Train Loss:0.0020521, Val MRR:0.33444, ice001
2023-05-24 16:45:09,614 - ice001 - [INFO] - [E:9| 300]: Train Loss:0.0020543, Val MRR:0.33444, ice001
2023-05-24 16:46:50,497 - ice001 - [INFO] - [E:9| 400]: Train Loss:0.0020569, Val MRR:0.33444, ice001
2023-05-24 16:48:30,871 - ice001 - [INFO] - [E:9| 500]: Train Loss:0.002058, Val MRR:0.33444, ice001
2023-05-24 16:50:11,730 - ice001 - [INFO] - [E:9| 600]: Train Loss:0.0020591, Val MRR:0.33444, ice001
2023-05-24 16:51:52,775 - ice001 - [INFO] - [E:9| 700]: Train Loss:0.0020596, Val MRR:0.33444, ice001
2023-05-24 16:53:24,528 - ice001 - [INFO] - [E:9| 800]: Train Loss:0.0020606, Val MRR:0.33444, ice001
2023-05-24 16:55:06,294 - ice001 - [INFO] - [E:9| 900]: Train Loss:0.0020599, Val MRR:0.33444, ice001
2023-05-24 16:56:17,634 - ice001 - [INFO] - [Epoch:9]: Training Loss:0.00206
2023-05-24 16:56:18,106 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 16:56:40,778 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 16:57:03,429 - ice001 - [INFO] - [Evaluating Epoch 9 valid]:
MRR: Tail : 0.36983, Head : 0.31534, Avg : 0.34259
MR: Tail : 341.77, Head : 363.96, Avg : 352.86
Hit-1: Tail : 0.27661, Head : 0.22333, Avg : 0.24997
Hit-3: Tail : 0.41146, Head : 0.34592, Avg : 0.37869
Hit-10: Tail : 0.54958, Head : 0.49812, Avg : 0.52385
2023-05-24 16:57:04,683 - ice001 - [INFO] - [Epoch 9]: Training Loss: 0.0020601, Valid MRR: 0.34259,
2023-05-24 16:57:05,525 - ice001 - [INFO] - [E:10| 0]: Train Loss:0.0020343, Val MRR:0.34259, ice001
2023-05-24 16:58:46,432 - ice001 - [INFO] - [E:10| 100]: Train Loss:0.0020081, Val MRR:0.34259, ice001
2023-05-24 17:00:21,023 - ice001 - [INFO] - [E:10| 200]: Train Loss:0.002015, Val MRR:0.34259, ice001
2023-05-24 17:01:59,389 - ice001 - [INFO] - [E:10| 300]: Train Loss:0.0020161, Val MRR:0.34259, ice001
2023-05-24 17:03:40,922 - ice001 - [INFO] - [E:10| 400]: Train Loss:0.0020154, Val MRR:0.34259, ice001
2023-05-24 17:05:22,962 - ice001 - [INFO] - [E:10| 500]: Train Loss:0.0020178, Val MRR:0.34259, ice001
2023-05-24 17:07:04,274 - ice001 - [INFO] - [E:10| 600]: Train Loss:0.0020193, Val MRR:0.34259, ice001
2023-05-24 17:08:40,460 - ice001 - [INFO] - [E:10| 700]: Train Loss:0.0020208, Val MRR:0.34259, ice001
2023-05-24 17:10:17,908 - ice001 - [INFO] - [E:10| 800]: Train Loss:0.0020216, Val MRR:0.34259, ice001
2023-05-24 17:11:57,862 - ice001 - [INFO] - [E:10| 900]: Train Loss:0.0020231, Val MRR:0.34259, ice001
2023-05-24 17:13:07,739 - ice001 - [INFO] - [Epoch:10]: Training Loss:0.002024
2023-05-24 17:13:08,239 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 17:13:30,920 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 17:13:53,490 - ice001 - [INFO] - [Evaluating Epoch 10 valid]:
MRR: Tail : 0.36675, Head : 0.31379, Avg : 0.34027
2023-05-24 17:13:53,490 - ice001 - [INFO] - [Epoch 10]: Training Loss: 0.0020243, Valid MRR: 0.34259,
2023-05-24 17:13:54,671 - ice001 - [INFO] - [E:11| 0]: Train Loss:0.0020116, Val MRR:0.34259, ice001
2023-05-24 17:15:34,990 - ice001 - [INFO] - [E:11| 100]: Train Loss:0.0019734, Val MRR:0.34259, ice001
2023-05-24 17:17:06,220 - ice001 - [INFO] - [E:11| 200]: Train Loss:0.0019771, Val MRR:0.34259, ice001
2023-05-24 17:18:47,406 - ice001 - [INFO] - [E:11| 300]: Train Loss:0.0019818, Val MRR:0.34259, ice001
2023-05-24 17:20:28,321 - ice001 - [INFO] - [E:11| 400]: Train Loss:0.0019847, Val MRR:0.34259, ice001
2023-05-24 17:22:09,744 - ice001 - [INFO] - [E:11| 500]: Train Loss:0.001985, Val MRR:0.34259, ice001
2023-05-24 17:23:51,090 - ice001 - [INFO] - [E:11| 600]: Train Loss:0.0019862, Val MRR:0.34259, ice001
2023-05-24 17:25:21,667 - ice001 - [INFO] - [E:11| 700]: Train Loss:0.0019867, Val MRR:0.34259, ice001
2023-05-24 17:27:03,195 - ice001 - [INFO] - [E:11| 800]: Train Loss:0.0019886, Val MRR:0.34259, ice001
2023-05-24 17:28:45,201 - ice001 - [INFO] - [E:11| 900]: Train Loss:0.0019894, Val MRR:0.34259, ice001
2023-05-24 17:29:56,632 - ice001 - [INFO] - [Epoch:11]: Training Loss:0.00199
2023-05-24 17:29:56,893 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 17:30:20,064 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 17:30:42,790 - ice001 - [INFO] - [Evaluating Epoch 11 valid]:
MRR: Tail : 0.37459, Head : 0.32255, Avg : 0.34857
2023-05-24 17:30:44,024 - ice001 - [INFO] - [Epoch 11]: Training Loss: 0.0019905, Valid MRR: 0.34857,
2023-05-24 17:30:45,216 - ice001 - [INFO] - [E:12| 0]: Train Loss:0.0019862, Val MRR:0.34857, ice001
2023-05-24 17:32:26,746 - ice001 - [INFO] - [E:12| 100]: Train Loss:0.00195, Val MRR:0.34857, ice001
2023-05-24 17:33:58,176 - ice001 - [INFO] - [E:12| 200]: Train Loss:0.001948, Val MRR:0.34857, ice001
2023-05-24 17:35:38,732 - ice001 - [INFO] - [E:12| 300]: Train Loss:0.0019489, Val MRR:0.34857, ice001
2023-05-24 17:37:19,244 - ice001 - [INFO] - [E:12| 400]: Train Loss:0.0019516, Val MRR:0.34857, ice001
2023-05-24 17:38:59,444 - ice001 - [INFO] - [E:12| 500]: Train Loss:0.0019524, Val MRR:0.34857, ice001
2023-05-24 17:40:40,668 - ice001 - [INFO] - [E:12| 600]: Train Loss:0.0019534, Val MRR:0.34857, ice001
2023-05-24 17:42:12,189 - ice001 - [INFO] - [E:12| 700]: Train Loss:0.0019556, Val MRR:0.34857, ice001
2023-05-24 17:43:53,235 - ice001 - [INFO] - [E:12| 800]: Train Loss:0.0019569, Val MRR:0.34857, ice001
2023-05-24 17:45:34,359 - ice001 - [INFO] - [E:12| 900]: Train Loss:0.0019581, Val MRR:0.34857, ice001
2023-05-24 17:46:45,235 - ice001 - [INFO] - [Epoch:12]: Training Loss:0.001959
2023-05-24 17:46:45,758 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 17:47:08,421 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 17:47:30,867 - ice001 - [INFO] - [Evaluating Epoch 12 valid]:
MRR: Tail : 0.37804, Head : 0.32399, Avg : 0.35101
2023-05-24 17:47:32,120 - ice001 - [INFO] - [Epoch 12]: Training Loss: 0.0019592, Valid MRR: 0.35101,
2023-05-24 17:47:33,094 - ice001 - [INFO] - [E:13| 0]: Train Loss:0.0018611, Val MRR:0.35101, ice001
2023-05-24 17:49:14,501 - ice001 - [INFO] - [E:13| 100]: Train Loss:0.001911, Val MRR:0.35101, ice001
2023-05-24 17:50:46,092 - ice001 - [INFO] - [E:13| 200]: Train Loss:0.0019168, Val MRR:0.35101, ice001
2023-05-24 17:52:27,969 - ice001 - [INFO] - [E:13| 300]: Train Loss:0.0019183, Val MRR:0.35101, ice001
2023-05-24 17:54:12,159 - ice001 - [INFO] - [E:13| 400]: Train Loss:0.0019211, Val MRR:0.35101, ice001
2023-05-24 17:55:53,589 - ice001 - [INFO] - [E:13| 500]: Train Loss:0.0019224, Val MRR:0.35101, ice001
2023-05-24 17:57:34,613 - ice001 - [INFO] - [E:13| 600]: Train Loss:0.0019241, Val MRR:0.35101, ice001
2023-05-24 17:59:05,972 - ice001 - [INFO] - [E:13| 700]: Train Loss:0.0019257, Val MRR:0.35101, ice001
2023-05-24 18:00:47,704 - ice001 - [INFO] - [E:13| 800]: Train Loss:0.0019273, Val MRR:0.35101, ice001
2023-05-24 18:02:28,467 - ice001 - [INFO] - [E:13| 900]: Train Loss:0.001929, Val MRR:0.35101, ice001
2023-05-24 18:03:39,375 - ice001 - [INFO] - [Epoch:13]: Training Loss:0.00193
2023-05-24 18:03:39,665 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 18:04:02,755 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 18:04:25,340 - ice001 - [INFO] - [Evaluating Epoch 13 valid]:
MRR: Tail : 0.37622, Head : 0.32503, Avg : 0.35062
2023-05-24 18:04:25,340 - ice001 - [INFO] - [Epoch 13]: Training Loss: 0.0019302, Valid MRR: 0.35101,
2023-05-24 18:04:26,435 - ice001 - [INFO] - [E:14| 0]: Train Loss:0.00189, Val MRR:0.35101, ice001
2023-05-24 18:06:07,625 - ice001 - [INFO] - [E:14| 100]: Train Loss:0.0018874, Val MRR:0.35101, ice001
2023-05-24 18:07:38,731 - ice001 - [INFO] - [E:14| 200]: Train Loss:0.0018923, Val MRR:0.35101, ice001
2023-05-24 18:09:20,097 - ice001 - [INFO] - [E:14| 300]: Train Loss:0.0018964, Val MRR:0.35101, ice001
2023-05-24 18:11:01,796 - ice001 - [INFO] - [E:14| 400]: Train Loss:0.0018966, Val MRR:0.35101, ice001
2023-05-24 18:12:43,394 - ice001 - [INFO] - [E:14| 500]: Train Loss:0.0018986, Val MRR:0.35101, ice001
2023-05-24 18:14:24,878 - ice001 - [INFO] - [E:14| 600]: Train Loss:0.0018988, Val MRR:0.35101, ice001
2023-05-24 18:15:56,799 - ice001 - [INFO] - [E:14| 700]: Train Loss:0.0018995, Val MRR:0.35101, ice001
2023-05-24 18:17:38,342 - ice001 - [INFO] - [E:14| 800]: Train Loss:0.0019003, Val MRR:0.35101, ice001
2023-05-24 18:19:20,077 - ice001 - [INFO] - [E:14| 900]: Train Loss:0.0019015, Val MRR:0.35101, ice001
2023-05-24 18:20:31,288 - ice001 - [INFO] - [Epoch:14]: Training Loss:0.001903
2023-05-24 18:20:31,635 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 18:20:54,934 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 18:21:17,693 - ice001 - [INFO] - [Evaluating Epoch 14 valid]:
MRR: Tail : 0.37271, Head : 0.32125, Avg : 0.34698
2023-05-24 18:21:17,694 - ice001 - [INFO] - [Epoch 14]: Training Loss: 0.0019028, Valid MRR: 0.35101,
2023-05-24 18:21:18,612 - ice001 - [INFO] - [E:15| 0]: Train Loss:0.0018828, Val MRR:0.35101, ice001
2023-05-24 18:22:59,033 - ice001 - [INFO] - [E:15| 100]: Train Loss:0.0018699, Val MRR:0.35101, ice001
2023-05-24 18:24:30,371 - ice001 - [INFO] - [E:15| 200]: Train Loss:0.0018702, Val MRR:0.35101, ice001
2023-05-24 18:26:10,743 - ice001 - [INFO] - [E:15| 300]: Train Loss:0.0018734, Val MRR:0.35101, ice001
2023-05-24 18:27:51,109 - ice001 - [INFO] - [E:15| 400]: Train Loss:0.0018714, Val MRR:0.35101, ice001
2023-05-24 18:29:32,521 - ice001 - [INFO] - [E:15| 500]: Train Loss:0.0018716, Val MRR:0.35101, ice001
2023-05-24 18:31:13,589 - ice001 - [INFO] - [E:15| 600]: Train Loss:0.0018733, Val MRR:0.35101, ice001
2023-05-24 18:32:45,597 - ice001 - [INFO] - [E:15| 700]: Train Loss:0.001874, Val MRR:0.35101, ice001
2023-05-24 18:34:26,574 - ice001 - [INFO] - [E:15| 800]: Train Loss:0.0018747, Val MRR:0.35101, ice001
2023-05-24 18:36:08,137 - ice001 - [INFO] - [E:15| 900]: Train Loss:0.0018762, Val MRR:0.35101, ice001
2023-05-24 18:37:19,189 - ice001 - [INFO] - [Epoch:15]: Training Loss:0.001877
2023-05-24 18:37:19,465 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 18:37:42,303 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 18:38:05,034 - ice001 - [INFO] - [Evaluating Epoch 15 valid]:
MRR: Tail : 0.38188, Head : 0.33128, Avg : 0.35658
2023-05-24 18:38:06,310 - ice001 - [INFO] - [Epoch 15]: Training Loss: 0.0018769, Valid MRR: 0.35658,
2023-05-24 18:38:07,413 - ice001 - [INFO] - [E:16| 0]: Train Loss:0.0018171, Val MRR:0.35658, ice001
2023-05-24 18:39:50,619 - ice001 - [INFO] - [E:16| 100]: Train Loss:0.0018377, Val MRR:0.35658, ice001
2023-05-24 18:41:21,648 - ice001 - [INFO] - [E:16| 200]: Train Loss:0.0018432, Val MRR:0.35658, ice001
2023-05-24 18:43:03,005 - ice001 - [INFO] - [E:16| 300]: Train Loss:0.0018453, Val MRR:0.35658, ice001
2023-05-24 18:44:43,687 - ice001 - [INFO] - [E:16| 400]: Train Loss:0.0018458, Val MRR:0.35658, ice001
2023-05-24 18:46:24,720 - ice001 - [INFO] - [E:16| 500]: Train Loss:0.0018465, Val MRR:0.35658, ice001
2023-05-24 18:48:05,675 - ice001 - [INFO] - [E:16| 600]: Train Loss:0.0018476, Val MRR:0.35658, ice001
2023-05-24 18:49:37,306 - ice001 - [INFO] - [E:16| 700]: Train Loss:0.0018495, Val MRR:0.35658, ice001
2023-05-24 18:51:18,556 - ice001 - [INFO] - [E:16| 800]: Train Loss:0.0018508, Val MRR:0.35658, ice001
2023-05-24 18:52:59,667 - ice001 - [INFO] - [E:16| 900]: Train Loss:0.0018517, Val MRR:0.35658, ice001
2023-05-24 18:54:10,923 - ice001 - [INFO] - [Epoch:16]: Training Loss:0.001853
2023-05-24 18:54:11,184 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 18:54:34,133 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 18:54:56,955 - ice001 - [INFO] - [Evaluating Epoch 16 valid]:
MRR: Tail : 0.38554, Head : 0.32955, Avg : 0.35754
2023-05-24 18:54:58,340 - ice001 - [INFO] - [Epoch 16]: Training Loss: 0.0018526, Valid MRR: 0.35754,
2023-05-24 18:54:59,555 - ice001 - [INFO] - [E:17| 0]: Train Loss:0.0018665, Val MRR:0.35754, ice001
2023-05-24 18:56:38,072 - ice001 - [INFO] - [E:17| 100]: Train Loss:0.0018147, Val MRR:0.35754, ice001
2023-05-24 18:58:12,274 - ice001 - [INFO] - [E:17| 200]: Train Loss:0.0018182, Val MRR:0.35754, ice001
2023-05-24 18:59:53,333 - ice001 - [INFO] - [E:17| 300]: Train Loss:0.001821, Val MRR:0.35754, ice001
2023-05-24 19:01:34,387 - ice001 - [INFO] - [E:17| 400]: Train Loss:0.0018229, Val MRR:0.35754, ice001
2023-05-24 19:03:15,926 - ice001 - [INFO] - [E:17| 500]: Train Loss:0.0018246, Val MRR:0.35754, ice001
2023-05-24 19:04:55,008 - ice001 - [INFO] - [E:17| 600]: Train Loss:0.0018264, Val MRR:0.35754, ice001
2023-05-24 19:06:28,429 - ice001 - [INFO] - [E:17| 700]: Train Loss:0.0018275, Val MRR:0.35754, ice001
2023-05-24 19:08:09,138 - ice001 - [INFO] - [E:17| 800]: Train Loss:0.0018279, Val MRR:0.35754, ice001
2023-05-24 19:09:50,362 - ice001 - [INFO] - [E:17| 900]: Train Loss:0.0018294, Val MRR:0.35754, ice001
2023-05-24 19:11:00,923 - ice001 - [INFO] - [Epoch:17]: Training Loss:0.00183
2023-05-24 19:11:01,275 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 19:11:24,246 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 19:11:46,969 - ice001 - [INFO] - [Evaluating Epoch 17 valid]:
MRR: Tail : 0.38007, Head : 0.32691, Avg : 0.35349
2023-05-24 19:11:46,969 - ice001 - [INFO] - [Epoch 17]: Training Loss: 0.0018301, Valid MRR: 0.35754,
2023-05-24 19:11:48,155 - ice001 - [INFO] - [E:18| 0]: Train Loss:0.001762, Val MRR:0.35754, ice001
2023-05-24 19:13:21,919 - ice001 - [INFO] - [E:18| 100]: Train Loss:0.0018013, Val MRR:0.35754, ice001
2023-05-24 19:15:00,114 - ice001 - [INFO] - [E:18| 200]: Train Loss:0.0018007, Val MRR:0.35754, ice001
2023-05-24 19:16:41,257 - ice001 - [INFO] - [E:18| 300]: Train Loss:0.0018008, Val MRR:0.35754, ice001
2023-05-24 19:18:22,706 - ice001 - [INFO] - [E:18| 400]: Train Loss:0.0018032, Val MRR:0.35754, ice001
2023-05-24 19:20:03,475 - ice001 - [INFO] - [E:18| 500]: Train Loss:0.0018031, Val MRR:0.35754, ice001
2023-05-24 19:21:38,335 - ice001 - [INFO] - [E:18| 600]: Train Loss:0.0018047, Val MRR:0.35754, ice001
2023-05-24 19:23:15,172 - ice001 - [INFO] - [E:18| 700]: Train Loss:0.0018063, Val MRR:0.35754, ice001
2023-05-24 19:24:55,633 - ice001 - [INFO] - [E:18| 800]: Train Loss:0.0018085, Val MRR:0.35754, ice001
2023-05-24 19:26:38,627 - ice001 - [INFO] - [E:18| 900]: Train Loss:0.0018095, Val MRR:0.35754, ice001
2023-05-24 19:27:49,667 - ice001 - [INFO] - [Epoch:18]: Training Loss:0.00181
2023-05-24 19:27:50,019 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 19:28:13,209 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 19:28:36,102 - ice001 - [INFO] - [Evaluating Epoch 18 valid]:
MRR: Tail : 0.3748, Head : 0.32078, Avg : 0.34779
2023-05-24 19:28:36,102 - ice001 - [INFO] - [Epoch 18]: Training Loss: 0.00181, Valid MRR: 0.35754,
2023-05-24 19:28:36,997 - ice001 - [INFO] - [E:19| 0]: Train Loss:0.0017973, Val MRR:0.35754, ice001
2023-05-24 19:30:09,275 - ice001 - [INFO] - [E:19| 100]: Train Loss:0.0017826, Val MRR:0.35754, ice001
2023-05-24 19:31:49,316 - ice001 - [INFO] - [E:19| 200]: Train Loss:0.0017816, Val MRR:0.35754, ice001
2023-05-24 19:33:30,335 - ice001 - [INFO] - [E:19| 300]: Train Loss:0.0017827, Val MRR:0.35754, ice001
2023-05-24 19:35:10,725 - ice001 - [INFO] - [E:19| 400]: Train Loss:0.0017843, Val MRR:0.35754, ice001
2023-05-24 19:36:51,855 - ice001 - [INFO] - [E:19| 500]: Train Loss:0.0017851, Val MRR:0.35754, ice001
2023-05-24 19:38:25,336 - ice001 - [INFO] - [E:19| 600]: Train Loss:0.0017873, Val MRR:0.35754, ice001
2023-05-24 19:40:04,823 - ice001 - [INFO] - [E:19| 700]: Train Loss:0.001788, Val MRR:0.35754, ice001
2023-05-24 19:41:46,456 - ice001 - [INFO] - [E:19| 800]: Train Loss:0.0017893, Val MRR:0.35754, ice001
2023-05-24 19:43:27,366 - ice001 - [INFO] - [E:19| 900]: Train Loss:0.0017898, Val MRR:0.35754, ice001
2023-05-24 19:44:38,378 - ice001 - [INFO] - [Epoch:19]: Training Loss:0.00179
2023-05-24 19:44:38,766 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 19:45:01,748 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 19:45:24,117 - ice001 - [INFO] - [Evaluating Epoch 19 valid]:
MRR: Tail : 0.37421, Head : 0.32384, Avg : 0.34903
MR: Tail : 716.85, Head : 714.96, Avg : 715.9
Hit-1: Tail : 0.28705, Head : 0.2385, Avg : 0.26277
Hit-3: Tail : 0.41352, Head : 0.35817, Avg : 0.38585
Hit-10: Tail : 0.54169, Head : 0.49278, Avg : 0.51724
2023-05-24 19:45:24,117 - ice001 - [INFO] - [Epoch 19]: Training Loss: 0.0017902, Valid MRR: 0.35754,
2023-05-24 19:45:25,310 - ice001 - [INFO] - [E:20| 0]: Train Loss:0.0017555, Val MRR:0.35754, ice001
2023-05-24 19:46:56,457 - ice001 - [INFO] - [E:20| 100]: Train Loss:0.0017648, Val MRR:0.35754, ice001
2023-05-24 19:48:37,264 - ice001 - [INFO] - [E:20| 200]: Train Loss:0.0017664, Val MRR:0.35754, ice001
2023-05-24 19:50:17,605 - ice001 - [INFO] - [E:20| 300]: Train Loss:0.001766, Val MRR:0.35754, ice001
2023-05-24 19:51:57,814 - ice001 - [INFO] - [E:20| 400]: Train Loss:0.0017667, Val MRR:0.35754, ice001
2023-05-24 19:53:38,504 - ice001 - [INFO] - [E:20| 500]: Train Loss:0.0017681, Val MRR:0.35754, ice001
2023-05-24 19:55:09,036 - ice001 - [INFO] - [E:20| 600]: Train Loss:0.0017686, Val MRR:0.35754, ice001
2023-05-24 19:56:50,149 - ice001 - [INFO] - [E:20| 700]: Train Loss:0.0017701, Val MRR:0.35754, ice001
2023-05-24 19:58:30,859 - ice001 - [INFO] - [E:20| 800]: Train Loss:0.0017711, Val MRR:0.35754, ice001
2023-05-24 20:00:11,511 - ice001 - [INFO] - [E:20| 900]: Train Loss:0.0017722, Val MRR:0.35754, ice001
2023-05-24 20:01:22,872 - ice001 - [INFO] - [Epoch:20]: Training Loss:0.001773
2023-05-24 20:01:23,390 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 20:01:46,142 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 20:02:08,629 - ice001 - [INFO] - [Evaluating Epoch 20 valid]:
MRR: Tail : 0.38227, Head : 0.33079, Avg : 0.35653
2023-05-24 20:02:08,629 - ice001 - [INFO] - [Epoch 20]: Training Loss: 0.001773, Valid MRR: 0.35754,
2023-05-24 20:02:09,717 - ice001 - [INFO] - [E:21| 0]: Train Loss:0.001773, Val MRR:0.35754, ice001
2023-05-24 20:03:40,971 - ice001 - [INFO] - [E:21| 100]: Train Loss:0.0017462, Val MRR:0.35754, ice001
2023-05-24 20:05:22,179 - ice001 - [INFO] - [E:21| 200]: Train Loss:0.0017471, Val MRR:0.35754, ice001
2023-05-24 20:07:03,091 - ice001 - [INFO] - [E:21| 300]: Train Loss:0.0017465, Val MRR:0.35754, ice001
2023-05-24 20:08:44,074 - ice001 - [INFO] - [E:21| 400]: Train Loss:0.0017498, Val MRR:0.35754, ice001
2023-05-24 20:10:25,601 - ice001 - [INFO] - [E:21| 500]: Train Loss:0.0017511, Val MRR:0.35754, ice001
2023-05-24 20:11:59,417 - ice001 - [INFO] - [E:21| 600]: Train Loss:0.0017526, Val MRR:0.35754, ice001
2023-05-24 20:13:41,442 - ice001 - [INFO] - [E:21| 700]: Train Loss:0.0017542, Val MRR:0.35754, ice001
2023-05-24 20:15:22,739 - ice001 - [INFO] - [E:21| 800]: Train Loss:0.0017552, Val MRR:0.35754, ice001
2023-05-24 20:17:04,101 - ice001 - [INFO] - [E:21| 900]: Train Loss:0.0017567, Val MRR:0.35754, ice001
2023-05-24 20:18:15,015 - ice001 - [INFO] - [Epoch:21]: Training Loss:0.001757
2023-05-24 20:18:15,536 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 20:18:38,427 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 20:19:01,090 - ice001 - [INFO] - [Evaluating Epoch 21 valid]:
MRR: Tail : 0.38484, Head : 0.32948, Avg : 0.35716
2023-05-24 20:19:01,090 - ice001 - [INFO] - [Epoch 21]: Training Loss: 0.0017574, Valid MRR: 0.35754,
2023-05-24 20:19:02,187 - ice001 - [INFO] - [E:22| 0]: Train Loss:0.0017051, Val MRR:0.35754, ice001
2023-05-24 20:20:33,212 - ice001 - [INFO] - [E:22| 100]: Train Loss:0.0017401, Val MRR:0.35754, ice001
2023-05-24 20:22:14,990 - ice001 - [INFO] - [E:22| 200]: Train Loss:0.001738, Val MRR:0.35754, ice001
2023-05-24 20:23:56,159 - ice001 - [INFO] - [E:22| 300]: Train Loss:0.0017383, Val MRR:0.35754, ice001
2023-05-24 20:25:37,330 - ice001 - [INFO] - [E:22| 400]: Train Loss:0.0017387, Val MRR:0.35754, ice001
2023-05-24 20:27:18,445 - ice001 - [INFO] - [E:22| 500]: Train Loss:0.0017389, Val MRR:0.35754, ice001
2023-05-24 20:28:49,761 - ice001 - [INFO] - [E:22| 600]: Train Loss:0.0017398, Val MRR:0.35754, ice001
2023-05-24 20:30:30,808 - ice001 - [INFO] - [E:22| 700]: Train Loss:0.0017412, Val MRR:0.35754, ice001
2023-05-24 20:32:12,061 - ice001 - [INFO] - [E:22| 800]: Train Loss:0.0017417, Val MRR:0.35754, ice001
2023-05-24 20:33:54,165 - ice001 - [INFO] - [E:22| 900]: Train Loss:0.0017422, Val MRR:0.35754, ice001
2023-05-24 20:35:05,947 - ice001 - [INFO] - [Epoch:22]: Training Loss:0.001743
2023-05-24 20:35:06,294 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 20:35:29,577 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 20:35:52,691 - ice001 - [INFO] - [Evaluating Epoch 22 valid]:
MRR: Tail : 0.37897, Head : 0.32207, Avg : 0.35052
2023-05-24 20:35:52,691 - ice001 - [INFO] - [Epoch 22]: Training Loss: 0.0017432, Valid MRR: 0.35754,
2023-05-24 20:35:53,680 - ice001 - [INFO] - [E:23| 0]: Train Loss:0.001725, Val MRR:0.35754, ice001
2023-05-24 20:37:25,664 - ice001 - [INFO] - [E:23| 100]: Train Loss:0.0017291, Val MRR:0.35754, ice001
2023-05-24 20:39:07,511 - ice001 - [INFO] - [E:23| 200]: Train Loss:0.001727, Val MRR:0.35754, ice001
2023-05-24 20:40:49,931 - ice001 - [INFO] - [E:23| 300]: Train Loss:0.0017282, Val MRR:0.35754, ice001
2023-05-24 20:42:31,824 - ice001 - [INFO] - [E:23| 400]: Train Loss:0.001728, Val MRR:0.35754, ice001
2023-05-24 20:44:13,458 - ice001 - [INFO] - [E:23| 500]: Train Loss:0.0017272, Val MRR:0.35754, ice001
2023-05-24 20:45:44,877 - ice001 - [INFO] - [E:23| 600]: Train Loss:0.0017271, Val MRR:0.35754, ice001
2023-05-24 20:47:25,695 - ice001 - [INFO] - [E:23| 700]: Train Loss:0.0017288, Val MRR:0.35754, ice001
2023-05-24 20:49:06,999 - ice001 - [INFO] - [E:23| 800]: Train Loss:0.001729, Val MRR:0.35754, ice001
2023-05-24 20:50:48,058 - ice001 - [INFO] - [E:23| 900]: Train Loss:0.0017294, Val MRR:0.35754, ice001
2023-05-24 20:51:58,843 - ice001 - [INFO] - [Epoch:23]: Training Loss:0.00173
2023-05-24 20:51:59,339 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 20:52:22,299 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 20:52:44,988 - ice001 - [INFO] - [Evaluating Epoch 23 valid]:
MRR: Tail : 0.3819, Head : 0.33022, Avg : 0.35606
2023-05-24 20:52:44,988 - ice001 - [INFO] - [Epoch 23]: Training Loss: 0.0017299, Valid MRR: 0.35754,
2023-05-24 20:52:46,203 - ice001 - [INFO] - [E:24| 0]: Train Loss:0.0017494, Val MRR:0.35754, ice001
2023-05-24 20:54:17,488 - ice001 - [INFO] - [E:24| 100]: Train Loss:0.0017122, Val MRR:0.35754, ice001
2023-05-24 20:55:58,435 - ice001 - [INFO] - [E:24| 200]: Train Loss:0.0017125, Val MRR:0.35754, ice001
2023-05-24 20:57:41,390 - ice001 - [INFO] - [E:24| 300]: Train Loss:0.0017128, Val MRR:0.35754, ice001
2023-05-24 20:59:21,854 - ice001 - [INFO] - [E:24| 400]: Train Loss:0.0017141, Val MRR:0.35754, ice001
2023-05-24 21:01:02,454 - ice001 - [INFO] - [E:24| 500]: Train Loss:0.0017151, Val MRR:0.35754, ice001
2023-05-24 21:02:33,065 - ice001 - [INFO] - [E:24| 600]: Train Loss:0.0017156, Val MRR:0.35754, ice001
2023-05-24 21:04:14,117 - ice001 - [INFO] - [E:24| 700]: Train Loss:0.0017168, Val MRR:0.35754, ice001
2023-05-24 21:05:55,268 - ice001 - [INFO] - [E:24| 800]: Train Loss:0.0017171, Val MRR:0.35754, ice001
2023-05-24 21:07:36,539 - ice001 - [INFO] - [E:24| 900]: Train Loss:0.0017178, Val MRR:0.35754, ice001
2023-05-24 21:08:47,948 - ice001 - [INFO] - [Epoch:24]: Training Loss:0.001718
2023-05-24 21:08:48,298 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 21:09:11,398 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 21:09:34,208 - ice001 - [INFO] - [Evaluating Epoch 24 valid]:
MRR: Tail : 0.38749, Head : 0.33163, Avg : 0.35956
2023-05-24 21:09:35,518 - ice001 - [INFO] - [Epoch 24]: Training Loss: 0.0017184, Valid MRR: 0.35956,
2023-05-24 21:09:36,595 - ice001 - [INFO] - [E:25| 0]: Train Loss:0.0016617, Val MRR:0.35956, ice001
2023-05-24 21:11:08,115 - ice001 - [INFO] - [E:25| 100]: Train Loss:0.0017025, Val MRR:0.35956, ice001
2023-05-24 21:12:49,204 - ice001 - [INFO] - [E:25| 200]: Train Loss:0.0017026, Val MRR:0.35956, ice001
2023-05-24 21:14:30,206 - ice001 - [INFO] - [E:25| 300]: Train Loss:0.0017035, Val MRR:0.35956, ice001
2023-05-24 21:16:11,504 - ice001 - [INFO] - [E:25| 400]: Train Loss:0.0017039, Val MRR:0.35956, ice001
2023-05-24 21:17:52,633 - ice001 - [INFO] - [E:25| 500]: Train Loss:0.0017042, Val MRR:0.35956, ice001
2023-05-24 21:19:24,655 - ice001 - [INFO] - [E:25| 600]: Train Loss:0.0017057, Val MRR:0.35956, ice001
2023-05-24 21:21:05,859 - ice001 - [INFO] - [E:25| 700]: Train Loss:0.0017059, Val MRR:0.35956, ice001
2023-05-24 21:22:46,526 - ice001 - [INFO] - [E:25| 800]: Train Loss:0.0017066, Val MRR:0.35956, ice001
2023-05-24 21:24:27,376 - ice001 - [INFO] - [E:25| 900]: Train Loss:0.001707, Val MRR:0.35956, ice001
2023-05-24 21:25:38,295 - ice001 - [INFO] - [Epoch:25]: Training Loss:0.001707
2023-05-24 21:25:38,638 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 21:26:01,763 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 21:26:22,549 - ice001 - [INFO] - [Evaluating Epoch 25 valid]:
MRR: Tail : 0.39002, Head : 0.3329, Avg : 0.36146
2023-05-24 21:26:24,336 - ice001 - [INFO] - [Epoch 25]: Training Loss: 0.0017073, Valid MRR: 0.36146,
2023-05-24 21:26:24,985 - ice001 - [INFO] - [E:26| 0]: Train Loss:0.0016821, Val MRR:0.36146, ice001
2023-05-24 21:27:59,763 - ice001 - [INFO] - [E:26| 100]: Train Loss:0.0016906, Val MRR:0.36146, ice001
2023-05-24 21:29:41,470 - ice001 - [INFO] - [E:26| 200]: Train Loss:0.0016918, Val MRR:0.36146, ice001
2023-05-24 21:31:23,465 - ice001 - [INFO] - [E:26| 300]: Train Loss:0.0016931, Val MRR:0.36146, ice001
2023-05-24 21:33:05,448 - ice001 - [INFO] - [E:26| 400]: Train Loss:0.0016937, Val MRR:0.36146, ice001
2023-05-24 21:34:41,614 - ice001 - [INFO] - [E:26| 500]: Train Loss:0.0016952, Val MRR:0.36146, ice001
2023-05-24 21:36:17,478 - ice001 - [INFO] - [E:26| 600]: Train Loss:0.0016962, Val MRR:0.36146, ice001
2023-05-24 21:37:57,731 - ice001 - [INFO] - [E:26| 700]: Train Loss:0.001697, Val MRR:0.36146, ice001
2023-05-24 21:39:38,229 - ice001 - [INFO] - [E:26| 800]: Train Loss:0.0016975, Val MRR:0.36146, ice001
2023-05-24 21:41:18,886 - ice001 - [INFO] - [E:26| 900]: Train Loss:0.001698, Val MRR:0.36146, ice001
2023-05-24 21:42:30,001 - ice001 - [INFO] - [Epoch:26]: Training Loss:0.001698
2023-05-24 21:42:30,318 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 21:42:53,047 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 21:43:06,755 - ice001 - [INFO] - [Evaluating Epoch 26 valid]:
MRR: Tail : 0.39431, Head : 0.34011, Avg : 0.36721
2023-05-24 21:43:08,243 - ice001 - [INFO] - [Epoch 26]: Training Loss: 0.0016981, Valid MRR: 0.36721,
2023-05-24 21:43:08,893 - ice001 - [INFO] - [E:27| 0]: Train Loss:0.0017016, Val MRR:0.36721, ice001
2023-05-24 21:44:52,470 - ice001 - [INFO] - [E:27| 100]: Train Loss:0.001686, Val MRR:0.36721, ice001
2023-05-24 21:46:34,417 - ice001 - [INFO] - [E:27| 200]: Train Loss:0.0016861, Val MRR:0.36721, ice001
2023-05-24 21:48:15,907 - ice001 - [INFO] - [E:27| 300]: Train Loss:0.0016857, Val MRR:0.36721, ice001
2023-05-24 21:49:56,425 - ice001 - [INFO] - [E:27| 400]: Train Loss:0.0016863, Val MRR:0.36721, ice001
2023-05-24 21:51:29,987 - ice001 - [INFO] - [E:27| 500]: Train Loss:0.0016868, Val MRR:0.36721, ice001
2023-05-24 21:53:08,465 - ice001 - [INFO] - [E:27| 600]: Train Loss:0.0016869, Val MRR:0.36721, ice001
2023-05-24 21:54:49,360 - ice001 - [INFO] - [E:27| 700]: Train Loss:0.0016872, Val MRR:0.36721, ice001
2023-05-24 21:56:29,498 - ice001 - [INFO] - [E:27| 800]: Train Loss:0.0016873, Val MRR:0.36721, ice001
2023-05-24 21:58:09,412 - ice001 - [INFO] - [E:27| 900]: Train Loss:0.0016884, Val MRR:0.36721, ice001
2023-05-24 21:59:20,305 - ice001 - [INFO] - [Epoch:27]: Training Loss:0.001689
2023-05-24 21:59:20,791 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 21:59:40,968 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 21:59:55,003 - ice001 - [INFO] - [Evaluating Epoch 27 valid]:
MRR: Tail : 0.39352, Head : 0.33546, Avg : 0.36449
2023-05-24 21:59:55,003 - ice001 - [INFO] - [Epoch 27]: Training Loss: 0.001689, Valid MRR: 0.36721,
2023-05-24 21:59:56,215 - ice001 - [INFO] - [E:28| 0]: Train Loss:0.0016812, Val MRR:0.36721, ice001
2023-05-24 22:01:37,426 - ice001 - [INFO] - [E:28| 100]: Train Loss:0.0016771, Val MRR:0.36721, ice001
2023-05-24 22:03:18,831 - ice001 - [INFO] - [E:28| 200]: Train Loss:0.0016756, Val MRR:0.36721, ice001
2023-05-24 22:04:59,963 - ice001 - [INFO] - [E:28| 300]: Train Loss:0.0016755, Val MRR:0.36721, ice001
2023-05-24 22:06:41,239 - ice001 - [INFO] - [E:28| 400]: Train Loss:0.0016762, Val MRR:0.36721, ice001
2023-05-24 22:08:12,680 - ice001 - [INFO] - [E:28| 500]: Train Loss:0.0016766, Val MRR:0.36721, ice001
2023-05-24 22:09:53,732 - ice001 - [INFO] - [E:28| 600]: Train Loss:0.0016781, Val MRR:0.36721, ice001
2023-05-24 22:11:35,019 - ice001 - [INFO] - [E:28| 700]: Train Loss:0.0016794, Val MRR:0.36721, ice001
2023-05-24 22:13:15,614 - ice001 - [INFO] - [E:28| 800]: Train Loss:0.0016796, Val MRR:0.36721, ice001
2023-05-24 22:14:56,720 - ice001 - [INFO] - [E:28| 900]: Train Loss:0.0016801, Val MRR:0.36721, ice001
2023-05-24 22:16:07,843 - ice001 - [INFO] - [Epoch:28]: Training Loss:0.001681
2023-05-24 22:16:08,188 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 22:16:25,327 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 22:16:42,520 - ice001 - [INFO] - [Evaluating Epoch 28 valid]:
MRR: Tail : 0.3952, Head : 0.33826, Avg : 0.36673
2023-05-24 22:16:42,521 - ice001 - [INFO] - [Epoch 28]: Training Loss: 0.0016807, Valid MRR: 0.36721,
2023-05-24 22:16:43,636 - ice001 - [INFO] - [E:29| 0]: Train Loss:0.001702, Val MRR:0.36721, ice001
2023-05-24 22:18:24,140 - ice001 - [INFO] - [E:29| 100]: Train Loss:0.0016689, Val MRR:0.36721, ice001
2023-05-24 22:20:05,269 - ice001 - [INFO] - [E:29| 200]: Train Loss:0.00167, Val MRR:0.36721, ice001
2023-05-24 22:21:46,723 - ice001 - [INFO] - [E:29| 300]: Train Loss:0.0016705, Val MRR:0.36721, ice001
2023-05-24 22:23:28,160 - ice001 - [INFO] - [E:29| 400]: Train Loss:0.0016717, Val MRR:0.36721, ice001
2023-05-24 22:24:59,400 - ice001 - [INFO] - [E:29| 500]: Train Loss:0.0016718, Val MRR:0.36721, ice001
2023-05-24 22:26:40,259 - ice001 - [INFO] - [E:29| 600]: Train Loss:0.0016711, Val MRR:0.36721, ice001
2023-05-24 22:28:21,242 - ice001 - [INFO] - [E:29| 700]: Train Loss:0.0016717, Val MRR:0.36721, ice001
2023-05-24 22:30:03,928 - ice001 - [INFO] - [E:29| 800]: Train Loss:0.001672, Val MRR:0.36721, ice001
2023-05-24 22:31:44,611 - ice001 - [INFO] - [E:29| 900]: Train Loss:0.0016729, Val MRR:0.36721, ice001
2023-05-24 22:32:55,563 - ice001 - [INFO] - [Epoch:29]: Training Loss:0.001673
2023-05-24 22:32:55,831 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 22:33:11,311 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 22:33:30,074 - ice001 - [INFO] - [Evaluating Epoch 29 valid]:
MRR: Tail : 0.38983, Head : 0.33624, Avg : 0.36304
MR: Tail : 854.36, Head : 902.46, Avg : 878.41
Hit-1: Tail : 0.30489, Head : 0.25573, Avg : 0.28031
Hit-3: Tail : 0.43233, Head : 0.36886, Avg : 0.40059
Hit-10: Tail : 0.55164, Head : 0.49217, Avg : 0.52191
2023-05-24 22:33:30,074 - ice001 - [INFO] - [Epoch 29]: Training Loss: 0.001673, Valid MRR: 0.36721,
2023-05-24 22:33:31,254 - ice001 - [INFO] - [E:30| 0]: Train Loss:0.0016996, Val MRR:0.36721, ice001
2023-05-24 22:35:12,101 - ice001 - [INFO] - [E:30| 100]: Train Loss:0.0016607, Val MRR:0.36721, ice001
2023-05-24 22:36:53,054 - ice001 - [INFO] - [E:30| 200]: Train Loss:0.0016626, Val MRR:0.36721, ice001
2023-05-24 22:38:33,745 - ice001 - [INFO] - [E:30| 300]: Train Loss:0.0016638, Val MRR:0.36721, ice001
2023-05-24 22:40:14,423 - ice001 - [INFO] - [E:30| 400]: Train Loss:0.0016635, Val MRR:0.36721, ice001
2023-05-24 22:41:46,041 - ice001 - [INFO] - [E:30| 500]: Train Loss:0.0016639, Val MRR:0.36721, ice001
2023-05-24 22:43:26,691 - ice001 - [INFO] - [E:30| 600]: Train Loss:0.0016646, Val MRR:0.36721, ice001
2023-05-24 22:45:07,367 - ice001 - [INFO] - [E:30| 700]: Train Loss:0.0016652, Val MRR:0.36721, ice001
2023-05-24 22:46:48,061 - ice001 - [INFO] - [E:30| 800]: Train Loss:0.0016659, Val MRR:0.36721, ice001
2023-05-24 22:48:28,868 - ice001 - [INFO] - [E:30| 900]: Train Loss:0.0016662, Val MRR:0.36721, ice001
2023-05-24 22:49:39,090 - ice001 - [INFO] - [Epoch:30]: Training Loss:0.001667
2023-05-24 22:49:39,308 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 22:49:53,209 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 22:50:14,864 - ice001 - [INFO] - [Evaluating Epoch 30 valid]:
MRR: Tail : 0.40161, Head : 0.34142, Avg : 0.37152
2023-05-24 22:50:16,288 - ice001 - [INFO] - [Epoch 30]: Training Loss: 0.0016665, Valid MRR: 0.37152,
2023-05-24 22:50:17,498 - ice001 - [INFO] - [E:31| 0]: Train Loss:0.001675, Val MRR:0.37152, ice001
2023-05-24 22:51:58,031 - ice001 - [INFO] - [E:31| 100]: Train Loss:0.0016532, Val MRR:0.37152, ice001
2023-05-24 22:53:38,667 - ice001 - [INFO] - [E:31| 200]: Train Loss:0.0016565, Val MRR:0.37152, ice001
2023-05-24 22:55:19,461 - ice001 - [INFO] - [E:31| 300]: Train Loss:0.0016557, Val MRR:0.37152, ice001
2023-05-24 22:57:00,207 - ice001 - [INFO] - [E:31| 400]: Train Loss:0.0016563, Val MRR:0.37152, ice001
2023-05-24 22:58:31,786 - ice001 - [INFO] - [E:31| 500]: Train Loss:0.0016561, Val MRR:0.37152, ice001
2023-05-24 23:00:13,499 - ice001 - [INFO] - [E:31| 600]: Train Loss:0.0016571, Val MRR:0.37152, ice001
2023-05-24 23:01:55,131 - ice001 - [INFO] - [E:31| 700]: Train Loss:0.0016579, Val MRR:0.37152, ice001
2023-05-24 23:03:36,885 - ice001 - [INFO] - [E:31| 800]: Train Loss:0.0016588, Val MRR:0.37152, ice001
2023-05-24 23:05:18,765 - ice001 - [INFO] - [E:31| 900]: Train Loss:0.0016594, Val MRR:0.37152, ice001
2023-05-24 23:06:23,737 - ice001 - [INFO] - [Epoch:31]: Training Loss:0.00166
2023-05-24 23:06:23,955 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 23:06:43,226 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 23:07:05,730 - ice001 - [INFO] - [Evaluating Epoch 31 valid]:
MRR: Tail : 0.39894, Head : 0.34812, Avg : 0.37353
2023-05-24 23:07:07,134 - ice001 - [INFO] - [Epoch 31]: Training Loss: 0.0016599, Valid MRR: 0.37353,
2023-05-24 23:07:08,347 - ice001 - [INFO] - [E:32| 0]: Train Loss:0.001658, Val MRR:0.37353, ice001
2023-05-24 23:08:49,577 - ice001 - [INFO] - [E:32| 100]: Train Loss:0.0016543, Val MRR:0.37353, ice001
2023-05-24 23:10:30,506 - ice001 - [INFO] - [E:32| 200]: Train Loss:0.001652, Val MRR:0.37353, ice001
2023-05-24 23:12:11,852 - ice001 - [INFO] - [E:32| 300]: Train Loss:0.0016513, Val MRR:0.37353, ice001
2023-05-24 23:13:52,886 - ice001 - [INFO] - [E:32| 400]: Train Loss:0.0016514, Val MRR:0.37353, ice001
2023-05-24 23:15:26,465 - ice001 - [INFO] - [E:32| 500]: Train Loss:0.0016522, Val MRR:0.37353, ice001
2023-05-24 23:17:07,402 - ice001 - [INFO] - [E:32| 600]: Train Loss:0.0016535, Val MRR:0.37353, ice001
2023-05-24 23:18:48,483 - ice001 - [INFO] - [E:32| 700]: Train Loss:0.0016541, Val MRR:0.37353, ice001
2023-05-24 23:20:29,738 - ice001 - [INFO] - [E:32| 800]: Train Loss:0.0016541, Val MRR:0.37353, ice001
2023-05-24 23:22:11,116 - ice001 - [INFO] - [E:32| 900]: Train Loss:0.0016543, Val MRR:0.37353, ice001
2023-05-24 23:23:12,059 - ice001 - [INFO] - [Epoch:32]: Training Loss:0.001654
2023-05-24 23:23:12,456 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 23:23:35,513 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 23:23:58,365 - ice001 - [INFO] - [Evaluating Epoch 32 valid]:
MRR: Tail : 0.39766, Head : 0.34227, Avg : 0.36996
2023-05-24 23:23:58,365 - ice001 - [INFO] - [Epoch 32]: Training Loss: 0.0016544, Valid MRR: 0.37353,
2023-05-24 23:23:59,222 - ice001 - [INFO] - [E:33| 0]: Train Loss:0.0016294, Val MRR:0.37353, ice001
2023-05-24 23:25:40,253 - ice001 - [INFO] - [E:33| 100]: Train Loss:0.0016478, Val MRR:0.37353, ice001
2023-05-24 23:27:21,303 - ice001 - [INFO] - [E:33| 200]: Train Loss:0.0016466, Val MRR:0.37353, ice001
2023-05-24 23:29:02,335 - ice001 - [INFO] - [E:33| 300]: Train Loss:0.0016471, Val MRR:0.37353, ice001
2023-05-24 23:30:43,091 - ice001 - [INFO] - [E:33| 400]: Train Loss:0.0016473, Val MRR:0.37353, ice001
2023-05-24 23:32:13,768 - ice001 - [INFO] - [E:33| 500]: Train Loss:0.0016479, Val MRR:0.37353, ice001
2023-05-24 23:33:55,227 - ice001 - [INFO] - [E:33| 600]: Train Loss:0.0016476, Val MRR:0.37353, ice001
2023-05-24 23:35:37,051 - ice001 - [INFO] - [E:33| 700]: Train Loss:0.0016477, Val MRR:0.37353, ice001
2023-05-24 23:37:18,124 - ice001 - [INFO] - [E:33| 800]: Train Loss:0.001648, Val MRR:0.37353, ice001
2023-05-24 23:38:59,250 - ice001 - [INFO] - [E:33| 900]: Train Loss:0.0016485, Val MRR:0.37353, ice001
2023-05-24 23:40:00,668 - ice001 - [INFO] - [Epoch:33]: Training Loss:0.001649
2023-05-24 23:40:00,928 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 23:40:23,888 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 23:40:46,555 - ice001 - [INFO] - [Evaluating Epoch 33 valid]:
MRR: Tail : 0.40186, Head : 0.34432, Avg : 0.37309
2023-05-24 23:40:46,555 - ice001 - [INFO] - [Epoch 33]: Training Loss: 0.0016487, Valid MRR: 0.37353,
2023-05-24 23:40:47,464 - ice001 - [INFO] - [E:34| 0]: Train Loss:0.0016805, Val MRR:0.37353, ice001
2023-05-24 23:42:27,866 - ice001 - [INFO] - [E:34| 100]: Train Loss:0.0016376, Val MRR:0.37353, ice001
2023-05-24 23:44:08,126 - ice001 - [INFO] - [E:34| 200]: Train Loss:0.0016397, Val MRR:0.37353, ice001
2023-05-24 23:45:48,401 - ice001 - [INFO] - [E:34| 300]: Train Loss:0.0016413, Val MRR:0.37353, ice001
2023-05-24 23:47:29,072 - ice001 - [INFO] - [E:34| 400]: Train Loss:0.0016409, Val MRR:0.37353, ice001
2023-05-24 23:49:00,035 - ice001 - [INFO] - [E:34| 500]: Train Loss:0.0016424, Val MRR:0.37353, ice001
2023-05-24 23:50:41,277 - ice001 - [INFO] - [E:34| 600]: Train Loss:0.0016416, Val MRR:0.37353, ice001
2023-05-24 23:52:22,675 - ice001 - [INFO] - [E:34| 700]: Train Loss:0.0016427, Val MRR:0.37353, ice001
2023-05-24 23:54:03,949 - ice001 - [INFO] - [E:34| 800]: Train Loss:0.001643, Val MRR:0.37353, ice001
2023-05-24 23:55:45,014 - ice001 - [INFO] - [E:34| 900]: Train Loss:0.0016435, Val MRR:0.37353, ice001
2023-05-24 23:56:46,483 - ice001 - [INFO] - [Epoch:34]: Training Loss:0.001644
2023-05-24 23:56:46,743 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-24 23:57:09,852 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-24 23:57:32,230 - ice001 - [INFO] - [Evaluating Epoch 34 valid]:
MRR: Tail : 0.39895, Head : 0.34756, Avg : 0.37326
2023-05-24 23:57:32,230 - ice001 - [INFO] - [Epoch 34]: Training Loss: 0.001644, Valid MRR: 0.37353,
2023-05-24 23:57:33,404 - ice001 - [INFO] - [E:35| 0]: Train Loss:0.0016133, Val MRR:0.37353, ice001
2023-05-24 23:59:14,871 - ice001 - [INFO] - [E:35| 100]: Train Loss:0.0016351, Val MRR:0.37353, ice001
2023-05-25 00:00:56,480 - ice001 - [INFO] - [E:35| 200]: Train Loss:0.0016364, Val MRR:0.37353, ice001
2023-05-25 00:02:39,185 - ice001 - [INFO] - [E:35| 300]: Train Loss:0.0016361, Val MRR:0.37353, ice001
2023-05-25 00:04:19,863 - ice001 - [INFO] - [E:35| 400]: Train Loss:0.0016366, Val MRR:0.37353, ice001
2023-05-25 00:05:50,849 - ice001 - [INFO] - [E:35| 500]: Train Loss:0.0016371, Val MRR:0.37353, ice001
2023-05-25 00:07:31,273 - ice001 - [INFO] - [E:35| 600]: Train Loss:0.0016379, Val MRR:0.37353, ice001
2023-05-25 00:09:11,575 - ice001 - [INFO] - [E:35| 700]: Train Loss:0.0016382, Val MRR:0.37353, ice001
2023-05-25 00:10:52,280 - ice001 - [INFO] - [E:35| 800]: Train Loss:0.001639, Val MRR:0.37353, ice001
2023-05-25 00:12:32,398 - ice001 - [INFO] - [E:35| 900]: Train Loss:0.0016393, Val MRR:0.37353, ice001
2023-05-25 00:13:33,250 - ice001 - [INFO] - [Epoch:35]: Training Loss:0.00164
2023-05-25 00:13:33,726 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 00:13:56,345 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 00:14:19,013 - ice001 - [INFO] - [Evaluating Epoch 35 valid]:
MRR: Tail : 0.40425, Head : 0.35199, Avg : 0.37812
2023-05-25 00:14:20,384 - ice001 - [INFO] - [Epoch 35]: Training Loss: 0.0016397, Valid MRR: 0.37812,
2023-05-25 00:14:21,302 - ice001 - [INFO] - [E:36| 0]: Train Loss:0.0016789, Val MRR:0.37812, ice001
2023-05-25 00:16:02,606 - ice001 - [INFO] - [E:36| 100]: Train Loss:0.0016311, Val MRR:0.37812, ice001
2023-05-25 00:17:43,473 - ice001 - [INFO] - [E:36| 200]: Train Loss:0.0016335, Val MRR:0.37812, ice001
2023-05-25 00:19:23,820 - ice001 - [INFO] - [E:36| 300]: Train Loss:0.001634, Val MRR:0.37812, ice001
2023-05-25 00:21:02,246 - ice001 - [INFO] - [E:36| 400]: Train Loss:0.0016334, Val MRR:0.37812, ice001
2023-05-25 00:22:35,324 - ice001 - [INFO] - [E:36| 500]: Train Loss:0.0016329, Val MRR:0.37812, ice001
2023-05-25 00:24:15,854 - ice001 - [INFO] - [E:36| 600]: Train Loss:0.0016338, Val MRR:0.37812, ice001
2023-05-25 00:25:56,017 - ice001 - [INFO] - [E:36| 700]: Train Loss:0.001634, Val MRR:0.37812, ice001
2023-05-25 00:27:36,567 - ice001 - [INFO] - [E:36| 800]: Train Loss:0.0016342, Val MRR:0.37812, ice001
2023-05-25 00:29:16,648 - ice001 - [INFO] - [E:36| 900]: Train Loss:0.0016349, Val MRR:0.37812, ice001
2023-05-25 00:30:17,606 - ice001 - [INFO] - [Epoch:36]: Training Loss:0.001636
2023-05-25 00:30:17,867 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 00:30:40,928 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 00:31:03,359 - ice001 - [INFO] - [Evaluating Epoch 36 valid]:
MRR: Tail : 0.39903, Head : 0.34745, Avg : 0.37324
2023-05-25 00:31:03,359 - ice001 - [INFO] - [Epoch 36]: Training Loss: 0.0016356, Valid MRR: 0.37812,
2023-05-25 00:31:04,541 - ice001 - [INFO] - [E:37| 0]: Train Loss:0.001609, Val MRR:0.37812, ice001
2023-05-25 00:32:44,406 - ice001 - [INFO] - [E:37| 100]: Train Loss:0.0016283, Val MRR:0.37812, ice001
2023-05-25 00:34:23,846 - ice001 - [INFO] - [E:37| 200]: Train Loss:0.0016287, Val MRR:0.37812, ice001
2023-05-25 00:36:04,290 - ice001 - [INFO] - [E:37| 300]: Train Loss:0.001631, Val MRR:0.37812, ice001
2023-05-25 00:37:41,332 - ice001 - [INFO] - [E:37| 400]: Train Loss:0.0016296, Val MRR:0.37812, ice001
2023-05-25 00:39:15,319 - ice001 - [INFO] - [E:37| 500]: Train Loss:0.0016299, Val MRR:0.37812, ice001
2023-05-25 00:40:56,049 - ice001 - [INFO] - [E:37| 600]: Train Loss:0.0016303, Val MRR:0.37812, ice001
2023-05-25 00:42:36,439 - ice001 - [INFO] - [E:37| 700]: Train Loss:0.0016308, Val MRR:0.37812, ice001
2023-05-25 00:44:17,674 - ice001 - [INFO] - [E:37| 800]: Train Loss:0.0016308, Val MRR:0.37812, ice001
2023-05-25 00:45:56,914 - ice001 - [INFO] - [E:37| 900]: Train Loss:0.001631, Val MRR:0.37812, ice001
2023-05-25 00:46:59,755 - ice001 - [INFO] - [Epoch:37]: Training Loss:0.001631
2023-05-25 00:47:00,019 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 00:47:24,779 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 00:47:47,323 - ice001 - [INFO] - [Evaluating Epoch 37 valid]:
MRR: Tail : 0.40616, Head : 0.35069, Avg : 0.37843
2023-05-25 00:47:48,735 - ice001 - [INFO] - [Epoch 37]: Training Loss: 0.0016312, Valid MRR: 0.37843,
2023-05-25 00:47:49,842 - ice001 - [INFO] - [E:38| 0]: Train Loss:0.001631, Val MRR:0.37843, ice001
2023-05-25 00:49:29,904 - ice001 - [INFO] - [E:38| 100]: Train Loss:0.0016238, Val MRR:0.37843, ice001
2023-05-25 00:51:10,250 - ice001 - [INFO] - [E:38| 200]: Train Loss:0.0016244, Val MRR:0.37843, ice001
2023-05-25 00:52:50,608 - ice001 - [INFO] - [E:38| 300]: Train Loss:0.0016258, Val MRR:0.37843, ice001
2023-05-25 00:54:26,517 - ice001 - [INFO] - [E:38| 400]: Train Loss:0.0016253, Val MRR:0.37843, ice001
2023-05-25 00:56:02,768 - ice001 - [INFO] - [E:38| 500]: Train Loss:0.0016254, Val MRR:0.37843, ice001
2023-05-25 00:57:44,037 - ice001 - [INFO] - [E:38| 600]: Train Loss:0.0016249, Val MRR:0.37843, ice001
2023-05-25 00:59:25,021 - ice001 - [INFO] - [E:38| 700]: Train Loss:0.0016261, Val MRR:0.37843, ice001
2023-05-25 01:01:06,716 - ice001 - [INFO] - [E:38| 800]: Train Loss:0.0016263, Val MRR:0.37843, ice001
2023-05-25 01:02:41,917 - ice001 - [INFO] - [E:38| 900]: Train Loss:0.0016264, Val MRR:0.37843, ice001
2023-05-25 01:03:49,210 - ice001 - [INFO] - [Epoch:38]: Training Loss:0.001627
2023-05-25 01:03:49,470 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 01:04:12,491 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 01:04:34,621 - ice001 - [INFO] - [Evaluating Epoch 38 valid]:
MRR: Tail : 0.4082, Head : 0.35258, Avg : 0.38039
2023-05-25 01:04:36,158 - ice001 - [INFO] - [Epoch 38]: Training Loss: 0.0016268, Valid MRR: 0.38039,
2023-05-25 01:04:37,496 - ice001 - [INFO] - [E:39| 0]: Train Loss:0.0016416, Val MRR:0.38039, ice001
2023-05-25 01:06:17,170 - ice001 - [INFO] - [E:39| 100]: Train Loss:0.0016183, Val MRR:0.38039, ice001
2023-05-25 01:07:56,836 - ice001 - [INFO] - [E:39| 200]: Train Loss:0.001619, Val MRR:0.38039, ice001
2023-05-25 01:09:36,269 - ice001 - [INFO] - [E:39| 300]: Train Loss:0.0016217, Val MRR:0.38039, ice001
2023-05-25 01:11:06,821 - ice001 - [INFO] - [E:39| 400]: Train Loss:0.001621, Val MRR:0.38039, ice001
2023-05-25 01:12:47,623 - ice001 - [INFO] - [E:39| 500]: Train Loss:0.0016221, Val MRR:0.38039, ice001
2023-05-25 01:14:28,331 - ice001 - [INFO] - [E:39| 600]: Train Loss:0.0016231, Val MRR:0.38039, ice001
2023-05-25 01:16:08,677 - ice001 - [INFO] - [E:39| 700]: Train Loss:0.0016228, Val MRR:0.38039, ice001
2023-05-25 01:17:48,279 - ice001 - [INFO] - [E:39| 800]: Train Loss:0.0016231, Val MRR:0.38039, ice001
2023-05-25 01:19:20,212 - ice001 - [INFO] - [E:39| 900]: Train Loss:0.0016236, Val MRR:0.38039, ice001
2023-05-25 01:20:29,628 - ice001 - [INFO] - [Epoch:39]: Training Loss:0.001624
2023-05-25 01:20:30,145 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 01:20:52,999 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 01:21:15,356 - ice001 - [INFO] - [Evaluating Epoch 39 valid]:
MRR: Tail : 0.41111, Head : 0.35269, Avg : 0.3819
MR: Tail : 815.66, Head : 901.27, Avg : 858.47
Hit-1: Tail : 0.32455, Head : 0.2703, Avg : 0.29743
Hit-3: Tail : 0.45564, Head : 0.38682, Avg : 0.42123
Hit-10: Tail : 0.57325, Head : 0.51693, Avg : 0.54509
2023-05-25 01:21:16,758 - ice001 - [INFO] - [Epoch 39]: Training Loss: 0.0016236, Valid MRR: 0.3819,
2023-05-25 01:21:18,057 - ice001 - [INFO] - [E:40| 0]: Train Loss:0.0016071, Val MRR:0.3819, ice001
2023-05-25 01:22:58,518 - ice001 - [INFO] - [E:40| 100]: Train Loss:0.0016192, Val MRR:0.3819, ice001
2023-05-25 01:24:37,927 - ice001 - [INFO] - [E:40| 200]: Train Loss:0.0016202, Val MRR:0.3819, ice001
2023-05-25 01:26:17,997 - ice001 - [INFO] - [E:40| 300]: Train Loss:0.0016198, Val MRR:0.3819, ice001
2023-05-25 01:27:49,103 - ice001 - [INFO] - [E:40| 400]: Train Loss:0.0016198, Val MRR:0.3819, ice001
2023-05-25 01:29:29,946 - ice001 - [INFO] - [E:40| 500]: Train Loss:0.0016193, Val MRR:0.3819, ice001
2023-05-25 01:31:11,298 - ice001 - [INFO] - [E:40| 600]: Train Loss:0.0016195, Val MRR:0.3819, ice001
2023-05-25 01:32:54,335 - ice001 - [INFO] - [E:40| 700]: Train Loss:0.0016197, Val MRR:0.3819, ice001
2023-05-25 01:34:35,245 - ice001 - [INFO] - [E:40| 800]: Train Loss:0.0016199, Val MRR:0.3819, ice001
2023-05-25 01:36:06,687 - ice001 - [INFO] - [E:40| 900]: Train Loss:0.0016201, Val MRR:0.3819, ice001
2023-05-25 01:37:17,300 - ice001 - [INFO] - [Epoch:40]: Training Loss:0.00162
2023-05-25 01:37:17,812 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 01:37:40,343 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 01:38:02,592 - ice001 - [INFO] - [Evaluating Epoch 40 valid]:
MRR: Tail : 0.40623, Head : 0.34869, Avg : 0.37746
2023-05-25 01:38:02,593 - ice001 - [INFO] - [Epoch 40]: Training Loss: 0.0016203, Valid MRR: 0.3819,
2023-05-25 01:38:03,780 - ice001 - [INFO] - [E:41| 0]: Train Loss:0.0016494, Val MRR:0.3819, ice001
2023-05-25 01:39:43,625 - ice001 - [INFO] - [E:41| 100]: Train Loss:0.0016169, Val MRR:0.3819, ice001
2023-05-25 01:41:23,668 - ice001 - [INFO] - [E:41| 200]: Train Loss:0.0016162, Val MRR:0.3819, ice001
2023-05-25 01:43:03,835 - ice001 - [INFO] - [E:41| 300]: Train Loss:0.0016153, Val MRR:0.3819, ice001
2023-05-25 01:44:34,752 - ice001 - [INFO] - [E:41| 400]: Train Loss:0.0016152, Val MRR:0.3819, ice001
2023-05-25 01:46:15,988 - ice001 - [INFO] - [E:41| 500]: Train Loss:0.0016156, Val MRR:0.3819, ice001
2023-05-25 01:47:57,150 - ice001 - [INFO] - [E:41| 600]: Train Loss:0.0016157, Val MRR:0.3819, ice001
2023-05-25 01:49:37,708 - ice001 - [INFO] - [E:41| 700]: Train Loss:0.0016161, Val MRR:0.3819, ice001
2023-05-25 01:51:18,336 - ice001 - [INFO] - [E:41| 800]: Train Loss:0.0016167, Val MRR:0.3819, ice001
2023-05-25 01:52:49,595 - ice001 - [INFO] - [E:41| 900]: Train Loss:0.0016171, Val MRR:0.3819, ice001
2023-05-25 01:54:00,676 - ice001 - [INFO] - [Epoch:41]: Training Loss:0.001617
2023-05-25 01:54:01,128 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 01:54:23,698 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 01:54:45,941 - ice001 - [INFO] - [Evaluating Epoch 41 valid]:
MRR: Tail : 0.41547, Head : 0.3555, Avg : 0.38548
2023-05-25 01:54:47,428 - ice001 - [INFO] - [Epoch 41]: Training Loss: 0.0016169, Valid MRR: 0.38548,
2023-05-25 01:54:48,636 - ice001 - [INFO] - [E:42| 0]: Train Loss:0.0015954, Val MRR:0.38548, ice001
2023-05-25 01:56:28,993 - ice001 - [INFO] - [E:42| 100]: Train Loss:0.0016135, Val MRR:0.38548, ice001
2023-05-25 01:58:09,760 - ice001 - [INFO] - [E:42| 200]: Train Loss:0.0016112, Val MRR:0.38548, ice001
2023-05-25 01:59:50,682 - ice001 - [INFO] - [E:42| 300]: Train Loss:0.0016124, Val MRR:0.38548, ice001
2023-05-25 02:01:21,490 - ice001 - [INFO] - [E:42| 400]: Train Loss:0.0016122, Val MRR:0.38548, ice001
2023-05-25 02:03:02,512 - ice001 - [INFO] - [E:42| 500]: Train Loss:0.0016122, Val MRR:0.38548, ice001
2023-05-25 02:04:42,968 - ice001 - [INFO] - [E:42| 600]: Train Loss:0.0016129, Val MRR:0.38548, ice001
2023-05-25 02:06:23,633 - ice001 - [INFO] - [E:42| 700]: Train Loss:0.001613, Val MRR:0.38548, ice001
2023-05-25 02:08:04,512 - ice001 - [INFO] - [E:42| 800]: Train Loss:0.0016136, Val MRR:0.38548, ice001
2023-05-25 02:09:35,486 - ice001 - [INFO] - [E:42| 900]: Train Loss:0.0016138, Val MRR:0.38548, ice001
2023-05-25 02:10:46,059 - ice001 - [INFO] - [Epoch:42]: Training Loss:0.001614
2023-05-25 02:10:46,573 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 02:11:09,083 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 02:11:31,496 - ice001 - [INFO] - [Evaluating Epoch 42 valid]:
MRR: Tail : 0.4086, Head : 0.34973, Avg : 0.37916
2023-05-25 02:11:31,496 - ice001 - [INFO] - [Epoch 42]: Training Loss: 0.001614, Valid MRR: 0.38548,
2023-05-25 02:11:32,497 - ice001 - [INFO] - [E:43| 0]: Train Loss:0.0016268, Val MRR:0.38548, ice001
2023-05-25 02:13:13,205 - ice001 - [INFO] - [E:43| 100]: Train Loss:0.0016081, Val MRR:0.38548, ice001
2023-05-25 02:14:53,847 - ice001 - [INFO] - [E:43| 200]: Train Loss:0.0016099, Val MRR:0.38548, ice001
2023-05-25 02:16:34,471 - ice001 - [INFO] - [E:43| 300]: Train Loss:0.0016105, Val MRR:0.38548, ice001
2023-05-25 02:18:05,544 - ice001 - [INFO] - [E:43| 400]: Train Loss:0.0016102, Val MRR:0.38548, ice001
2023-05-25 02:19:48,189 - ice001 - [INFO] - [E:43| 500]: Train Loss:0.001611, Val MRR:0.38548, ice001
2023-05-25 02:21:29,021 - ice001 - [INFO] - [E:43| 600]: Train Loss:0.001611, Val MRR:0.38548, ice001
2023-05-25 02:23:09,474 - ice001 - [INFO] - [E:43| 700]: Train Loss:0.0016113, Val MRR:0.38548, ice001
2023-05-25 02:24:49,918 - ice001 - [INFO] - [E:43| 800]: Train Loss:0.0016109, Val MRR:0.38548, ice001
2023-05-25 02:26:20,949 - ice001 - [INFO] - [E:43| 900]: Train Loss:0.0016111, Val MRR:0.38548, ice001
2023-05-25 02:27:32,033 - ice001 - [INFO] - [Epoch:43]: Training Loss:0.001611
2023-05-25 02:27:32,295 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 02:27:55,367 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 02:28:18,078 - ice001 - [INFO] - [Evaluating Epoch 43 valid]:
MRR: Tail : 0.41154, Head : 0.35165, Avg : 0.3816
2023-05-25 02:28:18,078 - ice001 - [INFO] - [Epoch 43]: Training Loss: 0.0016113, Valid MRR: 0.38548,
2023-05-25 02:28:19,156 - ice001 - [INFO] - [E:44| 0]: Train Loss:0.0016031, Val MRR:0.38548, ice001
2023-05-25 02:30:00,549 - ice001 - [INFO] - [E:44| 100]: Train Loss:0.0016078, Val MRR:0.38548, ice001
2023-05-25 02:31:40,796 - ice001 - [INFO] - [E:44| 200]: Train Loss:0.0016078, Val MRR:0.38548, ice001
2023-05-25 02:33:21,168 - ice001 - [INFO] - [E:44| 300]: Train Loss:0.0016076, Val MRR:0.38548, ice001
2023-05-25 02:34:52,507 - ice001 - [INFO] - [E:44| 400]: Train Loss:0.0016082, Val MRR:0.38548, ice001
2023-05-25 02:36:32,724 - ice001 - [INFO] - [E:44| 500]: Train Loss:0.0016076, Val MRR:0.38548, ice001
2023-05-25 02:38:12,266 - ice001 - [INFO] - [E:44| 600]: Train Loss:0.0016076, Val MRR:0.38548, ice001
2023-05-25 02:39:51,965 - ice001 - [INFO] - [E:44| 700]: Train Loss:0.0016079, Val MRR:0.38548, ice001
2023-05-25 02:41:31,563 - ice001 - [INFO] - [E:44| 800]: Train Loss:0.0016078, Val MRR:0.38548, ice001
2023-05-25 02:43:02,401 - ice001 - [INFO] - [E:44| 900]: Train Loss:0.0016083, Val MRR:0.38548, ice001
2023-05-25 02:44:13,120 - ice001 - [INFO] - [Epoch:44]: Training Loss:0.001609
2023-05-25 02:44:13,532 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 02:44:36,288 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 02:44:58,822 - ice001 - [INFO] - [Evaluating Epoch 44 valid]:
MRR: Tail : 0.4121, Head : 0.3556, Avg : 0.38385
2023-05-25 02:44:58,823 - ice001 - [INFO] - [Epoch 44]: Training Loss: 0.0016088, Valid MRR: 0.38548,
2023-05-25 02:44:59,888 - ice001 - [INFO] - [E:45| 0]: Train Loss:0.0015949, Val MRR:0.38548, ice001
2023-05-25 02:46:41,462 - ice001 - [INFO] - [E:45| 100]: Train Loss:0.0016042, Val MRR:0.38548, ice001
2023-05-25 02:48:22,529 - ice001 - [INFO] - [E:45| 200]: Train Loss:0.0016053, Val MRR:0.38548, ice001
2023-05-25 02:50:04,159 - ice001 - [INFO] - [E:45| 300]: Train Loss:0.001604, Val MRR:0.38548, ice001
2023-05-25 02:51:34,822 - ice001 - [INFO] - [E:45| 400]: Train Loss:0.0016045, Val MRR:0.38548, ice001
2023-05-25 02:53:15,378 - ice001 - [INFO] - [E:45| 500]: Train Loss:0.0016051, Val MRR:0.38548, ice001
2023-05-25 02:54:57,630 - ice001 - [INFO] - [E:45| 600]: Train Loss:0.0016049, Val MRR:0.38548, ice001
2023-05-25 02:56:38,792 - ice001 - [INFO] - [E:45| 700]: Train Loss:0.0016056, Val MRR:0.38548, ice001
2023-05-25 02:58:20,037 - ice001 - [INFO] - [E:45| 800]: Train Loss:0.0016058, Val MRR:0.38548, ice001
2023-05-25 02:59:51,215 - ice001 - [INFO] - [E:45| 900]: Train Loss:0.0016059, Val MRR:0.38548, ice001
2023-05-25 03:01:02,438 - ice001 - [INFO] - [Epoch:45]: Training Loss:0.001606
2023-05-25 03:01:02,762 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 03:01:25,854 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 03:01:48,562 - ice001 - [INFO] - [Evaluating Epoch 45 valid]:
MRR: Tail : 0.40501, Head : 0.34832, Avg : 0.37666
2023-05-25 03:01:48,562 - ice001 - [INFO] - [Epoch 45]: Training Loss: 0.0016064, Valid MRR: 0.38548,
2023-05-25 03:01:49,626 - ice001 - [INFO] - [E:46| 0]: Train Loss:0.001586, Val MRR:0.38548, ice001
2023-05-25 03:03:31,482 - ice001 - [INFO] - [E:46| 100]: Train Loss:0.0016001, Val MRR:0.38548, ice001
2023-05-25 03:05:14,722 - ice001 - [INFO] - [E:46| 200]: Train Loss:0.0016007, Val MRR:0.38548, ice001
2023-05-25 03:06:55,763 - ice001 - [INFO] - [E:46| 300]: Train Loss:0.0016013, Val MRR:0.38548, ice001
2023-05-25 03:08:27,512 - ice001 - [INFO] - [E:46| 400]: Train Loss:0.0016022, Val MRR:0.38548, ice001
2023-05-25 03:10:08,150 - ice001 - [INFO] - [E:46| 500]: Train Loss:0.0016021, Val MRR:0.38548, ice001
2023-05-25 03:11:49,165 - ice001 - [INFO] - [E:46| 600]: Train Loss:0.0016026, Val MRR:0.38548, ice001
2023-05-25 03:13:30,569 - ice001 - [INFO] - [E:46| 700]: Train Loss:0.0016025, Val MRR:0.38548, ice001
2023-05-25 03:15:11,964 - ice001 - [INFO] - [E:46| 800]: Train Loss:0.0016028, Val MRR:0.38548, ice001
2023-05-25 03:16:44,009 - ice001 - [INFO] - [E:46| 900]: Train Loss:0.0016034, Val MRR:0.38548, ice001
2023-05-25 03:17:54,796 - ice001 - [INFO] - [Epoch:46]: Training Loss:0.001604
2023-05-25 03:17:55,264 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 03:18:17,842 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 03:18:40,524 - ice001 - [INFO] - [Evaluating Epoch 46 valid]:
MRR: Tail : 0.41014, Head : 0.35647, Avg : 0.38331
2023-05-25 03:18:40,525 - ice001 - [INFO] - [Epoch 46]: Training Loss: 0.0016036, Valid MRR: 0.38548,
2023-05-25 03:18:41,736 - ice001 - [INFO] - [E:47| 0]: Train Loss:0.0015793, Val MRR:0.38548, ice001
2023-05-25 03:20:23,255 - ice001 - [INFO] - [E:47| 100]: Train Loss:0.0015981, Val MRR:0.38548, ice001
2023-05-25 03:22:04,280 - ice001 - [INFO] - [E:47| 200]: Train Loss:0.0015983, Val MRR:0.38548, ice001
2023-05-25 03:23:39,112 - ice001 - [INFO] - [E:47| 300]: Train Loss:0.0015987, Val MRR:0.38548, ice001
2023-05-25 03:25:17,176 - ice001 - [INFO] - [E:47| 400]: Train Loss:0.0015991, Val MRR:0.38548, ice001
2023-05-25 03:26:57,863 - ice001 - [INFO] - [E:47| 500]: Train Loss:0.0015993, Val MRR:0.38548, ice001
2023-05-25 03:28:38,728 - ice001 - [INFO] - [E:47| 600]: Train Loss:0.0016, Val MRR:0.38548, ice001
2023-05-25 03:30:20,130 - ice001 - [INFO] - [E:47| 700]: Train Loss:0.0016001, Val MRR:0.38548, ice001
2023-05-25 03:31:55,653 - ice001 - [INFO] - [E:47| 800]: Train Loss:0.0016011, Val MRR:0.38548, ice001
2023-05-25 03:33:32,069 - ice001 - [INFO] - [E:47| 900]: Train Loss:0.0016012, Val MRR:0.38548, ice001
2023-05-25 03:34:43,212 - ice001 - [INFO] - [Epoch:47]: Training Loss:0.001601
2023-05-25 03:34:43,604 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 03:35:06,729 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 03:35:29,411 - ice001 - [INFO] - [Evaluating Epoch 47 valid]:
MRR: Tail : 0.41406, Head : 0.35576, Avg : 0.38491
2023-05-25 03:35:29,412 - ice001 - [INFO] - [Epoch 47]: Training Loss: 0.0016013, Valid MRR: 0.38548,
2023-05-25 03:35:30,503 - ice001 - [INFO] - [E:48| 0]: Train Loss:0.001582, Val MRR:0.38548, ice001
2023-05-25 03:37:12,044 - ice001 - [INFO] - [E:48| 100]: Train Loss:0.0015995, Val MRR:0.38548, ice001
2023-05-25 03:38:53,067 - ice001 - [INFO] - [E:48| 200]: Train Loss:0.0015985, Val MRR:0.38548, ice001
2023-05-25 03:40:24,429 - ice001 - [INFO] - [E:48| 300]: Train Loss:0.0015993, Val MRR:0.38548, ice001
2023-05-25 03:42:05,404 - ice001 - [INFO] - [E:48| 400]: Train Loss:0.0015993, Val MRR:0.38548, ice001
2023-05-25 03:43:46,867 - ice001 - [INFO] - [E:48| 500]: Train Loss:0.0015997, Val MRR:0.38548, ice001
2023-05-25 03:45:27,753 - ice001 - [INFO] - [E:48| 600]: Train Loss:0.0016002, Val MRR:0.38548, ice001
2023-05-25 03:47:08,823 - ice001 - [INFO] - [E:48| 700]: Train Loss:0.0015993, Val MRR:0.38548, ice001
2023-05-25 03:48:40,069 - ice001 - [INFO] - [E:48| 800]: Train Loss:0.0015996, Val MRR:0.38548, ice001
2023-05-25 03:50:22,631 - ice001 - [INFO] - [E:48| 900]: Train Loss:0.0015993, Val MRR:0.38548, ice001
2023-05-25 03:51:34,811 - ice001 - [INFO] - [Epoch:48]: Training Loss:0.001599
2023-05-25 03:51:35,232 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 03:51:58,068 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 03:52:20,784 - ice001 - [INFO] - [Evaluating Epoch 48 valid]:
MRR: Tail : 0.41663, Head : 0.35814, Avg : 0.38738
2023-05-25 03:52:22,474 - ice001 - [INFO] - [Epoch 48]: Training Loss: 0.001599, Valid MRR: 0.38738,
2023-05-25 03:52:23,800 - ice001 - [INFO] - [E:49| 0]: Train Loss:0.0016091, Val MRR:0.38738, ice001
2023-05-25 03:54:04,913 - ice001 - [INFO] - [E:49| 100]: Train Loss:0.0015932, Val MRR:0.38738, ice001
2023-05-25 03:55:46,268 - ice001 - [INFO] - [E:49| 200]: Train Loss:0.0015938, Val MRR:0.38738, ice001
2023-05-25 03:57:17,363 - ice001 - [INFO] - [E:49| 300]: Train Loss:0.0015941, Val MRR:0.38738, ice001
2023-05-25 03:58:58,398 - ice001 - [INFO] - [E:49| 400]: Train Loss:0.0015947, Val MRR:0.38738, ice001
2023-05-25 04:00:40,056 - ice001 - [INFO] - [E:49| 500]: Train Loss:0.0015951, Val MRR:0.38738, ice001
2023-05-25 04:02:21,538 - ice001 - [INFO] - [E:49| 600]: Train Loss:0.0015961, Val MRR:0.38738, ice001
2023-05-25 04:04:03,078 - ice001 - [INFO] - [E:49| 700]: Train Loss:0.001596, Val MRR:0.38738, ice001
2023-05-25 04:05:34,024 - ice001 - [INFO] - [E:49| 800]: Train Loss:0.0015964, Val MRR:0.38738, ice001
2023-05-25 04:07:15,610 - ice001 - [INFO] - [E:49| 900]: Train Loss:0.0015965, Val MRR:0.38738, ice001
2023-05-25 04:08:27,219 - ice001 - [INFO] - [Epoch:49]: Training Loss:0.001597
2023-05-25 04:08:27,566 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 04:08:50,630 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 04:09:13,503 - ice001 - [INFO] - [Evaluating Epoch 49 valid]:
MRR: Tail : 0.41208, Head : 0.35373, Avg : 0.3829
MR: Tail : 838.32, Head : 949.3, Avg : 893.81
Hit-1: Tail : 0.32783, Head : 0.27212, Avg : 0.29998
Hit-3: Tail : 0.45685, Head : 0.39034, Avg : 0.4236
Hit-10: Tail : 0.56852, Head : 0.5145, Avg : 0.54151
2023-05-25 04:09:13,503 - ice001 - [INFO] - [Epoch 49]: Training Loss: 0.0015969, Valid MRR: 0.38738,
2023-05-25 04:09:14,652 - ice001 - [INFO] - [E:50| 0]: Train Loss:0.0015706, Val MRR:0.38738, ice001
2023-05-25 04:10:56,544 - ice001 - [INFO] - [E:50| 100]: Train Loss:0.0015927, Val MRR:0.38738, ice001
2023-05-25 04:12:38,561 - ice001 - [INFO] - [E:50| 200]: Train Loss:0.0015911, Val MRR:0.38738, ice001
2023-05-25 04:14:10,053 - ice001 - [INFO] - [E:50| 300]: Train Loss:0.0015919, Val MRR:0.38738, ice001
2023-05-25 04:15:51,233 - ice001 - [INFO] - [E:50| 400]: Train Loss:0.0015928, Val MRR:0.38738, ice001
2023-05-25 04:17:32,300 - ice001 - [INFO] - [E:50| 500]: Train Loss:0.0015936, Val MRR:0.38738, ice001
2023-05-25 04:19:13,934 - ice001 - [INFO] - [E:50| 600]: Train Loss:0.0015935, Val MRR:0.38738, ice001
2023-05-25 04:20:55,290 - ice001 - [INFO] - [E:50| 700]: Train Loss:0.0015943, Val MRR:0.38738, ice001
2023-05-25 04:22:26,653 - ice001 - [INFO] - [E:50| 800]: Train Loss:0.0015944, Val MRR:0.38738, ice001
2023-05-25 04:24:07,367 - ice001 - [INFO] - [E:50| 900]: Train Loss:0.0015948, Val MRR:0.38738, ice001
2023-05-25 04:25:18,343 - ice001 - [INFO] - [Epoch:50]: Training Loss:0.001595
2023-05-25 04:25:18,603 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 04:25:41,762 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 04:26:04,102 - ice001 - [INFO] - [Evaluating Epoch 50 valid]:
MRR: Tail : 0.41432, Head : 0.3549, Avg : 0.38461
2023-05-25 04:26:04,102 - ice001 - [INFO] - [Epoch 50]: Training Loss: 0.0015951, Valid MRR: 0.38738,
2023-05-25 04:26:05,248 - ice001 - [INFO] - [E:51| 0]: Train Loss:0.0016153, Val MRR:0.38738, ice001
2023-05-25 04:27:46,203 - ice001 - [INFO] - [E:51| 100]: Train Loss:0.001592, Val MRR:0.38738, ice001
2023-05-25 04:29:27,250 - ice001 - [INFO] - [E:51| 200]: Train Loss:0.0015916, Val MRR:0.38738, ice001
2023-05-25 04:30:58,554 - ice001 - [INFO] - [E:51| 300]: Train Loss:0.0015915, Val MRR:0.38738, ice001
2023-05-25 04:32:39,996 - ice001 - [INFO] - [E:51| 400]: Train Loss:0.0015923, Val MRR:0.38738, ice001
2023-05-25 04:34:21,678 - ice001 - [INFO] - [E:51| 500]: Train Loss:0.0015927, Val MRR:0.38738, ice001
2023-05-25 04:36:02,446 - ice001 - [INFO] - [E:51| 600]: Train Loss:0.0015932, Val MRR:0.38738, ice001
2023-05-25 04:37:45,877 - ice001 - [INFO] - [E:51| 700]: Train Loss:0.0015931, Val MRR:0.38738, ice001
2023-05-25 04:39:17,641 - ice001 - [INFO] - [E:51| 800]: Train Loss:0.0015934, Val MRR:0.38738, ice001
2023-05-25 04:40:58,867 - ice001 - [INFO] - [E:51| 900]: Train Loss:0.0015933, Val MRR:0.38738, ice001
2023-05-25 04:42:09,974 - ice001 - [INFO] - [Epoch:51]: Training Loss:0.001593
2023-05-25 04:42:10,375 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 04:42:33,322 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 04:42:56,153 - ice001 - [INFO] - [Evaluating Epoch 51 valid]:
MRR: Tail : 0.41903, Head : 0.35977, Avg : 0.3894
2023-05-25 04:42:58,302 - ice001 - [INFO] - [Epoch 51]: Training Loss: 0.0015935, Valid MRR: 0.3894,
2023-05-25 04:42:59,622 - ice001 - [INFO] - [E:52| 0]: Train Loss:0.0015869, Val MRR:0.3894, ice001
2023-05-25 04:44:41,425 - ice001 - [INFO] - [E:52| 100]: Train Loss:0.0015906, Val MRR:0.3894, ice001
2023-05-25 04:46:23,101 - ice001 - [INFO] - [E:52| 200]: Train Loss:0.0015899, Val MRR:0.3894, ice001
2023-05-25 04:47:53,901 - ice001 - [INFO] - [E:52| 300]: Train Loss:0.0015897, Val MRR:0.3894, ice001
2023-05-25 04:49:36,033 - ice001 - [INFO] - [E:52| 400]: Train Loss:0.0015903, Val MRR:0.3894, ice001
2023-05-25 04:51:17,382 - ice001 - [INFO] - [E:52| 500]: Train Loss:0.0015907, Val MRR:0.3894, ice001
2023-05-25 04:52:58,754 - ice001 - [INFO] - [E:52| 600]: Train Loss:0.0015908, Val MRR:0.3894, ice001
2023-05-25 04:54:39,721 - ice001 - [INFO] - [E:52| 700]: Train Loss:0.0015912, Val MRR:0.3894, ice001
2023-05-25 04:56:11,103 - ice001 - [INFO] - [E:52| 800]: Train Loss:0.0015919, Val MRR:0.3894, ice001
2023-05-25 04:57:52,818 - ice001 - [INFO] - [E:52| 900]: Train Loss:0.0015918, Val MRR:0.3894, ice001
2023-05-25 04:59:03,532 - ice001 - [INFO] - [Epoch:52]: Training Loss:0.001592
2023-05-25 04:59:03,963 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 04:59:26,963 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 04:59:49,850 - ice001 - [INFO] - [Evaluating Epoch 52 valid]:
MRR: Tail : 0.41525, Head : 0.35786, Avg : 0.38656
2023-05-25 04:59:49,851 - ice001 - [INFO] - [Epoch 52]: Training Loss: 0.0015916, Valid MRR: 0.3894,
2023-05-25 04:59:50,997 - ice001 - [INFO] - [E:53| 0]: Train Loss:0.0015718, Val MRR:0.3894, ice001
2023-05-25 05:01:31,953 - ice001 - [INFO] - [E:53| 100]: Train Loss:0.001587, Val MRR:0.3894, ice001
2023-05-25 05:03:11,905 - ice001 - [INFO] - [E:53| 200]: Train Loss:0.0015889, Val MRR:0.3894, ice001
2023-05-25 05:04:44,371 - ice001 - [INFO] - [E:53| 300]: Train Loss:0.0015886, Val MRR:0.3894, ice001
2023-05-25 05:06:26,217 - ice001 - [INFO] - [E:53| 400]: Train Loss:0.0015883, Val MRR:0.3894, ice001
2023-05-25 05:08:07,558 - ice001 - [INFO] - [E:53| 500]: Train Loss:0.0015893, Val MRR:0.3894, ice001
2023-05-25 05:09:49,217 - ice001 - [INFO] - [E:53| 600]: Train Loss:0.0015896, Val MRR:0.3894, ice001
2023-05-25 05:11:29,979 - ice001 - [INFO] - [E:53| 700]: Train Loss:0.0015896, Val MRR:0.3894, ice001
2023-05-25 05:13:01,547 - ice001 - [INFO] - [E:53| 800]: Train Loss:0.0015896, Val MRR:0.3894, ice001
2023-05-25 05:14:42,834 - ice001 - [INFO] - [E:53| 900]: Train Loss:0.0015896, Val MRR:0.3894, ice001
2023-05-25 05:15:54,305 - ice001 - [INFO] - [Epoch:53]: Training Loss:0.001589
2023-05-25 05:15:54,690 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 05:16:17,667 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 05:16:40,313 - ice001 - [INFO] - [Evaluating Epoch 53 valid]:
MRR: Tail : 0.42012, Head : 0.36176, Avg : 0.39094
2023-05-25 05:16:42,145 - ice001 - [INFO] - [Epoch 53]: Training Loss: 0.0015894, Valid MRR: 0.39094,
2023-05-25 05:16:43,466 - ice001 - [INFO] - [E:54| 0]: Train Loss:0.0015924, Val MRR:0.39094, ice001
2023-05-25 05:18:25,164 - ice001 - [INFO] - [E:54| 100]: Train Loss:0.0015875, Val MRR:0.39094, ice001
2023-05-25 05:19:58,572 - ice001 - [INFO] - [E:54| 200]: Train Loss:0.0015875, Val MRR:0.39094, ice001
2023-05-25 05:21:37,830 - ice001 - [INFO] - [E:54| 300]: Train Loss:0.0015872, Val MRR:0.39094, ice001
2023-05-25 05:23:21,643 - ice001 - [INFO] - [E:54| 400]: Train Loss:0.0015867, Val MRR:0.39094, ice001
2023-05-25 05:25:02,956 - ice001 - [INFO] - [E:54| 500]: Train Loss:0.0015863, Val MRR:0.39094, ice001
2023-05-25 05:26:45,195 - ice001 - [INFO] - [E:54| 600]: Train Loss:0.0015869, Val MRR:0.39094, ice001
2023-05-25 05:28:20,720 - ice001 - [INFO] - [E:54| 700]: Train Loss:0.0015869, Val MRR:0.39094, ice001
2023-05-25 05:29:57,200 - ice001 - [INFO] - [E:54| 800]: Train Loss:0.0015874, Val MRR:0.39094, ice001
2023-05-25 05:31:39,002 - ice001 - [INFO] - [E:54| 900]: Train Loss:0.0015875, Val MRR:0.39094, ice001
2023-05-25 05:32:50,388 - ice001 - [INFO] - [Epoch:54]: Training Loss:0.001588
2023-05-25 05:32:50,648 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 05:33:13,825 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 05:33:36,606 - ice001 - [INFO] - [Evaluating Epoch 54 valid]:
MRR: Tail : 0.42046, Head : 0.36138, Avg : 0.39092
2023-05-25 05:33:36,606 - ice001 - [INFO] - [Epoch 54]: Training Loss: 0.0015878, Valid MRR: 0.39094,
2023-05-25 05:33:37,626 - ice001 - [INFO] - [E:55| 0]: Train Loss:0.0015778, Val MRR:0.39094, ice001
2023-05-25 05:35:18,637 - ice001 - [INFO] - [E:55| 100]: Train Loss:0.0015844, Val MRR:0.39094, ice001
2023-05-25 05:36:50,218 - ice001 - [INFO] - [E:55| 200]: Train Loss:0.0015846, Val MRR:0.39094, ice001
2023-05-25 05:38:32,422 - ice001 - [INFO] - [E:55| 300]: Train Loss:0.0015852, Val MRR:0.39094, ice001
2023-05-25 05:40:14,489 - ice001 - [INFO] - [E:55| 400]: Train Loss:0.0015853, Val MRR:0.39094, ice001
2023-05-25 05:41:56,283 - ice001 - [INFO] - [E:55| 500]: Train Loss:0.0015857, Val MRR:0.39094, ice001
2023-05-25 05:43:38,087 - ice001 - [INFO] - [E:55| 600]: Train Loss:0.0015853, Val MRR:0.39094, ice001
2023-05-25 05:45:09,650 - ice001 - [INFO] - [E:55| 700]: Train Loss:0.0015853, Val MRR:0.39094, ice001
2023-05-25 05:46:49,488 - ice001 - [INFO] - [E:55| 800]: Train Loss:0.0015857, Val MRR:0.39094, ice001
2023-05-25 05:48:29,160 - ice001 - [INFO] - [E:55| 900]: Train Loss:0.0015861, Val MRR:0.39094, ice001
2023-05-25 05:49:39,479 - ice001 - [INFO] - [Epoch:55]: Training Loss:0.001586
2023-05-25 05:49:39,989 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 05:50:02,562 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 05:50:25,161 - ice001 - [INFO] - [Evaluating Epoch 55 valid]:
MRR: Tail : 0.41682, Head : 0.35812, Avg : 0.38747
2023-05-25 05:50:25,161 - ice001 - [INFO] - [Epoch 55]: Training Loss: 0.0015863, Valid MRR: 0.39094,
2023-05-25 05:50:26,284 - ice001 - [INFO] - [E:56| 0]: Train Loss:0.0015787, Val MRR:0.39094, ice001
2023-05-25 05:52:06,716 - ice001 - [INFO] - [E:56| 100]: Train Loss:0.0015833, Val MRR:0.39094, ice001
2023-05-25 05:53:37,836 - ice001 - [INFO] - [E:56| 200]: Train Loss:0.0015846, Val MRR:0.39094, ice001
2023-05-25 05:55:18,178 - ice001 - [INFO] - [E:56| 300]: Train Loss:0.0015841, Val MRR:0.39094, ice001
2023-05-25 05:56:58,423 - ice001 - [INFO] - [E:56| 400]: Train Loss:0.0015843, Val MRR:0.39094, ice001
2023-05-25 05:58:38,731 - ice001 - [INFO] - [E:56| 500]: Train Loss:0.0015845, Val MRR:0.39094, ice001
2023-05-25 06:00:19,007 - ice001 - [INFO] - [E:56| 600]: Train Loss:0.0015845, Val MRR:0.39094, ice001
2023-05-25 06:01:50,101 - ice001 - [INFO] - [E:56| 700]: Train Loss:0.0015844, Val MRR:0.39094, ice001
2023-05-25 06:03:30,516 - ice001 - [INFO] - [E:56| 800]: Train Loss:0.0015845, Val MRR:0.39094, ice001
2023-05-25 06:05:10,680 - ice001 - [INFO] - [E:56| 900]: Train Loss:0.0015848, Val MRR:0.39094, ice001
2023-05-25 06:06:21,239 - ice001 - [INFO] - [Epoch:56]: Training Loss:0.001585
2023-05-25 06:06:21,583 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 06:06:44,603 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 06:07:07,335 - ice001 - [INFO] - [Evaluating Epoch 56 valid]:
MRR: Tail : 0.41583, Head : 0.35836, Avg : 0.3871
2023-05-25 06:07:07,336 - ice001 - [INFO] - [Epoch 56]: Training Loss: 0.0015849, Valid MRR: 0.39094,
2023-05-25 06:07:08,521 - ice001 - [INFO] - [E:57| 0]: Train Loss:0.0016, Val MRR:0.39094, ice001
2023-05-25 06:08:52,207 - ice001 - [INFO] - [E:57| 100]: Train Loss:0.0015835, Val MRR:0.39094, ice001
2023-05-25 06:10:24,047 - ice001 - [INFO] - [E:57| 200]: Train Loss:0.0015821, Val MRR:0.39094, ice001
2023-05-25 06:12:05,089 - ice001 - [INFO] - [E:57| 300]: Train Loss:0.0015816, Val MRR:0.39094, ice001
2023-05-25 06:13:45,930 - ice001 - [INFO] - [E:57| 400]: Train Loss:0.0015826, Val MRR:0.39094, ice001
2023-05-25 06:15:26,440 - ice001 - [INFO] - [E:57| 500]: Train Loss:0.0015831, Val MRR:0.39094, ice001
2023-05-25 06:17:06,921 - ice001 - [INFO] - [E:57| 600]: Train Loss:0.0015833, Val MRR:0.39094, ice001
2023-05-25 06:18:37,992 - ice001 - [INFO] - [E:57| 700]: Train Loss:0.001583, Val MRR:0.39094, ice001
2023-05-25 06:20:19,054 - ice001 - [INFO] - [E:57| 800]: Train Loss:0.0015833, Val MRR:0.39094, ice001
2023-05-25 06:21:59,684 - ice001 - [INFO] - [E:57| 900]: Train Loss:0.0015835, Val MRR:0.39094, ice001
2023-05-25 06:23:10,593 - ice001 - [INFO] - [Epoch:57]: Training Loss:0.001584
2023-05-25 06:23:10,937 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 06:23:33,952 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 06:23:56,606 - ice001 - [INFO] - [Evaluating Epoch 57 valid]:
MRR: Tail : 0.41926, Head : 0.36512, Avg : 0.39219
2023-05-25 06:23:58,797 - ice001 - [INFO] - [Epoch 57]: Training Loss: 0.0015837, Valid MRR: 0.39219,
2023-05-25 06:23:59,772 - ice001 - [INFO] - [E:58| 0]: Train Loss:0.0015613, Val MRR:0.39219, ice001
2023-05-25 06:25:40,747 - ice001 - [INFO] - [E:58| 100]: Train Loss:0.0015789, Val MRR:0.39219, ice001
2023-05-25 06:27:12,095 - ice001 - [INFO] - [E:58| 200]: Train Loss:0.0015807, Val MRR:0.39219, ice001
2023-05-25 06:28:53,670 - ice001 - [INFO] - [E:58| 300]: Train Loss:0.0015799, Val MRR:0.39219, ice001
2023-05-25 06:30:35,115 - ice001 - [INFO] - [E:58| 400]: Train Loss:0.0015802, Val MRR:0.39219, ice001
2023-05-25 06:32:16,361 - ice001 - [INFO] - [E:58| 500]: Train Loss:0.0015811, Val MRR:0.39219, ice001
2023-05-25 06:33:57,150 - ice001 - [INFO] - [E:58| 600]: Train Loss:0.0015811, Val MRR:0.39219, ice001
2023-05-25 06:35:28,182 - ice001 - [INFO] - [E:58| 700]: Train Loss:0.0015813, Val MRR:0.39219, ice001
2023-05-25 06:37:09,569 - ice001 - [INFO] - [E:58| 800]: Train Loss:0.0015812, Val MRR:0.39219, ice001
2023-05-25 06:38:50,630 - ice001 - [INFO] - [E:58| 900]: Train Loss:0.0015816, Val MRR:0.39219, ice001
2023-05-25 06:40:01,573 - ice001 - [INFO] - [Epoch:58]: Training Loss:0.001582
2023-05-25 06:40:01,953 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 06:40:24,875 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 06:40:47,142 - ice001 - [INFO] - [Evaluating Epoch 58 valid]:
MRR: Tail : 0.41941, Head : 0.36074, Avg : 0.39008
2023-05-25 06:40:47,142 - ice001 - [INFO] - [Epoch 58]: Training Loss: 0.0015817, Valid MRR: 0.39219,
2023-05-25 06:40:48,351 - ice001 - [INFO] - [E:59| 0]: Train Loss:0.0016235, Val MRR:0.39219, ice001
2023-05-25 06:42:28,696 - ice001 - [INFO] - [E:59| 100]: Train Loss:0.0015799, Val MRR:0.39219, ice001
2023-05-25 06:43:59,301 - ice001 - [INFO] - [E:59| 200]: Train Loss:0.0015794, Val MRR:0.39219, ice001
2023-05-25 06:45:39,873 - ice001 - [INFO] - [E:59| 300]: Train Loss:0.0015795, Val MRR:0.39219, ice001
2023-05-25 06:47:19,897 - ice001 - [INFO] - [E:59| 400]: Train Loss:0.0015791, Val MRR:0.39219, ice001
2023-05-25 06:48:59,898 - ice001 - [INFO] - [E:59| 500]: Train Loss:0.0015795, Val MRR:0.39219, ice001
2023-05-25 06:50:39,944 - ice001 - [INFO] - [E:59| 600]: Train Loss:0.0015796, Val MRR:0.39219, ice001
2023-05-25 06:52:11,304 - ice001 - [INFO] - [E:59| 700]: Train Loss:0.00158, Val MRR:0.39219, ice001
2023-05-25 06:53:51,981 - ice001 - [INFO] - [E:59| 800]: Train Loss:0.0015803, Val MRR:0.39219, ice001
2023-05-25 06:55:35,306 - ice001 - [INFO] - [E:59| 900]: Train Loss:0.0015805, Val MRR:0.39219, ice001
2023-05-25 06:56:46,512 - ice001 - [INFO] - [Epoch:59]: Training Loss:0.00158
2023-05-25 06:56:46,837 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 06:57:09,545 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 06:57:32,215 - ice001 - [INFO] - [Evaluating Epoch 59 valid]:
MRR: Tail : 0.42286, Head : 0.35934, Avg : 0.3911
MR: Tail : 810.05, Head : 926.2, Avg : 868.12
Hit-1: Tail : 0.33851, Head : 0.27576, Avg : 0.30714
Hit-3: Tail : 0.46729, Head : 0.3992, Avg : 0.43324
Hit-10: Tail : 0.58381, Head : 0.5213, Avg : 0.55255
2023-05-25 06:57:32,215 - ice001 - [INFO] - [Epoch 59]: Training Loss: 0.0015804, Valid MRR: 0.39219,
2023-05-25 06:57:33,341 - ice001 - [INFO] - [E:60| 0]: Train Loss:0.001586, Val MRR:0.39219, ice001
2023-05-25 06:59:14,253 - ice001 - [INFO] - [E:60| 100]: Train Loss:0.0015769, Val MRR:0.39219, ice001
2023-05-25 07:00:45,277 - ice001 - [INFO] - [E:60| 200]: Train Loss:0.0015757, Val MRR:0.39219, ice001
2023-05-25 07:02:25,193 - ice001 - [INFO] - [E:60| 300]: Train Loss:0.0015774, Val MRR:0.39219, ice001
2023-05-25 07:04:04,582 - ice001 - [INFO] - [E:60| 400]: Train Loss:0.0015777, Val MRR:0.39219, ice001
2023-05-25 07:05:44,375 - ice001 - [INFO] - [E:60| 500]: Train Loss:0.0015777, Val MRR:0.39219, ice001
2023-05-25 07:07:24,210 - ice001 - [INFO] - [E:60| 600]: Train Loss:0.0015781, Val MRR:0.39219, ice001
2023-05-25 07:08:55,980 - ice001 - [INFO] - [E:60| 700]: Train Loss:0.0015787, Val MRR:0.39219, ice001
2023-05-25 07:10:37,812 - ice001 - [INFO] - [E:60| 800]: Train Loss:0.0015786, Val MRR:0.39219, ice001
2023-05-25 07:12:19,037 - ice001 - [INFO] - [E:60| 900]: Train Loss:0.0015789, Val MRR:0.39219, ice001
2023-05-25 07:13:30,232 - ice001 - [INFO] - [Epoch:60]: Training Loss:0.001579
2023-05-25 07:13:30,516 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 07:13:53,383 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 07:14:16,034 - ice001 - [INFO] - [Evaluating Epoch 60 valid]:
MRR: Tail : 0.42153, Head : 0.3613, Avg : 0.39141
2023-05-25 07:14:16,034 - ice001 - [INFO] - [Epoch 60]: Training Loss: 0.0015792, Valid MRR: 0.39219,
2023-05-25 07:14:17,102 - ice001 - [INFO] - [E:61| 0]: Train Loss:0.001574, Val MRR:0.39219, ice001
2023-05-25 07:15:58,594 - ice001 - [INFO] - [E:61| 100]: Train Loss:0.0015782, Val MRR:0.39219, ice001
2023-05-25 07:17:29,909 - ice001 - [INFO] - [E:61| 200]: Train Loss:0.0015777, Val MRR:0.39219, ice001
2023-05-25 07:19:11,151 - ice001 - [INFO] - [E:61| 300]: Train Loss:0.0015781, Val MRR:0.39219, ice001
2023-05-25 07:20:52,219 - ice001 - [INFO] - [E:61| 400]: Train Loss:0.0015776, Val MRR:0.39219, ice001
2023-05-25 07:22:33,496 - ice001 - [INFO] - [E:61| 500]: Train Loss:0.0015771, Val MRR:0.39219, ice001
2023-05-25 07:24:14,639 - ice001 - [INFO] - [E:61| 600]: Train Loss:0.0015774, Val MRR:0.39219, ice001
2023-05-25 07:25:46,300 - ice001 - [INFO] - [E:61| 700]: Train Loss:0.0015774, Val MRR:0.39219, ice001
2023-05-25 07:27:27,165 - ice001 - [INFO] - [E:61| 800]: Train Loss:0.0015775, Val MRR:0.39219, ice001
2023-05-25 07:29:08,001 - ice001 - [INFO] - [E:61| 900]: Train Loss:0.0015779, Val MRR:0.39219, ice001
2023-05-25 07:30:19,000 - ice001 - [INFO] - [Epoch:61]: Training Loss:0.001578
2023-05-25 07:30:19,437 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 07:30:42,259 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 07:31:04,631 - ice001 - [INFO] - [Evaluating Epoch 61 valid]:
MRR: Tail : 0.42009, Head : 0.35677, Avg : 0.38843
2023-05-25 07:31:04,631 - ice001 - [INFO] - [Epoch 61]: Training Loss: 0.0015783, Valid MRR: 0.39219,
2023-05-25 07:31:05,771 - ice001 - [INFO] - [E:62| 0]: Train Loss:0.0015761, Val MRR:0.39219, ice001
2023-05-25 07:32:43,874 - ice001 - [INFO] - [E:62| 100]: Train Loss:0.0015768, Val MRR:0.39219, ice001
2023-05-25 07:34:17,855 - ice001 - [INFO] - [E:62| 200]: Train Loss:0.0015757, Val MRR:0.39219, ice001
2023-05-25 07:35:58,898 - ice001 - [INFO] - [E:62| 300]: Train Loss:0.0015762, Val MRR:0.39219, ice001
2023-05-25 07:37:39,664 - ice001 - [INFO] - [E:62| 400]: Train Loss:0.0015764, Val MRR:0.39219, ice001
2023-05-25 07:39:20,590 - ice001 - [INFO] - [E:62| 500]: Train Loss:0.0015762, Val MRR:0.39219, ice001
2023-05-25 07:41:04,972 - ice001 - [INFO] - [E:62| 600]: Train Loss:0.0015765, Val MRR:0.39219, ice001
2023-05-25 07:42:36,995 - ice001 - [INFO] - [E:62| 700]: Train Loss:0.0015768, Val MRR:0.39219, ice001
2023-05-25 07:44:18,621 - ice001 - [INFO] - [E:62| 800]: Train Loss:0.001577, Val MRR:0.39219, ice001
2023-05-25 07:45:59,773 - ice001 - [INFO] - [E:62| 900]: Train Loss:0.0015767, Val MRR:0.39219, ice001
2023-05-25 07:47:10,574 - ice001 - [INFO] - [Epoch:62]: Training Loss:0.001577
2023-05-25 07:47:10,866 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 07:47:33,569 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 07:47:56,192 - ice001 - [INFO] - [Evaluating Epoch 62 valid]:
MRR: Tail : 0.41921, Head : 0.36161, Avg : 0.39041
2023-05-25 07:47:56,192 - ice001 - [INFO] - [Epoch 62]: Training Loss: 0.0015767, Valid MRR: 0.39219,
2023-05-25 07:47:57,346 - ice001 - [INFO] - [E:63| 0]: Train Loss:0.0016016, Val MRR:0.39219, ice001
2023-05-25 07:49:32,877 - ice001 - [INFO] - [E:63| 100]: Train Loss:0.0015748, Val MRR:0.39219, ice001
2023-05-25 07:51:09,211 - ice001 - [INFO] - [E:63| 200]: Train Loss:0.0015748, Val MRR:0.39219, ice001
2023-05-25 07:52:50,539 - ice001 - [INFO] - [E:63| 300]: Train Loss:0.0015739, Val MRR:0.39219, ice001
2023-05-25 07:54:31,474 - ice001 - [INFO] - [E:63| 400]: Train Loss:0.0015742, Val MRR:0.39219, ice001
2023-05-25 07:56:12,177 - ice001 - [INFO] - [E:63| 500]: Train Loss:0.0015741, Val MRR:0.39219, ice001
2023-05-25 07:57:49,406 - ice001 - [INFO] - [E:63| 600]: Train Loss:0.0015744, Val MRR:0.39219, ice001
2023-05-25 07:59:23,153 - ice001 - [INFO] - [E:63| 700]: Train Loss:0.0015748, Val MRR:0.39219, ice001
2023-05-25 08:01:03,324 - ice001 - [INFO] - [E:63| 800]: Train Loss:0.0015752, Val MRR:0.39219, ice001
2023-05-25 08:02:43,674 - ice001 - [INFO] - [E:63| 900]: Train Loss:0.0015752, Val MRR:0.39219, ice001
2023-05-25 08:03:54,621 - ice001 - [INFO] - [Epoch:63]: Training Loss:0.001575
2023-05-25 08:03:55,054 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 08:04:17,666 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 08:04:39,975 - ice001 - [INFO] - [Evaluating Epoch 63 valid]:
MRR: Tail : 0.42054, Head : 0.36178, Avg : 0.39116
2023-05-25 08:04:39,976 - ice001 - [INFO] - [Epoch 63]: Training Loss: 0.0015755, Valid MRR: 0.39219,
2023-05-25 08:04:41,069 - ice001 - [INFO] - [E:64| 0]: Train Loss:0.0016027, Val MRR:0.39219, ice001
2023-05-25 08:06:14,727 - ice001 - [INFO] - [E:64| 100]: Train Loss:0.0015731, Val MRR:0.39219, ice001
2023-05-25 08:07:53,004 - ice001 - [INFO] - [E:64| 200]: Train Loss:0.0015734, Val MRR:0.39219, ice001
2023-05-25 08:09:33,417 - ice001 - [INFO] - [E:64| 300]: Train Loss:0.0015735, Val MRR:0.39219, ice001
2023-05-25 08:11:14,089 - ice001 - [INFO] - [E:64| 400]: Train Loss:0.0015741, Val MRR:0.39219, ice001
2023-05-25 08:12:55,034 - ice001 - [INFO] - [E:64| 500]: Train Loss:0.0015746, Val MRR:0.39219, ice001
2023-05-25 08:14:29,950 - ice001 - [INFO] - [E:64| 600]: Train Loss:0.0015744, Val MRR:0.39219, ice001
2023-05-25 08:16:07,071 - ice001 - [INFO] - [E:64| 700]: Train Loss:0.0015744, Val MRR:0.39219, ice001
2023-05-25 08:17:47,685 - ice001 - [INFO] - [E:64| 800]: Train Loss:0.0015744, Val MRR:0.39219, ice001
2023-05-25 08:19:28,567 - ice001 - [INFO] - [E:64| 900]: Train Loss:0.0015745, Val MRR:0.39219, ice001
2023-05-25 08:20:39,819 - ice001 - [INFO] - [Epoch:64]: Training Loss:0.001575
2023-05-25 08:20:40,081 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 08:21:02,995 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 08:21:25,667 - ice001 - [INFO] - [Evaluating Epoch 64 valid]:
MRR: Tail : 0.41992, Head : 0.35852, Avg : 0.38922
2023-05-25 08:21:25,667 - ice001 - [INFO] - [Epoch 64]: Training Loss: 0.0015747, Valid MRR: 0.39219,
2023-05-25 08:21:26,509 - ice001 - [INFO] - [E:65| 0]: Train Loss:0.0015709, Val MRR:0.39219, ice001
2023-05-25 08:22:57,776 - ice001 - [INFO] - [E:65| 100]: Train Loss:0.0015699, Val MRR:0.39219, ice001
2023-05-25 08:24:38,372 - ice001 - [INFO] - [E:65| 200]: Train Loss:0.0015712, Val MRR:0.39219, ice001
2023-05-25 08:26:21,670 - ice001 - [INFO] - [E:65| 300]: Train Loss:0.0015718, Val MRR:0.39219, ice001
2023-05-25 08:28:02,522 - ice001 - [INFO] - [E:65| 400]: Train Loss:0.0015724, Val MRR:0.39219, ice001
2023-05-25 08:29:42,941 - ice001 - [INFO] - [E:65| 500]: Train Loss:0.0015727, Val MRR:0.39219, ice001
2023-05-25 08:31:17,215 - ice001 - [INFO] - [E:65| 600]: Train Loss:0.0015726, Val MRR:0.39219, ice001
2023-05-25 08:32:55,468 - ice001 - [INFO] - [E:65| 700]: Train Loss:0.0015725, Val MRR:0.39219, ice001
2023-05-25 08:34:36,928 - ice001 - [INFO] - [E:65| 800]: Train Loss:0.0015729, Val MRR:0.39219, ice001
2023-05-25 08:36:17,991 - ice001 - [INFO] - [E:65| 900]: Train Loss:0.0015729, Val MRR:0.39219, ice001
2023-05-25 08:37:28,814 - ice001 - [INFO] - [Epoch:65]: Training Loss:0.001573
2023-05-25 08:37:29,208 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 08:37:51,985 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 08:38:14,555 - ice001 - [INFO] - [Evaluating Epoch 65 valid]:
MRR: Tail : 0.41517, Head : 0.35797, Avg : 0.38657
2023-05-25 08:38:14,555 - ice001 - [INFO] - [Epoch 65]: Training Loss: 0.0015733, Valid MRR: 0.39219,
2023-05-25 08:38:15,753 - ice001 - [INFO] - [E:66| 0]: Train Loss:0.0015794, Val MRR:0.39219, ice001
2023-05-25 08:39:46,380 - ice001 - [INFO] - [E:66| 100]: Train Loss:0.0015731, Val MRR:0.39219, ice001
2023-05-25 08:41:26,151 - ice001 - [INFO] - [E:66| 200]: Train Loss:0.0015721, Val MRR:0.39219, ice001
2023-05-25 08:43:05,842 - ice001 - [INFO] - [E:66| 300]: Train Loss:0.0015729, Val MRR:0.39219, ice001
2023-05-25 08:44:45,522 - ice001 - [INFO] - [E:66| 400]: Train Loss:0.0015727, Val MRR:0.39219, ice001
2023-05-25 08:46:25,230 - ice001 - [INFO] - [E:66| 500]: Train Loss:0.0015726, Val MRR:0.39219, ice001
2023-05-25 08:47:56,092 - ice001 - [INFO] - [E:66| 600]: Train Loss:0.0015728, Val MRR:0.39219, ice001
2023-05-25 08:49:35,859 - ice001 - [INFO] - [E:66| 700]: Train Loss:0.0015728, Val MRR:0.39219, ice001
2023-05-25 08:51:16,959 - ice001 - [INFO] - [E:66| 800]: Train Loss:0.0015727, Val MRR:0.39219, ice001
2023-05-25 08:52:58,121 - ice001 - [INFO] - [E:66| 900]: Train Loss:0.0015727, Val MRR:0.39219, ice001
2023-05-25 08:54:09,157 - ice001 - [INFO] - [Epoch:66]: Training Loss:0.001573
2023-05-25 08:54:09,554 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 08:54:32,417 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 08:54:55,191 - ice001 - [INFO] - [Evaluating Epoch 66 valid]:
MRR: Tail : 0.41686, Head : 0.35846, Avg : 0.38766
2023-05-25 08:54:55,191 - ice001 - [INFO] - [Epoch 66]: Training Loss: 0.0015728, Valid MRR: 0.39219,
2023-05-25 08:54:56,324 - ice001 - [INFO] - [E:67| 0]: Train Loss:0.0015665, Val MRR:0.39219, ice001
2023-05-25 08:56:27,668 - ice001 - [INFO] - [E:67| 100]: Train Loss:0.0015721, Val MRR:0.39219, ice001
2023-05-25 08:58:09,042 - ice001 - [INFO] - [E:67| 200]: Train Loss:0.0015706, Val MRR:0.39219, ice001
2023-05-25 08:59:49,986 - ice001 - [INFO] - [E:67| 300]: Train Loss:0.0015708, Val MRR:0.39219, ice001
2023-05-25 09:01:31,233 - ice001 - [INFO] - [E:67| 400]: Train Loss:0.0015706, Val MRR:0.39219, ice001
2023-05-25 09:03:12,040 - ice001 - [INFO] - [E:67| 500]: Train Loss:0.0015706, Val MRR:0.39219, ice001
2023-05-25 09:04:43,429 - ice001 - [INFO] - [E:67| 600]: Train Loss:0.0015705, Val MRR:0.39219, ice001
2023-05-25 09:06:24,783 - ice001 - [INFO] - [E:67| 700]: Train Loss:0.0015707, Val MRR:0.39219, ice001
2023-05-25 09:08:05,884 - ice001 - [INFO] - [E:67| 800]: Train Loss:0.001571, Val MRR:0.39219, ice001
2023-05-25 09:09:46,979 - ice001 - [INFO] - [E:67| 900]: Train Loss:0.0015715, Val MRR:0.39219, ice001
2023-05-25 09:10:58,013 - ice001 - [INFO] - [Epoch:67]: Training Loss:0.001572
2023-05-25 09:10:58,408 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 09:11:23,233 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 09:11:46,096 - ice001 - [INFO] - [Evaluating Epoch 67 valid]:
MRR: Tail : 0.41455, Head : 0.35581, Avg : 0.38518
2023-05-25 09:11:46,096 - ice001 - [INFO] - [Epoch 67]: Training Loss: 0.0015715, Valid MRR: 0.39219,
2023-05-25 09:11:47,156 - ice001 - [INFO] - [E:68| 0]: Train Loss:0.001543, Val MRR:0.39219, ice001
2023-05-25 09:13:17,819 - ice001 - [INFO] - [E:68| 100]: Train Loss:0.001572, Val MRR:0.39219, ice001
2023-05-25 09:14:57,511 - ice001 - [INFO] - [E:68| 200]: Train Loss:0.0015701, Val MRR:0.39219, ice001
2023-05-25 09:16:37,253 - ice001 - [INFO] - [E:68| 300]: Train Loss:0.0015702, Val MRR:0.39219, ice001
2023-05-25 09:18:17,005 - ice001 - [INFO] - [E:68| 400]: Train Loss:0.0015701, Val MRR:0.39219, ice001
2023-05-25 09:19:57,054 - ice001 - [INFO] - [E:68| 500]: Train Loss:0.0015699, Val MRR:0.39219, ice001
2023-05-25 09:21:27,242 - ice001 - [INFO] - [E:68| 600]: Train Loss:0.0015695, Val MRR:0.39219, ice001
2023-05-25 09:23:07,611 - ice001 - [INFO] - [E:68| 700]: Train Loss:0.0015699, Val MRR:0.39219, ice001
2023-05-25 09:24:47,515 - ice001 - [INFO] - [E:68| 800]: Train Loss:0.0015702, Val MRR:0.39219, ice001
2023-05-25 09:26:26,659 - ice001 - [INFO] - [E:68| 900]: Train Loss:0.0015704, Val MRR:0.39219, ice001
2023-05-25 09:27:36,586 - ice001 - [INFO] - [Epoch:68]: Training Loss:0.00157
2023-05-25 09:27:36,851 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 09:27:59,182 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 09:28:21,288 - ice001 - [INFO] - [Evaluating Epoch 68 valid]:
MRR: Tail : 0.42212, Head : 0.36312, Avg : 0.39262
2023-05-25 09:28:23,719 - ice001 - [INFO] - [Epoch 68]: Training Loss: 0.0015705, Valid MRR: 0.39262,
2023-05-25 09:28:24,700 - ice001 - [INFO] - [E:69| 0]: Train Loss:0.0015762, Val MRR:0.39262, ice001
2023-05-25 09:29:55,531 - ice001 - [INFO] - [E:69| 100]: Train Loss:0.001569, Val MRR:0.39262, ice001
2023-05-25 09:31:36,237 - ice001 - [INFO] - [E:69| 200]: Train Loss:0.001569, Val MRR:0.39262, ice001
2023-05-25 09:33:16,420 - ice001 - [INFO] - [E:69| 300]: Train Loss:0.001569, Val MRR:0.39262, ice001
2023-05-25 09:34:56,288 - ice001 - [INFO] - [E:69| 400]: Train Loss:0.0015691, Val MRR:0.39262, ice001
2023-05-25 09:36:32,548 - ice001 - [INFO] - [E:69| 500]: Train Loss:0.0015698, Val MRR:0.39262, ice001
2023-05-25 09:38:07,171 - ice001 - [INFO] - [E:69| 600]: Train Loss:0.0015697, Val MRR:0.39262, ice001
2023-05-25 09:39:46,749 - ice001 - [INFO] - [E:69| 700]: Train Loss:0.0015697, Val MRR:0.39262, ice001
2023-05-25 09:41:25,997 - ice001 - [INFO] - [E:69| 800]: Train Loss:0.0015694, Val MRR:0.39262, ice001
2023-05-25 09:43:05,279 - ice001 - [INFO] - [E:69| 900]: Train Loss:0.0015695, Val MRR:0.39262, ice001
2023-05-25 09:44:15,607 - ice001 - [INFO] - [Epoch:69]: Training Loss:0.00157
2023-05-25 09:44:16,123 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 09:44:34,823 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 09:44:49,687 - ice001 - [INFO] - [Evaluating Epoch 69 valid]:
MRR: Tail : 0.42094, Head : 0.36361, Avg : 0.39227
MR: Tail : 751.34, Head : 877.33, Avg : 814.33
Hit-1: Tail : 0.33378, Head : 0.28098, Avg : 0.30738
Hit-3: Tail : 0.47032, Head : 0.39883, Avg : 0.43458
Hit-10: Tail : 0.5809, Head : 0.52555, Avg : 0.55322
2023-05-25 09:44:49,687 - ice001 - [INFO] - [Epoch 69]: Training Loss: 0.0015695, Valid MRR: 0.39262,
2023-05-25 09:44:50,810 - ice001 - [INFO] - [E:70| 0]: Train Loss:0.0015646, Val MRR:0.39262, ice001
2023-05-25 09:46:30,833 - ice001 - [INFO] - [E:70| 100]: Train Loss:0.0015664, Val MRR:0.39262, ice001
2023-05-25 09:48:10,770 - ice001 - [INFO] - [E:70| 200]: Train Loss:0.0015655, Val MRR:0.39262, ice001
2023-05-25 09:49:50,685 - ice001 - [INFO] - [E:70| 300]: Train Loss:0.0015654, Val MRR:0.39262, ice001
2023-05-25 09:51:30,564 - ice001 - [INFO] - [E:70| 400]: Train Loss:0.0015666, Val MRR:0.39262, ice001
2023-05-25 09:53:00,817 - ice001 - [INFO] - [E:70| 500]: Train Loss:0.001567, Val MRR:0.39262, ice001
2023-05-25 09:54:41,529 - ice001 - [INFO] - [E:70| 600]: Train Loss:0.0015672, Val MRR:0.39262, ice001
2023-05-25 09:56:24,857 - ice001 - [INFO] - [E:70| 700]: Train Loss:0.0015674, Val MRR:0.39262, ice001
2023-05-25 09:58:05,147 - ice001 - [INFO] - [E:70| 800]: Train Loss:0.0015677, Val MRR:0.39262, ice001
2023-05-25 09:59:45,587 - ice001 - [INFO] - [E:70| 900]: Train Loss:0.0015682, Val MRR:0.39262, ice001
2023-05-25 10:00:51,399 - ice001 - [INFO] - [Epoch:70]: Training Loss:0.001568
2023-05-25 10:00:51,616 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 10:01:08,962 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 10:01:31,051 - ice001 - [INFO] - [Evaluating Epoch 70 valid]:
MRR: Tail : 0.41753, Head : 0.36062, Avg : 0.38907
2023-05-25 10:01:31,051 - ice001 - [INFO] - [Epoch 70]: Training Loss: 0.0015681, Valid MRR: 0.39262,
2023-05-25 10:01:32,116 - ice001 - [INFO] - [E:71| 0]: Train Loss:0.0015739, Val MRR:0.39262, ice001
2023-05-25 10:03:13,105 - ice001 - [INFO] - [E:71| 100]: Train Loss:0.0015636, Val MRR:0.39262, ice001
2023-05-25 10:04:53,765 - ice001 - [INFO] - [E:71| 200]: Train Loss:0.0015656, Val MRR:0.39262, ice001
2023-05-25 10:06:34,709 - ice001 - [INFO] - [E:71| 300]: Train Loss:0.0015657, Val MRR:0.39262, ice001
2023-05-25 10:08:15,511 - ice001 - [INFO] - [E:71| 400]: Train Loss:0.0015655, Val MRR:0.39262, ice001
2023-05-25 10:09:45,923 - ice001 - [INFO] - [E:71| 500]: Train Loss:0.0015659, Val MRR:0.39262, ice001
2023-05-25 10:11:25,732 - ice001 - [INFO] - [E:71| 600]: Train Loss:0.0015663, Val MRR:0.39262, ice001
2023-05-25 10:13:05,397 - ice001 - [INFO] - [E:71| 700]: Train Loss:0.0015668, Val MRR:0.39262, ice001
2023-05-25 10:14:45,014 - ice001 - [INFO] - [E:71| 800]: Train Loss:0.0015669, Val MRR:0.39262, ice001
2023-05-25 10:16:24,526 - ice001 - [INFO] - [E:71| 900]: Train Loss:0.001567, Val MRR:0.39262, ice001
2023-05-25 10:17:25,267 - ice001 - [INFO] - [Epoch:71]: Training Loss:0.001567
2023-05-25 10:17:25,531 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 10:17:47,945 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 10:18:10,152 - ice001 - [INFO] - [Evaluating Epoch 71 valid]:
MRR: Tail : 0.41815, Head : 0.35908, Avg : 0.38861
2023-05-25 10:18:10,152 - ice001 - [INFO] - [Epoch 71]: Training Loss: 0.0015672, Valid MRR: 0.39262,
2023-05-25 10:18:11,330 - ice001 - [INFO] - [E:72| 0]: Train Loss:0.0015796, Val MRR:0.39262, ice001
2023-05-25 10:19:51,031 - ice001 - [INFO] - [E:72| 100]: Train Loss:0.0015675, Val MRR:0.39262, ice001
2023-05-25 10:21:30,981 - ice001 - [INFO] - [E:72| 200]: Train Loss:0.0015657, Val MRR:0.39262, ice001
2023-05-25 10:23:11,059 - ice001 - [INFO] - [E:72| 300]: Train Loss:0.0015661, Val MRR:0.39262, ice001
2023-05-25 10:24:50,505 - ice001 - [INFO] - [E:72| 400]: Train Loss:0.0015664, Val MRR:0.39262, ice001
2023-05-25 10:26:22,079 - ice001 - [INFO] - [E:72| 500]: Train Loss:0.001566, Val MRR:0.39262, ice001
2023-05-25 10:28:02,276 - ice001 - [INFO] - [E:72| 600]: Train Loss:0.0015662, Val MRR:0.39262, ice001
2023-05-25 10:29:42,750 - ice001 - [INFO] - [E:72| 700]: Train Loss:0.0015664, Val MRR:0.39262, ice001
2023-05-25 10:31:23,302 - ice001 - [INFO] - [E:72| 800]: Train Loss:0.0015667, Val MRR:0.39262, ice001
2023-05-25 10:32:57,866 - ice001 - [INFO] - [E:72| 900]: Train Loss:0.0015667, Val MRR:0.39262, ice001
2023-05-25 10:34:03,859 - ice001 - [INFO] - [Epoch:72]: Training Loss:0.001567
2023-05-25 10:34:04,384 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 10:34:26,795 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 10:34:48,819 - ice001 - [INFO] - [Evaluating Epoch 72 valid]:
MRR: Tail : 0.42194, Head : 0.36338, Avg : 0.39266
2023-05-25 10:34:51,690 - ice001 - [INFO] - [Epoch 72]: Training Loss: 0.0015666, Valid MRR: 0.39266,
2023-05-25 10:34:52,487 - ice001 - [INFO] - [E:73| 0]: Train Loss:0.0015653, Val MRR:0.39266, ice001
2023-05-25 10:36:32,316 - ice001 - [INFO] - [E:73| 100]: Train Loss:0.0015671, Val MRR:0.39266, ice001
2023-05-25 10:38:12,525 - ice001 - [INFO] - [E:73| 200]: Train Loss:0.0015657, Val MRR:0.39266, ice001
2023-05-25 10:39:52,463 - ice001 - [INFO] - [E:73| 300]: Train Loss:0.0015654, Val MRR:0.39266, ice001
2023-05-25 10:41:26,022 - ice001 - [INFO] - [E:73| 400]: Train Loss:0.0015654, Val MRR:0.39266, ice001
2023-05-25 10:43:06,090 - ice001 - [INFO] - [E:73| 500]: Train Loss:0.0015654, Val MRR:0.39266, ice001
2023-05-25 10:44:46,397 - ice001 - [INFO] - [E:73| 600]: Train Loss:0.0015655, Val MRR:0.39266, ice001
2023-05-25 10:46:26,331 - ice001 - [INFO] - [E:73| 700]: Train Loss:0.001565, Val MRR:0.39266, ice001
2023-05-25 10:48:06,964 - ice001 - [INFO] - [E:73| 800]: Train Loss:0.0015653, Val MRR:0.39266, ice001
2023-05-25 10:49:37,863 - ice001 - [INFO] - [E:73| 900]: Train Loss:0.0015656, Val MRR:0.39266, ice001
2023-05-25 10:50:48,040 - ice001 - [INFO] - [Epoch:73]: Training Loss:0.001566
2023-05-25 10:50:48,384 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 10:51:10,882 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 10:51:33,074 - ice001 - [INFO] - [Evaluating Epoch 73 valid]:
MRR: Tail : 0.41996, Head : 0.3598, Avg : 0.38988
2023-05-25 10:51:33,074 - ice001 - [INFO] - [Epoch 73]: Training Loss: 0.0015656, Valid MRR: 0.39266,
2023-05-25 10:51:34,089 - ice001 - [INFO] - [E:74| 0]: Train Loss:0.0015441, Val MRR:0.39266, ice001
2023-05-25 10:53:14,273 - ice001 - [INFO] - [E:74| 100]: Train Loss:0.0015639, Val MRR:0.39266, ice001
2023-05-25 10:54:54,162 - ice001 - [INFO] - [E:74| 200]: Train Loss:0.0015636, Val MRR:0.39266, ice001
2023-05-25 10:56:34,086 - ice001 - [INFO] - [E:74| 300]: Train Loss:0.0015629, Val MRR:0.39266, ice001
2023-05-25 10:58:04,833 - ice001 - [INFO] - [E:74| 400]: Train Loss:0.0015634, Val MRR:0.39266, ice001
2023-05-25 10:59:45,164 - ice001 - [INFO] - [E:74| 500]: Train Loss:0.0015638, Val MRR:0.39266, ice001
2023-05-25 11:01:26,275 - ice001 - [INFO] - [E:74| 600]: Train Loss:0.001564, Val MRR:0.39266, ice001
2023-05-25 11:03:07,185 - ice001 - [INFO] - [E:74| 700]: Train Loss:0.0015641, Val MRR:0.39266, ice001
2023-05-25 11:04:48,140 - ice001 - [INFO] - [E:74| 800]: Train Loss:0.0015643, Val MRR:0.39266, ice001
2023-05-25 11:06:18,974 - ice001 - [INFO] - [E:74| 900]: Train Loss:0.0015647, Val MRR:0.39266, ice001
2023-05-25 11:07:29,764 - ice001 - [INFO] - [Epoch:74]: Training Loss:0.001565
2023-05-25 11:07:30,110 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 11:07:52,864 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 11:08:14,971 - ice001 - [INFO] - [Evaluating Epoch 74 valid]:
MRR: Tail : 0.41522, Head : 0.36073, Avg : 0.38797
2023-05-25 11:08:14,971 - ice001 - [INFO] - [Epoch 74]: Training Loss: 0.0015648, Valid MRR: 0.39266,
2023-05-25 11:08:15,745 - ice001 - [INFO] - [E:75| 0]: Train Loss:0.0015932, Val MRR:0.39266, ice001
2023-05-25 11:09:56,098 - ice001 - [INFO] - [E:75| 100]: Train Loss:0.0015633, Val MRR:0.39266, ice001
2023-05-25 11:11:36,220 - ice001 - [INFO] - [E:75| 200]: Train Loss:0.0015639, Val MRR:0.39266, ice001
2023-05-25 11:13:06,808 - ice001 - [INFO] - [E:75| 300]: Train Loss:0.0015638, Val MRR:0.39266, ice001
2023-05-25 11:14:46,141 - ice001 - [INFO] - [E:75| 400]: Train Loss:0.001564, Val MRR:0.39266, ice001
2023-05-25 11:16:25,963 - ice001 - [INFO] - [E:75| 500]: Train Loss:0.0015644, Val MRR:0.39266, ice001
2023-05-25 11:18:05,723 - ice001 - [INFO] - [E:75| 600]: Train Loss:0.0015642, Val MRR:0.39266, ice001
2023-05-25 11:19:45,210 - ice001 - [INFO] - [E:75| 700]: Train Loss:0.0015641, Val MRR:0.39266, ice001
2023-05-25 11:21:15,168 - ice001 - [INFO] - [E:75| 800]: Train Loss:0.001564, Val MRR:0.39266, ice001
2023-05-25 11:22:56,154 - ice001 - [INFO] - [E:75| 900]: Train Loss:0.0015641, Val MRR:0.39266, ice001
2023-05-25 11:24:07,090 - ice001 - [INFO] - [Epoch:75]: Training Loss:0.001564
2023-05-25 11:24:07,432 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 11:24:29,968 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 11:24:55,302 - ice001 - [INFO] - [Evaluating Epoch 75 valid]:
MRR: Tail : 0.42211, Head : 0.35966, Avg : 0.39088
2023-05-25 11:24:55,302 - ice001 - [INFO] - [Epoch 75]: Training Loss: 0.0015641, Valid MRR: 0.39266,
2023-05-25 11:24:56,335 - ice001 - [INFO] - [E:76| 0]: Train Loss:0.0015566, Val MRR:0.39266, ice001
2023-05-25 11:26:36,853 - ice001 - [INFO] - [E:76| 100]: Train Loss:0.0015587, Val MRR:0.39266, ice001
2023-05-25 11:28:17,395 - ice001 - [INFO] - [E:76| 200]: Train Loss:0.0015595, Val MRR:0.39266, ice001
2023-05-25 11:29:47,874 - ice001 - [INFO] - [E:76| 300]: Train Loss:0.0015611, Val MRR:0.39266, ice001
2023-05-25 11:31:28,629 - ice001 - [INFO] - [E:76| 400]: Train Loss:0.0015614, Val MRR:0.39266, ice001
2023-05-25 11:33:09,511 - ice001 - [INFO] - [E:76| 500]: Train Loss:0.001562, Val MRR:0.39266, ice001
2023-05-25 11:34:49,795 - ice001 - [INFO] - [E:76| 600]: Train Loss:0.0015623, Val MRR:0.39266, ice001
2023-05-25 11:36:30,520 - ice001 - [INFO] - [E:76| 700]: Train Loss:0.0015625, Val MRR:0.39266, ice001
2023-05-25 11:38:01,187 - ice001 - [INFO] - [E:76| 800]: Train Loss:0.0015625, Val MRR:0.39266, ice001
2023-05-25 11:39:41,151 - ice001 - [INFO] - [E:76| 900]: Train Loss:0.0015628, Val MRR:0.39266, ice001
2023-05-25 11:40:51,928 - ice001 - [INFO] - [Epoch:76]: Training Loss:0.001563
2023-05-25 11:40:52,445 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 11:41:14,791 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 11:41:36,896 - ice001 - [INFO] - [Evaluating Epoch 76 valid]:
MRR: Tail : 0.42515, Head : 0.36535, Avg : 0.39525
2023-05-25 11:41:39,601 - ice001 - [INFO] - [Epoch 76]: Training Loss: 0.0015633, Valid MRR: 0.39525,
2023-05-25 11:41:40,575 - ice001 - [INFO] - [E:77| 0]: Train Loss:0.0015603, Val MRR:0.39525, ice001
2023-05-25 11:43:21,569 - ice001 - [INFO] - [E:77| 100]: Train Loss:0.0015604, Val MRR:0.39525, ice001
2023-05-25 11:44:57,210 - ice001 - [INFO] - [E:77| 200]: Train Loss:0.00156, Val MRR:0.39525, ice001
2023-05-25 11:46:32,691 - ice001 - [INFO] - [E:77| 300]: Train Loss:0.0015607, Val MRR:0.39525, ice001
2023-05-25 11:48:12,480 - ice001 - [INFO] - [E:77| 400]: Train Loss:0.0015608, Val MRR:0.39525, ice001
2023-05-25 11:49:51,763 - ice001 - [INFO] - [E:77| 500]: Train Loss:0.001561, Val MRR:0.39525, ice001
2023-05-25 11:51:31,915 - ice001 - [INFO] - [E:77| 600]: Train Loss:0.0015616, Val MRR:0.39525, ice001
2023-05-25 11:53:05,615 - ice001 - [INFO] - [E:77| 700]: Train Loss:0.001562, Val MRR:0.39525, ice001
2023-05-25 11:54:43,064 - ice001 - [INFO] - [E:77| 800]: Train Loss:0.0015622, Val MRR:0.39525, ice001
2023-05-25 11:56:23,903 - ice001 - [INFO] - [E:77| 900]: Train Loss:0.0015621, Val MRR:0.39525, ice001
2023-05-25 11:57:34,992 - ice001 - [INFO] - [Epoch:77]: Training Loss:0.001562
2023-05-25 11:57:35,260 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 11:57:57,876 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 11:58:20,215 - ice001 - [INFO] - [Evaluating Epoch 77 valid]:
MRR: Tail : 0.4222, Head : 0.36329, Avg : 0.39275
2023-05-25 11:58:20,215 - ice001 - [INFO] - [Epoch 77]: Training Loss: 0.0015622, Valid MRR: 0.39525,
2023-05-25 11:58:21,016 - ice001 - [INFO] - [E:78| 0]: Train Loss:0.0015597, Val MRR:0.39525, ice001
2023-05-25 12:00:01,740 - ice001 - [INFO] - [E:78| 100]: Train Loss:0.0015587, Val MRR:0.39525, ice001
2023-05-25 12:01:32,145 - ice001 - [INFO] - [E:78| 200]: Train Loss:0.0015598, Val MRR:0.39525, ice001
2023-05-25 12:03:12,992 - ice001 - [INFO] - [E:78| 300]: Train Loss:0.0015606, Val MRR:0.39525, ice001
2023-05-25 12:04:53,576 - ice001 - [INFO] - [E:78| 400]: Train Loss:0.0015612, Val MRR:0.39525, ice001
2023-05-25 12:06:34,362 - ice001 - [INFO] - [E:78| 500]: Train Loss:0.0015615, Val MRR:0.39525, ice001
2023-05-25 12:08:15,231 - ice001 - [INFO] - [E:78| 600]: Train Loss:0.0015606, Val MRR:0.39525, ice001
2023-05-25 12:09:49,039 - ice001 - [INFO] - [E:78| 700]: Train Loss:0.0015607, Val MRR:0.39525, ice001
2023-05-25 12:11:29,252 - ice001 - [INFO] - [E:78| 800]: Train Loss:0.0015611, Val MRR:0.39525, ice001
2023-05-25 12:13:09,352 - ice001 - [INFO] - [E:78| 900]: Train Loss:0.0015614, Val MRR:0.39525, ice001
2023-05-25 12:14:19,888 - ice001 - [INFO] - [Epoch:78]: Training Loss:0.001561
2023-05-25 12:14:20,257 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 12:14:42,583 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 12:15:04,617 - ice001 - [INFO] - [Evaluating Epoch 78 valid]:
MRR: Tail : 0.42217, Head : 0.36646, Avg : 0.39431
2023-05-25 12:15:04,617 - ice001 - [INFO] - [Epoch 78]: Training Loss: 0.0015615, Valid MRR: 0.39525,
2023-05-25 12:15:05,681 - ice001 - [INFO] - [E:79| 0]: Train Loss:0.0015519, Val MRR:0.39525, ice001
2023-05-25 12:16:46,120 - ice001 - [INFO] - [E:79| 100]: Train Loss:0.0015574, Val MRR:0.39525, ice001
2023-05-25 12:18:13,666 - ice001 - [INFO] - [E:79| 200]: Train Loss:0.0015586, Val MRR:0.39525, ice001
2023-05-25 12:19:52,789 - ice001 - [INFO] - [E:79| 300]: Train Loss:0.0015608, Val MRR:0.39525, ice001
2023-05-25 12:21:33,251 - ice001 - [INFO] - [E:79| 400]: Train Loss:0.0015608, Val MRR:0.39525, ice001
2023-05-25 12:23:13,437 - ice001 - [INFO] - [E:79| 500]: Train Loss:0.0015608, Val MRR:0.39525, ice001
2023-05-25 12:24:54,262 - ice001 - [INFO] - [E:79| 600]: Train Loss:0.0015607, Val MRR:0.39525, ice001
2023-05-25 12:26:25,040 - ice001 - [INFO] - [E:79| 700]: Train Loss:0.0015605, Val MRR:0.39525, ice001
2023-05-25 12:28:05,999 - ice001 - [INFO] - [E:79| 800]: Train Loss:0.0015606, Val MRR:0.39525, ice001
2023-05-25 12:29:46,770 - ice001 - [INFO] - [E:79| 900]: Train Loss:0.001561, Val MRR:0.39525, ice001
2023-05-25 12:30:57,253 - ice001 - [INFO] - [Epoch:79]: Training Loss:0.001561
2023-05-25 12:30:57,769 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 12:31:20,101 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 12:31:42,118 - ice001 - [INFO] - [Evaluating Epoch 79 valid]:
MRR: Tail : 0.4235, Head : 0.36481, Avg : 0.39416
MR: Tail : 754.35, Head : 870.65, Avg : 812.5
Hit-1: Tail : 0.33803, Head : 0.28232, Avg : 0.31017
Hit-3: Tail : 0.47069, Head : 0.4026, Avg : 0.43664
Hit-10: Tail : 0.5832, Head : 0.52664, Avg : 0.55492
2023-05-25 12:31:42,118 - ice001 - [INFO] - [Epoch 79]: Training Loss: 0.001561, Valid MRR: 0.39525,
2023-05-25 12:31:43,177 - ice001 - [INFO] - [E:80| 0]: Train Loss:0.0015384, Val MRR:0.39525, ice001
2023-05-25 12:33:13,927 - ice001 - [INFO] - [E:80| 100]: Train Loss:0.0015578, Val MRR:0.39525, ice001
2023-05-25 12:34:53,245 - ice001 - [INFO] - [E:80| 200]: Train Loss:0.0015589, Val MRR:0.39525, ice001
2023-05-25 12:36:32,690 - ice001 - [INFO] - [E:80| 300]: Train Loss:0.0015585, Val MRR:0.39525, ice001
2023-05-25 12:38:11,752 - ice001 - [INFO] - [E:80| 400]: Train Loss:0.0015582, Val MRR:0.39525, ice001
2023-05-25 12:39:51,201 - ice001 - [INFO] - [E:80| 500]: Train Loss:0.0015585, Val MRR:0.39525, ice001
2023-05-25 12:41:22,467 - ice001 - [INFO] - [E:80| 600]: Train Loss:0.0015591, Val MRR:0.39525, ice001
2023-05-25 12:43:00,743 - ice001 - [INFO] - [E:80| 700]: Train Loss:0.001559, Val MRR:0.39525, ice001
2023-05-25 12:44:40,768 - ice001 - [INFO] - [E:80| 800]: Train Loss:0.0015591, Val MRR:0.39525, ice001
2023-05-25 12:46:20,895 - ice001 - [INFO] - [E:80| 900]: Train Loss:0.0015596, Val MRR:0.39525, ice001
2023-05-25 12:47:31,124 - ice001 - [INFO] - [Epoch:80]: Training Loss:0.00156
2023-05-25 12:47:31,517 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 12:47:53,832 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 12:48:15,869 - ice001 - [INFO] - [Evaluating Epoch 80 valid]:
MRR: Tail : 0.42524, Head : 0.36414, Avg : 0.39469
2023-05-25 12:48:15,869 - ice001 - [INFO] - [Epoch 80]: Training Loss: 0.0015598, Valid MRR: 0.39525,
2023-05-25 12:48:16,890 - ice001 - [INFO] - [E:81| 0]: Train Loss:0.0015505, Val MRR:0.39525, ice001
2023-05-25 12:49:47,437 - ice001 - [INFO] - [E:81| 100]: Train Loss:0.0015567, Val MRR:0.39525, ice001
2023-05-25 12:51:27,827 - ice001 - [INFO] - [E:81| 200]: Train Loss:0.0015574, Val MRR:0.39525, ice001
2023-05-25 12:53:07,975 - ice001 - [INFO] - [E:81| 300]: Train Loss:0.0015585, Val MRR:0.39525, ice001
2023-05-25 12:54:52,605 - ice001 - [INFO] - [E:81| 400]: Train Loss:0.001559, Val MRR:0.39525, ice001
2023-05-25 12:56:32,612 - ice001 - [INFO] - [E:81| 500]: Train Loss:0.0015589, Val MRR:0.39525, ice001
2023-05-25 12:58:03,065 - ice001 - [INFO] - [E:81| 600]: Train Loss:0.0015593, Val MRR:0.39525, ice001
2023-05-25 12:59:43,425 - ice001 - [INFO] - [E:81| 700]: Train Loss:0.0015592, Val MRR:0.39525, ice001
2023-05-25 13:01:23,503 - ice001 - [INFO] - [E:81| 800]: Train Loss:0.0015593, Val MRR:0.39525, ice001
2023-05-25 13:03:03,563 - ice001 - [INFO] - [E:81| 900]: Train Loss:0.0015594, Val MRR:0.39525, ice001
2023-05-25 13:04:13,526 - ice001 - [INFO] - [Epoch:81]: Training Loss:0.00156
2023-05-25 13:04:14,009 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 13:04:36,392 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 13:04:58,427 - ice001 - [INFO] - [Evaluating Epoch 81 valid]:
MRR: Tail : 0.42831, Head : 0.36791, Avg : 0.39811
2023-05-25 13:05:01,225 - ice001 - [INFO] - [Epoch 81]: Training Loss: 0.0015596, Valid MRR: 0.39811,
2023-05-25 13:05:02,064 - ice001 - [INFO] - [E:82| 0]: Train Loss:0.0015406, Val MRR:0.39811, ice001
2023-05-25 13:06:32,726 - ice001 - [INFO] - [E:82| 100]: Train Loss:0.0015579, Val MRR:0.39811, ice001
2023-05-25 13:08:13,018 - ice001 - [INFO] - [E:82| 200]: Train Loss:0.0015566, Val MRR:0.39811, ice001
2023-05-25 13:09:53,333 - ice001 - [INFO] - [E:82| 300]: Train Loss:0.0015573, Val MRR:0.39811, ice001
2023-05-25 13:11:33,401 - ice001 - [INFO] - [E:82| 400]: Train Loss:0.0015576, Val MRR:0.39811, ice001
2023-05-25 13:13:13,973 - ice001 - [INFO] - [E:82| 500]: Train Loss:0.0015584, Val MRR:0.39811, ice001
2023-05-25 13:14:44,866 - ice001 - [INFO] - [E:82| 600]: Train Loss:0.0015588, Val MRR:0.39811, ice001
2023-05-25 13:16:25,334 - ice001 - [INFO] - [E:82| 700]: Train Loss:0.001559, Val MRR:0.39811, ice001
2023-05-25 13:18:05,530 - ice001 - [INFO] - [E:82| 800]: Train Loss:0.0015589, Val MRR:0.39811, ice001
2023-05-25 13:19:46,024 - ice001 - [INFO] - [E:82| 900]: Train Loss:0.0015588, Val MRR:0.39811, ice001
2023-05-25 13:20:56,504 - ice001 - [INFO] - [Epoch:82]: Training Loss:0.001559
2023-05-25 13:20:57,021 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 13:21:17,589 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 13:21:31,208 - ice001 - [INFO] - [Evaluating Epoch 82 valid]:
MRR: Tail : 0.41949, Head : 0.36344, Avg : 0.39146
2023-05-25 13:21:31,208 - ice001 - [INFO] - [Epoch 82]: Training Loss: 0.0015591, Valid MRR: 0.39811,
2023-05-25 13:21:31,854 - ice001 - [INFO] - [E:83| 0]: Train Loss:0.0015543, Val MRR:0.39811, ice001
2023-05-25 13:23:10,788 - ice001 - [INFO] - [E:83| 100]: Train Loss:0.0015585, Val MRR:0.39811, ice001
2023-05-25 13:24:49,952 - ice001 - [INFO] - [E:83| 200]: Train Loss:0.0015567, Val MRR:0.39811, ice001
2023-05-25 13:26:29,139 - ice001 - [INFO] - [E:83| 300]: Train Loss:0.0015575, Val MRR:0.39811, ice001
2023-05-25 13:28:08,689 - ice001 - [INFO] - [E:83| 400]: Train Loss:0.0015578, Val MRR:0.39811, ice001
2023-05-25 13:29:40,786 - ice001 - [INFO] - [E:83| 500]: Train Loss:0.0015578, Val MRR:0.39811, ice001
2023-05-25 13:31:17,539 - ice001 - [INFO] - [E:83| 600]: Train Loss:0.0015581, Val MRR:0.39811, ice001
2023-05-25 13:32:57,791 - ice001 - [INFO] - [E:83| 700]: Train Loss:0.0015584, Val MRR:0.39811, ice001
2023-05-25 13:34:38,120 - ice001 - [INFO] - [E:83| 800]: Train Loss:0.0015583, Val MRR:0.39811, ice001
2023-05-25 13:36:18,194 - ice001 - [INFO] - [E:83| 900]: Train Loss:0.0015582, Val MRR:0.39811, ice001
2023-05-25 13:37:28,929 - ice001 - [INFO] - [Epoch:83]: Training Loss:0.001558
2023-05-25 13:37:29,162 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 13:37:42,976 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 13:38:03,904 - ice001 - [INFO] - [Evaluating Epoch 83 valid]:
MRR: Tail : 0.42659, Head : 0.3695, Avg : 0.39804
2023-05-25 13:38:03,904 - ice001 - [INFO] - [Epoch 83]: Training Loss: 0.0015583, Valid MRR: 0.39811,
2023-05-25 13:38:05,339 - ice001 - [INFO] - [E:84| 0]: Train Loss:0.0015509, Val MRR:0.39811, ice001
2023-05-25 13:39:48,441 - ice001 - [INFO] - [E:84| 100]: Train Loss:0.001556, Val MRR:0.39811, ice001
2023-05-25 13:41:28,487 - ice001 - [INFO] - [E:84| 200]: Train Loss:0.0015565, Val MRR:0.39811, ice001
2023-05-25 13:43:08,577 - ice001 - [INFO] - [E:84| 300]: Train Loss:0.0015567, Val MRR:0.39811, ice001
2023-05-25 13:44:48,717 - ice001 - [INFO] - [E:84| 400]: Train Loss:0.0015566, Val MRR:0.39811, ice001
2023-05-25 13:46:18,951 - ice001 - [INFO] - [E:84| 500]: Train Loss:0.0015569, Val MRR:0.39811, ice001
2023-05-25 13:47:59,447 - ice001 - [INFO] - [E:84| 600]: Train Loss:0.0015571, Val MRR:0.39811, ice001
2023-05-25 13:49:39,991 - ice001 - [INFO] - [E:84| 700]: Train Loss:0.0015573, Val MRR:0.39811, ice001
2023-05-25 13:51:20,647 - ice001 - [INFO] - [E:84| 800]: Train Loss:0.0015569, Val MRR:0.39811, ice001
2023-05-25 13:53:01,260 - ice001 - [INFO] - [E:84| 900]: Train Loss:0.0015571, Val MRR:0.39811, ice001
2023-05-25 13:54:02,034 - ice001 - [INFO] - [Epoch:84]: Training Loss:0.001557
2023-05-25 13:54:02,550 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 13:54:24,942 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 13:54:46,947 - ice001 - [INFO] - [Evaluating Epoch 84 valid]:
MRR: Tail : 0.42219, Head : 0.36486, Avg : 0.39353
2023-05-25 13:54:46,947 - ice001 - [INFO] - [Epoch 84]: Training Loss: 0.0015573, Valid MRR: 0.39811,
2023-05-25 13:54:47,805 - ice001 - [INFO] - [E:85| 0]: Train Loss:0.0015472, Val MRR:0.39811, ice001
2023-05-25 13:56:28,424 - ice001 - [INFO] - [E:85| 100]: Train Loss:0.0015571, Val MRR:0.39811, ice001
2023-05-25 13:58:09,144 - ice001 - [INFO] - [E:85| 200]: Train Loss:0.0015561, Val MRR:0.39811, ice001
2023-05-25 13:59:49,637 - ice001 - [INFO] - [E:85| 300]: Train Loss:0.0015557, Val MRR:0.39811, ice001
2023-05-25 14:01:30,058 - ice001 - [INFO] - [E:85| 400]: Train Loss:0.0015555, Val MRR:0.39811, ice001
2023-05-25 14:03:01,442 - ice001 - [INFO] - [E:85| 500]: Train Loss:0.001556, Val MRR:0.39811, ice001
2023-05-25 14:04:42,008 - ice001 - [INFO] - [E:85| 600]: Train Loss:0.0015564, Val MRR:0.39811, ice001
2023-05-25 14:06:21,847 - ice001 - [INFO] - [E:85| 700]: Train Loss:0.0015567, Val MRR:0.39811, ice001
2023-05-25 14:08:01,465 - ice001 - [INFO] - [E:85| 800]: Train Loss:0.0015567, Val MRR:0.39811, ice001
2023-05-25 14:09:37,617 - ice001 - [INFO] - [E:85| 900]: Train Loss:0.0015566, Val MRR:0.39811, ice001
2023-05-25 14:10:42,026 - ice001 - [INFO] - [Epoch:85]: Training Loss:0.001557
2023-05-25 14:10:42,369 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 14:11:04,910 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 14:11:27,031 - ice001 - [INFO] - [Evaluating Epoch 85 valid]:
MRR: Tail : 0.42982, Head : 0.37113, Avg : 0.40048
2023-05-25 14:11:30,723 - ice001 - [INFO] - [Epoch 85]: Training Loss: 0.0015567, Valid MRR: 0.40048,
2023-05-25 14:11:31,756 - ice001 - [INFO] - [E:86| 0]: Train Loss:0.0015667, Val MRR:0.40048, ice001
2023-05-25 14:13:11,314 - ice001 - [INFO] - [E:86| 100]: Train Loss:0.001556, Val MRR:0.40048, ice001
2023-05-25 14:14:50,673 - ice001 - [INFO] - [E:86| 200]: Train Loss:0.0015546, Val MRR:0.40048, ice001
2023-05-25 14:16:29,661 - ice001 - [INFO] - [E:86| 300]: Train Loss:0.0015553, Val MRR:0.40048, ice001
2023-05-25 14:17:59,449 - ice001 - [INFO] - [E:86| 400]: Train Loss:0.0015554, Val MRR:0.40048, ice001
2023-05-25 14:19:39,292 - ice001 - [INFO] - [E:86| 500]: Train Loss:0.0015559, Val MRR:0.40048, ice001
2023-05-25 14:21:19,145 - ice001 - [INFO] - [E:86| 600]: Train Loss:0.0015558, Val MRR:0.40048, ice001
2023-05-25 14:23:02,545 - ice001 - [INFO] - [E:86| 700]: Train Loss:0.001556, Val MRR:0.40048, ice001
2023-05-25 14:24:43,083 - ice001 - [INFO] - [E:86| 800]: Train Loss:0.001556, Val MRR:0.40048, ice001
2023-05-25 14:26:12,585 - ice001 - [INFO] - [E:86| 900]: Train Loss:0.0015561, Val MRR:0.40048, ice001
2023-05-25 14:27:22,570 - ice001 - [INFO] - [Epoch:86]: Training Loss:0.001556
2023-05-25 14:27:22,920 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 14:27:45,433 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 14:28:07,448 - ice001 - [INFO] - [Evaluating Epoch 86 valid]:
MRR: Tail : 0.42753, Head : 0.37217, Avg : 0.39985
2023-05-25 14:28:07,449 - ice001 - [INFO] - [Epoch 86]: Training Loss: 0.0015561, Valid MRR: 0.40048,
2023-05-25 14:28:08,481 - ice001 - [INFO] - [E:87| 0]: Train Loss:0.0015478, Val MRR:0.40048, ice001
2023-05-25 14:29:48,728 - ice001 - [INFO] - [E:87| 100]: Train Loss:0.001554, Val MRR:0.40048, ice001
2023-05-25 14:31:29,084 - ice001 - [INFO] - [E:87| 200]: Train Loss:0.0015544, Val MRR:0.40048, ice001
2023-05-25 14:33:08,378 - ice001 - [INFO] - [E:87| 300]: Train Loss:0.0015545, Val MRR:0.40048, ice001
2023-05-25 14:34:38,322 - ice001 - [INFO] - [E:87| 400]: Train Loss:0.0015541, Val MRR:0.40048, ice001
2023-05-25 14:36:18,907 - ice001 - [INFO] - [E:87| 500]: Train Loss:0.0015545, Val MRR:0.40048, ice001
2023-05-25 14:37:59,356 - ice001 - [INFO] - [E:87| 600]: Train Loss:0.001555, Val MRR:0.40048, ice001
2023-05-25 14:39:39,840 - ice001 - [INFO] - [E:87| 700]: Train Loss:0.0015552, Val MRR:0.40048, ice001
2023-05-25 14:41:20,342 - ice001 - [INFO] - [E:87| 800]: Train Loss:0.0015553, Val MRR:0.40048, ice001
2023-05-25 14:42:51,027 - ice001 - [INFO] - [E:87| 900]: Train Loss:0.0015554, Val MRR:0.40048, ice001
2023-05-25 14:44:01,263 - ice001 - [INFO] - [Epoch:87]: Training Loss:0.001556
2023-05-25 14:44:01,531 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 14:44:23,882 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 14:44:46,022 - ice001 - [INFO] - [Evaluating Epoch 87 valid]:
MRR: Tail : 0.42333, Head : 0.36538, Avg : 0.39436
2023-05-25 14:44:46,022 - ice001 - [INFO] - [Epoch 87]: Training Loss: 0.0015555, Valid MRR: 0.40048,
2023-05-25 14:44:47,204 - ice001 - [INFO] - [E:88| 0]: Train Loss:0.0015826, Val MRR:0.40048, ice001
2023-05-25 14:46:26,515 - ice001 - [INFO] - [E:88| 100]: Train Loss:0.0015553, Val MRR:0.40048, ice001
2023-05-25 14:48:05,926 - ice001 - [INFO] - [E:88| 200]: Train Loss:0.0015543, Val MRR:0.40048, ice001
2023-05-25 14:49:45,109 - ice001 - [INFO] - [E:88| 300]: Train Loss:0.0015539, Val MRR:0.40048, ice001
2023-05-25 14:51:15,417 - ice001 - [INFO] - [E:88| 400]: Train Loss:0.0015534, Val MRR:0.40048, ice001
2023-05-25 14:52:54,674 - ice001 - [INFO] - [E:88| 500]: Train Loss:0.0015534, Val MRR:0.40048, ice001
2023-05-25 14:54:34,561 - ice001 - [INFO] - [E:88| 600]: Train Loss:0.0015537, Val MRR:0.40048, ice001
2023-05-25 14:56:14,450 - ice001 - [INFO] - [E:88| 700]: Train Loss:0.001554, Val MRR:0.40048, ice001
2023-05-25 14:57:52,571 - ice001 - [INFO] - [E:88| 800]: Train Loss:0.0015542, Val MRR:0.40048, ice001
2023-05-25 14:59:24,961 - ice001 - [INFO] - [E:88| 900]: Train Loss:0.0015546, Val MRR:0.40048, ice001
2023-05-25 15:00:34,468 - ice001 - [INFO] - [Epoch:88]: Training Loss:0.001555
2023-05-25 15:00:34,816 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 15:00:57,260 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 15:01:19,385 - ice001 - [INFO] - [Evaluating Epoch 88 valid]:
MRR: Tail : 0.42873, Head : 0.36775, Avg : 0.39824
2023-05-25 15:01:19,385 - ice001 - [INFO] - [Epoch 88]: Training Loss: 0.0015548, Valid MRR: 0.40048,
2023-05-25 15:01:20,406 - ice001 - [INFO] - [E:89| 0]: Train Loss:0.0015365, Val MRR:0.40048, ice001
2023-05-25 15:02:59,857 - ice001 - [INFO] - [E:89| 100]: Train Loss:0.0015526, Val MRR:0.40048, ice001
2023-05-25 15:04:39,089 - ice001 - [INFO] - [E:89| 200]: Train Loss:0.0015538, Val MRR:0.40048, ice001
2023-05-25 15:06:10,497 - ice001 - [INFO] - [E:89| 300]: Train Loss:0.0015533, Val MRR:0.40048, ice001
2023-05-25 15:07:50,879 - ice001 - [INFO] - [E:89| 400]: Train Loss:0.0015532, Val MRR:0.40048, ice001
2023-05-25 15:09:30,966 - ice001 - [INFO] - [E:89| 500]: Train Loss:0.0015535, Val MRR:0.40048, ice001
2023-05-25 15:11:10,930 - ice001 - [INFO] - [E:89| 600]: Train Loss:0.0015535, Val MRR:0.40048, ice001
2023-05-25 15:12:51,024 - ice001 - [INFO] - [E:89| 700]: Train Loss:0.0015539, Val MRR:0.40048, ice001
2023-05-25 15:14:22,003 - ice001 - [INFO] - [E:89| 800]: Train Loss:0.0015541, Val MRR:0.40048, ice001
2023-05-25 15:16:00,461 - ice001 - [INFO] - [E:89| 900]: Train Loss:0.0015541, Val MRR:0.40048, ice001
2023-05-25 15:17:10,498 - ice001 - [INFO] - [Epoch:89]: Training Loss:0.001554
2023-05-25 15:17:10,960 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 15:17:33,465 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 15:17:55,560 - ice001 - [INFO] - [Evaluating Epoch 89 valid]:
MRR: Tail : 0.42331, Head : 0.36222, Avg : 0.39276
MR: Tail : 727.11, Head : 845.34, Avg : 786.22
Hit-1: Tail : 0.33766, Head : 0.27685, Avg : 0.30726
Hit-3: Tail : 0.46862, Head : 0.40454, Avg : 0.43658
Hit-10: Tail : 0.58029, Head : 0.52373, Avg : 0.55201
2023-05-25 15:17:55,560 - ice001 - [INFO] - [Epoch 89]: Training Loss: 0.0015543, Valid MRR: 0.40048,
2023-05-25 15:17:56,335 - ice001 - [INFO] - [E:90| 0]: Train Loss:0.0015443, Val MRR:0.40048, ice001
2023-05-25 15:19:36,296 - ice001 - [INFO] - [E:90| 100]: Train Loss:0.0015555, Val MRR:0.40048, ice001
2023-05-25 15:21:15,784 - ice001 - [INFO] - [E:90| 200]: Train Loss:0.0015552, Val MRR:0.40048, ice001
2023-05-25 15:22:45,997 - ice001 - [INFO] - [E:90| 300]: Train Loss:0.0015552, Val MRR:0.40048, ice001
2023-05-25 15:24:26,381 - ice001 - [INFO] - [E:90| 400]: Train Loss:0.0015546, Val MRR:0.40048, ice001
2023-05-25 15:26:06,939 - ice001 - [INFO] - [E:90| 500]: Train Loss:0.0015543, Val MRR:0.40048, ice001
2023-05-25 15:27:47,720 - ice001 - [INFO] - [E:90| 600]: Train Loss:0.0015542, Val MRR:0.40048, ice001
2023-05-25 15:29:28,421 - ice001 - [INFO] - [E:90| 700]: Train Loss:0.0015539, Val MRR:0.40048, ice001
2023-05-25 15:30:58,575 - ice001 - [INFO] - [E:90| 800]: Train Loss:0.0015536, Val MRR:0.40048, ice001
2023-05-25 15:32:37,942 - ice001 - [INFO] - [E:90| 900]: Train Loss:0.0015536, Val MRR:0.40048, ice001
2023-05-25 15:33:47,455 - ice001 - [INFO] - [Epoch:90]: Training Loss:0.001554
2023-05-25 15:33:47,852 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 15:34:10,244 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 15:34:32,435 - ice001 - [INFO] - [Evaluating Epoch 90 valid]:
MRR: Tail : 0.4257, Head : 0.36665, Avg : 0.39617
2023-05-25 15:34:32,435 - ice001 - [INFO] - [Epoch 90]: Training Loss: 0.0015537, Valid MRR: 0.40048,
2023-05-25 15:34:33,470 - ice001 - [INFO] - [E:91| 0]: Train Loss:0.0015447, Val MRR:0.40048, ice001
2023-05-25 15:36:13,592 - ice001 - [INFO] - [E:91| 100]: Train Loss:0.0015506, Val MRR:0.40048, ice001
2023-05-25 15:37:53,887 - ice001 - [INFO] - [E:91| 200]: Train Loss:0.001551, Val MRR:0.40048, ice001
2023-05-25 15:39:24,248 - ice001 - [INFO] - [E:91| 300]: Train Loss:0.0015514, Val MRR:0.40048, ice001
2023-05-25 15:41:03,989 - ice001 - [INFO] - [E:91| 400]: Train Loss:0.0015516, Val MRR:0.40048, ice001
2023-05-25 15:42:43,566 - ice001 - [INFO] - [E:91| 500]: Train Loss:0.0015519, Val MRR:0.40048, ice001
2023-05-25 15:44:23,219 - ice001 - [INFO] - [E:91| 600]: Train Loss:0.0015524, Val MRR:0.40048, ice001
2023-05-25 15:46:02,668 - ice001 - [INFO] - [E:91| 700]: Train Loss:0.0015527, Val MRR:0.40048, ice001
2023-05-25 15:47:32,962 - ice001 - [INFO] - [E:91| 800]: Train Loss:0.001553, Val MRR:0.40048, ice001
2023-05-25 15:49:12,853 - ice001 - [INFO] - [E:91| 900]: Train Loss:0.0015531, Val MRR:0.40048, ice001
2023-05-25 15:50:23,477 - ice001 - [INFO] - [Epoch:91]: Training Loss:0.001553
2023-05-25 15:50:23,741 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 15:50:46,136 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 15:51:08,314 - ice001 - [INFO] - [Evaluating Epoch 91 valid]:
MRR: Tail : 0.42727, Head : 0.36864, Avg : 0.39796
2023-05-25 15:51:08,314 - ice001 - [INFO] - [Epoch 91]: Training Loss: 0.0015532, Valid MRR: 0.40048,
2023-05-25 15:51:09,433 - ice001 - [INFO] - [E:92| 0]: Train Loss:0.0015384, Val MRR:0.40048, ice001
2023-05-25 15:52:51,045 - ice001 - [INFO] - [E:92| 100]: Train Loss:0.0015471, Val MRR:0.40048, ice001
2023-05-25 15:54:28,366 - ice001 - [INFO] - [E:92| 200]: Train Loss:0.0015505, Val MRR:0.40048, ice001
2023-05-25 15:56:00,747 - ice001 - [INFO] - [E:92| 300]: Train Loss:0.0015516, Val MRR:0.40048, ice001
2023-05-25 15:57:39,760 - ice001 - [INFO] - [E:92| 400]: Train Loss:0.0015518, Val MRR:0.40048, ice001
2023-05-25 15:59:19,199 - ice001 - [INFO] - [E:92| 500]: Train Loss:0.0015517, Val MRR:0.40048, ice001
2023-05-25 16:00:58,377 - ice001 - [INFO] - [E:92| 600]: Train Loss:0.0015519, Val MRR:0.40048, ice001
2023-05-25 16:02:36,845 - ice001 - [INFO] - [E:92| 700]: Train Loss:0.0015519, Val MRR:0.40048, ice001
2023-05-25 16:04:08,131 - ice001 - [INFO] - [E:92| 800]: Train Loss:0.001552, Val MRR:0.40048, ice001
2023-05-25 16:05:48,401 - ice001 - [INFO] - [E:92| 900]: Train Loss:0.001552, Val MRR:0.40048, ice001
2023-05-25 16:06:58,193 - ice001 - [INFO] - [Epoch:92]: Training Loss:0.001552
2023-05-25 16:06:58,714 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 16:07:21,041 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 16:07:43,066 - ice001 - [INFO] - [Evaluating Epoch 92 valid]:
MRR: Tail : 0.42627, Head : 0.36887, Avg : 0.39757
2023-05-25 16:07:43,066 - ice001 - [INFO] - [Epoch 92]: Training Loss: 0.0015525, Valid MRR: 0.40048,
2023-05-25 16:07:44,129 - ice001 - [INFO] - [E:93| 0]: Train Loss:0.0015613, Val MRR:0.40048, ice001
2023-05-25 16:09:24,654 - ice001 - [INFO] - [E:93| 100]: Train Loss:0.00155, Val MRR:0.40048, ice001
2023-05-25 16:10:55,467 - ice001 - [INFO] - [E:93| 200]: Train Loss:0.00155, Val MRR:0.40048, ice001
2023-05-25 16:12:36,312 - ice001 - [INFO] - [E:93| 300]: Train Loss:0.00155, Val MRR:0.40048, ice001
2023-05-25 16:14:17,117 - ice001 - [INFO] - [E:93| 400]: Train Loss:0.0015507, Val MRR:0.40048, ice001
2023-05-25 16:15:57,833 - ice001 - [INFO] - [E:93| 500]: Train Loss:0.0015514, Val MRR:0.40048, ice001
2023-05-25 16:17:38,514 - ice001 - [INFO] - [E:93| 600]: Train Loss:0.0015518, Val MRR:0.40048, ice001
2023-05-25 16:19:08,978 - ice001 - [INFO] - [E:93| 700]: Train Loss:0.0015518, Val MRR:0.40048, ice001
2023-05-25 16:20:48,300 - ice001 - [INFO] - [E:93| 800]: Train Loss:0.0015519, Val MRR:0.40048, ice001
2023-05-25 16:22:27,490 - ice001 - [INFO] - [E:93| 900]: Train Loss:0.0015521, Val MRR:0.40048, ice001
2023-05-25 16:23:37,017 - ice001 - [INFO] - [Epoch:93]: Training Loss:0.001552
2023-05-25 16:23:37,534 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 16:23:59,870 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 16:24:21,911 - ice001 - [INFO] - [Evaluating Epoch 93 valid]:
MRR: Tail : 0.42938, Head : 0.36974, Avg : 0.39956
2023-05-25 16:24:21,911 - ice001 - [INFO] - [Epoch 93]: Training Loss: 0.001552, Valid MRR: 0.40048,
2023-05-25 16:24:22,925 - ice001 - [INFO] - [E:94| 0]: Train Loss:0.001586, Val MRR:0.40048, ice001
2023-05-25 16:26:01,959 - ice001 - [INFO] - [E:94| 100]: Train Loss:0.0015537, Val MRR:0.40048, ice001
2023-05-25 16:27:31,916 - ice001 - [INFO] - [E:94| 200]: Train Loss:0.0015521, Val MRR:0.40048, ice001
2023-05-25 16:29:11,837 - ice001 - [INFO] - [E:94| 300]: Train Loss:0.0015516, Val MRR:0.40048, ice001
2023-05-25 16:30:51,140 - ice001 - [INFO] - [E:94| 400]: Train Loss:0.0015513, Val MRR:0.40048, ice001
2023-05-25 16:32:31,353 - ice001 - [INFO] - [E:94| 500]: Train Loss:0.0015508, Val MRR:0.40048, ice001
2023-05-25 16:34:11,577 - ice001 - [INFO] - [E:94| 600]: Train Loss:0.0015508, Val MRR:0.40048, ice001
2023-05-25 16:35:42,328 - ice001 - [INFO] - [E:94| 700]: Train Loss:0.0015512, Val MRR:0.40048, ice001
2023-05-25 16:37:25,591 - ice001 - [INFO] - [E:94| 800]: Train Loss:0.0015514, Val MRR:0.40048, ice001
2023-05-25 16:39:06,008 - ice001 - [INFO] - [E:94| 900]: Train Loss:0.0015517, Val MRR:0.40048, ice001
2023-05-25 16:40:16,523 - ice001 - [INFO] - [Epoch:94]: Training Loss:0.001552
2023-05-25 16:40:16,786 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 16:40:39,215 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 16:41:01,385 - ice001 - [INFO] - [Evaluating Epoch 94 valid]:
MRR: Tail : 0.42655, Head : 0.36993, Avg : 0.39824
2023-05-25 16:41:01,385 - ice001 - [INFO] - [Epoch 94]: Training Loss: 0.0015518, Valid MRR: 0.40048,
2023-05-25 16:41:02,569 - ice001 - [INFO] - [E:95| 0]: Train Loss:0.0015644, Val MRR:0.40048, ice001
2023-05-25 16:42:42,902 - ice001 - [INFO] - [E:95| 100]: Train Loss:0.0015494, Val MRR:0.40048, ice001
2023-05-25 16:44:13,079 - ice001 - [INFO] - [E:95| 200]: Train Loss:0.0015511, Val MRR:0.40048, ice001
2023-05-25 16:45:52,980 - ice001 - [INFO] - [E:95| 300]: Train Loss:0.0015507, Val MRR:0.40048, ice001
2023-05-25 16:47:32,570 - ice001 - [INFO] - [E:95| 400]: Train Loss:0.0015504, Val MRR:0.40048, ice001
2023-05-25 16:49:12,753 - ice001 - [INFO] - [E:95| 500]: Train Loss:0.0015502, Val MRR:0.40048, ice001
2023-05-25 16:50:52,673 - ice001 - [INFO] - [E:95| 600]: Train Loss:0.0015504, Val MRR:0.40048, ice001
2023-05-25 16:52:23,845 - ice001 - [INFO] - [E:95| 700]: Train Loss:0.0015505, Val MRR:0.40048, ice001
2023-05-25 16:54:04,698 - ice001 - [INFO] - [E:95| 800]: Train Loss:0.0015509, Val MRR:0.40048, ice001
2023-05-25 16:55:45,499 - ice001 - [INFO] - [E:95| 900]: Train Loss:0.0015508, Val MRR:0.40048, ice001
2023-05-25 16:56:56,553 - ice001 - [INFO] - [Epoch:95]: Training Loss:0.001551
2023-05-25 16:56:56,945 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 16:57:19,159 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 16:57:41,136 - ice001 - [INFO] - [Evaluating Epoch 95 valid]:
MRR: Tail : 0.42704, Head : 0.36876, Avg : 0.3979
2023-05-25 16:57:41,136 - ice001 - [INFO] - [Epoch 95]: Training Loss: 0.001551, Valid MRR: 0.40048,
2023-05-25 16:57:42,209 - ice001 - [INFO] - [E:96| 0]: Train Loss:0.0015523, Val MRR:0.40048, ice001
2023-05-25 16:59:13,400 - ice001 - [INFO] - [E:96| 100]: Train Loss:0.0015489, Val MRR:0.40048, ice001
2023-05-25 17:00:53,756 - ice001 - [INFO] - [E:96| 200]: Train Loss:0.0015491, Val MRR:0.40048, ice001
2023-05-25 17:02:34,598 - ice001 - [INFO] - [E:96| 300]: Train Loss:0.0015489, Val MRR:0.40048, ice001
2023-05-25 17:04:14,940 - ice001 - [INFO] - [E:96| 400]: Train Loss:0.0015491, Val MRR:0.40048, ice001
2023-05-25 17:05:55,041 - ice001 - [INFO] - [E:96| 500]: Train Loss:0.0015495, Val MRR:0.40048, ice001
2023-05-25 17:07:25,569 - ice001 - [INFO] - [E:96| 600]: Train Loss:0.0015494, Val MRR:0.40048, ice001
2023-05-25 17:09:05,745 - ice001 - [INFO] - [E:96| 700]: Train Loss:0.0015495, Val MRR:0.40048, ice001
2023-05-25 17:10:45,801 - ice001 - [INFO] - [E:96| 800]: Train Loss:0.0015497, Val MRR:0.40048, ice001
2023-05-25 17:12:26,678 - ice001 - [INFO] - [E:96| 900]: Train Loss:0.0015501, Val MRR:0.40048, ice001
2023-05-25 17:13:37,527 - ice001 - [INFO] - [Epoch:96]: Training Loss:0.00155
2023-05-25 17:13:37,870 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 17:14:00,419 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 17:14:22,536 - ice001 - [INFO] - [Evaluating Epoch 96 valid]:
MRR: Tail : 0.42558, Head : 0.3658, Avg : 0.39569
2023-05-25 17:14:22,536 - ice001 - [INFO] - [Epoch 96]: Training Loss: 0.0015503, Valid MRR: 0.40048,
2023-05-25 17:14:23,556 - ice001 - [INFO] - [E:97| 0]: Train Loss:0.0015418, Val MRR:0.40048, ice001
2023-05-25 17:15:53,629 - ice001 - [INFO] - [E:97| 100]: Train Loss:0.0015493, Val MRR:0.40048, ice001
2023-05-25 17:17:34,394 - ice001 - [INFO] - [E:97| 200]: Train Loss:0.0015488, Val MRR:0.40048, ice001
2023-05-25 17:19:15,255 - ice001 - [INFO] - [E:97| 300]: Train Loss:0.0015495, Val MRR:0.40048, ice001
2023-05-25 17:20:59,848 - ice001 - [INFO] - [E:97| 400]: Train Loss:0.0015492, Val MRR:0.40048, ice001
2023-05-25 17:22:40,964 - ice001 - [INFO] - [E:97| 500]: Train Loss:0.0015495, Val MRR:0.40048, ice001
2023-05-25 17:24:11,363 - ice001 - [INFO] - [E:97| 600]: Train Loss:0.0015493, Val MRR:0.40048, ice001
2023-05-25 17:25:51,731 - ice001 - [INFO] - [E:97| 700]: Train Loss:0.0015492, Val MRR:0.40048, ice001
2023-05-25 17:27:31,741 - ice001 - [INFO] - [E:97| 800]: Train Loss:0.0015495, Val MRR:0.40048, ice001
2023-05-25 17:29:11,669 - ice001 - [INFO] - [E:97| 900]: Train Loss:0.0015498, Val MRR:0.40048, ice001
2023-05-25 17:30:22,403 - ice001 - [INFO] - [Epoch:97]: Training Loss:0.00155
2023-05-25 17:30:22,787 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 17:30:45,169 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 17:31:01,644 - ice001 - [INFO] - [Evaluating Epoch 97 valid]:
MRR: Tail : 0.42535, Head : 0.36831, Avg : 0.39683
2023-05-25 17:31:01,644 - ice001 - [INFO] - [Epoch 97]: Training Loss: 0.0015498, Valid MRR: 0.40048,
2023-05-25 17:31:02,291 - ice001 - [INFO] - [E:98| 0]: Train Loss:0.0015511, Val MRR:0.40048, ice001
2023-05-25 17:32:38,373 - ice001 - [INFO] - [E:98| 100]: Train Loss:0.0015489, Val MRR:0.40048, ice001
2023-05-25 17:34:18,573 - ice001 - [INFO] - [E:98| 200]: Train Loss:0.0015497, Val MRR:0.40048, ice001
2023-05-25 17:35:59,147 - ice001 - [INFO] - [E:98| 300]: Train Loss:0.0015496, Val MRR:0.40048, ice001
2023-05-25 17:37:39,805 - ice001 - [INFO] - [E:98| 400]: Train Loss:0.0015492, Val MRR:0.40048, ice001
2023-05-25 17:39:10,509 - ice001 - [INFO] - [E:98| 500]: Train Loss:0.001549, Val MRR:0.40048, ice001
2023-05-25 17:40:50,819 - ice001 - [INFO] - [E:98| 600]: Train Loss:0.0015491, Val MRR:0.40048, ice001
2023-05-25 17:42:31,133 - ice001 - [INFO] - [E:98| 700]: Train Loss:0.0015492, Val MRR:0.40048, ice001
2023-05-25 17:44:11,592 - ice001 - [INFO] - [E:98| 800]: Train Loss:0.0015491, Val MRR:0.40048, ice001
2023-05-25 17:45:51,739 - ice001 - [INFO] - [E:98| 900]: Train Loss:0.0015495, Val MRR:0.40048, ice001
2023-05-25 17:47:10,329 - ice001 - [INFO] - [Epoch:98]: Training Loss:0.00155
2023-05-25 17:47:10,836 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 17:47:43,172 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 17:48:14,970 - ice001 - [INFO] - [Evaluating Epoch 98 valid]:
MRR: Tail : 0.42806, Head : 0.36807, Avg : 0.39807
2023-05-25 17:48:14,971 - ice001 - [INFO] - [Epoch 98]: Training Loss: 0.0015495, Valid MRR: 0.40048,
2023-05-25 17:48:16,385 - ice001 - [INFO] - [E:99| 0]: Train Loss:0.0015573, Val MRR:0.40048, ice001
2023-05-25 17:50:36,910 - ice001 - [INFO] - [E:99| 100]: Train Loss:0.0015465, Val MRR:0.40048, ice001
2023-05-25 17:52:57,364 - ice001 - [INFO] - [E:99| 200]: Train Loss:0.0015479, Val MRR:0.40048, ice001
2023-05-25 17:55:17,749 - ice001 - [INFO] - [E:99| 300]: Train Loss:0.0015484, Val MRR:0.40048, ice001
2023-05-25 17:56:53,279 - ice001 - [INFO] - [E:99| 400]: Train Loss:0.0015488, Val MRR:0.40048, ice001
2023-05-25 17:57:56,801 - ice001 - [INFO] - [E:99| 500]: Train Loss:0.0015487, Val MRR:0.40048, ice001
2023-05-25 17:59:00,253 - ice001 - [INFO] - [E:99| 600]: Train Loss:0.0015486, Val MRR:0.40048, ice001
2023-05-25 18:00:03,883 - ice001 - [INFO] - [E:99| 700]: Train Loss:0.0015485, Val MRR:0.40048, ice001
2023-05-25 18:01:07,726 - ice001 - [INFO] - [E:99| 800]: Train Loss:0.0015485, Val MRR:0.40048, ice001
2023-05-25 18:02:11,564 - ice001 - [INFO] - [E:99| 900]: Train Loss:0.0015489, Val MRR:0.40048, ice001
2023-05-25 18:02:56,576 - ice001 - [INFO] - [Epoch:99]: Training Loss:0.001549
2023-05-25 18:02:56,793 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 18:03:10,620 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 18:03:24,268 - ice001 - [INFO] - [Evaluating Epoch 99 valid]:
MRR: Tail : 0.42951, Head : 0.36974, Avg : 0.39962
MR: Tail : 715.74, Head : 837.85, Avg : 776.8
Hit-1: Tail : 0.34397, Head : 0.28693, Avg : 0.31545
Hit-3: Tail : 0.47494, Head : 0.40757, Avg : 0.44126
Hit-10: Tail : 0.58745, Head : 0.53271, Avg : 0.56008
2023-05-25 18:03:24,268 - ice001 - [INFO] - [Epoch 99]: Training Loss: 0.0015489, Valid MRR: 0.40048,
2023-05-25 18:03:24,928 - ice001 - [INFO] - [E:100| 0]: Train Loss:0.0015339, Val MRR:0.40048, ice001
2023-05-25 18:04:28,960 - ice001 - [INFO] - [E:100| 100]: Train Loss:0.0015495, Val MRR:0.40048, ice001
2023-05-25 18:05:33,048 - ice001 - [INFO] - [E:100| 200]: Train Loss:0.0015481, Val MRR:0.40048, ice001
2023-05-25 18:06:37,140 - ice001 - [INFO] - [E:100| 300]: Train Loss:0.0015475, Val MRR:0.40048, ice001
2023-05-25 18:07:41,209 - ice001 - [INFO] - [E:100| 400]: Train Loss:0.0015474, Val MRR:0.40048, ice001
2023-05-25 18:08:45,328 - ice001 - [INFO] - [E:100| 500]: Train Loss:0.0015477, Val MRR:0.40048, ice001
2023-05-25 18:09:49,412 - ice001 - [INFO] - [E:100| 600]: Train Loss:0.0015475, Val MRR:0.40048, ice001
2023-05-25 18:10:53,531 - ice001 - [INFO] - [E:100| 700]: Train Loss:0.0015475, Val MRR:0.40048, ice001
2023-05-25 18:11:57,569 - ice001 - [INFO] - [E:100| 800]: Train Loss:0.0015479, Val MRR:0.40048, ice001
2023-05-25 18:13:01,697 - ice001 - [INFO] - [E:100| 900]: Train Loss:0.001548, Val MRR:0.40048, ice001
2023-05-25 18:13:46,761 - ice001 - [INFO] - [Epoch:100]: Training Loss:0.001548
2023-05-25 18:13:46,978 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 18:14:00,820 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 18:14:14,472 - ice001 - [INFO] - [Evaluating Epoch 100 valid]:
MRR: Tail : 0.42789, Head : 0.36941, Avg : 0.39865
2023-05-25 18:14:14,473 - ice001 - [INFO] - [Epoch 100]: Training Loss: 0.0015483, Valid MRR: 0.40048,
2023-05-25 18:14:15,124 - ice001 - [INFO] - [E:101| 0]: Train Loss:0.0015792, Val MRR:0.40048, ice001
2023-05-25 18:15:19,307 - ice001 - [INFO] - [E:101| 100]: Train Loss:0.0015474, Val MRR:0.40048, ice001
2023-05-25 18:16:23,352 - ice001 - [INFO] - [E:101| 200]: Train Loss:0.001548, Val MRR:0.40048, ice001
2023-05-25 18:17:27,477 - ice001 - [INFO] - [E:101| 300]: Train Loss:0.0015481, Val MRR:0.40048, ice001
2023-05-25 18:18:31,477 - ice001 - [INFO] - [E:101| 400]: Train Loss:0.0015476, Val MRR:0.40048, ice001
2023-05-25 18:19:35,590 - ice001 - [INFO] - [E:101| 500]: Train Loss:0.0015477, Val MRR:0.40048, ice001
2023-05-25 18:20:39,689 - ice001 - [INFO] - [E:101| 600]: Train Loss:0.0015479, Val MRR:0.40048, ice001
2023-05-25 18:21:43,880 - ice001 - [INFO] - [E:101| 700]: Train Loss:0.0015477, Val MRR:0.40048, ice001
2023-05-25 18:22:48,052 - ice001 - [INFO] - [E:101| 800]: Train Loss:0.0015478, Val MRR:0.40048, ice001
2023-05-25 18:23:52,140 - ice001 - [INFO] - [E:101| 900]: Train Loss:0.0015477, Val MRR:0.40048, ice001
2023-05-25 18:24:37,262 - ice001 - [INFO] - [Epoch:101]: Training Loss:0.001548
2023-05-25 18:24:37,479 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 18:24:51,333 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 18:25:04,972 - ice001 - [INFO] - [Evaluating Epoch 101 valid]:
MRR: Tail : 0.42365, Head : 0.36601, Avg : 0.39483
2023-05-25 18:25:04,973 - ice001 - [INFO] - [Epoch 101]: Training Loss: 0.0015478, Valid MRR: 0.40048,
2023-05-25 18:25:05,622 - ice001 - [INFO] - [E:102| 0]: Train Loss:0.0015483, Val MRR:0.40048, ice001
2023-05-25 18:26:09,709 - ice001 - [INFO] - [E:102| 100]: Train Loss:0.0015451, Val MRR:0.40048, ice001
2023-05-25 18:27:13,839 - ice001 - [INFO] - [E:102| 200]: Train Loss:0.0015452, Val MRR:0.40048, ice001
2023-05-25 18:28:17,923 - ice001 - [INFO] - [E:102| 300]: Train Loss:0.0015455, Val MRR:0.40048, ice001
2023-05-25 18:29:22,051 - ice001 - [INFO] - [E:102| 400]: Train Loss:0.0015459, Val MRR:0.40048, ice001
2023-05-25 18:30:26,110 - ice001 - [INFO] - [E:102| 500]: Train Loss:0.0015464, Val MRR:0.40048, ice001
2023-05-25 18:31:30,158 - ice001 - [INFO] - [E:102| 600]: Train Loss:0.0015466, Val MRR:0.40048, ice001
2023-05-25 18:32:34,286 - ice001 - [INFO] - [E:102| 700]: Train Loss:0.0015469, Val MRR:0.40048, ice001
2023-05-25 18:33:38,446 - ice001 - [INFO] - [E:102| 800]: Train Loss:0.0015471, Val MRR:0.40048, ice001
2023-05-25 18:34:42,580 - ice001 - [INFO] - [E:102| 900]: Train Loss:0.0015474, Val MRR:0.40048, ice001
2023-05-25 18:35:27,672 - ice001 - [INFO] - [Epoch:102]: Training Loss:0.001547
2023-05-25 18:35:27,890 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 18:35:41,743 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 18:35:55,363 - ice001 - [INFO] - [Evaluating Epoch 102 valid]:
MRR: Tail : 0.4227, Head : 0.36372, Avg : 0.39321
2023-05-25 18:35:55,363 - ice001 - [INFO] - [Epoch 102]: Training Loss: 0.0015474, Valid MRR: 0.40048,
2023-05-25 18:35:56,014 - ice001 - [INFO] - [E:103| 0]: Train Loss:0.0015589, Val MRR:0.40048, ice001
2023-05-25 18:37:00,055 - ice001 - [INFO] - [E:103| 100]: Train Loss:0.001547, Val MRR:0.40048, ice001
2023-05-25 18:38:04,262 - ice001 - [INFO] - [E:103| 200]: Train Loss:0.0015466, Val MRR:0.40048, ice001
2023-05-25 18:39:08,384 - ice001 - [INFO] - [E:103| 300]: Train Loss:0.0015464, Val MRR:0.40048, ice001
2023-05-25 18:40:12,517 - ice001 - [INFO] - [E:103| 400]: Train Loss:0.0015466, Val MRR:0.40048, ice001
2023-05-25 18:41:16,688 - ice001 - [INFO] - [E:103| 500]: Train Loss:0.001547, Val MRR:0.40048, ice001
2023-05-25 18:42:20,812 - ice001 - [INFO] - [E:103| 600]: Train Loss:0.001547, Val MRR:0.40048, ice001
2023-05-25 18:43:24,983 - ice001 - [INFO] - [E:103| 700]: Train Loss:0.0015469, Val MRR:0.40048, ice001
2023-05-25 18:44:29,174 - ice001 - [INFO] - [E:103| 800]: Train Loss:0.0015473, Val MRR:0.40048, ice001
2023-05-25 18:45:33,322 - ice001 - [INFO] - [E:103| 900]: Train Loss:0.0015472, Val MRR:0.40048, ice001
2023-05-25 18:46:18,479 - ice001 - [INFO] - [Epoch:103]: Training Loss:0.001547
2023-05-25 18:46:18,702 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 18:46:32,550 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 18:46:46,219 - ice001 - [INFO] - [Evaluating Epoch 103 valid]:
MRR: Tail : 0.42814, Head : 0.37102, Avg : 0.39958
2023-05-25 18:46:46,219 - ice001 - [INFO] - [Epoch 103]: Training Loss: 0.0015472, Valid MRR: 0.40048,
2023-05-25 18:46:46,871 - ice001 - [INFO] - [E:104| 0]: Train Loss:0.0015489, Val MRR:0.40048, ice001
2023-05-25 18:47:50,907 - ice001 - [INFO] - [E:104| 100]: Train Loss:0.0015454, Val MRR:0.40048, ice001
2023-05-25 18:48:55,058 - ice001 - [INFO] - [E:104| 200]: Train Loss:0.0015445, Val MRR:0.40048, ice001
2023-05-25 18:49:59,131 - ice001 - [INFO] - [E:104| 300]: Train Loss:0.001545, Val MRR:0.40048, ice001
2023-05-25 18:51:03,230 - ice001 - [INFO] - [E:104| 400]: Train Loss:0.0015451, Val MRR:0.40048, ice001
2023-05-25 18:52:07,386 - ice001 - [INFO] - [E:104| 500]: Train Loss:0.0015454, Val MRR:0.40048, ice001
2023-05-25 18:53:11,502 - ice001 - [INFO] - [E:104| 600]: Train Loss:0.0015461, Val MRR:0.40048, ice001
2023-05-25 18:54:15,635 - ice001 - [INFO] - [E:104| 700]: Train Loss:0.0015466, Val MRR:0.40048, ice001
2023-05-25 18:55:19,689 - ice001 - [INFO] - [E:104| 800]: Train Loss:0.0015467, Val MRR:0.40048, ice001
2023-05-25 18:56:23,796 - ice001 - [INFO] - [E:104| 900]: Train Loss:0.0015468, Val MRR:0.40048, ice001
2023-05-25 18:57:08,899 - ice001 - [INFO] - [Epoch:104]: Training Loss:0.001547
2023-05-25 18:57:09,118 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 18:57:22,974 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 18:57:36,599 - ice001 - [INFO] - [Evaluating Epoch 104 valid]:
MRR: Tail : 0.42644, Head : 0.36548, Avg : 0.39596
2023-05-25 18:57:36,599 - ice001 - [INFO] - [Epoch 104]: Training Loss: 0.0015466, Valid MRR: 0.40048,
2023-05-25 18:57:37,249 - ice001 - [INFO] - [E:105| 0]: Train Loss:0.0015373, Val MRR:0.40048, ice001
2023-05-25 18:58:41,358 - ice001 - [INFO] - [E:105| 100]: Train Loss:0.0015446, Val MRR:0.40048, ice001
2023-05-25 18:59:45,428 - ice001 - [INFO] - [E:105| 200]: Train Loss:0.0015454, Val MRR:0.40048, ice001
2023-05-25 19:00:49,616 - ice001 - [INFO] - [E:105| 300]: Train Loss:0.0015453, Val MRR:0.40048, ice001
2023-05-25 19:01:53,667 - ice001 - [INFO] - [E:105| 400]: Train Loss:0.0015454, Val MRR:0.40048, ice001
2023-05-25 19:02:57,826 - ice001 - [INFO] - [E:105| 500]: Train Loss:0.0015459, Val MRR:0.40048, ice001
2023-05-25 19:04:01,985 - ice001 - [INFO] - [E:105| 600]: Train Loss:0.001546, Val MRR:0.40048, ice001
2023-05-25 19:05:06,134 - ice001 - [INFO] - [E:105| 700]: Train Loss:0.0015459, Val MRR:0.40048, ice001
2023-05-25 19:06:10,290 - ice001 - [INFO] - [E:105| 800]: Train Loss:0.0015458, Val MRR:0.40048, ice001
2023-05-25 19:07:14,526 - ice001 - [INFO] - [E:105| 900]: Train Loss:0.0015462, Val MRR:0.40048, ice001
2023-05-25 19:07:59,644 - ice001 - [INFO] - [Epoch:105]: Training Loss:0.001546
2023-05-25 19:07:59,862 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 19:08:13,714 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 19:08:27,360 - ice001 - [INFO] - [Evaluating Epoch 105 valid]:
MRR: Tail : 0.42625, Head : 0.36903, Avg : 0.39764
2023-05-25 19:08:27,360 - ice001 - [INFO] - [Epoch 105]: Training Loss: 0.0015461, Valid MRR: 0.40048,
2023-05-25 19:08:28,009 - ice001 - [INFO] - [E:106| 0]: Train Loss:0.0015471, Val MRR:0.40048, ice001
2023-05-25 19:09:32,191 - ice001 - [INFO] - [E:106| 100]: Train Loss:0.0015441, Val MRR:0.40048, ice001
2023-05-25 19:10:36,372 - ice001 - [INFO] - [E:106| 200]: Train Loss:0.0015457, Val MRR:0.40048, ice001
2023-05-25 19:11:40,493 - ice001 - [INFO] - [E:106| 300]: Train Loss:0.0015454, Val MRR:0.40048, ice001
2023-05-25 19:12:44,508 - ice001 - [INFO] - [E:106| 400]: Train Loss:0.0015458, Val MRR:0.40048, ice001
2023-05-25 19:13:48,727 - ice001 - [INFO] - [E:106| 500]: Train Loss:0.0015454, Val MRR:0.40048, ice001
2023-05-25 19:14:52,815 - ice001 - [INFO] - [E:106| 600]: Train Loss:0.0015457, Val MRR:0.40048, ice001
2023-05-25 19:15:56,917 - ice001 - [INFO] - [E:106| 700]: Train Loss:0.0015454, Val MRR:0.40048, ice001
2023-05-25 19:17:01,118 - ice001 - [INFO] - [E:106| 800]: Train Loss:0.0015455, Val MRR:0.40048, ice001
2023-05-25 19:18:05,235 - ice001 - [INFO] - [E:106| 900]: Train Loss:0.0015456, Val MRR:0.40048, ice001
2023-05-25 19:18:50,405 - ice001 - [INFO] - [Epoch:106]: Training Loss:0.001546
2023-05-25 19:18:50,622 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 19:19:04,486 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 19:19:18,117 - ice001 - [INFO] - [Evaluating Epoch 106 valid]:
MRR: Tail : 0.4306, Head : 0.3726, Avg : 0.4016
2023-05-25 19:19:19,357 - ice001 - [INFO] - [Epoch 106]: Training Loss: 0.0015458, Valid MRR: 0.4016,
2023-05-25 19:19:20,005 - ice001 - [INFO] - [E:107| 0]: Train Loss:0.0015848, Val MRR:0.4016, ice001
2023-05-25 19:20:24,140 - ice001 - [INFO] - [E:107| 100]: Train Loss:0.0015432, Val MRR:0.4016, ice001
2023-05-25 19:21:28,277 - ice001 - [INFO] - [E:107| 200]: Train Loss:0.001544, Val MRR:0.4016, ice001
2023-05-25 19:22:32,379 - ice001 - [INFO] - [E:107| 300]: Train Loss:0.0015441, Val MRR:0.4016, ice001
2023-05-25 19:23:36,533 - ice001 - [INFO] - [E:107| 400]: Train Loss:0.0015444, Val MRR:0.4016, ice001
2023-05-25 19:24:40,663 - ice001 - [INFO] - [E:107| 500]: Train Loss:0.0015447, Val MRR:0.4016, ice001
2023-05-25 19:25:44,858 - ice001 - [INFO] - [E:107| 600]: Train Loss:0.0015445, Val MRR:0.4016, ice001
2023-05-25 19:26:48,994 - ice001 - [INFO] - [E:107| 700]: Train Loss:0.0015446, Val MRR:0.4016, ice001
2023-05-25 19:27:53,106 - ice001 - [INFO] - [E:107| 800]: Train Loss:0.001545, Val MRR:0.4016, ice001
2023-05-25 19:28:57,123 - ice001 - [INFO] - [E:107| 900]: Train Loss:0.0015451, Val MRR:0.4016, ice001
2023-05-25 19:29:42,218 - ice001 - [INFO] - [Epoch:107]: Training Loss:0.001545
2023-05-25 19:29:42,436 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 19:29:56,289 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 19:30:09,928 - ice001 - [INFO] - [Evaluating Epoch 107 valid]:
MRR: Tail : 0.42812, Head : 0.37163, Avg : 0.39987
2023-05-25 19:30:09,928 - ice001 - [INFO] - [Epoch 107]: Training Loss: 0.0015452, Valid MRR: 0.4016,
2023-05-25 19:30:10,577 - ice001 - [INFO] - [E:108| 0]: Train Loss:0.0015573, Val MRR:0.4016, ice001
2023-05-25 19:31:14,646 - ice001 - [INFO] - [E:108| 100]: Train Loss:0.0015439, Val MRR:0.4016, ice001
2023-05-25 19:32:18,832 - ice001 - [INFO] - [E:108| 200]: Train Loss:0.0015434, Val MRR:0.4016, ice001
2023-05-25 19:33:22,879 - ice001 - [INFO] - [E:108| 300]: Train Loss:0.0015441, Val MRR:0.4016, ice001
2023-05-25 19:34:27,033 - ice001 - [INFO] - [E:108| 400]: Train Loss:0.0015449, Val MRR:0.4016, ice001
2023-05-25 19:35:31,199 - ice001 - [INFO] - [E:108| 500]: Train Loss:0.0015448, Val MRR:0.4016, ice001
2023-05-25 19:36:35,304 - ice001 - [INFO] - [E:108| 600]: Train Loss:0.0015446, Val MRR:0.4016, ice001
2023-05-25 19:37:39,424 - ice001 - [INFO] - [E:108| 700]: Train Loss:0.0015448, Val MRR:0.4016, ice001
2023-05-25 19:38:43,590 - ice001 - [INFO] - [E:108| 800]: Train Loss:0.0015447, Val MRR:0.4016, ice001
2023-05-25 19:39:47,798 - ice001 - [INFO] - [E:108| 900]: Train Loss:0.0015448, Val MRR:0.4016, ice001
2023-05-25 19:40:32,898 - ice001 - [INFO] - [Epoch:108]: Training Loss:0.001545
2023-05-25 19:40:33,115 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 19:40:46,961 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 19:41:00,632 - ice001 - [INFO] - [Evaluating Epoch 108 valid]:
MRR: Tail : 0.43104, Head : 0.37156, Avg : 0.4013
2023-05-25 19:41:00,632 - ice001 - [INFO] - [Epoch 108]: Training Loss: 0.0015449, Valid MRR: 0.4016,
2023-05-25 19:41:01,294 - ice001 - [INFO] - [E:109| 0]: Train Loss:0.001538, Val MRR:0.4016, ice001
2023-05-25 19:42:05,426 - ice001 - [INFO] - [E:109| 100]: Train Loss:0.0015425, Val MRR:0.4016, ice001
2023-05-25 19:43:09,583 - ice001 - [INFO] - [E:109| 200]: Train Loss:0.0015417, Val MRR:0.4016, ice001
2023-05-25 19:44:13,683 - ice001 - [INFO] - [E:109| 300]: Train Loss:0.0015431, Val MRR:0.4016, ice001
2023-05-25 19:45:17,813 - ice001 - [INFO] - [E:109| 400]: Train Loss:0.0015436, Val MRR:0.4016, ice001
2023-05-25 19:46:21,915 - ice001 - [INFO] - [E:109| 500]: Train Loss:0.0015439, Val MRR:0.4016, ice001
2023-05-25 19:47:26,060 - ice001 - [INFO] - [E:109| 600]: Train Loss:0.001544, Val MRR:0.4016, ice001
2023-05-25 19:48:30,269 - ice001 - [INFO] - [E:109| 700]: Train Loss:0.0015441, Val MRR:0.4016, ice001
2023-05-25 19:49:34,438 - ice001 - [INFO] - [E:109| 800]: Train Loss:0.0015445, Val MRR:0.4016, ice001
2023-05-25 19:50:38,543 - ice001 - [INFO] - [E:109| 900]: Train Loss:0.0015446, Val MRR:0.4016, ice001
2023-05-25 19:51:23,664 - ice001 - [INFO] - [Epoch:109]: Training Loss:0.001545
2023-05-25 19:51:23,883 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 19:51:37,747 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 19:51:51,378 - ice001 - [INFO] - [Evaluating Epoch 109 valid]:
MRR: Tail : 0.42333, Head : 0.36657, Avg : 0.39495
MR: Tail : 707.51, Head : 817.31, Avg : 762.41
Hit-1: Tail : 0.33487, Head : 0.28353, Avg : 0.3092
Hit-3: Tail : 0.47287, Head : 0.40418, Avg : 0.43852
Hit-10: Tail : 0.58357, Head : 0.52603, Avg : 0.5548
2023-05-25 19:51:51,378 - ice001 - [INFO] - [Epoch 109]: Training Loss: 0.0015448, Valid MRR: 0.4016,
2023-05-25 19:51:52,028 - ice001 - [INFO] - [E:110| 0]: Train Loss:0.0015331, Val MRR:0.4016, ice001
2023-05-25 19:52:56,227 - ice001 - [INFO] - [E:110| 100]: Train Loss:0.0015413, Val MRR:0.4016, ice001
2023-05-25 19:54:00,376 - ice001 - [INFO] - [E:110| 200]: Train Loss:0.0015416, Val MRR:0.4016, ice001
2023-05-25 19:55:04,594 - ice001 - [INFO] - [E:110| 300]: Train Loss:0.0015418, Val MRR:0.4016, ice001
2023-05-25 19:56:08,686 - ice001 - [INFO] - [E:110| 400]: Train Loss:0.0015429, Val MRR:0.4016, ice001
2023-05-25 19:57:12,827 - ice001 - [INFO] - [E:110| 500]: Train Loss:0.0015429, Val MRR:0.4016, ice001
2023-05-25 19:58:16,999 - ice001 - [INFO] - [E:110| 600]: Train Loss:0.0015432, Val MRR:0.4016, ice001
2023-05-25 19:59:21,136 - ice001 - [INFO] - [E:110| 700]: Train Loss:0.0015431, Val MRR:0.4016, ice001
2023-05-25 20:00:25,262 - ice001 - [INFO] - [E:110| 800]: Train Loss:0.0015434, Val MRR:0.4016, ice001
2023-05-25 20:01:29,435 - ice001 - [INFO] - [E:110| 900]: Train Loss:0.0015439, Val MRR:0.4016, ice001
2023-05-25 20:02:14,531 - ice001 - [INFO] - [Epoch:110]: Training Loss:0.001544
2023-05-25 20:02:14,747 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 20:02:28,595 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 20:02:42,240 - ice001 - [INFO] - [Evaluating Epoch 110 valid]:
MRR: Tail : 0.42576, Head : 0.36928, Avg : 0.39752
2023-05-25 20:02:42,240 - ice001 - [INFO] - [Epoch 110]: Training Loss: 0.0015439, Valid MRR: 0.4016,
2023-05-25 20:02:42,891 - ice001 - [INFO] - [E:111| 0]: Train Loss:0.0015355, Val MRR:0.4016, ice001
2023-05-25 20:03:47,008 - ice001 - [INFO] - [E:111| 100]: Train Loss:0.0015427, Val MRR:0.4016, ice001
2023-05-25 20:04:51,165 - ice001 - [INFO] - [E:111| 200]: Train Loss:0.0015427, Val MRR:0.4016, ice001
2023-05-25 20:05:55,396 - ice001 - [INFO] - [E:111| 300]: Train Loss:0.0015433, Val MRR:0.4016, ice001
2023-05-25 20:06:59,554 - ice001 - [INFO] - [E:111| 400]: Train Loss:0.0015429, Val MRR:0.4016, ice001
2023-05-25 20:08:03,754 - ice001 - [INFO] - [E:111| 500]: Train Loss:0.0015432, Val MRR:0.4016, ice001
2023-05-25 20:09:07,872 - ice001 - [INFO] - [E:111| 600]: Train Loss:0.001543, Val MRR:0.4016, ice001
2023-05-25 20:10:12,002 - ice001 - [INFO] - [E:111| 700]: Train Loss:0.0015429, Val MRR:0.4016, ice001
2023-05-25 20:11:16,135 - ice001 - [INFO] - [E:111| 800]: Train Loss:0.001543, Val MRR:0.4016, ice001
2023-05-25 20:12:20,322 - ice001 - [INFO] - [E:111| 900]: Train Loss:0.0015432, Val MRR:0.4016, ice001
2023-05-25 20:13:05,408 - ice001 - [INFO] - [Epoch:111]: Training Loss:0.001543
2023-05-25 20:13:05,625 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 20:13:19,458 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 20:13:33,082 - ice001 - [INFO] - [Evaluating Epoch 111 valid]:
MRR: Tail : 0.42859, Head : 0.36806, Avg : 0.39833
2023-05-25 20:13:33,082 - ice001 - [INFO] - [Epoch 111]: Training Loss: 0.0015433, Valid MRR: 0.4016,
2023-05-25 20:13:33,731 - ice001 - [INFO] - [E:112| 0]: Train Loss:0.0015312, Val MRR:0.4016, ice001
2023-05-25 20:14:37,824 - ice001 - [INFO] - [E:112| 100]: Train Loss:0.0015413, Val MRR:0.4016, ice001
2023-05-25 20:15:41,908 - ice001 - [INFO] - [E:112| 200]: Train Loss:0.0015408, Val MRR:0.4016, ice001
2023-05-25 20:16:45,989 - ice001 - [INFO] - [E:112| 300]: Train Loss:0.0015421, Val MRR:0.4016, ice001
2023-05-25 20:17:50,147 - ice001 - [INFO] - [E:112| 400]: Train Loss:0.0015427, Val MRR:0.4016, ice001
2023-05-25 20:18:54,259 - ice001 - [INFO] - [E:112| 500]: Train Loss:0.0015426, Val MRR:0.4016, ice001
2023-05-25 20:19:58,405 - ice001 - [INFO] - [E:112| 600]: Train Loss:0.0015427, Val MRR:0.4016, ice001
2023-05-25 20:21:02,488 - ice001 - [INFO] - [E:112| 700]: Train Loss:0.0015426, Val MRR:0.4016, ice001
2023-05-25 20:22:06,615 - ice001 - [INFO] - [E:112| 800]: Train Loss:0.0015425, Val MRR:0.4016, ice001
2023-05-25 20:23:10,720 - ice001 - [INFO] - [E:112| 900]: Train Loss:0.0015427, Val MRR:0.4016, ice001
2023-05-25 20:23:55,964 - ice001 - [INFO] - [Epoch:112]: Training Loss:0.001543
2023-05-25 20:23:56,182 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 20:24:10,073 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 20:24:23,727 - ice001 - [INFO] - [Evaluating Epoch 112 valid]:
MRR: Tail : 0.43035, Head : 0.36842, Avg : 0.39939
2023-05-25 20:24:23,727 - ice001 - [INFO] - [Epoch 112]: Training Loss: 0.0015428, Valid MRR: 0.4016,
2023-05-25 20:24:24,376 - ice001 - [INFO] - [E:113| 0]: Train Loss:0.0015359, Val MRR:0.4016, ice001
2023-05-25 20:25:28,465 - ice001 - [INFO] - [E:113| 100]: Train Loss:0.0015416, Val MRR:0.4016, ice001
2023-05-25 20:26:32,659 - ice001 - [INFO] - [E:113| 200]: Train Loss:0.0015409, Val MRR:0.4016, ice001
2023-05-25 20:27:36,830 - ice001 - [INFO] - [E:113| 300]: Train Loss:0.0015412, Val MRR:0.4016, ice001
2023-05-25 20:28:41,019 - ice001 - [INFO] - [E:113| 400]: Train Loss:0.0015418, Val MRR:0.4016, ice001
2023-05-25 20:29:45,161 - ice001 - [INFO] - [E:113| 500]: Train Loss:0.001542, Val MRR:0.4016, ice001
2023-05-25 20:30:49,274 - ice001 - [INFO] - [E:113| 600]: Train Loss:0.0015421, Val MRR:0.4016, ice001
2023-05-25 20:31:53,359 - ice001 - [INFO] - [E:113| 700]: Train Loss:0.0015424, Val MRR:0.4016, ice001
2023-05-25 20:32:57,458 - ice001 - [INFO] - [E:113| 800]: Train Loss:0.0015426, Val MRR:0.4016, ice001
2023-05-25 20:34:01,542 - ice001 - [INFO] - [E:113| 900]: Train Loss:0.0015426, Val MRR:0.4016, ice001
2023-05-25 20:34:46,614 - ice001 - [INFO] - [Epoch:113]: Training Loss:0.001543
2023-05-25 20:34:46,831 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 20:35:00,734 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 20:35:14,386 - ice001 - [INFO] - [Evaluating Epoch 113 valid]:
MRR: Tail : 0.43317, Head : 0.37327, Avg : 0.40322
2023-05-25 20:35:15,632 - ice001 - [INFO] - [Epoch 113]: Training Loss: 0.0015426, Valid MRR: 0.40322,
2023-05-25 20:35:16,283 - ice001 - [INFO] - [E:114| 0]: Train Loss:0.0015647, Val MRR:0.40322, ice001
2023-05-25 20:36:20,482 - ice001 - [INFO] - [E:114| 100]: Train Loss:0.0015431, Val MRR:0.40322, ice001
2023-05-25 20:37:24,747 - ice001 - [INFO] - [E:114| 200]: Train Loss:0.0015415, Val MRR:0.40322, ice001
2023-05-25 20:38:28,840 - ice001 - [INFO] - [E:114| 300]: Train Loss:0.0015416, Val MRR:0.40322, ice001
2023-05-25 20:39:33,022 - ice001 - [INFO] - [E:114| 400]: Train Loss:0.0015412, Val MRR:0.40322, ice001
2023-05-25 20:40:37,099 - ice001 - [INFO] - [E:114| 500]: Train Loss:0.0015413, Val MRR:0.40322, ice001
2023-05-25 20:41:41,218 - ice001 - [INFO] - [E:114| 600]: Train Loss:0.0015416, Val MRR:0.40322, ice001
2023-05-25 20:42:45,320 - ice001 - [INFO] - [E:114| 700]: Train Loss:0.0015417, Val MRR:0.40322, ice001
2023-05-25 20:43:49,503 - ice001 - [INFO] - [E:114| 800]: Train Loss:0.0015419, Val MRR:0.40322, ice001
2023-05-25 20:44:54,265 - ice001 - [INFO] - [E:114| 900]: Train Loss:0.0015419, Val MRR:0.40322, ice001
2023-05-25 20:45:39,353 - ice001 - [INFO] - [Epoch:114]: Training Loss:0.001542
2023-05-25 20:45:39,570 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 20:45:53,426 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 20:46:07,073 - ice001 - [INFO] - [Evaluating Epoch 114 valid]:
MRR: Tail : 0.42494, Head : 0.36591, Avg : 0.39543
2023-05-25 20:46:07,074 - ice001 - [INFO] - [Epoch 114]: Training Loss: 0.001542, Valid MRR: 0.40322,
2023-05-25 20:46:07,723 - ice001 - [INFO] - [E:115| 0]: Train Loss:0.0015386, Val MRR:0.40322, ice001
2023-05-25 20:47:11,946 - ice001 - [INFO] - [E:115| 100]: Train Loss:0.0015409, Val MRR:0.40322, ice001
2023-05-25 20:48:15,988 - ice001 - [INFO] - [E:115| 200]: Train Loss:0.0015409, Val MRR:0.40322, ice001
2023-05-25 20:49:20,076 - ice001 - [INFO] - [E:115| 300]: Train Loss:0.001541, Val MRR:0.40322, ice001
2023-05-25 20:50:24,147 - ice001 - [INFO] - [E:115| 400]: Train Loss:0.0015403, Val MRR:0.40322, ice001
2023-05-25 20:51:28,342 - ice001 - [INFO] - [E:115| 500]: Train Loss:0.0015407, Val MRR:0.40322, ice001
2023-05-25 20:52:32,520 - ice001 - [INFO] - [E:115| 600]: Train Loss:0.001541, Val MRR:0.40322, ice001
2023-05-25 20:53:36,783 - ice001 - [INFO] - [E:115| 700]: Train Loss:0.0015413, Val MRR:0.40322, ice001
2023-05-25 20:54:40,917 - ice001 - [INFO] - [E:115| 800]: Train Loss:0.0015414, Val MRR:0.40322, ice001
2023-05-25 20:55:45,033 - ice001 - [INFO] - [E:115| 900]: Train Loss:0.0015417, Val MRR:0.40322, ice001
2023-05-25 20:56:30,124 - ice001 - [INFO] - [Epoch:115]: Training Loss:0.001542
2023-05-25 20:56:30,341 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 20:56:44,188 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 20:56:57,814 - ice001 - [INFO] - [Evaluating Epoch 115 valid]:
MRR: Tail : 0.43113, Head : 0.371, Avg : 0.40106
2023-05-25 20:56:57,815 - ice001 - [INFO] - [Epoch 115]: Training Loss: 0.0015418, Valid MRR: 0.40322,
2023-05-25 20:56:58,464 - ice001 - [INFO] - [E:116| 0]: Train Loss:0.0015319, Val MRR:0.40322, ice001
2023-05-25 20:58:02,772 - ice001 - [INFO] - [E:116| 100]: Train Loss:0.0015405, Val MRR:0.40322, ice001
2023-05-25 20:59:06,821 - ice001 - [INFO] - [E:116| 200]: Train Loss:0.0015403, Val MRR:0.40322, ice001
2023-05-25 21:00:10,958 - ice001 - [INFO] - [E:116| 300]: Train Loss:0.0015405, Val MRR:0.40322, ice001
2023-05-25 21:01:15,064 - ice001 - [INFO] - [E:116| 400]: Train Loss:0.0015409, Val MRR:0.40322, ice001
2023-05-25 21:02:19,236 - ice001 - [INFO] - [E:116| 500]: Train Loss:0.0015414, Val MRR:0.40322, ice001
2023-05-25 21:03:23,337 - ice001 - [INFO] - [E:116| 600]: Train Loss:0.0015412, Val MRR:0.40322, ice001
2023-05-25 21:04:27,526 - ice001 - [INFO] - [E:116| 700]: Train Loss:0.0015413, Val MRR:0.40322, ice001
2023-05-25 21:05:31,549 - ice001 - [INFO] - [E:116| 800]: Train Loss:0.0015415, Val MRR:0.40322, ice001
2023-05-25 21:06:35,702 - ice001 - [INFO] - [E:116| 900]: Train Loss:0.0015417, Val MRR:0.40322, ice001
2023-05-25 21:07:20,779 - ice001 - [INFO] - [Epoch:116]: Training Loss:0.001542
2023-05-25 21:07:20,996 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 21:07:34,855 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 21:07:48,493 - ice001 - [INFO] - [Evaluating Epoch 116 valid]:
MRR: Tail : 0.42374, Head : 0.36333, Avg : 0.39353
2023-05-25 21:07:48,493 - ice001 - [INFO] - [Epoch 116]: Training Loss: 0.0015418, Valid MRR: 0.40322,
2023-05-25 21:07:49,141 - ice001 - [INFO] - [E:117| 0]: Train Loss:0.0015238, Val MRR:0.40322, ice001
2023-05-25 21:08:53,274 - ice001 - [INFO] - [E:117| 100]: Train Loss:0.0015415, Val MRR:0.40322, ice001
2023-05-25 21:09:57,418 - ice001 - [INFO] - [E:117| 200]: Train Loss:0.0015413, Val MRR:0.40322, ice001
2023-05-25 21:11:01,564 - ice001 - [INFO] - [E:117| 300]: Train Loss:0.0015405, Val MRR:0.40322, ice001
2023-05-25 21:12:05,710 - ice001 - [INFO] - [E:117| 400]: Train Loss:0.0015405, Val MRR:0.40322, ice001
2023-05-25 21:13:09,906 - ice001 - [INFO] - [E:117| 500]: Train Loss:0.0015407, Val MRR:0.40322, ice001
2023-05-25 21:14:14,044 - ice001 - [INFO] - [E:117| 600]: Train Loss:0.0015407, Val MRR:0.40322, ice001
2023-05-25 21:15:18,184 - ice001 - [INFO] - [E:117| 700]: Train Loss:0.0015407, Val MRR:0.40322, ice001
2023-05-25 21:16:22,358 - ice001 - [INFO] - [E:117| 800]: Train Loss:0.0015409, Val MRR:0.40322, ice001
2023-05-25 21:17:26,452 - ice001 - [INFO] - [E:117| 900]: Train Loss:0.0015411, Val MRR:0.40322, ice001
2023-05-25 21:18:11,623 - ice001 - [INFO] - [Epoch:117]: Training Loss:0.001541
2023-05-25 21:18:11,840 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 21:18:25,675 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 21:18:39,298 - ice001 - [INFO] - [Evaluating Epoch 117 valid]:
MRR: Tail : 0.42878, Head : 0.36907, Avg : 0.39892
2023-05-25 21:18:39,299 - ice001 - [INFO] - [Epoch 117]: Training Loss: 0.0015412, Valid MRR: 0.40322,
2023-05-25 21:18:39,948 - ice001 - [INFO] - [E:118| 0]: Train Loss:0.0015319, Val MRR:0.40322, ice001
2023-05-25 21:19:44,102 - ice001 - [INFO] - [E:118| 100]: Train Loss:0.0015396, Val MRR:0.40322, ice001
2023-05-25 21:20:48,198 - ice001 - [INFO] - [E:118| 200]: Train Loss:0.00154, Val MRR:0.40322, ice001
2023-05-25 21:21:52,270 - ice001 - [INFO] - [E:118| 300]: Train Loss:0.0015397, Val MRR:0.40322, ice001
2023-05-25 21:22:56,339 - ice001 - [INFO] - [E:118| 400]: Train Loss:0.0015398, Val MRR:0.40322, ice001
2023-05-25 21:24:00,394 - ice001 - [INFO] - [E:118| 500]: Train Loss:0.00154, Val MRR:0.40322, ice001
2023-05-25 21:25:04,548 - ice001 - [INFO] - [E:118| 600]: Train Loss:0.0015398, Val MRR:0.40322, ice001
2023-05-25 21:26:08,614 - ice001 - [INFO] - [E:118| 700]: Train Loss:0.0015401, Val MRR:0.40322, ice001
2023-05-25 21:27:12,793 - ice001 - [INFO] - [E:118| 800]: Train Loss:0.0015403, Val MRR:0.40322, ice001
2023-05-25 21:28:16,947 - ice001 - [INFO] - [E:118| 900]: Train Loss:0.0015405, Val MRR:0.40322, ice001
2023-05-25 21:29:02,064 - ice001 - [INFO] - [Epoch:118]: Training Loss:0.001541
2023-05-25 21:29:02,281 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 21:29:16,118 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 21:29:29,746 - ice001 - [INFO] - [Evaluating Epoch 118 valid]:
MRR: Tail : 0.43011, Head : 0.37013, Avg : 0.40012
2023-05-25 21:29:29,746 - ice001 - [INFO] - [Epoch 118]: Training Loss: 0.0015406, Valid MRR: 0.40322,
2023-05-25 21:29:30,397 - ice001 - [INFO] - [E:119| 0]: Train Loss:0.0015311, Val MRR:0.40322, ice001
2023-05-25 21:30:34,448 - ice001 - [INFO] - [E:119| 100]: Train Loss:0.0015375, Val MRR:0.40322, ice001
2023-05-25 21:31:38,573 - ice001 - [INFO] - [E:119| 200]: Train Loss:0.0015387, Val MRR:0.40322, ice001
2023-05-25 21:32:42,653 - ice001 - [INFO] - [E:119| 300]: Train Loss:0.0015391, Val MRR:0.40322, ice001
2023-05-25 21:33:46,835 - ice001 - [INFO] - [E:119| 400]: Train Loss:0.0015395, Val MRR:0.40322, ice001
2023-05-25 21:34:50,998 - ice001 - [INFO] - [E:119| 500]: Train Loss:0.0015403, Val MRR:0.40322, ice001
2023-05-25 21:35:55,213 - ice001 - [INFO] - [E:119| 600]: Train Loss:0.0015406, Val MRR:0.40322, ice001
2023-05-25 21:36:59,350 - ice001 - [INFO] - [E:119| 700]: Train Loss:0.0015404, Val MRR:0.40322, ice001
2023-05-25 21:38:03,590 - ice001 - [INFO] - [E:119| 800]: Train Loss:0.0015407, Val MRR:0.40322, ice001
2023-05-25 21:39:07,843 - ice001 - [INFO] - [E:119| 900]: Train Loss:0.0015407, Val MRR:0.40322, ice001
2023-05-25 21:39:52,944 - ice001 - [INFO] - [Epoch:119]: Training Loss:0.001541
2023-05-25 21:39:53,161 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 21:40:07,069 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 21:40:20,734 - ice001 - [INFO] - [Evaluating Epoch 119 valid]:
MRR: Tail : 0.43114, Head : 0.37178, Avg : 0.40146
MR: Tail : 702.26, Head : 789.2, Avg : 745.73
Hit-1: Tail : 0.34543, Head : 0.28911, Avg : 0.31727
Hit-3: Tail : 0.47591, Head : 0.41061, Avg : 0.44326
Hit-10: Tail : 0.58769, Head : 0.53235, Avg : 0.56002
2023-05-25 21:40:20,734 - ice001 - [INFO] - [Epoch 119]: Training Loss: 0.0015407, Valid MRR: 0.40322,
2023-05-25 21:40:21,384 - ice001 - [INFO] - [E:120| 0]: Train Loss:0.0015585, Val MRR:0.40322, ice001
2023-05-25 21:41:25,541 - ice001 - [INFO] - [E:120| 100]: Train Loss:0.001539, Val MRR:0.40322, ice001
2023-05-25 21:42:29,731 - ice001 - [INFO] - [E:120| 200]: Train Loss:0.0015397, Val MRR:0.40322, ice001
2023-05-25 21:43:33,771 - ice001 - [INFO] - [E:120| 300]: Train Loss:0.0015397, Val MRR:0.40322, ice001
2023-05-25 21:44:37,917 - ice001 - [INFO] - [E:120| 400]: Train Loss:0.0015401, Val MRR:0.40322, ice001
2023-05-25 21:45:41,942 - ice001 - [INFO] - [E:120| 500]: Train Loss:0.0015401, Val MRR:0.40322, ice001
2023-05-25 21:46:46,183 - ice001 - [INFO] - [E:120| 600]: Train Loss:0.0015399, Val MRR:0.40322, ice001
2023-05-25 21:47:50,330 - ice001 - [INFO] - [E:120| 700]: Train Loss:0.0015397, Val MRR:0.40322, ice001
2023-05-25 21:48:54,382 - ice001 - [INFO] - [E:120| 800]: Train Loss:0.0015395, Val MRR:0.40322, ice001
2023-05-25 21:49:58,599 - ice001 - [INFO] - [E:120| 900]: Train Loss:0.0015398, Val MRR:0.40322, ice001
2023-05-25 21:50:43,640 - ice001 - [INFO] - [Epoch:120]: Training Loss:0.00154
2023-05-25 21:50:43,857 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 21:50:57,704 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 21:51:11,343 - ice001 - [INFO] - [Evaluating Epoch 120 valid]:
MRR: Tail : 0.43056, Head : 0.37294, Avg : 0.40175
2023-05-25 21:51:11,343 - ice001 - [INFO] - [Epoch 120]: Training Loss: 0.00154, Valid MRR: 0.40322,
2023-05-25 21:51:11,991 - ice001 - [INFO] - [E:121| 0]: Train Loss:0.0015384, Val MRR:0.40322, ice001
2023-05-25 21:52:16,137 - ice001 - [INFO] - [E:121| 100]: Train Loss:0.0015405, Val MRR:0.40322, ice001
2023-05-25 21:53:20,229 - ice001 - [INFO] - [E:121| 200]: Train Loss:0.0015399, Val MRR:0.40322, ice001
2023-05-25 21:54:24,378 - ice001 - [INFO] - [E:121| 300]: Train Loss:0.0015399, Val MRR:0.40322, ice001
2023-05-25 21:55:28,536 - ice001 - [INFO] - [E:121| 400]: Train Loss:0.0015397, Val MRR:0.40322, ice001
2023-05-25 21:56:32,746 - ice001 - [INFO] - [E:121| 500]: Train Loss:0.0015397, Val MRR:0.40322, ice001
2023-05-25 21:57:36,916 - ice001 - [INFO] - [E:121| 600]: Train Loss:0.0015392, Val MRR:0.40322, ice001
2023-05-25 21:58:41,147 - ice001 - [INFO] - [E:121| 700]: Train Loss:0.0015389, Val MRR:0.40322, ice001
2023-05-25 21:59:45,255 - ice001 - [INFO] - [E:121| 800]: Train Loss:0.0015393, Val MRR:0.40322, ice001
2023-05-25 22:00:49,409 - ice001 - [INFO] - [E:121| 900]: Train Loss:0.0015394, Val MRR:0.40322, ice001
2023-05-25 22:01:34,438 - ice001 - [INFO] - [Epoch:121]: Training Loss:0.00154
2023-05-25 22:01:34,655 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 22:01:48,495 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 22:02:02,126 - ice001 - [INFO] - [Evaluating Epoch 121 valid]:
MRR: Tail : 0.42711, Head : 0.37102, Avg : 0.39907
2023-05-25 22:02:02,126 - ice001 - [INFO] - [Epoch 121]: Training Loss: 0.0015396, Valid MRR: 0.40322,
2023-05-25 22:02:02,774 - ice001 - [INFO] - [E:122| 0]: Train Loss:0.001553, Val MRR:0.40322, ice001
2023-05-25 22:03:06,964 - ice001 - [INFO] - [E:122| 100]: Train Loss:0.0015387, Val MRR:0.40322, ice001
2023-05-25 22:04:11,105 - ice001 - [INFO] - [E:122| 200]: Train Loss:0.001539, Val MRR:0.40322, ice001
2023-05-25 22:05:15,259 - ice001 - [INFO] - [E:122| 300]: Train Loss:0.0015391, Val MRR:0.40322, ice001
2023-05-25 22:06:19,485 - ice001 - [INFO] - [E:122| 400]: Train Loss:0.0015384, Val MRR:0.40322, ice001
2023-05-25 22:07:23,654 - ice001 - [INFO] - [E:122| 500]: Train Loss:0.0015387, Val MRR:0.40322, ice001
2023-05-25 22:08:27,746 - ice001 - [INFO] - [E:122| 600]: Train Loss:0.0015387, Val MRR:0.40322, ice001
2023-05-25 22:09:31,890 - ice001 - [INFO] - [E:122| 700]: Train Loss:0.0015389, Val MRR:0.40322, ice001
2023-05-25 22:10:35,943 - ice001 - [INFO] - [E:122| 800]: Train Loss:0.001539, Val MRR:0.40322, ice001
2023-05-25 22:11:40,096 - ice001 - [INFO] - [E:122| 900]: Train Loss:0.001539, Val MRR:0.40322, ice001
2023-05-25 22:12:25,190 - ice001 - [INFO] - [Epoch:122]: Training Loss:0.001539
2023-05-25 22:12:25,406 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 22:12:39,249 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 22:12:52,879 - ice001 - [INFO] - [Evaluating Epoch 122 valid]:
MRR: Tail : 0.42824, Head : 0.371, Avg : 0.39962
2023-05-25 22:12:52,879 - ice001 - [INFO] - [Epoch 122]: Training Loss: 0.0015393, Valid MRR: 0.40322,
2023-05-25 22:12:53,531 - ice001 - [INFO] - [E:123| 0]: Train Loss:0.001529, Val MRR:0.40322, ice001
2023-05-25 22:13:57,622 - ice001 - [INFO] - [E:123| 100]: Train Loss:0.001537, Val MRR:0.40322, ice001
2023-05-25 22:15:01,728 - ice001 - [INFO] - [E:123| 200]: Train Loss:0.0015378, Val MRR:0.40322, ice001
2023-05-25 22:16:05,781 - ice001 - [INFO] - [E:123| 300]: Train Loss:0.0015375, Val MRR:0.40322, ice001
2023-05-25 22:17:09,909 - ice001 - [INFO] - [E:123| 400]: Train Loss:0.0015381, Val MRR:0.40322, ice001
2023-05-25 22:18:14,095 - ice001 - [INFO] - [E:123| 500]: Train Loss:0.001538, Val MRR:0.40322, ice001
2023-05-25 22:19:18,274 - ice001 - [INFO] - [E:123| 600]: Train Loss:0.0015381, Val MRR:0.40322, ice001
2023-05-25 22:20:22,390 - ice001 - [INFO] - [E:123| 700]: Train Loss:0.0015383, Val MRR:0.40322, ice001
2023-05-25 22:21:26,592 - ice001 - [INFO] - [E:123| 800]: Train Loss:0.0015382, Val MRR:0.40322, ice001
2023-05-25 22:22:30,726 - ice001 - [INFO] - [E:123| 900]: Train Loss:0.0015382, Val MRR:0.40322, ice001
2023-05-25 22:23:15,870 - ice001 - [INFO] - [Epoch:123]: Training Loss:0.001538
2023-05-25 22:23:16,087 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 22:23:29,936 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 22:23:43,592 - ice001 - [INFO] - [Evaluating Epoch 123 valid]:
MRR: Tail : 0.42823, Head : 0.37224, Avg : 0.40023
2023-05-25 22:23:43,592 - ice001 - [INFO] - [Epoch 123]: Training Loss: 0.0015384, Valid MRR: 0.40322,
2023-05-25 22:23:44,244 - ice001 - [INFO] - [E:124| 0]: Train Loss:0.0015325, Val MRR:0.40322, ice001
2023-05-25 22:24:48,407 - ice001 - [INFO] - [E:124| 100]: Train Loss:0.0015345, Val MRR:0.40322, ice001
2023-05-25 22:25:52,578 - ice001 - [INFO] - [E:124| 200]: Train Loss:0.0015361, Val MRR:0.40322, ice001
2023-05-25 22:26:56,743 - ice001 - [INFO] - [E:124| 300]: Train Loss:0.0015369, Val MRR:0.40322, ice001
2023-05-25 22:28:00,884 - ice001 - [INFO] - [E:124| 400]: Train Loss:0.0015372, Val MRR:0.40322, ice001
2023-05-25 22:29:04,980 - ice001 - [INFO] - [E:124| 500]: Train Loss:0.0015378, Val MRR:0.40322, ice001
2023-05-25 22:30:09,174 - ice001 - [INFO] - [E:124| 600]: Train Loss:0.0015379, Val MRR:0.40322, ice001
2023-05-25 22:31:13,319 - ice001 - [INFO] - [E:124| 700]: Train Loss:0.0015377, Val MRR:0.40322, ice001
2023-05-25 22:32:17,531 - ice001 - [INFO] - [E:124| 800]: Train Loss:0.0015377, Val MRR:0.40322, ice001
2023-05-25 22:33:21,578 - ice001 - [INFO] - [E:124| 900]: Train Loss:0.0015378, Val MRR:0.40322, ice001
2023-05-25 22:34:06,700 - ice001 - [INFO] - [Epoch:124]: Training Loss:0.001538
2023-05-25 22:34:06,922 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 22:34:20,794 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 22:34:34,427 - ice001 - [INFO] - [Evaluating Epoch 124 valid]:
MRR: Tail : 0.43103, Head : 0.37202, Avg : 0.40152
2023-05-25 22:34:34,427 - ice001 - [INFO] - [Epoch 124]: Training Loss: 0.001538, Valid MRR: 0.40322,
2023-05-25 22:34:35,076 - ice001 - [INFO] - [E:125| 0]: Train Loss:0.0015245, Val MRR:0.40322, ice001
2023-05-25 22:35:39,150 - ice001 - [INFO] - [E:125| 100]: Train Loss:0.0015372, Val MRR:0.40322, ice001
2023-05-25 22:36:43,341 - ice001 - [INFO] - [E:125| 200]: Train Loss:0.0015368, Val MRR:0.40322, ice001
2023-05-25 22:37:47,411 - ice001 - [INFO] - [E:125| 300]: Train Loss:0.0015377, Val MRR:0.40322, ice001
2023-05-25 22:38:51,556 - ice001 - [INFO] - [E:125| 400]: Train Loss:0.0015378, Val MRR:0.40322, ice001
2023-05-25 22:39:55,620 - ice001 - [INFO] - [E:125| 500]: Train Loss:0.0015378, Val MRR:0.40322, ice001
2023-05-25 22:40:59,736 - ice001 - [INFO] - [E:125| 600]: Train Loss:0.0015376, Val MRR:0.40322, ice001
2023-05-25 22:42:03,812 - ice001 - [INFO] - [E:125| 700]: Train Loss:0.0015376, Val MRR:0.40322, ice001
2023-05-25 22:43:07,907 - ice001 - [INFO] - [E:125| 800]: Train Loss:0.0015379, Val MRR:0.40322, ice001
2023-05-25 22:44:12,056 - ice001 - [INFO] - [E:125| 900]: Train Loss:0.0015379, Val MRR:0.40322, ice001
2023-05-25 22:44:57,176 - ice001 - [INFO] - [Epoch:125]: Training Loss:0.001538
2023-05-25 22:44:57,393 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 22:45:11,240 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 22:45:24,911 - ice001 - [INFO] - [Evaluating Epoch 125 valid]:
MRR: Tail : 0.43131, Head : 0.375, Avg : 0.40315
2023-05-25 22:45:24,911 - ice001 - [INFO] - [Epoch 125]: Training Loss: 0.0015379, Valid MRR: 0.40322,
2023-05-25 22:45:25,562 - ice001 - [INFO] - [E:126| 0]: Train Loss:0.0015311, Val MRR:0.40322, ice001
2023-05-25 22:46:29,643 - ice001 - [INFO] - [E:126| 100]: Train Loss:0.0015357, Val MRR:0.40322, ice001
2023-05-25 22:47:33,758 - ice001 - [INFO] - [E:126| 200]: Train Loss:0.0015348, Val MRR:0.40322, ice001
2023-05-25 22:48:37,981 - ice001 - [INFO] - [E:126| 300]: Train Loss:0.0015357, Val MRR:0.40322, ice001
2023-05-25 22:49:42,184 - ice001 - [INFO] - [E:126| 400]: Train Loss:0.001536, Val MRR:0.40322, ice001
2023-05-25 22:50:46,396 - ice001 - [INFO] - [E:126| 500]: Train Loss:0.0015364, Val MRR:0.40322, ice001
2023-05-25 22:51:50,485 - ice001 - [INFO] - [E:126| 600]: Train Loss:0.0015364, Val MRR:0.40322, ice001
2023-05-25 22:52:54,571 - ice001 - [INFO] - [E:126| 700]: Train Loss:0.0015368, Val MRR:0.40322, ice001
2023-05-25 22:53:58,693 - ice001 - [INFO] - [E:126| 800]: Train Loss:0.0015371, Val MRR:0.40322, ice001
2023-05-25 22:55:02,854 - ice001 - [INFO] - [E:126| 900]: Train Loss:0.0015371, Val MRR:0.40322, ice001
2023-05-25 22:55:47,864 - ice001 - [INFO] - [Epoch:126]: Training Loss:0.001537
2023-05-25 22:55:48,082 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 22:56:01,934 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 22:56:15,576 - ice001 - [INFO] - [Evaluating Epoch 126 valid]:
MRR: Tail : 0.43028, Head : 0.3715, Avg : 0.40089
2023-05-25 22:56:15,576 - ice001 - [INFO] - [Epoch 126]: Training Loss: 0.0015372, Valid MRR: 0.40322,
2023-05-25 22:56:16,224 - ice001 - [INFO] - [E:127| 0]: Train Loss:0.0015503, Val MRR:0.40322, ice001
2023-05-25 22:57:20,380 - ice001 - [INFO] - [E:127| 100]: Train Loss:0.0015349, Val MRR:0.40322, ice001
2023-05-25 22:58:24,546 - ice001 - [INFO] - [E:127| 200]: Train Loss:0.0015364, Val MRR:0.40322, ice001
2023-05-25 22:59:28,685 - ice001 - [INFO] - [E:127| 300]: Train Loss:0.0015359, Val MRR:0.40322, ice001
2023-05-25 23:00:32,768 - ice001 - [INFO] - [E:127| 400]: Train Loss:0.0015359, Val MRR:0.40322, ice001
2023-05-25 23:01:36,894 - ice001 - [INFO] - [E:127| 500]: Train Loss:0.0015362, Val MRR:0.40322, ice001
2023-05-25 23:02:41,024 - ice001 - [INFO] - [E:127| 600]: Train Loss:0.0015361, Val MRR:0.40322, ice001
2023-05-25 23:03:45,176 - ice001 - [INFO] - [E:127| 700]: Train Loss:0.001536, Val MRR:0.40322, ice001
2023-05-25 23:04:49,290 - ice001 - [INFO] - [E:127| 800]: Train Loss:0.0015364, Val MRR:0.40322, ice001
2023-05-25 23:05:53,504 - ice001 - [INFO] - [E:127| 900]: Train Loss:0.0015363, Val MRR:0.40322, ice001
2023-05-25 23:06:38,644 - ice001 - [INFO] - [Epoch:127]: Training Loss:0.001536
2023-05-25 23:06:38,861 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 23:06:52,716 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 23:07:06,347 - ice001 - [INFO] - [Evaluating Epoch 127 valid]:
MRR: Tail : 0.42983, Head : 0.37261, Avg : 0.40122
2023-05-25 23:07:06,347 - ice001 - [INFO] - [Epoch 127]: Training Loss: 0.0015364, Valid MRR: 0.40322,
2023-05-25 23:07:06,997 - ice001 - [INFO] - [E:128| 0]: Train Loss:0.0015369, Val MRR:0.40322, ice001
2023-05-25 23:08:11,136 - ice001 - [INFO] - [E:128| 100]: Train Loss:0.0015368, Val MRR:0.40322, ice001
2023-05-25 23:09:15,259 - ice001 - [INFO] - [E:128| 200]: Train Loss:0.0015372, Val MRR:0.40322, ice001
2023-05-25 23:10:19,407 - ice001 - [INFO] - [E:128| 300]: Train Loss:0.0015367, Val MRR:0.40322, ice001
2023-05-25 23:11:23,489 - ice001 - [INFO] - [E:128| 400]: Train Loss:0.0015363, Val MRR:0.40322, ice001
2023-05-25 23:12:27,719 - ice001 - [INFO] - [E:128| 500]: Train Loss:0.001536, Val MRR:0.40322, ice001
2023-05-25 23:13:31,894 - ice001 - [INFO] - [E:128| 600]: Train Loss:0.001536, Val MRR:0.40322, ice001
2023-05-25 23:14:36,108 - ice001 - [INFO] - [E:128| 700]: Train Loss:0.0015362, Val MRR:0.40322, ice001
2023-05-25 23:15:40,176 - ice001 - [INFO] - [E:128| 800]: Train Loss:0.0015363, Val MRR:0.40322, ice001
2023-05-25 23:16:44,282 - ice001 - [INFO] - [E:128| 900]: Train Loss:0.0015364, Val MRR:0.40322, ice001
2023-05-25 23:17:29,359 - ice001 - [INFO] - [Epoch:128]: Training Loss:0.001536
2023-05-25 23:17:29,576 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 23:17:43,419 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 23:17:57,046 - ice001 - [INFO] - [Evaluating Epoch 128 valid]:
MRR: Tail : 0.42396, Head : 0.3672, Avg : 0.39558
2023-05-25 23:17:57,046 - ice001 - [INFO] - [Epoch 128]: Training Loss: 0.0015364, Valid MRR: 0.40322,
2023-05-25 23:17:57,696 - ice001 - [INFO] - [E:129| 0]: Train Loss:0.0015359, Val MRR:0.40322, ice001
2023-05-25 23:19:01,838 - ice001 - [INFO] - [E:129| 100]: Train Loss:0.0015356, Val MRR:0.40322, ice001
2023-05-25 23:20:05,979 - ice001 - [INFO] - [E:129| 200]: Train Loss:0.0015351, Val MRR:0.40322, ice001
2023-05-25 23:21:10,032 - ice001 - [INFO] - [E:129| 300]: Train Loss:0.0015351, Val MRR:0.40322, ice001
2023-05-25 23:22:14,261 - ice001 - [INFO] - [E:129| 400]: Train Loss:0.0015353, Val MRR:0.40322, ice001
2023-05-25 23:23:18,414 - ice001 - [INFO] - [E:129| 500]: Train Loss:0.0015352, Val MRR:0.40322, ice001
2023-05-25 23:24:22,532 - ice001 - [INFO] - [E:129| 600]: Train Loss:0.0015353, Val MRR:0.40322, ice001
2023-05-25 23:25:26,651 - ice001 - [INFO] - [E:129| 700]: Train Loss:0.0015354, Val MRR:0.40322, ice001
2023-05-25 23:26:30,799 - ice001 - [INFO] - [E:129| 800]: Train Loss:0.0015357, Val MRR:0.40322, ice001
2023-05-25 23:27:34,922 - ice001 - [INFO] - [E:129| 900]: Train Loss:0.0015359, Val MRR:0.40322, ice001
2023-05-25 23:28:20,059 - ice001 - [INFO] - [Epoch:129]: Training Loss:0.001536
2023-05-25 23:28:20,277 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 23:28:34,134 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 23:28:47,753 - ice001 - [INFO] - [Evaluating Epoch 129 valid]:
MRR: Tail : 0.42843, Head : 0.37197, Avg : 0.4002
MR: Tail : 717.07, Head : 806.55, Avg : 761.81
Hit-1: Tail : 0.34252, Head : 0.28972, Avg : 0.31612
Hit-3: Tail : 0.47469, Head : 0.41073, Avg : 0.44271
Hit-10: Tail : 0.58963, Head : 0.53028, Avg : 0.55996
2023-05-25 23:28:47,754 - ice001 - [INFO] - [Epoch 129]: Training Loss: 0.001536, Valid MRR: 0.40322,
2023-05-25 23:28:48,401 - ice001 - [INFO] - [E:130| 0]: Train Loss:0.0015193, Val MRR:0.40322, ice001
2023-05-25 23:29:52,473 - ice001 - [INFO] - [E:130| 100]: Train Loss:0.0015347, Val MRR:0.40322, ice001
2023-05-25 23:30:56,667 - ice001 - [INFO] - [E:130| 200]: Train Loss:0.0015346, Val MRR:0.40322, ice001
2023-05-25 23:32:00,758 - ice001 - [INFO] - [E:130| 300]: Train Loss:0.0015342, Val MRR:0.40322, ice001
2023-05-25 23:33:04,907 - ice001 - [INFO] - [E:130| 400]: Train Loss:0.0015344, Val MRR:0.40322, ice001
2023-05-25 23:34:09,129 - ice001 - [INFO] - [E:130| 500]: Train Loss:0.0015347, Val MRR:0.40322, ice001
2023-05-25 23:35:13,353 - ice001 - [INFO] - [E:130| 600]: Train Loss:0.001535, Val MRR:0.40322, ice001
2023-05-25 23:36:17,450 - ice001 - [INFO] - [E:130| 700]: Train Loss:0.0015351, Val MRR:0.40322, ice001
2023-05-25 23:37:21,633 - ice001 - [INFO] - [E:130| 800]: Train Loss:0.0015354, Val MRR:0.40322, ice001
2023-05-25 23:38:25,773 - ice001 - [INFO] - [E:130| 900]: Train Loss:0.0015356, Val MRR:0.40322, ice001
2023-05-25 23:39:10,884 - ice001 - [INFO] - [Epoch:130]: Training Loss:0.001536
2023-05-25 23:39:11,101 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 23:39:24,985 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 23:39:38,666 - ice001 - [INFO] - [Evaluating Epoch 130 valid]:
MRR: Tail : 0.4263, Head : 0.37302, Avg : 0.39966
2023-05-25 23:39:38,666 - ice001 - [INFO] - [Epoch 130]: Training Loss: 0.0015356, Valid MRR: 0.40322,
2023-05-25 23:39:39,320 - ice001 - [INFO] - [E:131| 0]: Train Loss:0.0015192, Val MRR:0.40322, ice001
2023-05-25 23:40:43,379 - ice001 - [INFO] - [E:131| 100]: Train Loss:0.0015356, Val MRR:0.40322, ice001
2023-05-25 23:41:47,512 - ice001 - [INFO] - [E:131| 200]: Train Loss:0.0015342, Val MRR:0.40322, ice001
2023-05-25 23:42:51,619 - ice001 - [INFO] - [E:131| 300]: Train Loss:0.0015354, Val MRR:0.40322, ice001
2023-05-25 23:43:55,784 - ice001 - [INFO] - [E:131| 400]: Train Loss:0.0015356, Val MRR:0.40322, ice001
2023-05-25 23:44:59,960 - ice001 - [INFO] - [E:131| 500]: Train Loss:0.0015356, Val MRR:0.40322, ice001
2023-05-25 23:46:04,061 - ice001 - [INFO] - [E:131| 600]: Train Loss:0.0015358, Val MRR:0.40322, ice001
2023-05-25 23:47:08,151 - ice001 - [INFO] - [E:131| 700]: Train Loss:0.0015358, Val MRR:0.40322, ice001
2023-05-25 23:48:12,308 - ice001 - [INFO] - [E:131| 800]: Train Loss:0.0015357, Val MRR:0.40322, ice001
2023-05-25 23:49:16,469 - ice001 - [INFO] - [E:131| 900]: Train Loss:0.0015357, Val MRR:0.40322, ice001
2023-05-25 23:50:01,614 - ice001 - [INFO] - [Epoch:131]: Training Loss:0.001536
2023-05-25 23:50:01,831 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-25 23:50:15,687 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-25 23:50:29,328 - ice001 - [INFO] - [Evaluating Epoch 131 valid]:
MRR: Tail : 0.42943, Head : 0.37373, Avg : 0.40158
2023-05-25 23:50:29,328 - ice001 - [INFO] - [Epoch 131]: Training Loss: 0.0015357, Valid MRR: 0.40322,
2023-05-25 23:50:29,981 - ice001 - [INFO] - [E:132| 0]: Train Loss:0.001515, Val MRR:0.40322, ice001
2023-05-25 23:51:34,149 - ice001 - [INFO] - [E:132| 100]: Train Loss:0.001534, Val MRR:0.40322, ice001
2023-05-25 23:52:38,251 - ice001 - [INFO] - [E:132| 200]: Train Loss:0.0015348, Val MRR:0.40322, ice001
2023-05-25 23:53:42,416 - ice001 - [INFO] - [E:132| 300]: Train Loss:0.0015342, Val MRR:0.40322, ice001
2023-05-25 23:54:46,493 - ice001 - [INFO] - [E:132| 400]: Train Loss:0.0015344, Val MRR:0.40322, ice001
2023-05-25 23:55:50,756 - ice001 - [INFO] - [E:132| 500]: Train Loss:0.0015343, Val MRR:0.40322, ice001
2023-05-25 23:56:54,897 - ice001 - [INFO] - [E:132| 600]: Train Loss:0.0015342, Val MRR:0.40322, ice001
2023-05-25 23:57:59,080 - ice001 - [INFO] - [E:132| 700]: Train Loss:0.0015343, Val MRR:0.40322, ice001
2023-05-25 23:59:03,135 - ice001 - [INFO] - [E:132| 800]: Train Loss:0.0015346, Val MRR:0.40322, ice001
2023-05-26 00:00:07,343 - ice001 - [INFO] - [E:132| 900]: Train Loss:0.0015349, Val MRR:0.40322, ice001
2023-05-26 00:00:52,434 - ice001 - [INFO] - [Epoch:132]: Training Loss:0.001535
2023-05-26 00:00:52,651 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 00:01:06,503 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 00:01:20,127 - ice001 - [INFO] - [Evaluating Epoch 132 valid]:
MRR: Tail : 0.42769, Head : 0.37175, Avg : 0.39972
2023-05-26 00:01:20,127 - ice001 - [INFO] - [Epoch 132]: Training Loss: 0.0015349, Valid MRR: 0.40322,
2023-05-26 00:01:20,775 - ice001 - [INFO] - [E:133| 0]: Train Loss:0.0015183, Val MRR:0.40322, ice001
2023-05-26 00:02:24,923 - ice001 - [INFO] - [E:133| 100]: Train Loss:0.0015328, Val MRR:0.40322, ice001
2023-05-26 00:03:29,045 - ice001 - [INFO] - [E:133| 200]: Train Loss:0.0015331, Val MRR:0.40322, ice001
2023-05-26 00:04:33,224 - ice001 - [INFO] - [E:133| 300]: Train Loss:0.0015339, Val MRR:0.40322, ice001
2023-05-26 00:05:37,247 - ice001 - [INFO] - [E:133| 400]: Train Loss:0.0015337, Val MRR:0.40322, ice001
2023-05-26 00:06:41,367 - ice001 - [INFO] - [E:133| 500]: Train Loss:0.0015341, Val MRR:0.40322, ice001
2023-05-26 00:07:45,483 - ice001 - [INFO] - [E:133| 600]: Train Loss:0.0015344, Val MRR:0.40322, ice001
2023-05-26 00:08:49,637 - ice001 - [INFO] - [E:133| 700]: Train Loss:0.0015344, Val MRR:0.40322, ice001
2023-05-26 00:09:53,728 - ice001 - [INFO] - [E:133| 800]: Train Loss:0.0015346, Val MRR:0.40322, ice001
2023-05-26 00:10:57,916 - ice001 - [INFO] - [E:133| 900]: Train Loss:0.0015348, Val MRR:0.40322, ice001
2023-05-26 00:11:43,014 - ice001 - [INFO] - [Epoch:133]: Training Loss:0.001535
2023-05-26 00:11:43,231 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 00:11:57,082 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 00:12:10,734 - ice001 - [INFO] - [Evaluating Epoch 133 valid]:
MRR: Tail : 0.42571, Head : 0.36891, Avg : 0.39731
2023-05-26 00:12:10,734 - ice001 - [INFO] - [Epoch 133]: Training Loss: 0.0015348, Valid MRR: 0.40322,
2023-05-26 00:12:11,384 - ice001 - [INFO] - [E:134| 0]: Train Loss:0.0015475, Val MRR:0.40322, ice001
2023-05-26 00:13:15,576 - ice001 - [INFO] - [E:134| 100]: Train Loss:0.0015346, Val MRR:0.40322, ice001
2023-05-26 00:14:19,850 - ice001 - [INFO] - [E:134| 200]: Train Loss:0.0015339, Val MRR:0.40322, ice001
2023-05-26 00:15:24,022 - ice001 - [INFO] - [E:134| 300]: Train Loss:0.0015335, Val MRR:0.40322, ice001
2023-05-26 00:16:28,161 - ice001 - [INFO] - [E:134| 400]: Train Loss:0.0015334, Val MRR:0.40322, ice001
2023-05-26 00:17:32,382 - ice001 - [INFO] - [E:134| 500]: Train Loss:0.0015333, Val MRR:0.40322, ice001
2023-05-26 00:18:36,524 - ice001 - [INFO] - [E:134| 600]: Train Loss:0.0015338, Val MRR:0.40322, ice001
2023-05-26 00:19:40,663 - ice001 - [INFO] - [E:134| 700]: Train Loss:0.0015342, Val MRR:0.40322, ice001
2023-05-26 00:20:44,792 - ice001 - [INFO] - [E:134| 800]: Train Loss:0.0015342, Val MRR:0.40322, ice001
2023-05-26 00:21:48,841 - ice001 - [INFO] - [E:134| 900]: Train Loss:0.0015343, Val MRR:0.40322, ice001
2023-05-26 00:22:33,947 - ice001 - [INFO] - [Epoch:134]: Training Loss:0.001534
2023-05-26 00:22:34,164 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 00:22:48,006 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 00:23:01,626 - ice001 - [INFO] - [Evaluating Epoch 134 valid]:
MRR: Tail : 0.4298, Head : 0.37267, Avg : 0.40124
2023-05-26 00:23:01,627 - ice001 - [INFO] - [Epoch 134]: Training Loss: 0.0015343, Valid MRR: 0.40322,
2023-05-26 00:23:02,277 - ice001 - [INFO] - [E:135| 0]: Train Loss:0.0015608, Val MRR:0.40322, ice001
2023-05-26 00:24:06,377 - ice001 - [INFO] - [E:135| 100]: Train Loss:0.0015329, Val MRR:0.40322, ice001
2023-05-26 00:25:10,558 - ice001 - [INFO] - [E:135| 200]: Train Loss:0.0015321, Val MRR:0.40322, ice001
2023-05-26 00:26:14,685 - ice001 - [INFO] - [E:135| 300]: Train Loss:0.0015321, Val MRR:0.40322, ice001
2023-05-26 00:27:18,785 - ice001 - [INFO] - [E:135| 400]: Train Loss:0.001533, Val MRR:0.40322, ice001
2023-05-26 00:28:22,967 - ice001 - [INFO] - [E:135| 500]: Train Loss:0.0015328, Val MRR:0.40322, ice001
2023-05-26 00:29:27,188 - ice001 - [INFO] - [E:135| 600]: Train Loss:0.0015331, Val MRR:0.40322, ice001
2023-05-26 00:30:31,371 - ice001 - [INFO] - [E:135| 700]: Train Loss:0.0015335, Val MRR:0.40322, ice001
2023-05-26 00:31:35,502 - ice001 - [INFO] - [E:135| 800]: Train Loss:0.0015337, Val MRR:0.40322, ice001
2023-05-26 00:32:39,567 - ice001 - [INFO] - [E:135| 900]: Train Loss:0.0015337, Val MRR:0.40322, ice001
2023-05-26 00:33:24,654 - ice001 - [INFO] - [Epoch:135]: Training Loss:0.001534
2023-05-26 00:33:24,872 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 00:33:38,732 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 00:33:52,372 - ice001 - [INFO] - [Evaluating Epoch 135 valid]:
MRR: Tail : 0.42919, Head : 0.37415, Avg : 0.40167
2023-05-26 00:33:52,372 - ice001 - [INFO] - [Epoch 135]: Training Loss: 0.0015337, Valid MRR: 0.40322,
2023-05-26 00:33:53,023 - ice001 - [INFO] - [E:136| 0]: Train Loss:0.0015388, Val MRR:0.40322, ice001
2023-05-26 00:34:57,207 - ice001 - [INFO] - [E:136| 100]: Train Loss:0.0015327, Val MRR:0.40322, ice001
2023-05-26 00:36:01,408 - ice001 - [INFO] - [E:136| 200]: Train Loss:0.001533, Val MRR:0.40322, ice001
2023-05-26 00:37:05,508 - ice001 - [INFO] - [E:136| 300]: Train Loss:0.001533, Val MRR:0.40322, ice001
2023-05-26 00:38:09,693 - ice001 - [INFO] - [E:136| 400]: Train Loss:0.0015332, Val MRR:0.40322, ice001
2023-05-26 00:39:13,798 - ice001 - [INFO] - [E:136| 500]: Train Loss:0.0015332, Val MRR:0.40322, ice001
2023-05-26 00:40:17,952 - ice001 - [INFO] - [E:136| 600]: Train Loss:0.001533, Val MRR:0.40322, ice001
2023-05-26 00:41:22,022 - ice001 - [INFO] - [E:136| 700]: Train Loss:0.0015332, Val MRR:0.40322, ice001
2023-05-26 00:42:26,185 - ice001 - [INFO] - [E:136| 800]: Train Loss:0.0015331, Val MRR:0.40322, ice001
2023-05-26 00:43:30,342 - ice001 - [INFO] - [E:136| 900]: Train Loss:0.0015334, Val MRR:0.40322, ice001
2023-05-26 00:44:15,462 - ice001 - [INFO] - [Epoch:136]: Training Loss:0.001534
2023-05-26 00:44:15,680 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 00:44:29,549 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 00:44:43,237 - ice001 - [INFO] - [Evaluating Epoch 136 valid]:
MRR: Tail : 0.42948, Head : 0.37493, Avg : 0.40221
2023-05-26 00:44:43,237 - ice001 - [INFO] - [Epoch 136]: Training Loss: 0.0015335, Valid MRR: 0.40322,
2023-05-26 00:44:43,887 - ice001 - [INFO] - [E:137| 0]: Train Loss:0.0015374, Val MRR:0.40322, ice001
2023-05-26 00:45:47,954 - ice001 - [INFO] - [E:137| 100]: Train Loss:0.001532, Val MRR:0.40322, ice001
2023-05-26 00:46:52,125 - ice001 - [INFO] - [E:137| 200]: Train Loss:0.0015315, Val MRR:0.40322, ice001
2023-05-26 00:47:56,237 - ice001 - [INFO] - [E:137| 300]: Train Loss:0.0015323, Val MRR:0.40322, ice001
2023-05-26 00:49:00,363 - ice001 - [INFO] - [E:137| 400]: Train Loss:0.0015325, Val MRR:0.40322, ice001
2023-05-26 00:50:04,562 - ice001 - [INFO] - [E:137| 500]: Train Loss:0.0015327, Val MRR:0.40322, ice001
2023-05-26 00:51:08,766 - ice001 - [INFO] - [E:137| 600]: Train Loss:0.0015328, Val MRR:0.40322, ice001
2023-05-26 00:52:12,964 - ice001 - [INFO] - [E:137| 700]: Train Loss:0.0015333, Val MRR:0.40322, ice001
2023-05-26 00:53:17,123 - ice001 - [INFO] - [E:137| 800]: Train Loss:0.0015332, Val MRR:0.40322, ice001
2023-05-26 00:54:21,291 - ice001 - [INFO] - [E:137| 900]: Train Loss:0.0015332, Val MRR:0.40322, ice001
2023-05-26 00:55:06,408 - ice001 - [INFO] - [Epoch:137]: Training Loss:0.001533
2023-05-26 00:55:06,626 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 00:55:20,483 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 00:55:34,123 - ice001 - [INFO] - [Evaluating Epoch 137 valid]:
MRR: Tail : 0.4257, Head : 0.37183, Avg : 0.39877
2023-05-26 00:55:34,123 - ice001 - [INFO] - [Epoch 137]: Training Loss: 0.0015333, Valid MRR: 0.40322,
2023-05-26 00:55:34,776 - ice001 - [INFO] - [E:138| 0]: Train Loss:0.0015352, Val MRR:0.40322, ice001
2023-05-26 00:56:38,970 - ice001 - [INFO] - [E:138| 100]: Train Loss:0.0015308, Val MRR:0.40322, ice001
2023-05-26 00:57:43,178 - ice001 - [INFO] - [E:138| 200]: Train Loss:0.0015326, Val MRR:0.40322, ice001
2023-05-26 00:58:47,306 - ice001 - [INFO] - [E:138| 300]: Train Loss:0.001533, Val MRR:0.40322, ice001
2023-05-26 00:59:51,384 - ice001 - [INFO] - [E:138| 400]: Train Loss:0.0015329, Val MRR:0.40322, ice001
2023-05-26 01:00:55,564 - ice001 - [INFO] - [E:138| 500]: Train Loss:0.0015329, Val MRR:0.40322, ice001
2023-05-26 01:01:59,688 - ice001 - [INFO] - [E:138| 600]: Train Loss:0.0015325, Val MRR:0.40322, ice001
2023-05-26 01:03:03,865 - ice001 - [INFO] - [E:138| 700]: Train Loss:0.0015328, Val MRR:0.40322, ice001
2023-05-26 01:04:08,003 - ice001 - [INFO] - [E:138| 800]: Train Loss:0.0015331, Val MRR:0.40322, ice001
2023-05-26 01:05:12,156 - ice001 - [INFO] - [E:138| 900]: Train Loss:0.001533, Val MRR:0.40322, ice001
2023-05-26 01:05:57,261 - ice001 - [INFO] - [Epoch:138]: Training Loss:0.001533
2023-05-26 01:05:57,478 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 01:06:11,322 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 01:06:24,973 - ice001 - [INFO] - [Evaluating Epoch 138 valid]:
MRR: Tail : 0.43072, Head : 0.37395, Avg : 0.40234
2023-05-26 01:06:24,973 - ice001 - [INFO] - [Epoch 138]: Training Loss: 0.0015329, Valid MRR: 0.40322,
2023-05-26 01:06:25,627 - ice001 - [INFO] - [E:139| 0]: Train Loss:0.0015387, Val MRR:0.40322, ice001
2023-05-26 01:07:29,835 - ice001 - [INFO] - [E:139| 100]: Train Loss:0.0015316, Val MRR:0.40322, ice001
2023-05-26 01:08:33,887 - ice001 - [INFO] - [E:139| 200]: Train Loss:0.0015316, Val MRR:0.40322, ice001
2023-05-26 01:09:38,055 - ice001 - [INFO] - [E:139| 300]: Train Loss:0.0015322, Val MRR:0.40322, ice001
2023-05-26 01:10:42,225 - ice001 - [INFO] - [E:139| 400]: Train Loss:0.0015324, Val MRR:0.40322, ice001
2023-05-26 01:11:46,406 - ice001 - [INFO] - [E:139| 500]: Train Loss:0.0015323, Val MRR:0.40322, ice001
2023-05-26 01:12:50,491 - ice001 - [INFO] - [E:139| 600]: Train Loss:0.0015322, Val MRR:0.40322, ice001
2023-05-26 01:13:54,653 - ice001 - [INFO] - [E:139| 700]: Train Loss:0.0015323, Val MRR:0.40322, ice001
2023-05-26 01:14:58,791 - ice001 - [INFO] - [E:139| 800]: Train Loss:0.0015323, Val MRR:0.40322, ice001
2023-05-26 01:16:02,924 - ice001 - [INFO] - [E:139| 900]: Train Loss:0.0015324, Val MRR:0.40322, ice001
2023-05-26 01:16:48,024 - ice001 - [INFO] - [Epoch:139]: Training Loss:0.001533
2023-05-26 01:16:48,240 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 01:17:02,103 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 01:17:15,730 - ice001 - [INFO] - [Evaluating Epoch 139 valid]:
MRR: Tail : 0.42627, Head : 0.37024, Avg : 0.39826
MR: Tail : 675.84, Head : 768.23, Avg : 722.04
Hit-1: Tail : 0.34094, Head : 0.28972, Avg : 0.31533
Hit-3: Tail : 0.47433, Head : 0.40721, Avg : 0.44077
Hit-10: Tail : 0.58187, Head : 0.5247, Avg : 0.55328
2023-05-26 01:17:15,730 - ice001 - [INFO] - [Epoch 139]: Training Loss: 0.0015326, Valid MRR: 0.40322,
2023-05-26 01:17:16,378 - ice001 - [INFO] - [E:140| 0]: Train Loss:0.0015298, Val MRR:0.40322, ice001
2023-05-26 01:18:20,487 - ice001 - [INFO] - [E:140| 100]: Train Loss:0.0015325, Val MRR:0.40322, ice001
2023-05-26 01:19:24,565 - ice001 - [INFO] - [E:140| 200]: Train Loss:0.0015319, Val MRR:0.40322, ice001
2023-05-26 01:20:28,771 - ice001 - [INFO] - [E:140| 300]: Train Loss:0.001532, Val MRR:0.40322, ice001
2023-05-26 01:21:32,910 - ice001 - [INFO] - [E:140| 400]: Train Loss:0.0015321, Val MRR:0.40322, ice001
2023-05-26 01:22:37,089 - ice001 - [INFO] - [E:140| 500]: Train Loss:0.0015319, Val MRR:0.40322, ice001
2023-05-26 01:23:41,260 - ice001 - [INFO] - [E:140| 600]: Train Loss:0.001532, Val MRR:0.40322, ice001
2023-05-26 01:24:45,430 - ice001 - [INFO] - [E:140| 700]: Train Loss:0.0015319, Val MRR:0.40322, ice001
2023-05-26 01:25:49,599 - ice001 - [INFO] - [E:140| 800]: Train Loss:0.001532, Val MRR:0.40322, ice001
2023-05-26 01:26:53,814 - ice001 - [INFO] - [E:140| 900]: Train Loss:0.001532, Val MRR:0.40322, ice001
2023-05-26 01:27:38,988 - ice001 - [INFO] - [Epoch:140]: Training Loss:0.001532
2023-05-26 01:27:39,206 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 01:27:53,055 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 01:28:06,685 - ice001 - [INFO] - [Evaluating Epoch 140 valid]:
MRR: Tail : 0.42952, Head : 0.37206, Avg : 0.40079
2023-05-26 01:28:06,685 - ice001 - [INFO] - [Epoch 140]: Training Loss: 0.0015322, Valid MRR: 0.40322,
2023-05-26 01:28:07,336 - ice001 - [INFO] - [E:141| 0]: Train Loss:0.0015193, Val MRR:0.40322, ice001
2023-05-26 01:29:11,464 - ice001 - [INFO] - [E:141| 100]: Train Loss:0.0015308, Val MRR:0.40322, ice001
2023-05-26 01:30:15,695 - ice001 - [INFO] - [E:141| 200]: Train Loss:0.0015311, Val MRR:0.40322, ice001
2023-05-26 01:31:19,798 - ice001 - [INFO] - [E:141| 300]: Train Loss:0.0015309, Val MRR:0.40322, ice001
2023-05-26 01:32:24,019 - ice001 - [INFO] - [E:141| 400]: Train Loss:0.0015307, Val MRR:0.40322, ice001
2023-05-26 01:33:28,128 - ice001 - [INFO] - [E:141| 500]: Train Loss:0.0015306, Val MRR:0.40322, ice001
2023-05-26 01:34:32,281 - ice001 - [INFO] - [E:141| 600]: Train Loss:0.0015309, Val MRR:0.40322, ice001
2023-05-26 01:35:36,423 - ice001 - [INFO] - [E:141| 700]: Train Loss:0.0015307, Val MRR:0.40322, ice001
2023-05-26 01:36:40,660 - ice001 - [INFO] - [E:141| 800]: Train Loss:0.001531, Val MRR:0.40322, ice001
2023-05-26 01:37:44,832 - ice001 - [INFO] - [E:141| 900]: Train Loss:0.0015314, Val MRR:0.40322, ice001
2023-05-26 01:38:29,957 - ice001 - [INFO] - [Epoch:141]: Training Loss:0.001532
2023-05-26 01:38:30,175 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 01:38:44,065 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 01:38:57,709 - ice001 - [INFO] - [Evaluating Epoch 141 valid]:
MRR: Tail : 0.42498, Head : 0.37084, Avg : 0.39791
2023-05-26 01:38:57,709 - ice001 - [INFO] - [Epoch 141]: Training Loss: 0.0015315, Valid MRR: 0.40322,
2023-05-26 01:38:58,373 - ice001 - [INFO] - [E:142| 0]: Train Loss:0.001524, Val MRR:0.40322, ice001
2023-05-26 01:40:02,533 - ice001 - [INFO] - [E:142| 100]: Train Loss:0.0015321, Val MRR:0.40322, ice001
2023-05-26 01:41:06,672 - ice001 - [INFO] - [E:142| 200]: Train Loss:0.0015316, Val MRR:0.40322, ice001
2023-05-26 01:42:10,794 - ice001 - [INFO] - [E:142| 300]: Train Loss:0.001531, Val MRR:0.40322, ice001
2023-05-26 01:43:15,001 - ice001 - [INFO] - [E:142| 400]: Train Loss:0.0015311, Val MRR:0.40322, ice001
2023-05-26 01:44:19,128 - ice001 - [INFO] - [E:142| 500]: Train Loss:0.001531, Val MRR:0.40322, ice001
2023-05-26 01:45:23,297 - ice001 - [INFO] - [E:142| 600]: Train Loss:0.0015308, Val MRR:0.40322, ice001
2023-05-26 01:46:27,382 - ice001 - [INFO] - [E:142| 700]: Train Loss:0.0015309, Val MRR:0.40322, ice001
2023-05-26 01:47:31,511 - ice001 - [INFO] - [E:142| 800]: Train Loss:0.0015309, Val MRR:0.40322, ice001
2023-05-26 01:48:35,724 - ice001 - [INFO] - [E:142| 900]: Train Loss:0.0015312, Val MRR:0.40322, ice001
2023-05-26 01:49:20,850 - ice001 - [INFO] - [Epoch:142]: Training Loss:0.001531
2023-05-26 01:49:21,069 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 01:49:34,935 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 01:49:48,616 - ice001 - [INFO] - [Evaluating Epoch 142 valid]:
MRR: Tail : 0.42913, Head : 0.37404, Avg : 0.40159
2023-05-26 01:49:48,616 - ice001 - [INFO] - [Epoch 142]: Training Loss: 0.0015312, Valid MRR: 0.40322,
2023-05-26 01:49:49,275 - ice001 - [INFO] - [E:143| 0]: Train Loss:0.0015285, Val MRR:0.40322, ice001
2023-05-26 01:50:53,509 - ice001 - [INFO] - [E:143| 100]: Train Loss:0.001529, Val MRR:0.40322, ice001
2023-05-26 01:51:57,649 - ice001 - [INFO] - [E:143| 200]: Train Loss:0.00153, Val MRR:0.40322, ice001
2023-05-26 01:53:01,921 - ice001 - [INFO] - [E:143| 300]: Train Loss:0.0015294, Val MRR:0.40322, ice001
2023-05-26 01:54:06,158 - ice001 - [INFO] - [E:143| 400]: Train Loss:0.0015294, Val MRR:0.40322, ice001
2023-05-26 01:55:10,362 - ice001 - [INFO] - [E:143| 500]: Train Loss:0.0015297, Val MRR:0.40322, ice001
2023-05-26 01:56:14,536 - ice001 - [INFO] - [E:143| 600]: Train Loss:0.00153, Val MRR:0.40322, ice001
2023-05-26 01:57:18,736 - ice001 - [INFO] - [E:143| 700]: Train Loss:0.0015303, Val MRR:0.40322, ice001
2023-05-26 01:58:22,967 - ice001 - [INFO] - [E:143| 800]: Train Loss:0.0015307, Val MRR:0.40322, ice001
2023-05-26 01:59:27,150 - ice001 - [INFO] - [E:143| 900]: Train Loss:0.0015309, Val MRR:0.40322, ice001
2023-05-26 02:00:12,233 - ice001 - [INFO] - [Epoch:143]: Training Loss:0.001531
2023-05-26 02:00:12,450 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 02:00:26,322 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 02:00:39,983 - ice001 - [INFO] - [Evaluating Epoch 143 valid]:
MRR: Tail : 0.42644, Head : 0.36996, Avg : 0.3982
2023-05-26 02:00:39,983 - ice001 - [INFO] - [Epoch 143]: Training Loss: 0.001531, Valid MRR: 0.40322,
2023-05-26 02:00:40,635 - ice001 - [INFO] - [E:144| 0]: Train Loss:0.0015358, Val MRR:0.40322, ice001
2023-05-26 02:01:44,882 - ice001 - [INFO] - [E:144| 100]: Train Loss:0.0015287, Val MRR:0.40322, ice001
2023-05-26 02:02:49,018 - ice001 - [INFO] - [E:144| 200]: Train Loss:0.00153, Val MRR:0.40322, ice001
2023-05-26 02:03:53,297 - ice001 - [INFO] - [E:144| 300]: Train Loss:0.0015299, Val MRR:0.40322, ice001
2023-05-26 02:04:57,578 - ice001 - [INFO] - [E:144| 400]: Train Loss:0.0015304, Val MRR:0.40322, ice001
2023-05-26 02:06:01,898 - ice001 - [INFO] - [E:144| 500]: Train Loss:0.0015307, Val MRR:0.40322, ice001
2023-05-26 02:07:06,151 - ice001 - [INFO] - [E:144| 600]: Train Loss:0.0015309, Val MRR:0.40322, ice001
2023-05-26 02:08:10,507 - ice001 - [INFO] - [E:144| 700]: Train Loss:0.001531, Val MRR:0.40322, ice001
2023-05-26 02:09:14,813 - ice001 - [INFO] - [E:144| 800]: Train Loss:0.0015309, Val MRR:0.40322, ice001
2023-05-26 02:10:19,044 - ice001 - [INFO] - [E:144| 900]: Train Loss:0.0015311, Val MRR:0.40322, ice001
2023-05-26 02:11:04,156 - ice001 - [INFO] - [Epoch:144]: Training Loss:0.001531
2023-05-26 02:11:04,373 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 02:11:18,220 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 02:11:31,873 - ice001 - [INFO] - [Evaluating Epoch 144 valid]:
MRR: Tail : 0.42913, Head : 0.37339, Avg : 0.40126
2023-05-26 02:11:31,873 - ice001 - [INFO] - [Epoch 144]: Training Loss: 0.0015312, Valid MRR: 0.40322,
2023-05-26 02:11:32,528 - ice001 - [INFO] - [E:145| 0]: Train Loss:0.0015183, Val MRR:0.40322, ice001
2023-05-26 02:12:36,825 - ice001 - [INFO] - [E:145| 100]: Train Loss:0.0015307, Val MRR:0.40322, ice001
2023-05-26 02:13:40,976 - ice001 - [INFO] - [E:145| 200]: Train Loss:0.0015297, Val MRR:0.40322, ice001
2023-05-26 02:14:45,241 - ice001 - [INFO] - [E:145| 300]: Train Loss:0.0015296, Val MRR:0.40322, ice001
2023-05-26 02:15:49,369 - ice001 - [INFO] - [E:145| 400]: Train Loss:0.0015296, Val MRR:0.40322, ice001
2023-05-26 02:16:53,627 - ice001 - [INFO] - [E:145| 500]: Train Loss:0.0015297, Val MRR:0.40322, ice001
2023-05-26 02:17:57,825 - ice001 - [INFO] - [E:145| 600]: Train Loss:0.0015297, Val MRR:0.40322, ice001
2023-05-26 02:19:02,080 - ice001 - [INFO] - [E:145| 700]: Train Loss:0.0015298, Val MRR:0.40322, ice001
2023-05-26 02:20:06,266 - ice001 - [INFO] - [E:145| 800]: Train Loss:0.0015301, Val MRR:0.40322, ice001
2023-05-26 02:21:10,395 - ice001 - [INFO] - [E:145| 900]: Train Loss:0.0015301, Val MRR:0.40322, ice001
2023-05-26 02:21:55,671 - ice001 - [INFO] - [Epoch:145]: Training Loss:0.00153
2023-05-26 02:21:55,889 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 02:22:09,762 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 02:22:23,417 - ice001 - [INFO] - [Evaluating Epoch 145 valid]:
MRR: Tail : 0.42449, Head : 0.37272, Avg : 0.39861
2023-05-26 02:22:23,417 - ice001 - [INFO] - [Epoch 145]: Training Loss: 0.0015304, Valid MRR: 0.40322,
2023-05-26 02:22:24,068 - ice001 - [INFO] - [E:146| 0]: Train Loss:0.0015417, Val MRR:0.40322, ice001
2023-05-26 02:23:28,321 - ice001 - [INFO] - [E:146| 100]: Train Loss:0.0015276, Val MRR:0.40322, ice001
2023-05-26 02:24:32,527 - ice001 - [INFO] - [E:146| 200]: Train Loss:0.0015283, Val MRR:0.40322, ice001
2023-05-26 02:25:36,670 - ice001 - [INFO] - [E:146| 300]: Train Loss:0.0015287, Val MRR:0.40322, ice001
2023-05-26 02:26:40,908 - ice001 - [INFO] - [E:146| 400]: Train Loss:0.0015288, Val MRR:0.40322, ice001
2023-05-26 02:27:45,070 - ice001 - [INFO] - [E:146| 500]: Train Loss:0.001529, Val MRR:0.40322, ice001
2023-05-26 02:28:49,352 - ice001 - [INFO] - [E:146| 600]: Train Loss:0.0015293, Val MRR:0.40322, ice001
2023-05-26 02:29:53,467 - ice001 - [INFO] - [E:146| 700]: Train Loss:0.0015295, Val MRR:0.40322, ice001
2023-05-26 02:30:57,667 - ice001 - [INFO] - [E:146| 800]: Train Loss:0.0015294, Val MRR:0.40322, ice001
2023-05-26 02:32:01,942 - ice001 - [INFO] - [E:146| 900]: Train Loss:0.0015298, Val MRR:0.40322, ice001
2023-05-26 02:32:47,119 - ice001 - [INFO] - [Epoch:146]: Training Loss:0.00153
2023-05-26 02:32:47,337 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 02:33:01,203 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 02:33:14,860 - ice001 - [INFO] - [Evaluating Epoch 146 valid]:
MRR: Tail : 0.43006, Head : 0.37469, Avg : 0.40238
2023-05-26 02:33:14,860 - ice001 - [INFO] - [Epoch 146]: Training Loss: 0.00153, Valid MRR: 0.40322,
2023-05-26 02:33:15,511 - ice001 - [INFO] - [E:147| 0]: Train Loss:0.0015293, Val MRR:0.40322, ice001
2023-05-26 02:34:19,725 - ice001 - [INFO] - [E:147| 100]: Train Loss:0.0015301, Val MRR:0.40322, ice001
2023-05-26 02:35:23,958 - ice001 - [INFO] - [E:147| 200]: Train Loss:0.0015301, Val MRR:0.40322, ice001
2023-05-26 02:36:28,172 - ice001 - [INFO] - [E:147| 300]: Train Loss:0.0015298, Val MRR:0.40322, ice001
2023-05-26 02:37:32,382 - ice001 - [INFO] - [E:147| 400]: Train Loss:0.0015293, Val MRR:0.40322, ice001
2023-05-26 02:38:36,507 - ice001 - [INFO] - [E:147| 500]: Train Loss:0.0015291, Val MRR:0.40322, ice001
2023-05-26 02:39:40,873 - ice001 - [INFO] - [E:147| 600]: Train Loss:0.0015293, Val MRR:0.40322, ice001
2023-05-26 02:40:45,109 - ice001 - [INFO] - [E:147| 700]: Train Loss:0.0015296, Val MRR:0.40322, ice001
2023-05-26 02:41:49,335 - ice001 - [INFO] - [E:147| 800]: Train Loss:0.0015297, Val MRR:0.40322, ice001
2023-05-26 02:42:53,512 - ice001 - [INFO] - [E:147| 900]: Train Loss:0.0015299, Val MRR:0.40322, ice001
2023-05-26 02:43:38,621 - ice001 - [INFO] - [Epoch:147]: Training Loss:0.00153
2023-05-26 02:43:38,839 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 02:43:52,745 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 02:44:06,411 - ice001 - [INFO] - [Evaluating Epoch 147 valid]:
MRR: Tail : 0.42807, Head : 0.37344, Avg : 0.40075
2023-05-26 02:44:06,411 - ice001 - [INFO] - [Epoch 147]: Training Loss: 0.00153, Valid MRR: 0.40322,
2023-05-26 02:44:07,062 - ice001 - [INFO] - [E:148| 0]: Train Loss:0.0015203, Val MRR:0.40322, ice001
2023-05-26 02:45:11,265 - ice001 - [INFO] - [E:148| 100]: Train Loss:0.0015283, Val MRR:0.40322, ice001
2023-05-26 02:46:15,481 - ice001 - [INFO] - [E:148| 200]: Train Loss:0.0015297, Val MRR:0.40322, ice001
2023-05-26 02:47:19,662 - ice001 - [INFO] - [E:148| 300]: Train Loss:0.001529, Val MRR:0.40322, ice001
2023-05-26 02:48:23,963 - ice001 - [INFO] - [E:148| 400]: Train Loss:0.0015291, Val MRR:0.40322, ice001
2023-05-26 02:49:28,183 - ice001 - [INFO] - [E:148| 500]: Train Loss:0.0015287, Val MRR:0.40322, ice001
2023-05-26 02:50:32,399 - ice001 - [INFO] - [E:148| 600]: Train Loss:0.0015288, Val MRR:0.40322, ice001
2023-05-26 02:51:36,617 - ice001 - [INFO] - [E:148| 700]: Train Loss:0.0015289, Val MRR:0.40322, ice001
2023-05-26 02:52:40,841 - ice001 - [INFO] - [E:148| 800]: Train Loss:0.0015289, Val MRR:0.40322, ice001
2023-05-26 02:53:45,148 - ice001 - [INFO] - [E:148| 900]: Train Loss:0.0015291, Val MRR:0.40322, ice001
2023-05-26 02:54:30,231 - ice001 - [INFO] - [Epoch:148]: Training Loss:0.001529
2023-05-26 02:54:30,448 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 02:54:44,300 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 02:54:57,963 - ice001 - [INFO] - [Evaluating Epoch 148 valid]:
MRR: Tail : 0.42829, Head : 0.37119, Avg : 0.39974
2023-05-26 02:54:57,963 - ice001 - [INFO] - [Epoch 148]: Training Loss: 0.0015294, Valid MRR: 0.40322,
2023-05-26 02:54:58,613 - ice001 - [INFO] - [E:149| 0]: Train Loss:0.0015428, Val MRR:0.40322, ice001
2023-05-26 02:56:02,822 - ice001 - [INFO] - [E:149| 100]: Train Loss:0.0015269, Val MRR:0.40322, ice001
2023-05-26 02:57:07,080 - ice001 - [INFO] - [E:149| 200]: Train Loss:0.0015274, Val MRR:0.40322, ice001
2023-05-26 02:58:11,308 - ice001 - [INFO] - [E:149| 300]: Train Loss:0.001528, Val MRR:0.40322, ice001
2023-05-26 02:59:15,453 - ice001 - [INFO] - [E:149| 400]: Train Loss:0.0015284, Val MRR:0.40322, ice001
2023-05-26 03:00:19,653 - ice001 - [INFO] - [E:149| 500]: Train Loss:0.0015286, Val MRR:0.40322, ice001
2023-05-26 03:01:23,780 - ice001 - [INFO] - [E:149| 600]: Train Loss:0.0015287, Val MRR:0.40322, ice001
2023-05-26 03:02:27,984 - ice001 - [INFO] - [E:149| 700]: Train Loss:0.0015286, Val MRR:0.40322, ice001
2023-05-26 03:03:32,211 - ice001 - [INFO] - [E:149| 800]: Train Loss:0.0015286, Val MRR:0.40322, ice001
2023-05-26 03:04:36,469 - ice001 - [INFO] - [E:149| 900]: Train Loss:0.0015289, Val MRR:0.40322, ice001
2023-05-26 03:05:21,554 - ice001 - [INFO] - [Epoch:149]: Training Loss:0.001529
2023-05-26 03:05:21,771 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 03:05:35,650 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 03:05:49,294 - ice001 - [INFO] - [Evaluating Epoch 149 valid]:
MRR: Tail : 0.42746, Head : 0.37202, Avg : 0.39974
MR: Tail : 620.85, Head : 720.86, Avg : 670.86
Hit-1: Tail : 0.34155, Head : 0.29033, Avg : 0.31594
Hit-3: Tail : 0.47409, Head : 0.41024, Avg : 0.44217
Hit-10: Tail : 0.58624, Head : 0.52664, Avg : 0.55644
2023-05-26 03:05:49,294 - ice001 - [INFO] - [Epoch 149]: Training Loss: 0.0015289, Valid MRR: 0.40322,
2023-05-26 03:05:49,945 - ice001 - [INFO] - [E:150| 0]: Train Loss:0.0015149, Val MRR:0.40322, ice001
2023-05-26 03:06:54,159 - ice001 - [INFO] - [E:150| 100]: Train Loss:0.0015263, Val MRR:0.40322, ice001
2023-05-26 03:07:58,333 - ice001 - [INFO] - [E:150| 200]: Train Loss:0.0015268, Val MRR:0.40322, ice001
2023-05-26 03:09:02,543 - ice001 - [INFO] - [E:150| 300]: Train Loss:0.0015273, Val MRR:0.40322, ice001
2023-05-26 03:10:06,663 - ice001 - [INFO] - [E:150| 400]: Train Loss:0.0015279, Val MRR:0.40322, ice001
2023-05-26 03:11:10,840 - ice001 - [INFO] - [E:150| 500]: Train Loss:0.001528, Val MRR:0.40322, ice001
2023-05-26 03:12:15,028 - ice001 - [INFO] - [E:150| 600]: Train Loss:0.0015283, Val MRR:0.40322, ice001
2023-05-26 03:13:19,267 - ice001 - [INFO] - [E:150| 700]: Train Loss:0.0015283, Val MRR:0.40322, ice001
2023-05-26 03:14:23,460 - ice001 - [INFO] - [E:150| 800]: Train Loss:0.0015285, Val MRR:0.40322, ice001
2023-05-26 03:15:27,684 - ice001 - [INFO] - [E:150| 900]: Train Loss:0.0015288, Val MRR:0.40322, ice001
2023-05-26 03:16:12,798 - ice001 - [INFO] - [Epoch:150]: Training Loss:0.001529
2023-05-26 03:16:13,017 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 03:16:26,882 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 03:16:40,539 - ice001 - [INFO] - [Evaluating Epoch 150 valid]:
MRR: Tail : 0.42871, Head : 0.3746, Avg : 0.40166
2023-05-26 03:16:40,539 - ice001 - [INFO] - [Epoch 150]: Training Loss: 0.0015289, Valid MRR: 0.40322,
2023-05-26 03:16:41,192 - ice001 - [INFO] - [E:151| 0]: Train Loss:0.0015173, Val MRR:0.40322, ice001
2023-05-26 03:17:45,427 - ice001 - [INFO] - [E:151| 100]: Train Loss:0.0015268, Val MRR:0.40322, ice001
2023-05-26 03:18:49,593 - ice001 - [INFO] - [E:151| 200]: Train Loss:0.0015271, Val MRR:0.40322, ice001
2023-05-26 03:19:53,809 - ice001 - [INFO] - [E:151| 300]: Train Loss:0.0015279, Val MRR:0.40322, ice001
2023-05-26 03:20:58,047 - ice001 - [INFO] - [E:151| 400]: Train Loss:0.0015278, Val MRR:0.40322, ice001
2023-05-26 03:22:02,272 - ice001 - [INFO] - [E:151| 500]: Train Loss:0.0015278, Val MRR:0.40322, ice001
2023-05-26 03:23:06,476 - ice001 - [INFO] - [E:151| 600]: Train Loss:0.0015278, Val MRR:0.40322, ice001
2023-05-26 03:24:10,815 - ice001 - [INFO] - [E:151| 700]: Train Loss:0.0015281, Val MRR:0.40322, ice001
2023-05-26 03:25:15,058 - ice001 - [INFO] - [E:151| 800]: Train Loss:0.0015281, Val MRR:0.40322, ice001
2023-05-26 03:26:19,323 - ice001 - [INFO] - [E:151| 900]: Train Loss:0.0015281, Val MRR:0.40322, ice001
2023-05-26 03:27:04,598 - ice001 - [INFO] - [Epoch:151]: Training Loss:0.001528
2023-05-26 03:27:04,815 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 03:27:18,664 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 03:27:32,309 - ice001 - [INFO] - [Evaluating Epoch 151 valid]:
MRR: Tail : 0.42428, Head : 0.3699, Avg : 0.39709
2023-05-26 03:27:32,309 - ice001 - [INFO] - [Epoch 151]: Training Loss: 0.0015285, Valid MRR: 0.40322,
2023-05-26 03:27:32,959 - ice001 - [INFO] - [E:152| 0]: Train Loss:0.0015312, Val MRR:0.40322, ice001
2023-05-26 03:28:37,154 - ice001 - [INFO] - [E:152| 100]: Train Loss:0.0015291, Val MRR:0.40322, ice001
2023-05-26 03:29:41,371 - ice001 - [INFO] - [E:152| 200]: Train Loss:0.0015272, Val MRR:0.40322, ice001
2023-05-26 03:30:45,608 - ice001 - [INFO] - [E:152| 300]: Train Loss:0.0015278, Val MRR:0.40322, ice001
2023-05-26 03:31:49,847 - ice001 - [INFO] - [E:152| 400]: Train Loss:0.0015274, Val MRR:0.40322, ice001
2023-05-26 03:32:53,981 - ice001 - [INFO] - [E:152| 500]: Train Loss:0.0015275, Val MRR:0.40322, ice001
2023-05-26 03:33:58,156 - ice001 - [INFO] - [E:152| 600]: Train Loss:0.0015275, Val MRR:0.40322, ice001
2023-05-26 03:35:02,348 - ice001 - [INFO] - [E:152| 700]: Train Loss:0.0015275, Val MRR:0.40322, ice001
2023-05-26 03:36:06,548 - ice001 - [INFO] - [E:152| 800]: Train Loss:0.0015278, Val MRR:0.40322, ice001
2023-05-26 03:37:10,671 - ice001 - [INFO] - [E:152| 900]: Train Loss:0.0015279, Val MRR:0.40322, ice001
2023-05-26 03:37:55,785 - ice001 - [INFO] - [Epoch:152]: Training Loss:0.001528
2023-05-26 03:37:56,004 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 03:38:09,870 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 03:38:23,514 - ice001 - [INFO] - [Evaluating Epoch 152 valid]:
MRR: Tail : 0.42691, Head : 0.37337, Avg : 0.40014
2023-05-26 03:38:23,514 - ice001 - [INFO] - [Epoch 152]: Training Loss: 0.0015281, Valid MRR: 0.40322,
2023-05-26 03:38:24,164 - ice001 - [INFO] - [E:153| 0]: Train Loss:0.0015239, Val MRR:0.40322, ice001
2023-05-26 03:39:28,326 - ice001 - [INFO] - [E:153| 100]: Train Loss:0.0015254, Val MRR:0.40322, ice001
2023-05-26 03:40:32,572 - ice001 - [INFO] - [E:153| 200]: Train Loss:0.0015258, Val MRR:0.40322, ice001
2023-05-26 03:41:36,665 - ice001 - [INFO] - [E:153| 300]: Train Loss:0.0015263, Val MRR:0.40322, ice001
2023-05-26 03:42:40,904 - ice001 - [INFO] - [E:153| 400]: Train Loss:0.0015264, Val MRR:0.40322, ice001
2023-05-26 03:43:45,078 - ice001 - [INFO] - [E:153| 500]: Train Loss:0.0015269, Val MRR:0.40322, ice001
2023-05-26 03:44:49,320 - ice001 - [INFO] - [E:153| 600]: Train Loss:0.0015271, Val MRR:0.40322, ice001
2023-05-26 03:45:53,445 - ice001 - [INFO] - [E:153| 700]: Train Loss:0.0015276, Val MRR:0.40322, ice001
2023-05-26 03:46:57,639 - ice001 - [INFO] - [E:153| 800]: Train Loss:0.0015278, Val MRR:0.40322, ice001
2023-05-26 03:48:01,770 - ice001 - [INFO] - [E:153| 900]: Train Loss:0.001528, Val MRR:0.40322, ice001
2023-05-26 03:48:46,903 - ice001 - [INFO] - [Epoch:153]: Training Loss:0.001528
2023-05-26 03:48:47,121 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 03:49:01,036 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 03:49:14,726 - ice001 - [INFO] - [Evaluating Epoch 153 valid]:
MRR: Tail : 0.42894, Head : 0.37254, Avg : 0.40074
2023-05-26 03:49:14,727 - ice001 - [INFO] - [Epoch 153]: Training Loss: 0.0015279, Valid MRR: 0.40322,
2023-05-26 03:49:15,378 - ice001 - [INFO] - [E:154| 0]: Train Loss:0.0015426, Val MRR:0.40322, ice001
2023-05-26 03:50:19,621 - ice001 - [INFO] - [E:154| 100]: Train Loss:0.0015272, Val MRR:0.40322, ice001
2023-05-26 03:51:23,945 - ice001 - [INFO] - [E:154| 200]: Train Loss:0.0015271, Val MRR:0.40322, ice001
2023-05-26 03:52:28,092 - ice001 - [INFO] - [E:154| 300]: Train Loss:0.0015265, Val MRR:0.40322, ice001
2023-05-26 03:53:32,391 - ice001 - [INFO] - [E:154| 400]: Train Loss:0.0015265, Val MRR:0.40322, ice001
2023-05-26 03:54:36,593 - ice001 - [INFO] - [E:154| 500]: Train Loss:0.0015267, Val MRR:0.40322, ice001
2023-05-26 03:55:40,782 - ice001 - [INFO] - [E:154| 600]: Train Loss:0.0015268, Val MRR:0.40322, ice001
2023-05-26 03:56:44,981 - ice001 - [INFO] - [E:154| 700]: Train Loss:0.001527, Val MRR:0.40322, ice001
2023-05-26 03:57:49,184 - ice001 - [INFO] - [E:154| 800]: Train Loss:0.0015272, Val MRR:0.40322, ice001
2023-05-26 03:58:53,373 - ice001 - [INFO] - [E:154| 900]: Train Loss:0.0015274, Val MRR:0.40322, ice001
2023-05-26 03:59:38,501 - ice001 - [INFO] - [Epoch:154]: Training Loss:0.001527
2023-05-26 03:59:38,718 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 03:59:52,578 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 04:00:06,239 - ice001 - [INFO] - [Evaluating Epoch 154 valid]:
MRR: Tail : 0.4268, Head : 0.3734, Avg : 0.4001
2023-05-26 04:00:06,239 - ice001 - [INFO] - [Epoch 154]: Training Loss: 0.0015273, Valid MRR: 0.40322,
2023-05-26 04:00:06,892 - ice001 - [INFO] - [E:155| 0]: Train Loss:0.0015222, Val MRR:0.40322, ice001
2023-05-26 04:01:11,169 - ice001 - [INFO] - [E:155| 100]: Train Loss:0.0015279, Val MRR:0.40322, ice001
2023-05-26 04:02:15,424 - ice001 - [INFO] - [E:155| 200]: Train Loss:0.001527, Val MRR:0.40322, ice001
2023-05-26 04:03:19,653 - ice001 - [INFO] - [E:155| 300]: Train Loss:0.0015262, Val MRR:0.40322, ice001
2023-05-26 04:04:23,888 - ice001 - [INFO] - [E:155| 400]: Train Loss:0.0015266, Val MRR:0.40322, ice001
2023-05-26 04:05:28,115 - ice001 - [INFO] - [E:155| 500]: Train Loss:0.001527, Val MRR:0.40322, ice001
2023-05-26 04:06:32,321 - ice001 - [INFO] - [E:155| 600]: Train Loss:0.0015273, Val MRR:0.40322, ice001
2023-05-26 04:07:36,677 - ice001 - [INFO] - [E:155| 700]: Train Loss:0.0015271, Val MRR:0.40322, ice001
2023-05-26 04:08:40,949 - ice001 - [INFO] - [E:155| 800]: Train Loss:0.0015271, Val MRR:0.40322, ice001
2023-05-26 04:09:45,175 - ice001 - [INFO] - [E:155| 900]: Train Loss:0.001527, Val MRR:0.40322, ice001
2023-05-26 04:10:30,320 - ice001 - [INFO] - [Epoch:155]: Training Loss:0.001527
2023-05-26 04:10:30,538 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 04:10:44,403 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 04:10:58,049 - ice001 - [INFO] - [Evaluating Epoch 155 valid]:
MRR: Tail : 0.42642, Head : 0.37482, Avg : 0.40062
2023-05-26 04:10:58,049 - ice001 - [INFO] - [Epoch 155]: Training Loss: 0.0015272, Valid MRR: 0.40322,
2023-05-26 04:10:58,697 - ice001 - [INFO] - [E:156| 0]: Train Loss:0.0015417, Val MRR:0.40322, ice001
2023-05-26 04:12:02,972 - ice001 - [INFO] - [E:156| 100]: Train Loss:0.0015275, Val MRR:0.40322, ice001
2023-05-26 04:13:07,197 - ice001 - [INFO] - [E:156| 200]: Train Loss:0.0015269, Val MRR:0.40322, ice001
2023-05-26 04:14:11,393 - ice001 - [INFO] - [E:156| 300]: Train Loss:0.0015265, Val MRR:0.40322, ice001
2023-05-26 04:15:15,627 - ice001 - [INFO] - [E:156| 400]: Train Loss:0.0015265, Val MRR:0.40322, ice001
2023-05-26 04:16:19,803 - ice001 - [INFO] - [E:156| 500]: Train Loss:0.0015265, Val MRR:0.40322, ice001
2023-05-26 04:17:23,962 - ice001 - [INFO] - [E:156| 600]: Train Loss:0.0015265, Val MRR:0.40322, ice001
2023-05-26 04:18:28,152 - ice001 - [INFO] - [E:156| 700]: Train Loss:0.0015265, Val MRR:0.40322, ice001
2023-05-26 04:19:32,401 - ice001 - [INFO] - [E:156| 800]: Train Loss:0.0015265, Val MRR:0.40322, ice001
2023-05-26 04:20:36,617 - ice001 - [INFO] - [E:156| 900]: Train Loss:0.0015266, Val MRR:0.40322, ice001
2023-05-26 04:21:21,677 - ice001 - [INFO] - [Epoch:156]: Training Loss:0.001527
2023-05-26 04:21:21,894 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 04:21:35,755 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 04:21:49,406 - ice001 - [INFO] - [Evaluating Epoch 156 valid]:
MRR: Tail : 0.42476, Head : 0.37098, Avg : 0.39787
2023-05-26 04:21:49,407 - ice001 - [INFO] - [Epoch 156]: Training Loss: 0.0015267, Valid MRR: 0.40322,
2023-05-26 04:21:50,058 - ice001 - [INFO] - [E:157| 0]: Train Loss:0.0015286, Val MRR:0.40322, ice001
2023-05-26 04:22:54,239 - ice001 - [INFO] - [E:157| 100]: Train Loss:0.0015272, Val MRR:0.40322, ice001
2023-05-26 04:23:58,420 - ice001 - [INFO] - [E:157| 200]: Train Loss:0.0015269, Val MRR:0.40322, ice001
2023-05-26 04:25:02,626 - ice001 - [INFO] - [E:157| 300]: Train Loss:0.0015262, Val MRR:0.40322, ice001
2023-05-26 04:26:06,746 - ice001 - [INFO] - [E:157| 400]: Train Loss:0.0015264, Val MRR:0.40322, ice001
2023-05-26 04:27:11,011 - ice001 - [INFO] - [E:157| 500]: Train Loss:0.0015262, Val MRR:0.40322, ice001
2023-05-26 04:28:15,142 - ice001 - [INFO] - [E:157| 600]: Train Loss:0.0015265, Val MRR:0.40322, ice001
2023-05-26 04:29:19,313 - ice001 - [INFO] - [E:157| 700]: Train Loss:0.0015265, Val MRR:0.40322, ice001
2023-05-26 04:30:23,433 - ice001 - [INFO] - [E:157| 800]: Train Loss:0.0015268, Val MRR:0.40322, ice001
2023-05-26 04:31:27,592 - ice001 - [INFO] - [E:157| 900]: Train Loss:0.0015266, Val MRR:0.40322, ice001
2023-05-26 04:32:12,791 - ice001 - [INFO] - [Epoch:157]: Training Loss:0.001527
2023-05-26 04:32:13,008 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 04:32:26,866 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 04:32:40,505 - ice001 - [INFO] - [Evaluating Epoch 157 valid]:
MRR: Tail : 0.42046, Head : 0.36652, Avg : 0.39349
2023-05-26 04:32:40,505 - ice001 - [INFO] - [Epoch 157]: Training Loss: 0.0015267, Valid MRR: 0.40322,
2023-05-26 04:32:41,156 - ice001 - [INFO] - [E:158| 0]: Train Loss:0.001517, Val MRR:0.40322, ice001
2023-05-26 04:33:45,365 - ice001 - [INFO] - [E:158| 100]: Train Loss:0.0015252, Val MRR:0.40322, ice001
2023-05-26 04:34:49,532 - ice001 - [INFO] - [E:158| 200]: Train Loss:0.001526, Val MRR:0.40322, ice001
2023-05-26 04:35:53,739 - ice001 - [INFO] - [E:158| 300]: Train Loss:0.0015261, Val MRR:0.40322, ice001
2023-05-26 04:36:57,954 - ice001 - [INFO] - [E:158| 400]: Train Loss:0.0015263, Val MRR:0.40322, ice001
2023-05-26 04:38:02,053 - ice001 - [INFO] - [E:158| 500]: Train Loss:0.0015264, Val MRR:0.40322, ice001
2023-05-26 04:39:06,235 - ice001 - [INFO] - [E:158| 600]: Train Loss:0.0015264, Val MRR:0.40322, ice001
2023-05-26 04:40:10,387 - ice001 - [INFO] - [E:158| 700]: Train Loss:0.0015263, Val MRR:0.40322, ice001
2023-05-26 04:41:14,587 - ice001 - [INFO] - [E:158| 800]: Train Loss:0.0015264, Val MRR:0.40322, ice001
2023-05-26 04:42:18,811 - ice001 - [INFO] - [E:158| 900]: Train Loss:0.0015265, Val MRR:0.40322, ice001
2023-05-26 04:43:04,059 - ice001 - [INFO] - [Epoch:158]: Training Loss:0.001526
2023-05-26 04:43:04,277 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 04:43:18,129 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 04:43:31,764 - ice001 - [INFO] - [Evaluating Epoch 158 valid]:
MRR: Tail : 0.42511, Head : 0.37204, Avg : 0.39857
2023-05-26 04:43:31,764 - ice001 - [INFO] - [Epoch 158]: Training Loss: 0.0015264, Valid MRR: 0.40322,
2023-05-26 04:43:32,414 - ice001 - [INFO] - [E:159| 0]: Train Loss:0.001518, Val MRR:0.40322, ice001
2023-05-26 04:44:36,572 - ice001 - [INFO] - [E:159| 100]: Train Loss:0.0015233, Val MRR:0.40322, ice001
2023-05-26 04:45:40,803 - ice001 - [INFO] - [E:159| 200]: Train Loss:0.0015243, Val MRR:0.40322, ice001
2023-05-26 04:46:44,962 - ice001 - [INFO] - [E:159| 300]: Train Loss:0.0015247, Val MRR:0.40322, ice001
2023-05-26 04:47:49,144 - ice001 - [INFO] - [E:159| 400]: Train Loss:0.0015257, Val MRR:0.40322, ice001
2023-05-26 04:48:53,290 - ice001 - [INFO] - [E:159| 500]: Train Loss:0.0015253, Val MRR:0.40322, ice001
2023-05-26 04:49:57,474 - ice001 - [INFO] - [E:159| 600]: Train Loss:0.0015253, Val MRR:0.40322, ice001
2023-05-26 04:51:01,627 - ice001 - [INFO] - [E:159| 700]: Train Loss:0.0015258, Val MRR:0.40322, ice001
2023-05-26 04:52:05,820 - ice001 - [INFO] - [E:159| 800]: Train Loss:0.0015256, Val MRR:0.40322, ice001
2023-05-26 04:53:09,981 - ice001 - [INFO] - [E:159| 900]: Train Loss:0.0015258, Val MRR:0.40322, ice001
2023-05-26 04:53:55,132 - ice001 - [INFO] - [Epoch:159]: Training Loss:0.001526
2023-05-26 04:53:55,350 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 04:54:09,236 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 04:54:22,881 - ice001 - [INFO] - [Evaluating Epoch 159 valid]:
MRR: Tail : 0.4254, Head : 0.37314, Avg : 0.39927
MR: Tail : 625.82, Head : 715.85, Avg : 670.84
Hit-1: Tail : 0.34021, Head : 0.29263, Avg : 0.31642
Hit-3: Tail : 0.47312, Head : 0.41085, Avg : 0.44198
Hit-10: Tail : 0.58053, Head : 0.52701, Avg : 0.55377
2023-05-26 04:54:22,881 - ice001 - [INFO] - [Epoch 159]: Training Loss: 0.001526, Valid MRR: 0.40322,
2023-05-26 04:54:23,530 - ice001 - [INFO] - [E:160| 0]: Train Loss:0.0015153, Val MRR:0.40322, ice001
2023-05-26 04:55:27,656 - ice001 - [INFO] - [E:160| 100]: Train Loss:0.0015222, Val MRR:0.40322, ice001
2023-05-26 04:56:31,908 - ice001 - [INFO] - [E:160| 200]: Train Loss:0.0015241, Val MRR:0.40322, ice001
2023-05-26 04:57:36,019 - ice001 - [INFO] - [E:160| 300]: Train Loss:0.0015247, Val MRR:0.40322, ice001
2023-05-26 04:58:40,266 - ice001 - [INFO] - [E:160| 400]: Train Loss:0.0015249, Val MRR:0.40322, ice001
2023-05-26 04:59:44,379 - ice001 - [INFO] - [E:160| 500]: Train Loss:0.0015253, Val MRR:0.40322, ice001
2023-05-26 05:00:48,589 - ice001 - [INFO] - [E:160| 600]: Train Loss:0.0015254, Val MRR:0.40322, ice001
2023-05-26 05:01:52,644 - ice001 - [INFO] - [E:160| 700]: Train Loss:0.0015258, Val MRR:0.40322, ice001
2023-05-26 05:02:56,806 - ice001 - [INFO] - [E:160| 800]: Train Loss:0.0015258, Val MRR:0.40322, ice001
2023-05-26 05:04:00,974 - ice001 - [INFO] - [E:160| 900]: Train Loss:0.0015259, Val MRR:0.40322, ice001
2023-05-26 05:04:46,102 - ice001 - [INFO] - [Epoch:160]: Training Loss:0.001526
2023-05-26 05:04:46,319 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 05:05:00,170 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 05:05:13,852 - ice001 - [INFO] - [Evaluating Epoch 160 valid]:
MRR: Tail : 0.42393, Head : 0.36944, Avg : 0.39669
2023-05-26 05:05:13,852 - ice001 - [INFO] - [Epoch 160]: Training Loss: 0.0015259, Valid MRR: 0.40322,
2023-05-26 05:05:14,502 - ice001 - [INFO] - [E:161| 0]: Train Loss:0.0015228, Val MRR:0.40322, ice001
2023-05-26 05:06:18,582 - ice001 - [INFO] - [E:161| 100]: Train Loss:0.0015244, Val MRR:0.40322, ice001
2023-05-26 05:07:22,693 - ice001 - [INFO] - [E:161| 200]: Train Loss:0.0015244, Val MRR:0.40322, ice001
2023-05-26 05:08:26,802 - ice001 - [INFO] - [E:161| 300]: Train Loss:0.0015246, Val MRR:0.40322, ice001
2023-05-26 05:09:30,897 - ice001 - [INFO] - [E:161| 400]: Train Loss:0.0015252, Val MRR:0.40322, ice001
2023-05-26 05:10:35,088 - ice001 - [INFO] - [E:161| 500]: Train Loss:0.0015254, Val MRR:0.40322, ice001
2023-05-26 05:11:39,293 - ice001 - [INFO] - [E:161| 600]: Train Loss:0.0015257, Val MRR:0.40322, ice001
2023-05-26 05:12:43,477 - ice001 - [INFO] - [E:161| 700]: Train Loss:0.0015255, Val MRR:0.40322, ice001
2023-05-26 05:13:47,578 - ice001 - [INFO] - [E:161| 800]: Train Loss:0.0015256, Val MRR:0.40322, ice001
2023-05-26 05:14:51,741 - ice001 - [INFO] - [E:161| 900]: Train Loss:0.0015258, Val MRR:0.40322, ice001
2023-05-26 05:15:36,863 - ice001 - [INFO] - [Epoch:161]: Training Loss:0.001526
2023-05-26 05:15:37,080 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 05:15:50,917 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 05:16:04,532 - ice001 - [INFO] - [Evaluating Epoch 161 valid]:
MRR: Tail : 0.42793, Head : 0.37178, Avg : 0.39985
2023-05-26 05:16:04,532 - ice001 - [INFO] - [Epoch 161]: Training Loss: 0.0015257, Valid MRR: 0.40322,
2023-05-26 05:16:05,183 - ice001 - [INFO] - [E:162| 0]: Train Loss:0.0015282, Val MRR:0.40322, ice001
2023-05-26 05:17:09,338 - ice001 - [INFO] - [E:162| 100]: Train Loss:0.0015245, Val MRR:0.40322, ice001
2023-05-26 05:18:13,466 - ice001 - [INFO] - [E:162| 200]: Train Loss:0.001525, Val MRR:0.40322, ice001
2023-05-26 05:19:17,627 - ice001 - [INFO] - [E:162| 300]: Train Loss:0.0015245, Val MRR:0.40322, ice001
2023-05-26 05:20:21,780 - ice001 - [INFO] - [E:162| 400]: Train Loss:0.0015244, Val MRR:0.40322, ice001
2023-05-26 05:21:25,902 - ice001 - [INFO] - [E:162| 500]: Train Loss:0.0015246, Val MRR:0.40322, ice001
2023-05-26 05:22:29,944 - ice001 - [INFO] - [E:162| 600]: Train Loss:0.001525, Val MRR:0.40322, ice001
2023-05-26 05:23:34,078 - ice001 - [INFO] - [E:162| 700]: Train Loss:0.0015251, Val MRR:0.40322, ice001
2023-05-26 05:24:38,157 - ice001 - [INFO] - [E:162| 800]: Train Loss:0.001525, Val MRR:0.40322, ice001
2023-05-26 05:25:42,351 - ice001 - [INFO] - [E:162| 900]: Train Loss:0.0015252, Val MRR:0.40322, ice001
2023-05-26 05:26:27,459 - ice001 - [INFO] - [Epoch:162]: Training Loss:0.001525
2023-05-26 05:26:27,678 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 05:26:41,545 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 05:26:55,178 - ice001 - [INFO] - [Evaluating Epoch 162 valid]:
MRR: Tail : 0.43041, Head : 0.37627, Avg : 0.40334
2023-05-26 05:26:56,783 - ice001 - [INFO] - [Epoch 162]: Training Loss: 0.0015252, Valid MRR: 0.40334,
2023-05-26 05:26:57,432 - ice001 - [INFO] - [E:163| 0]: Train Loss:0.0015125, Val MRR:0.40334, ice001
2023-05-26 05:28:01,580 - ice001 - [INFO] - [E:163| 100]: Train Loss:0.0015239, Val MRR:0.40334, ice001
2023-05-26 05:29:05,700 - ice001 - [INFO] - [E:163| 200]: Train Loss:0.0015245, Val MRR:0.40334, ice001
2023-05-26 05:30:09,921 - ice001 - [INFO] - [E:163| 300]: Train Loss:0.0015246, Val MRR:0.40334, ice001
2023-05-26 05:31:14,036 - ice001 - [INFO] - [E:163| 400]: Train Loss:0.0015243, Val MRR:0.40334, ice001
2023-05-26 05:32:18,205 - ice001 - [INFO] - [E:163| 500]: Train Loss:0.0015244, Val MRR:0.40334, ice001
2023-05-26 05:33:22,380 - ice001 - [INFO] - [E:163| 600]: Train Loss:0.0015245, Val MRR:0.40334, ice001
2023-05-26 05:34:26,558 - ice001 - [INFO] - [E:163| 700]: Train Loss:0.0015245, Val MRR:0.40334, ice001
2023-05-26 05:35:30,715 - ice001 - [INFO] - [E:163| 800]: Train Loss:0.0015247, Val MRR:0.40334, ice001
2023-05-26 05:36:34,957 - ice001 - [INFO] - [E:163| 900]: Train Loss:0.0015248, Val MRR:0.40334, ice001
2023-05-26 05:37:20,039 - ice001 - [INFO] - [Epoch:163]: Training Loss:0.001525
2023-05-26 05:37:20,256 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 05:37:34,106 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 05:37:47,765 - ice001 - [INFO] - [Evaluating Epoch 163 valid]:
MRR: Tail : 0.43289, Head : 0.37605, Avg : 0.40447
2023-05-26 05:37:49,251 - ice001 - [INFO] - [Epoch 163]: Training Loss: 0.001525, Valid MRR: 0.40447,
2023-05-26 05:37:49,900 - ice001 - [INFO] - [E:164| 0]: Train Loss:0.0015007, Val MRR:0.40447, ice001
2023-05-26 05:38:54,114 - ice001 - [INFO] - [E:164| 100]: Train Loss:0.0015254, Val MRR:0.40447, ice001
2023-05-26 05:39:58,211 - ice001 - [INFO] - [E:164| 200]: Train Loss:0.0015248, Val MRR:0.40447, ice001
2023-05-26 05:41:02,369 - ice001 - [INFO] - [E:164| 300]: Train Loss:0.001524, Val MRR:0.40447, ice001
2023-05-26 05:42:06,533 - ice001 - [INFO] - [E:164| 400]: Train Loss:0.0015243, Val MRR:0.40447, ice001
2023-05-26 05:43:10,733 - ice001 - [INFO] - [E:164| 500]: Train Loss:0.0015241, Val MRR:0.40447, ice001
2023-05-26 05:44:14,897 - ice001 - [INFO] - [E:164| 600]: Train Loss:0.0015241, Val MRR:0.40447, ice001
2023-05-26 05:45:19,035 - ice001 - [INFO] - [E:164| 700]: Train Loss:0.0015244, Val MRR:0.40447, ice001
2023-05-26 05:46:23,220 - ice001 - [INFO] - [E:164| 800]: Train Loss:0.0015244, Val MRR:0.40447, ice001
2023-05-26 05:47:27,353 - ice001 - [INFO] - [E:164| 900]: Train Loss:0.0015245, Val MRR:0.40447, ice001
2023-05-26 05:48:12,533 - ice001 - [INFO] - [Epoch:164]: Training Loss:0.001524
2023-05-26 05:48:12,749 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 05:48:26,610 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 05:48:40,239 - ice001 - [INFO] - [Evaluating Epoch 164 valid]:
MRR: Tail : 0.42271, Head : 0.37058, Avg : 0.39665
2023-05-26 05:48:40,239 - ice001 - [INFO] - [Epoch 164]: Training Loss: 0.0015245, Valid MRR: 0.40447,
2023-05-26 05:48:40,888 - ice001 - [INFO] - [E:165| 0]: Train Loss:0.0015161, Val MRR:0.40447, ice001
2023-05-26 05:49:45,006 - ice001 - [INFO] - [E:165| 100]: Train Loss:0.0015223, Val MRR:0.40447, ice001
2023-05-26 05:50:49,236 - ice001 - [INFO] - [E:165| 200]: Train Loss:0.0015233, Val MRR:0.40447, ice001
2023-05-26 05:51:53,401 - ice001 - [INFO] - [E:165| 300]: Train Loss:0.0015236, Val MRR:0.40447, ice001
2023-05-26 05:52:57,622 - ice001 - [INFO] - [E:165| 400]: Train Loss:0.0015241, Val MRR:0.40447, ice001
2023-05-26 05:54:01,825 - ice001 - [INFO] - [E:165| 500]: Train Loss:0.001524, Val MRR:0.40447, ice001
2023-05-26 05:55:06,039 - ice001 - [INFO] - [E:165| 600]: Train Loss:0.001524, Val MRR:0.40447, ice001
2023-05-26 05:56:10,199 - ice001 - [INFO] - [E:165| 700]: Train Loss:0.0015242, Val MRR:0.40447, ice001
2023-05-26 05:57:14,381 - ice001 - [INFO] - [E:165| 800]: Train Loss:0.0015242, Val MRR:0.40447, ice001
2023-05-26 05:58:18,473 - ice001 - [INFO] - [E:165| 900]: Train Loss:0.0015243, Val MRR:0.40447, ice001
2023-05-26 05:59:03,650 - ice001 - [INFO] - [Epoch:165]: Training Loss:0.001524
2023-05-26 05:59:03,868 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 05:59:17,705 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 05:59:31,332 - ice001 - [INFO] - [Evaluating Epoch 165 valid]:
MRR: Tail : 0.43388, Head : 0.37888, Avg : 0.40638
2023-05-26 05:59:32,532 - ice001 - [INFO] - [Epoch 165]: Training Loss: 0.0015244, Valid MRR: 0.40638,
2023-05-26 05:59:33,180 - ice001 - [INFO] - [E:166| 0]: Train Loss:0.0015299, Val MRR:0.40638, ice001
2023-05-26 06:00:37,279 - ice001 - [INFO] - [E:166| 100]: Train Loss:0.0015235, Val MRR:0.40638, ice001
2023-05-26 06:01:41,487 - ice001 - [INFO] - [E:166| 200]: Train Loss:0.0015239, Val MRR:0.40638, ice001
2023-05-26 06:02:45,654 - ice001 - [INFO] - [E:166| 300]: Train Loss:0.0015239, Val MRR:0.40638, ice001
2023-05-26 06:03:49,804 - ice001 - [INFO] - [E:166| 400]: Train Loss:0.001524, Val MRR:0.40638, ice001
2023-05-26 06:04:53,985 - ice001 - [INFO] - [E:166| 500]: Train Loss:0.0015238, Val MRR:0.40638, ice001
2023-05-26 06:05:58,179 - ice001 - [INFO] - [E:166| 600]: Train Loss:0.0015238, Val MRR:0.40638, ice001
2023-05-26 06:07:02,261 - ice001 - [INFO] - [E:166| 700]: Train Loss:0.0015237, Val MRR:0.40638, ice001
2023-05-26 06:08:06,387 - ice001 - [INFO] - [E:166| 800]: Train Loss:0.0015238, Val MRR:0.40638, ice001
2023-05-26 06:09:10,496 - ice001 - [INFO] - [E:166| 900]: Train Loss:0.0015239, Val MRR:0.40638, ice001
2023-05-26 06:09:55,637 - ice001 - [INFO] - [Epoch:166]: Training Loss:0.001524
2023-05-26 06:09:55,854 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 06:10:09,749 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 06:10:23,382 - ice001 - [INFO] - [Evaluating Epoch 166 valid]:
MRR: Tail : 0.43048, Head : 0.37731, Avg : 0.4039
2023-05-26 06:10:23,382 - ice001 - [INFO] - [Epoch 166]: Training Loss: 0.0015241, Valid MRR: 0.40638,
2023-05-26 06:10:24,033 - ice001 - [INFO] - [E:167| 0]: Train Loss:0.00151, Val MRR:0.40638, ice001
2023-05-26 06:11:28,120 - ice001 - [INFO] - [E:167| 100]: Train Loss:0.0015228, Val MRR:0.40638, ice001
2023-05-26 06:12:32,333 - ice001 - [INFO] - [E:167| 200]: Train Loss:0.0015229, Val MRR:0.40638, ice001
2023-05-26 06:13:36,440 - ice001 - [INFO] - [E:167| 300]: Train Loss:0.0015232, Val MRR:0.40638, ice001
2023-05-26 06:14:40,679 - ice001 - [INFO] - [E:167| 400]: Train Loss:0.0015232, Val MRR:0.40638, ice001
2023-05-26 06:15:44,794 - ice001 - [INFO] - [E:167| 500]: Train Loss:0.0015236, Val MRR:0.40638, ice001
2023-05-26 06:16:48,993 - ice001 - [INFO] - [E:167| 600]: Train Loss:0.0015238, Val MRR:0.40638, ice001
2023-05-26 06:17:53,175 - ice001 - [INFO] - [E:167| 700]: Train Loss:0.0015236, Val MRR:0.40638, ice001
2023-05-26 06:18:57,326 - ice001 - [INFO] - [E:167| 800]: Train Loss:0.0015234, Val MRR:0.40638, ice001
2023-05-26 06:20:01,459 - ice001 - [INFO] - [E:167| 900]: Train Loss:0.0015235, Val MRR:0.40638, ice001
2023-05-26 06:20:46,573 - ice001 - [INFO] - [Epoch:167]: Training Loss:0.001524
2023-05-26 06:20:46,790 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 06:21:00,640 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 06:21:14,306 - ice001 - [INFO] - [Evaluating Epoch 167 valid]:
MRR: Tail : 0.42589, Head : 0.37159, Avg : 0.39874
2023-05-26 06:21:14,306 - ice001 - [INFO] - [Epoch 167]: Training Loss: 0.0015236, Valid MRR: 0.40638,
2023-05-26 06:21:14,976 - ice001 - [INFO] - [E:168| 0]: Train Loss:0.0015323, Val MRR:0.40638, ice001
2023-05-26 06:22:19,201 - ice001 - [INFO] - [E:168| 100]: Train Loss:0.0015214, Val MRR:0.40638, ice001
2023-05-26 06:23:23,378 - ice001 - [INFO] - [E:168| 200]: Train Loss:0.0015214, Val MRR:0.40638, ice001
2023-05-26 06:24:27,629 - ice001 - [INFO] - [E:168| 300]: Train Loss:0.0015219, Val MRR:0.40638, ice001
2023-05-26 06:25:31,793 - ice001 - [INFO] - [E:168| 400]: Train Loss:0.0015221, Val MRR:0.40638, ice001
2023-05-26 06:26:36,076 - ice001 - [INFO] - [E:168| 500]: Train Loss:0.0015221, Val MRR:0.40638, ice001
2023-05-26 06:27:40,196 - ice001 - [INFO] - [E:168| 600]: Train Loss:0.0015226, Val MRR:0.40638, ice001
2023-05-26 06:28:44,436 - ice001 - [INFO] - [E:168| 700]: Train Loss:0.0015228, Val MRR:0.40638, ice001
2023-05-26 06:29:48,636 - ice001 - [INFO] - [E:168| 800]: Train Loss:0.0015231, Val MRR:0.40638, ice001
2023-05-26 06:30:52,898 - ice001 - [INFO] - [E:168| 900]: Train Loss:0.0015231, Val MRR:0.40638, ice001
2023-05-26 06:31:38,013 - ice001 - [INFO] - [Epoch:168]: Training Loss:0.001523
2023-05-26 06:31:38,231 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 06:31:52,096 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 06:32:05,732 - ice001 - [INFO] - [Evaluating Epoch 168 valid]:
MRR: Tail : 0.43049, Head : 0.37755, Avg : 0.40402
2023-05-26 06:32:05,733 - ice001 - [INFO] - [Epoch 168]: Training Loss: 0.0015234, Valid MRR: 0.40638,
2023-05-26 06:32:06,382 - ice001 - [INFO] - [E:169| 0]: Train Loss:0.0015161, Val MRR:0.40638, ice001
2023-05-26 06:33:10,612 - ice001 - [INFO] - [E:169| 100]: Train Loss:0.001522, Val MRR:0.40638, ice001
2023-05-26 06:34:14,713 - ice001 - [INFO] - [E:169| 200]: Train Loss:0.0015227, Val MRR:0.40638, ice001
2023-05-26 06:35:18,896 - ice001 - [INFO] - [E:169| 300]: Train Loss:0.0015227, Val MRR:0.40638, ice001
2023-05-26 06:36:23,054 - ice001 - [INFO] - [E:169| 400]: Train Loss:0.0015225, Val MRR:0.40638, ice001
2023-05-26 06:37:27,269 - ice001 - [INFO] - [E:169| 500]: Train Loss:0.001523, Val MRR:0.40638, ice001
2023-05-26 06:38:31,409 - ice001 - [INFO] - [E:169| 600]: Train Loss:0.0015229, Val MRR:0.40638, ice001
2023-05-26 06:39:35,614 - ice001 - [INFO] - [E:169| 700]: Train Loss:0.001523, Val MRR:0.40638, ice001
2023-05-26 06:40:39,794 - ice001 - [INFO] - [E:169| 800]: Train Loss:0.0015233, Val MRR:0.40638, ice001
2023-05-26 06:41:44,053 - ice001 - [INFO] - [E:169| 900]: Train Loss:0.0015231, Val MRR:0.40638, ice001
2023-05-26 06:42:29,118 - ice001 - [INFO] - [Epoch:169]: Training Loss:0.001523
2023-05-26 06:42:29,335 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 06:42:43,195 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 06:42:56,829 - ice001 - [INFO] - [Evaluating Epoch 169 valid]:
MRR: Tail : 0.42371, Head : 0.37097, Avg : 0.39734
MR: Tail : 619.19, Head : 732.13, Avg : 675.66
Hit-1: Tail : 0.339, Head : 0.29057, Avg : 0.31478
Hit-3: Tail : 0.46911, Head : 0.41012, Avg : 0.43962
Hit-10: Tail : 0.58041, Head : 0.52227, Avg : 0.55134
2023-05-26 06:42:56,829 - ice001 - [INFO] - [Epoch 169]: Training Loss: 0.001523, Valid MRR: 0.40638,
2023-05-26 06:42:57,480 - ice001 - [INFO] - [E:170| 0]: Train Loss:0.0015128, Val MRR:0.40638, ice001
2023-05-26 06:44:01,675 - ice001 - [INFO] - [E:170| 100]: Train Loss:0.0015226, Val MRR:0.40638, ice001
2023-05-26 06:45:05,827 - ice001 - [INFO] - [E:170| 200]: Train Loss:0.0015216, Val MRR:0.40638, ice001
2023-05-26 06:46:10,040 - ice001 - [INFO] - [E:170| 300]: Train Loss:0.0015223, Val MRR:0.40638, ice001
2023-05-26 06:47:14,192 - ice001 - [INFO] - [E:170| 400]: Train Loss:0.0015222, Val MRR:0.40638, ice001
2023-05-26 06:48:18,387 - ice001 - [INFO] - [E:170| 500]: Train Loss:0.0015221, Val MRR:0.40638, ice001
2023-05-26 06:49:22,508 - ice001 - [INFO] - [E:170| 600]: Train Loss:0.0015223, Val MRR:0.40638, ice001
2023-05-26 06:50:26,700 - ice001 - [INFO] - [E:170| 700]: Train Loss:0.0015224, Val MRR:0.40638, ice001
2023-05-26 06:51:30,826 - ice001 - [INFO] - [E:170| 800]: Train Loss:0.0015226, Val MRR:0.40638, ice001
2023-05-26 06:52:35,036 - ice001 - [INFO] - [E:170| 900]: Train Loss:0.0015228, Val MRR:0.40638, ice001
2023-05-26 06:53:20,150 - ice001 - [INFO] - [Epoch:170]: Training Loss:0.001523
2023-05-26 06:53:20,368 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 06:53:34,220 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 06:53:47,883 - ice001 - [INFO] - [Evaluating Epoch 170 valid]:
MRR: Tail : 0.42796, Head : 0.3718, Avg : 0.39988
2023-05-26 06:53:47,883 - ice001 - [INFO] - [Epoch 170]: Training Loss: 0.0015228, Valid MRR: 0.40638,
2023-05-26 06:53:48,534 - ice001 - [INFO] - [E:171| 0]: Train Loss:0.0015232, Val MRR:0.40638, ice001
2023-05-26 06:54:52,885 - ice001 - [INFO] - [E:171| 100]: Train Loss:0.0015221, Val MRR:0.40638, ice001
2023-05-26 06:55:57,039 - ice001 - [INFO] - [E:171| 200]: Train Loss:0.0015227, Val MRR:0.40638, ice001
2023-05-26 06:57:01,273 - ice001 - [INFO] - [E:171| 300]: Train Loss:0.0015219, Val MRR:0.40638, ice001
2023-05-26 06:58:05,469 - ice001 - [INFO] - [E:171| 400]: Train Loss:0.001522, Val MRR:0.40638, ice001
2023-05-26 06:59:09,668 - ice001 - [INFO] - [E:171| 500]: Train Loss:0.0015223, Val MRR:0.40638, ice001
2023-05-26 07:00:13,851 - ice001 - [INFO] - [E:171| 600]: Train Loss:0.0015222, Val MRR:0.40638, ice001
2023-05-26 07:01:18,076 - ice001 - [INFO] - [E:171| 700]: Train Loss:0.0015224, Val MRR:0.40638, ice001
2023-05-26 07:02:22,269 - ice001 - [INFO] - [E:171| 800]: Train Loss:0.0015226, Val MRR:0.40638, ice001
2023-05-26 07:03:26,410 - ice001 - [INFO] - [E:171| 900]: Train Loss:0.0015226, Val MRR:0.40638, ice001
2023-05-26 07:04:11,559 - ice001 - [INFO] - [Epoch:171]: Training Loss:0.001523
2023-05-26 07:04:11,776 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 07:04:25,630 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 07:04:39,267 - ice001 - [INFO] - [Evaluating Epoch 171 valid]:
MRR: Tail : 0.42926, Head : 0.37297, Avg : 0.40112
2023-05-26 07:04:39,267 - ice001 - [INFO] - [Epoch 171]: Training Loss: 0.0015226, Valid MRR: 0.40638,
2023-05-26 07:04:39,919 - ice001 - [INFO] - [E:172| 0]: Train Loss:0.0015272, Val MRR:0.40638, ice001
2023-05-26 07:05:44,113 - ice001 - [INFO] - [E:172| 100]: Train Loss:0.0015223, Val MRR:0.40638, ice001
2023-05-26 07:06:48,271 - ice001 - [INFO] - [E:172| 200]: Train Loss:0.001521, Val MRR:0.40638, ice001
2023-05-26 07:07:52,431 - ice001 - [INFO] - [E:172| 300]: Train Loss:0.0015209, Val MRR:0.40638, ice001
2023-05-26 07:08:56,646 - ice001 - [INFO] - [E:172| 400]: Train Loss:0.0015214, Val MRR:0.40638, ice001
2023-05-26 07:10:00,824 - ice001 - [INFO] - [E:172| 500]: Train Loss:0.001522, Val MRR:0.40638, ice001
2023-05-26 07:11:05,059 - ice001 - [INFO] - [E:172| 600]: Train Loss:0.0015223, Val MRR:0.40638, ice001
2023-05-26 07:12:09,274 - ice001 - [INFO] - [E:172| 700]: Train Loss:0.0015225, Val MRR:0.40638, ice001
2023-05-26 07:13:13,510 - ice001 - [INFO] - [E:172| 800]: Train Loss:0.0015226, Val MRR:0.40638, ice001
2023-05-26 07:14:17,676 - ice001 - [INFO] - [E:172| 900]: Train Loss:0.0015226, Val MRR:0.40638, ice001
2023-05-26 07:15:02,922 - ice001 - [INFO] - [Epoch:172]: Training Loss:0.001523
2023-05-26 07:15:03,140 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 07:15:17,013 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 07:15:30,659 - ice001 - [INFO] - [Evaluating Epoch 172 valid]:
MRR: Tail : 0.42685, Head : 0.36982, Avg : 0.39833
2023-05-26 07:15:30,659 - ice001 - [INFO] - [Epoch 172]: Training Loss: 0.0015227, Valid MRR: 0.40638,
2023-05-26 07:15:31,310 - ice001 - [INFO] - [E:173| 0]: Train Loss:0.0015229, Val MRR:0.40638, ice001
2023-05-26 07:16:35,500 - ice001 - [INFO] - [E:173| 100]: Train Loss:0.0015228, Val MRR:0.40638, ice001
2023-05-26 07:17:39,699 - ice001 - [INFO] - [E:173| 200]: Train Loss:0.0015226, Val MRR:0.40638, ice001
2023-05-26 07:18:43,915 - ice001 - [INFO] - [E:173| 300]: Train Loss:0.0015217, Val MRR:0.40638, ice001
2023-05-26 07:19:48,109 - ice001 - [INFO] - [E:173| 400]: Train Loss:0.0015221, Val MRR:0.40638, ice001
2023-05-26 07:20:52,286 - ice001 - [INFO] - [E:173| 500]: Train Loss:0.0015221, Val MRR:0.40638, ice001
2023-05-26 07:21:56,495 - ice001 - [INFO] - [E:173| 600]: Train Loss:0.0015221, Val MRR:0.40638, ice001
2023-05-26 07:23:00,670 - ice001 - [INFO] - [E:173| 700]: Train Loss:0.0015223, Val MRR:0.40638, ice001
2023-05-26 07:24:04,876 - ice001 - [INFO] - [E:173| 800]: Train Loss:0.0015223, Val MRR:0.40638, ice001
2023-05-26 07:25:09,013 - ice001 - [INFO] - [E:173| 900]: Train Loss:0.0015224, Val MRR:0.40638, ice001
2023-05-26 07:25:54,156 - ice001 - [INFO] - [Epoch:173]: Training Loss:0.001522
2023-05-26 07:25:54,373 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 07:26:08,254 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 07:26:21,952 - ice001 - [INFO] - [Evaluating Epoch 173 valid]:
MRR: Tail : 0.42863, Head : 0.37257, Avg : 0.4006
2023-05-26 07:26:21,952 - ice001 - [INFO] - [Epoch 173]: Training Loss: 0.0015224, Valid MRR: 0.40638,
2023-05-26 07:26:22,601 - ice001 - [INFO] - [E:174| 0]: Train Loss:0.0015121, Val MRR:0.40638, ice001
2023-05-26 07:27:26,739 - ice001 - [INFO] - [E:174| 100]: Train Loss:0.0015224, Val MRR:0.40638, ice001
2023-05-26 07:28:30,927 - ice001 - [INFO] - [E:174| 200]: Train Loss:0.0015218, Val MRR:0.40638, ice001
2023-05-26 07:29:35,125 - ice001 - [INFO] - [E:174| 300]: Train Loss:0.0015217, Val MRR:0.40638, ice001
2023-05-26 07:30:39,275 - ice001 - [INFO] - [E:174| 400]: Train Loss:0.0015221, Val MRR:0.40638, ice001
2023-05-26 07:31:43,414 - ice001 - [INFO] - [E:174| 500]: Train Loss:0.0015218, Val MRR:0.40638, ice001
2023-05-26 07:32:47,596 - ice001 - [INFO] - [E:174| 600]: Train Loss:0.001522, Val MRR:0.40638, ice001
2023-05-26 07:33:51,837 - ice001 - [INFO] - [E:174| 700]: Train Loss:0.0015223, Val MRR:0.40638, ice001
2023-05-26 07:34:56,072 - ice001 - [INFO] - [E:174| 800]: Train Loss:0.0015222, Val MRR:0.40638, ice001
2023-05-26 07:36:00,271 - ice001 - [INFO] - [E:174| 900]: Train Loss:0.0015222, Val MRR:0.40638, ice001
2023-05-26 07:36:45,427 - ice001 - [INFO] - [Epoch:174]: Training Loss:0.001522
2023-05-26 07:36:45,645 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 07:36:59,498 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 07:37:13,139 - ice001 - [INFO] - [Evaluating Epoch 174 valid]:
MRR: Tail : 0.42797, Head : 0.37159, Avg : 0.39978
2023-05-26 07:37:13,139 - ice001 - [INFO] - [Epoch 174]: Training Loss: 0.0015224, Valid MRR: 0.40638,
2023-05-26 07:37:13,795 - ice001 - [INFO] - [E:175| 0]: Train Loss:0.001516, Val MRR:0.40638, ice001
2023-05-26 07:38:18,002 - ice001 - [INFO] - [E:175| 100]: Train Loss:0.0015221, Val MRR:0.40638, ice001
2023-05-26 07:39:22,181 - ice001 - [INFO] - [E:175| 200]: Train Loss:0.0015211, Val MRR:0.40638, ice001
2023-05-26 07:40:26,405 - ice001 - [INFO] - [E:175| 300]: Train Loss:0.0015214, Val MRR:0.40638, ice001
2023-05-26 07:41:30,594 - ice001 - [INFO] - [E:175| 400]: Train Loss:0.0015212, Val MRR:0.40638, ice001
2023-05-26 07:42:34,840 - ice001 - [INFO] - [E:175| 500]: Train Loss:0.0015212, Val MRR:0.40638, ice001
2023-05-26 07:43:38,977 - ice001 - [INFO] - [E:175| 600]: Train Loss:0.0015213, Val MRR:0.40638, ice001
2023-05-26 07:44:43,215 - ice001 - [INFO] - [E:175| 700]: Train Loss:0.0015215, Val MRR:0.40638, ice001
2023-05-26 07:45:47,352 - ice001 - [INFO] - [E:175| 800]: Train Loss:0.0015215, Val MRR:0.40638, ice001
2023-05-26 07:46:51,566 - ice001 - [INFO] - [E:175| 900]: Train Loss:0.0015217, Val MRR:0.40638, ice001
2023-05-26 07:47:36,700 - ice001 - [INFO] - [Epoch:175]: Training Loss:0.001522
2023-05-26 07:47:36,917 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 07:47:50,767 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 07:48:04,424 - ice001 - [INFO] - [Evaluating Epoch 175 valid]:
MRR: Tail : 0.42476, Head : 0.37356, Avg : 0.39916
2023-05-26 07:48:04,424 - ice001 - [INFO] - [Epoch 175]: Training Loss: 0.0015219, Valid MRR: 0.40638,
2023-05-26 07:48:05,075 - ice001 - [INFO] - [E:176| 0]: Train Loss:0.0015344, Val MRR:0.40638, ice001
2023-05-26 07:49:09,294 - ice001 - [INFO] - [E:176| 100]: Train Loss:0.0015208, Val MRR:0.40638, ice001
2023-05-26 07:50:13,431 - ice001 - [INFO] - [E:176| 200]: Train Loss:0.0015207, Val MRR:0.40638, ice001
2023-05-26 07:51:17,641 - ice001 - [INFO] - [E:176| 300]: Train Loss:0.0015209, Val MRR:0.40638, ice001
2023-05-26 07:52:21,824 - ice001 - [INFO] - [E:176| 400]: Train Loss:0.0015209, Val MRR:0.40638, ice001
2023-05-26 07:53:26,087 - ice001 - [INFO] - [E:176| 500]: Train Loss:0.001521, Val MRR:0.40638, ice001
2023-05-26 07:54:30,215 - ice001 - [INFO] - [E:176| 600]: Train Loss:0.0015212, Val MRR:0.40638, ice001
2023-05-26 07:55:34,411 - ice001 - [INFO] - [E:176| 700]: Train Loss:0.0015213, Val MRR:0.40638, ice001
2023-05-26 07:56:38,581 - ice001 - [INFO] - [E:176| 800]: Train Loss:0.0015215, Val MRR:0.40638, ice001
2023-05-26 07:57:42,850 - ice001 - [INFO] - [E:176| 900]: Train Loss:0.0015218, Val MRR:0.40638, ice001
2023-05-26 07:58:27,967 - ice001 - [INFO] - [Epoch:176]: Training Loss:0.001522
2023-05-26 07:58:28,184 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 07:58:42,054 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 07:58:55,702 - ice001 - [INFO] - [Evaluating Epoch 176 valid]:
MRR: Tail : 0.42652, Head : 0.37269, Avg : 0.3996
2023-05-26 07:58:55,702 - ice001 - [INFO] - [Epoch 176]: Training Loss: 0.0015218, Valid MRR: 0.40638,
2023-05-26 07:58:56,356 - ice001 - [INFO] - [E:177| 0]: Train Loss:0.0015155, Val MRR:0.40638, ice001
2023-05-26 08:00:00,560 - ice001 - [INFO] - [E:177| 100]: Train Loss:0.0015218, Val MRR:0.40638, ice001
2023-05-26 08:01:04,685 - ice001 - [INFO] - [E:177| 200]: Train Loss:0.001521, Val MRR:0.40638, ice001
2023-05-26 08:02:08,854 - ice001 - [INFO] - [E:177| 300]: Train Loss:0.0015209, Val MRR:0.40638, ice001
2023-05-26 08:03:12,981 - ice001 - [INFO] - [E:177| 400]: Train Loss:0.0015208, Val MRR:0.40638, ice001
2023-05-26 08:04:17,152 - ice001 - [INFO] - [E:177| 500]: Train Loss:0.0015211, Val MRR:0.40638, ice001
2023-05-26 08:05:21,361 - ice001 - [INFO] - [E:177| 600]: Train Loss:0.0015213, Val MRR:0.40638, ice001
2023-05-26 08:06:25,503 - ice001 - [INFO] - [E:177| 700]: Train Loss:0.0015214, Val MRR:0.40638, ice001
2023-05-26 08:07:29,668 - ice001 - [INFO] - [E:177| 800]: Train Loss:0.0015213, Val MRR:0.40638, ice001
2023-05-26 08:08:33,800 - ice001 - [INFO] - [E:177| 900]: Train Loss:0.0015212, Val MRR:0.40638, ice001
2023-05-26 08:09:19,049 - ice001 - [INFO] - [Epoch:177]: Training Loss:0.001521
2023-05-26 08:09:19,267 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 08:09:33,109 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 08:09:46,750 - ice001 - [INFO] - [Evaluating Epoch 177 valid]:
MRR: Tail : 0.42911, Head : 0.37887, Avg : 0.40399
2023-05-26 08:09:46,750 - ice001 - [INFO] - [Epoch 177]: Training Loss: 0.0015214, Valid MRR: 0.40638,
2023-05-26 08:09:47,400 - ice001 - [INFO] - [E:178| 0]: Train Loss:0.0015464, Val MRR:0.40638, ice001
2023-05-26 08:10:51,514 - ice001 - [INFO] - [E:178| 100]: Train Loss:0.0015219, Val MRR:0.40638, ice001
2023-05-26 08:11:55,678 - ice001 - [INFO] - [E:178| 200]: Train Loss:0.0015213, Val MRR:0.40638, ice001
2023-05-26 08:12:59,932 - ice001 - [INFO] - [E:178| 300]: Train Loss:0.001521, Val MRR:0.40638, ice001
2023-05-26 08:14:04,196 - ice001 - [INFO] - [E:178| 400]: Train Loss:0.0015208, Val MRR:0.40638, ice001
2023-05-26 08:15:08,286 - ice001 - [INFO] - [E:178| 500]: Train Loss:0.0015211, Val MRR:0.40638, ice001
2023-05-26 08:16:12,555 - ice001 - [INFO] - [E:178| 600]: Train Loss:0.0015212, Val MRR:0.40638, ice001
2023-05-26 08:17:16,684 - ice001 - [INFO] - [E:178| 700]: Train Loss:0.0015212, Val MRR:0.40638, ice001
2023-05-26 08:18:20,947 - ice001 - [INFO] - [E:178| 800]: Train Loss:0.0015211, Val MRR:0.40638, ice001
2023-05-26 08:19:25,079 - ice001 - [INFO] - [E:178| 900]: Train Loss:0.0015211, Val MRR:0.40638, ice001
2023-05-26 08:20:10,309 - ice001 - [INFO] - [Epoch:178]: Training Loss:0.001521
2023-05-26 08:20:10,526 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 08:20:24,387 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 08:20:38,026 - ice001 - [INFO] - [Evaluating Epoch 178 valid]:
MRR: Tail : 0.431, Head : 0.37689, Avg : 0.40394
2023-05-26 08:20:38,026 - ice001 - [INFO] - [Epoch 178]: Training Loss: 0.0015211, Valid MRR: 0.40638,
2023-05-26 08:20:38,676 - ice001 - [INFO] - [E:179| 0]: Train Loss:0.00153, Val MRR:0.40638, ice001
2023-05-26 08:21:42,873 - ice001 - [INFO] - [E:179| 100]: Train Loss:0.00152, Val MRR:0.40638, ice001
2023-05-26 08:22:47,098 - ice001 - [INFO] - [E:179| 200]: Train Loss:0.0015201, Val MRR:0.40638, ice001
2023-05-26 08:23:51,211 - ice001 - [INFO] - [E:179| 300]: Train Loss:0.0015203, Val MRR:0.40638, ice001
2023-05-26 08:24:55,407 - ice001 - [INFO] - [E:179| 400]: Train Loss:0.0015202, Val MRR:0.40638, ice001
2023-05-26 08:25:59,641 - ice001 - [INFO] - [E:179| 500]: Train Loss:0.0015204, Val MRR:0.40638, ice001
2023-05-26 08:27:03,878 - ice001 - [INFO] - [E:179| 600]: Train Loss:0.0015204, Val MRR:0.40638, ice001
2023-05-26 08:28:07,981 - ice001 - [INFO] - [E:179| 700]: Train Loss:0.0015204, Val MRR:0.40638, ice001
2023-05-26 08:29:12,236 - ice001 - [INFO] - [E:179| 800]: Train Loss:0.0015206, Val MRR:0.40638, ice001
2023-05-26 08:30:16,427 - ice001 - [INFO] - [E:179| 900]: Train Loss:0.0015209, Val MRR:0.40638, ice001
2023-05-26 08:31:01,571 - ice001 - [INFO] - [Epoch:179]: Training Loss:0.001521
2023-05-26 08:31:01,788 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 08:31:15,691 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 08:31:29,347 - ice001 - [INFO] - [Evaluating Epoch 179 valid]:
MRR: Tail : 0.43187, Head : 0.37775, Avg : 0.40481
MR: Tail : 590.72, Head : 686.63, Avg : 638.68
Hit-1: Tail : 0.34834, Head : 0.29992, Avg : 0.32413
Hit-3: Tail : 0.47506, Head : 0.41607, Avg : 0.44556
Hit-10: Tail : 0.58818, Head : 0.52531, Avg : 0.55674
2023-05-26 08:31:29,347 - ice001 - [INFO] - [Epoch 179]: Training Loss: 0.001521, Valid MRR: 0.40638,
2023-05-26 08:31:29,999 - ice001 - [INFO] - [E:180| 0]: Train Loss:0.0015108, Val MRR:0.40638, ice001
2023-05-26 08:32:34,160 - ice001 - [INFO] - [E:180| 100]: Train Loss:0.0015188, Val MRR:0.40638, ice001
2023-05-26 08:33:38,432 - ice001 - [INFO] - [E:180| 200]: Train Loss:0.0015192, Val MRR:0.40638, ice001
2023-05-26 08:34:42,554 - ice001 - [INFO] - [E:180| 300]: Train Loss:0.0015197, Val MRR:0.40638, ice001
2023-05-26 08:35:46,738 - ice001 - [INFO] - [E:180| 400]: Train Loss:0.00152, Val MRR:0.40638, ice001
2023-05-26 08:36:50,974 - ice001 - [INFO] - [E:180| 500]: Train Loss:0.0015202, Val MRR:0.40638, ice001
2023-05-26 08:37:55,268 - ice001 - [INFO] - [E:180| 600]: Train Loss:0.0015203, Val MRR:0.40638, ice001
2023-05-26 08:38:59,425 - ice001 - [INFO] - [E:180| 700]: Train Loss:0.0015204, Val MRR:0.40638, ice001
2023-05-26 08:40:03,553 - ice001 - [INFO] - [E:180| 800]: Train Loss:0.0015204, Val MRR:0.40638, ice001
2023-05-26 08:41:07,721 - ice001 - [INFO] - [E:180| 900]: Train Loss:0.0015205, Val MRR:0.40638, ice001
2023-05-26 08:41:52,797 - ice001 - [INFO] - [Epoch:180]: Training Loss:0.001521
2023-05-26 08:41:53,014 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 08:42:06,860 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 08:42:20,542 - ice001 - [INFO] - [Evaluating Epoch 180 valid]:
MRR: Tail : 0.42782, Head : 0.37334, Avg : 0.40058
2023-05-26 08:42:20,542 - ice001 - [INFO] - [Epoch 180]: Training Loss: 0.0015208, Valid MRR: 0.40638,
2023-05-26 08:42:21,193 - ice001 - [INFO] - [E:181| 0]: Train Loss:0.0015217, Val MRR:0.40638, ice001
2023-05-26 08:43:25,414 - ice001 - [INFO] - [E:181| 100]: Train Loss:0.0015208, Val MRR:0.40638, ice001
2023-05-26 08:44:29,635 - ice001 - [INFO] - [E:181| 200]: Train Loss:0.0015192, Val MRR:0.40638, ice001
2023-05-26 08:45:33,863 - ice001 - [INFO] - [E:181| 300]: Train Loss:0.0015189, Val MRR:0.40638, ice001
2023-05-26 08:46:38,026 - ice001 - [INFO] - [E:181| 400]: Train Loss:0.0015192, Val MRR:0.40638, ice001
2023-05-26 08:47:42,330 - ice001 - [INFO] - [E:181| 500]: Train Loss:0.0015196, Val MRR:0.40638, ice001
2023-05-26 08:48:46,481 - ice001 - [INFO] - [E:181| 600]: Train Loss:0.0015199, Val MRR:0.40638, ice001
2023-05-26 08:49:50,733 - ice001 - [INFO] - [E:181| 700]: Train Loss:0.0015201, Val MRR:0.40638, ice001
2023-05-26 08:50:54,974 - ice001 - [INFO] - [E:181| 800]: Train Loss:0.0015204, Val MRR:0.40638, ice001
2023-05-26 08:51:59,249 - ice001 - [INFO] - [E:181| 900]: Train Loss:0.0015208, Val MRR:0.40638, ice001
2023-05-26 08:52:44,346 - ice001 - [INFO] - [Epoch:181]: Training Loss:0.001521
2023-05-26 08:52:44,564 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 08:52:58,431 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 08:53:12,091 - ice001 - [INFO] - [Evaluating Epoch 181 valid]:
MRR: Tail : 0.42946, Head : 0.37338, Avg : 0.40142
2023-05-26 08:53:12,091 - ice001 - [INFO] - [Epoch 181]: Training Loss: 0.0015208, Valid MRR: 0.40638,
2023-05-26 08:53:12,740 - ice001 - [INFO] - [E:182| 0]: Train Loss:0.0015369, Val MRR:0.40638, ice001
2023-05-26 08:54:16,945 - ice001 - [INFO] - [E:182| 100]: Train Loss:0.0015195, Val MRR:0.40638, ice001
2023-05-26 08:55:21,121 - ice001 - [INFO] - [E:182| 200]: Train Loss:0.0015198, Val MRR:0.40638, ice001
2023-05-26 08:56:25,361 - ice001 - [INFO] - [E:182| 300]: Train Loss:0.0015196, Val MRR:0.40638, ice001
2023-05-26 08:57:29,613 - ice001 - [INFO] - [E:182| 400]: Train Loss:0.0015203, Val MRR:0.40638, ice001
2023-05-26 08:58:33,923 - ice001 - [INFO] - [E:182| 500]: Train Loss:0.0015202, Val MRR:0.40638, ice001
2023-05-26 08:59:38,187 - ice001 - [INFO] - [E:182| 600]: Train Loss:0.0015203, Val MRR:0.40638, ice001
2023-05-26 09:00:42,461 - ice001 - [INFO] - [E:182| 700]: Train Loss:0.0015202, Val MRR:0.40638, ice001
2023-05-26 09:01:46,704 - ice001 - [INFO] - [E:182| 800]: Train Loss:0.0015203, Val MRR:0.40638, ice001
2023-05-26 09:02:50,935 - ice001 - [INFO] - [E:182| 900]: Train Loss:0.0015203, Val MRR:0.40638, ice001
2023-05-26 09:03:36,106 - ice001 - [INFO] - [Epoch:182]: Training Loss:0.00152
2023-05-26 09:03:36,323 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 09:03:50,183 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 09:04:03,828 - ice001 - [INFO] - [Evaluating Epoch 182 valid]:
MRR: Tail : 0.42755, Head : 0.37133, Avg : 0.39944
2023-05-26 09:04:03,828 - ice001 - [INFO] - [Epoch 182]: Training Loss: 0.0015203, Valid MRR: 0.40638,
2023-05-26 09:04:04,481 - ice001 - [INFO] - [E:183| 0]: Train Loss:0.0015286, Val MRR:0.40638, ice001
2023-05-26 09:05:08,727 - ice001 - [INFO] - [E:183| 100]: Train Loss:0.00152, Val MRR:0.40638, ice001
2023-05-26 09:06:12,920 - ice001 - [INFO] - [E:183| 200]: Train Loss:0.0015203, Val MRR:0.40638, ice001
2023-05-26 09:07:17,155 - ice001 - [INFO] - [E:183| 300]: Train Loss:0.0015197, Val MRR:0.40638, ice001
2023-05-26 09:08:21,389 - ice001 - [INFO] - [E:183| 400]: Train Loss:0.0015195, Val MRR:0.40638, ice001
2023-05-26 09:09:25,676 - ice001 - [INFO] - [E:183| 500]: Train Loss:0.0015198, Val MRR:0.40638, ice001
2023-05-26 09:10:29,854 - ice001 - [INFO] - [E:183| 600]: Train Loss:0.0015199, Val MRR:0.40638, ice001
2023-05-26 09:11:34,139 - ice001 - [INFO] - [E:183| 700]: Train Loss:0.00152, Val MRR:0.40638, ice001
2023-05-26 09:12:38,279 - ice001 - [INFO] - [E:183| 800]: Train Loss:0.0015202, Val MRR:0.40638, ice001
2023-05-26 09:13:42,482 - ice001 - [INFO] - [E:183| 900]: Train Loss:0.0015202, Val MRR:0.40638, ice001
2023-05-26 09:14:27,656 - ice001 - [INFO] - [Epoch:183]: Training Loss:0.00152
2023-05-26 09:14:27,874 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 09:14:41,737 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 09:14:55,379 - ice001 - [INFO] - [Evaluating Epoch 183 valid]:
MRR: Tail : 0.42521, Head : 0.36884, Avg : 0.39702
2023-05-26 09:14:55,380 - ice001 - [INFO] - [Epoch 183]: Training Loss: 0.0015203, Valid MRR: 0.40638,
2023-05-26 09:14:56,039 - ice001 - [INFO] - [E:184| 0]: Train Loss:0.0015186, Val MRR:0.40638, ice001
2023-05-26 09:16:00,254 - ice001 - [INFO] - [E:184| 100]: Train Loss:0.0015209, Val MRR:0.40638, ice001
2023-05-26 09:17:04,378 - ice001 - [INFO] - [E:184| 200]: Train Loss:0.0015188, Val MRR:0.40638, ice001
2023-05-26 09:18:08,534 - ice001 - [INFO] - [E:184| 300]: Train Loss:0.0015195, Val MRR:0.40638, ice001
2023-05-26 09:19:12,781 - ice001 - [INFO] - [E:184| 400]: Train Loss:0.0015194, Val MRR:0.40638, ice001
2023-05-26 09:20:16,968 - ice001 - [INFO] - [E:184| 500]: Train Loss:0.0015197, Val MRR:0.40638, ice001
2023-05-26 09:21:21,128 - ice001 - [INFO] - [E:184| 600]: Train Loss:0.0015195, Val MRR:0.40638, ice001
2023-05-26 09:22:25,290 - ice001 - [INFO] - [E:184| 700]: Train Loss:0.0015194, Val MRR:0.40638, ice001
2023-05-26 09:23:29,470 - ice001 - [INFO] - [E:184| 800]: Train Loss:0.0015196, Val MRR:0.40638, ice001
2023-05-26 09:24:33,576 - ice001 - [INFO] - [E:184| 900]: Train Loss:0.0015199, Val MRR:0.40638, ice001
2023-05-26 09:25:18,755 - ice001 - [INFO] - [Epoch:184]: Training Loss:0.00152
2023-05-26 09:25:18,972 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 09:25:32,833 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 09:25:46,483 - ice001 - [INFO] - [Evaluating Epoch 184 valid]:
MRR: Tail : 0.42554, Head : 0.37209, Avg : 0.39882
2023-05-26 09:25:46,483 - ice001 - [INFO] - [Epoch 184]: Training Loss: 0.0015198, Valid MRR: 0.40638,
2023-05-26 09:25:47,134 - ice001 - [INFO] - [E:185| 0]: Train Loss:0.0014981, Val MRR:0.40638, ice001
2023-05-26 09:26:51,264 - ice001 - [INFO] - [E:185| 100]: Train Loss:0.001518, Val MRR:0.40638, ice001
2023-05-26 09:27:55,470 - ice001 - [INFO] - [E:185| 200]: Train Loss:0.0015182, Val MRR:0.40638, ice001
2023-05-26 09:28:59,631 - ice001 - [INFO] - [E:185| 300]: Train Loss:0.0015185, Val MRR:0.40638, ice001
2023-05-26 09:30:03,855 - ice001 - [INFO] - [E:185| 400]: Train Loss:0.0015194, Val MRR:0.40638, ice001
2023-05-26 09:31:07,992 - ice001 - [INFO] - [E:185| 500]: Train Loss:0.0015194, Val MRR:0.40638, ice001
2023-05-26 09:32:12,189 - ice001 - [INFO] - [E:185| 600]: Train Loss:0.0015193, Val MRR:0.40638, ice001
2023-05-26 09:33:16,357 - ice001 - [INFO] - [E:185| 700]: Train Loss:0.0015196, Val MRR:0.40638, ice001
2023-05-26 09:34:20,550 - ice001 - [INFO] - [E:185| 800]: Train Loss:0.0015196, Val MRR:0.40638, ice001
2023-05-26 09:35:24,684 - ice001 - [INFO] - [E:185| 900]: Train Loss:0.0015195, Val MRR:0.40638, ice001
2023-05-26 09:36:09,792 - ice001 - [INFO] - [Epoch:185]: Training Loss:0.00152
2023-05-26 09:36:10,010 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 09:36:23,905 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 09:36:37,547 - ice001 - [INFO] - [Evaluating Epoch 185 valid]:
MRR: Tail : 0.42616, Head : 0.37327, Avg : 0.39971
2023-05-26 09:36:37,547 - ice001 - [INFO] - [Epoch 185]: Training Loss: 0.0015196, Valid MRR: 0.40638,
2023-05-26 09:36:38,198 - ice001 - [INFO] - [E:186| 0]: Train Loss:0.0015218, Val MRR:0.40638, ice001
2023-05-26 09:37:42,410 - ice001 - [INFO] - [E:186| 100]: Train Loss:0.0015199, Val MRR:0.40638, ice001
2023-05-26 09:38:46,662 - ice001 - [INFO] - [E:186| 200]: Train Loss:0.00152, Val MRR:0.40638, ice001
2023-05-26 09:39:50,807 - ice001 - [INFO] - [E:186| 300]: Train Loss:0.0015197, Val MRR:0.40638, ice001
2023-05-26 09:40:54,998 - ice001 - [INFO] - [E:186| 400]: Train Loss:0.0015195, Val MRR:0.40638, ice001
2023-05-26 09:41:59,111 - ice001 - [INFO] - [E:186| 500]: Train Loss:0.0015194, Val MRR:0.40638, ice001
2023-05-26 09:43:03,333 - ice001 - [INFO] - [E:186| 600]: Train Loss:0.0015195, Val MRR:0.40638, ice001
2023-05-26 09:44:07,477 - ice001 - [INFO] - [E:186| 700]: Train Loss:0.0015193, Val MRR:0.40638, ice001
2023-05-26 09:45:11,671 - ice001 - [INFO] - [E:186| 800]: Train Loss:0.0015193, Val MRR:0.40638, ice001
2023-05-26 09:46:15,832 - ice001 - [INFO] - [E:186| 900]: Train Loss:0.0015193, Val MRR:0.40638, ice001
2023-05-26 09:47:00,925 - ice001 - [INFO] - [Epoch:186]: Training Loss:0.001519
2023-05-26 09:47:01,143 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 09:47:15,018 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 09:47:28,696 - ice001 - [INFO] - [Evaluating Epoch 186 valid]:
MRR: Tail : 0.43297, Head : 0.37725, Avg : 0.40511
2023-05-26 09:47:28,696 - ice001 - [INFO] - [Epoch 186]: Training Loss: 0.0015193, Valid MRR: 0.40638,
2023-05-26 09:47:29,346 - ice001 - [INFO] - [E:187| 0]: Train Loss:0.0015219, Val MRR:0.40638, ice001
2023-05-26 09:48:33,515 - ice001 - [INFO] - [E:187| 100]: Train Loss:0.0015183, Val MRR:0.40638, ice001
2023-05-26 09:49:37,651 - ice001 - [INFO] - [E:187| 200]: Train Loss:0.0015189, Val MRR:0.40638, ice001
2023-05-26 09:50:41,792 - ice001 - [INFO] - [E:187| 300]: Train Loss:0.0015192, Val MRR:0.40638, ice001
2023-05-26 09:51:45,931 - ice001 - [INFO] - [E:187| 400]: Train Loss:0.0015191, Val MRR:0.40638, ice001
2023-05-26 09:52:50,107 - ice001 - [INFO] - [E:187| 500]: Train Loss:0.0015191, Val MRR:0.40638, ice001
2023-05-26 09:53:54,238 - ice001 - [INFO] - [E:187| 600]: Train Loss:0.001519, Val MRR:0.40638, ice001
2023-05-26 09:54:58,367 - ice001 - [INFO] - [E:187| 700]: Train Loss:0.0015188, Val MRR:0.40638, ice001
2023-05-26 09:56:02,460 - ice001 - [INFO] - [E:187| 800]: Train Loss:0.001519, Val MRR:0.40638, ice001
2023-05-26 09:57:06,692 - ice001 - [INFO] - [E:187| 900]: Train Loss:0.0015192, Val MRR:0.40638, ice001
2023-05-26 09:57:51,855 - ice001 - [INFO] - [Epoch:187]: Training Loss:0.001519
2023-05-26 09:57:52,072 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 09:58:05,920 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 09:58:19,571 - ice001 - [INFO] - [Evaluating Epoch 187 valid]:
MRR: Tail : 0.42847, Head : 0.37045, Avg : 0.39946
2023-05-26 09:58:19,571 - ice001 - [INFO] - [Epoch 187]: Training Loss: 0.0015194, Valid MRR: 0.40638,
2023-05-26 09:58:20,220 - ice001 - [INFO] - [E:188| 0]: Train Loss:0.0015106, Val MRR:0.40638, ice001
2023-05-26 09:59:24,490 - ice001 - [INFO] - [E:188| 100]: Train Loss:0.0015187, Val MRR:0.40638, ice001
2023-05-26 10:00:28,696 - ice001 - [INFO] - [E:188| 200]: Train Loss:0.0015192, Val MRR:0.40638, ice001
2023-05-26 10:01:32,978 - ice001 - [INFO] - [E:188| 300]: Train Loss:0.0015186, Val MRR:0.40638, ice001
2023-05-26 10:02:37,179 - ice001 - [INFO] - [E:188| 400]: Train Loss:0.0015188, Val MRR:0.40638, ice001
2023-05-26 10:03:41,427 - ice001 - [INFO] - [E:188| 500]: Train Loss:0.0015192, Val MRR:0.40638, ice001
2023-05-26 10:04:45,566 - ice001 - [INFO] - [E:188| 600]: Train Loss:0.0015189, Val MRR:0.40638, ice001
2023-05-26 10:05:49,751 - ice001 - [INFO] - [E:188| 700]: Train Loss:0.0015189, Val MRR:0.40638, ice001
2023-05-26 10:06:53,909 - ice001 - [INFO] - [E:188| 800]: Train Loss:0.001519, Val MRR:0.40638, ice001
2023-05-26 10:07:58,142 - ice001 - [INFO] - [E:188| 900]: Train Loss:0.001519, Val MRR:0.40638, ice001
2023-05-26 10:08:43,271 - ice001 - [INFO] - [Epoch:188]: Training Loss:0.001519
2023-05-26 10:08:43,489 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 10:08:57,346 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 10:09:10,997 - ice001 - [INFO] - [Evaluating Epoch 188 valid]:
MRR: Tail : 0.42933, Head : 0.37429, Avg : 0.40181
2023-05-26 10:09:10,997 - ice001 - [INFO] - [Epoch 188]: Training Loss: 0.0015193, Valid MRR: 0.40638,
2023-05-26 10:09:11,647 - ice001 - [INFO] - [E:189| 0]: Train Loss:0.0015166, Val MRR:0.40638, ice001
2023-05-26 10:10:15,923 - ice001 - [INFO] - [E:189| 100]: Train Loss:0.0015172, Val MRR:0.40638, ice001
2023-05-26 10:11:20,033 - ice001 - [INFO] - [E:189| 200]: Train Loss:0.0015179, Val MRR:0.40638, ice001
2023-05-26 10:12:24,284 - ice001 - [INFO] - [E:189| 300]: Train Loss:0.0015186, Val MRR:0.40638, ice001
2023-05-26 10:13:28,502 - ice001 - [INFO] - [E:189| 400]: Train Loss:0.0015195, Val MRR:0.40638, ice001
2023-05-26 10:14:32,787 - ice001 - [INFO] - [E:189| 500]: Train Loss:0.0015193, Val MRR:0.40638, ice001
2023-05-26 10:15:37,004 - ice001 - [INFO] - [E:189| 600]: Train Loss:0.0015192, Val MRR:0.40638, ice001
2023-05-26 10:16:41,230 - ice001 - [INFO] - [E:189| 700]: Train Loss:0.0015191, Val MRR:0.40638, ice001
2023-05-26 10:17:45,420 - ice001 - [INFO] - [E:189| 800]: Train Loss:0.001519, Val MRR:0.40638, ice001
2023-05-26 10:18:49,704 - ice001 - [INFO] - [E:189| 900]: Train Loss:0.001519, Val MRR:0.40638, ice001
2023-05-26 10:19:34,880 - ice001 - [INFO] - [Epoch:189]: Training Loss:0.001519
2023-05-26 10:19:35,097 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 10:19:48,959 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 10:20:02,610 - ice001 - [INFO] - [Evaluating Epoch 189 valid]:
MRR: Tail : 0.42499, Head : 0.37083, Avg : 0.39791
MR: Tail : 587.16, Head : 692.21, Avg : 639.68
Hit-1: Tail : 0.33985, Head : 0.29203, Avg : 0.31594
Hit-3: Tail : 0.47178, Head : 0.40551, Avg : 0.43865
Hit-10: Tail : 0.58527, Head : 0.51997, Avg : 0.55262
2023-05-26 10:20:02,610 - ice001 - [INFO] - [Epoch 189]: Training Loss: 0.0015191, Valid MRR: 0.40638,
2023-05-26 10:20:03,264 - ice001 - [INFO] - [E:190| 0]: Train Loss:0.0015365, Val MRR:0.40638, ice001
2023-05-26 10:21:07,508 - ice001 - [INFO] - [E:190| 100]: Train Loss:0.0015176, Val MRR:0.40638, ice001
2023-05-26 10:22:11,663 - ice001 - [INFO] - [E:190| 200]: Train Loss:0.0015184, Val MRR:0.40638, ice001
2023-05-26 10:23:15,825 - ice001 - [INFO] - [E:190| 300]: Train Loss:0.0015185, Val MRR:0.40638, ice001
2023-05-26 10:24:20,050 - ice001 - [INFO] - [E:190| 400]: Train Loss:0.0015181, Val MRR:0.40638, ice001
2023-05-26 10:25:24,227 - ice001 - [INFO] - [E:190| 500]: Train Loss:0.0015185, Val MRR:0.40638, ice001
2023-05-26 10:26:28,364 - ice001 - [INFO] - [E:190| 600]: Train Loss:0.0015186, Val MRR:0.40638, ice001
2023-05-26 10:27:32,498 - ice001 - [INFO] - [E:190| 700]: Train Loss:0.0015188, Val MRR:0.40638, ice001
2023-05-26 10:28:36,690 - ice001 - [INFO] - [E:190| 800]: Train Loss:0.0015186, Val MRR:0.40638, ice001
2023-05-26 10:29:40,778 - ice001 - [INFO] - [E:190| 900]: Train Loss:0.0015186, Val MRR:0.40638, ice001
2023-05-26 10:30:25,925 - ice001 - [INFO] - [Epoch:190]: Training Loss:0.001519
2023-05-26 10:30:26,142 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 10:30:39,988 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 10:30:53,634 - ice001 - [INFO] - [Evaluating Epoch 190 valid]:
MRR: Tail : 0.42588, Head : 0.37123, Avg : 0.39856
2023-05-26 10:30:53,634 - ice001 - [INFO] - [Epoch 190]: Training Loss: 0.0015188, Valid MRR: 0.40638,
2023-05-26 10:30:54,286 - ice001 - [INFO] - [E:191| 0]: Train Loss:0.0015159, Val MRR:0.40638, ice001
2023-05-26 10:31:58,411 - ice001 - [INFO] - [E:191| 100]: Train Loss:0.0015197, Val MRR:0.40638, ice001
2023-05-26 10:33:02,596 - ice001 - [INFO] - [E:191| 200]: Train Loss:0.0015192, Val MRR:0.40638, ice001
2023-05-26 10:34:06,758 - ice001 - [INFO] - [E:191| 300]: Train Loss:0.0015192, Val MRR:0.40638, ice001
2023-05-26 10:35:10,996 - ice001 - [INFO] - [E:191| 400]: Train Loss:0.0015191, Val MRR:0.40638, ice001
2023-05-26 10:36:15,189 - ice001 - [INFO] - [E:191| 500]: Train Loss:0.0015188, Val MRR:0.40638, ice001
2023-05-26 10:37:19,376 - ice001 - [INFO] - [E:191| 600]: Train Loss:0.0015184, Val MRR:0.40638, ice001
2023-05-26 10:38:23,523 - ice001 - [INFO] - [E:191| 700]: Train Loss:0.0015186, Val MRR:0.40638, ice001
2023-05-26 10:39:27,674 - ice001 - [INFO] - [E:191| 800]: Train Loss:0.0015186, Val MRR:0.40638, ice001
2023-05-26 10:40:31,820 - ice001 - [INFO] - [E:191| 900]: Train Loss:0.0015188, Val MRR:0.40638, ice001
2023-05-26 10:41:16,892 - ice001 - [INFO] - [Epoch:191]: Training Loss:0.001519
2023-05-26 10:41:17,109 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 10:41:30,979 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 10:41:44,598 - ice001 - [INFO] - [Evaluating Epoch 191 valid]:
MRR: Tail : 0.43021, Head : 0.37491, Avg : 0.40256
2023-05-26 10:41:44,598 - ice001 - [INFO] - [Epoch 191]: Training Loss: 0.0015189, Valid MRR: 0.40638,
2023-05-26 10:41:45,247 - ice001 - [INFO] - [E:192| 0]: Train Loss:0.0015187, Val MRR:0.40638, ice001
2023-05-26 10:42:49,346 - ice001 - [INFO] - [E:192| 100]: Train Loss:0.0015177, Val MRR:0.40638, ice001
2023-05-26 10:43:53,509 - ice001 - [INFO] - [E:192| 200]: Train Loss:0.0015187, Val MRR:0.40638, ice001
2023-05-26 10:44:57,680 - ice001 - [INFO] - [E:192| 300]: Train Loss:0.0015191, Val MRR:0.40638, ice001
2023-05-26 10:46:01,819 - ice001 - [INFO] - [E:192| 400]: Train Loss:0.0015191, Val MRR:0.40638, ice001
2023-05-26 10:47:05,908 - ice001 - [INFO] - [E:192| 500]: Train Loss:0.0015185, Val MRR:0.40638, ice001
2023-05-26 10:48:10,026 - ice001 - [INFO] - [E:192| 600]: Train Loss:0.0015188, Val MRR:0.40638, ice001
2023-05-26 10:49:14,127 - ice001 - [INFO] - [E:192| 700]: Train Loss:0.0015186, Val MRR:0.40638, ice001
2023-05-26 10:50:18,322 - ice001 - [INFO] - [E:192| 800]: Train Loss:0.0015186, Val MRR:0.40638, ice001
2023-05-26 10:51:22,443 - ice001 - [INFO] - [E:192| 900]: Train Loss:0.0015186, Val MRR:0.40638, ice001
2023-05-26 10:52:07,523 - ice001 - [INFO] - [Epoch:192]: Training Loss:0.001519
2023-05-26 10:52:07,740 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 10:52:21,602 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 10:52:35,284 - ice001 - [INFO] - [Evaluating Epoch 192 valid]:
MRR: Tail : 0.42772, Head : 0.37317, Avg : 0.40044
2023-05-26 10:52:35,284 - ice001 - [INFO] - [Epoch 192]: Training Loss: 0.0015186, Valid MRR: 0.40638,
2023-05-26 10:52:35,933 - ice001 - [INFO] - [E:193| 0]: Train Loss:0.001517, Val MRR:0.40638, ice001
2023-05-26 10:53:40,150 - ice001 - [INFO] - [E:193| 100]: Train Loss:0.0015162, Val MRR:0.40638, ice001
2023-05-26 10:54:44,278 - ice001 - [INFO] - [E:193| 200]: Train Loss:0.0015175, Val MRR:0.40638, ice001
2023-05-26 10:55:48,401 - ice001 - [INFO] - [E:193| 300]: Train Loss:0.0015176, Val MRR:0.40638, ice001
2023-05-26 10:56:52,499 - ice001 - [INFO] - [E:193| 400]: Train Loss:0.0015179, Val MRR:0.40638, ice001
2023-05-26 10:57:56,717 - ice001 - [INFO] - [E:193| 500]: Train Loss:0.0015184, Val MRR:0.40638, ice001
2023-05-26 10:59:00,848 - ice001 - [INFO] - [E:193| 600]: Train Loss:0.0015183, Val MRR:0.40638, ice001
2023-05-26 11:00:04,977 - ice001 - [INFO] - [E:193| 700]: Train Loss:0.0015184, Val MRR:0.40638, ice001
2023-05-26 11:01:09,057 - ice001 - [INFO] - [E:193| 800]: Train Loss:0.0015186, Val MRR:0.40638, ice001
2023-05-26 11:02:13,234 - ice001 - [INFO] - [E:193| 900]: Train Loss:0.0015185, Val MRR:0.40638, ice001
2023-05-26 11:02:58,316 - ice001 - [INFO] - [Epoch:193]: Training Loss:0.001518
2023-05-26 11:02:58,533 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 11:03:12,394 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 11:03:26,024 - ice001 - [INFO] - [Evaluating Epoch 193 valid]:
MRR: Tail : 0.43061, Head : 0.37464, Avg : 0.40263
2023-05-26 11:03:26,024 - ice001 - [INFO] - [Epoch 193]: Training Loss: 0.0015184, Valid MRR: 0.40638,
2023-05-26 11:03:26,675 - ice001 - [INFO] - [E:194| 0]: Train Loss:0.0015221, Val MRR:0.40638, ice001
2023-05-26 11:04:30,860 - ice001 - [INFO] - [E:194| 100]: Train Loss:0.001517, Val MRR:0.40638, ice001
2023-05-26 11:05:34,988 - ice001 - [INFO] - [E:194| 200]: Train Loss:0.0015173, Val MRR:0.40638, ice001
2023-05-26 11:06:39,185 - ice001 - [INFO] - [E:194| 300]: Train Loss:0.0015177, Val MRR:0.40638, ice001
2023-05-26 11:07:43,323 - ice001 - [INFO] - [E:194| 400]: Train Loss:0.0015176, Val MRR:0.40638, ice001
2023-05-26 11:08:47,533 - ice001 - [INFO] - [E:194| 500]: Train Loss:0.0015177, Val MRR:0.40638, ice001
2023-05-26 11:09:51,672 - ice001 - [INFO] - [E:194| 600]: Train Loss:0.0015178, Val MRR:0.40638, ice001
2023-05-26 11:10:55,823 - ice001 - [INFO] - [E:194| 700]: Train Loss:0.001518, Val MRR:0.40638, ice001
2023-05-26 11:11:59,932 - ice001 - [INFO] - [E:194| 800]: Train Loss:0.0015181, Val MRR:0.40638, ice001
2023-05-26 11:13:04,173 - ice001 - [INFO] - [E:194| 900]: Train Loss:0.0015181, Val MRR:0.40638, ice001
2023-05-26 11:13:49,304 - ice001 - [INFO] - [Epoch:194]: Training Loss:0.001518
2023-05-26 11:13:49,521 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 11:14:03,357 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 11:14:16,999 - ice001 - [INFO] - [Evaluating Epoch 194 valid]:
MRR: Tail : 0.42694, Head : 0.37346, Avg : 0.4002
2023-05-26 11:14:16,999 - ice001 - [INFO] - [Epoch 194]: Training Loss: 0.0015182, Valid MRR: 0.40638,
2023-05-26 11:14:17,648 - ice001 - [INFO] - [E:195| 0]: Train Loss:0.0015042, Val MRR:0.40638, ice001
2023-05-26 11:15:21,866 - ice001 - [INFO] - [E:195| 100]: Train Loss:0.0015182, Val MRR:0.40638, ice001
2023-05-26 11:16:26,010 - ice001 - [INFO] - [E:195| 200]: Train Loss:0.0015186, Val MRR:0.40638, ice001
2023-05-26 11:17:30,135 - ice001 - [INFO] - [E:195| 300]: Train Loss:0.0015176, Val MRR:0.40638, ice001
2023-05-26 11:18:34,269 - ice001 - [INFO] - [E:195| 400]: Train Loss:0.0015176, Val MRR:0.40638, ice001
2023-05-26 11:19:38,435 - ice001 - [INFO] - [E:195| 500]: Train Loss:0.0015174, Val MRR:0.40638, ice001
2023-05-26 11:20:42,506 - ice001 - [INFO] - [E:195| 600]: Train Loss:0.0015177, Val MRR:0.40638, ice001
2023-05-26 11:21:46,681 - ice001 - [INFO] - [E:195| 700]: Train Loss:0.0015179, Val MRR:0.40638, ice001
2023-05-26 11:22:50,851 - ice001 - [INFO] - [E:195| 800]: Train Loss:0.001518, Val MRR:0.40638, ice001
2023-05-26 11:23:55,133 - ice001 - [INFO] - [E:195| 900]: Train Loss:0.0015181, Val MRR:0.40638, ice001
2023-05-26 11:24:40,235 - ice001 - [INFO] - [Epoch:195]: Training Loss:0.001518
2023-05-26 11:24:40,453 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 11:24:54,313 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 11:25:07,952 - ice001 - [INFO] - [Evaluating Epoch 195 valid]:
MRR: Tail : 0.42853, Head : 0.3728, Avg : 0.40066
2023-05-26 11:25:07,952 - ice001 - [INFO] - [Epoch 195]: Training Loss: 0.0015181, Valid MRR: 0.40638,
2023-05-26 11:25:08,602 - ice001 - [INFO] - [E:196| 0]: Train Loss:0.0015177, Val MRR:0.40638, ice001
2023-05-26 11:26:12,817 - ice001 - [INFO] - [E:196| 100]: Train Loss:0.0015178, Val MRR:0.40638, ice001
2023-05-26 11:27:16,915 - ice001 - [INFO] - [E:196| 200]: Train Loss:0.001518, Val MRR:0.40638, ice001
2023-05-26 11:28:21,076 - ice001 - [INFO] - [E:196| 300]: Train Loss:0.0015178, Val MRR:0.40638, ice001
2023-05-26 11:29:25,190 - ice001 - [INFO] - [E:196| 400]: Train Loss:0.0015173, Val MRR:0.40638, ice001
2023-05-26 11:30:29,422 - ice001 - [INFO] - [E:196| 500]: Train Loss:0.0015177, Val MRR:0.40638, ice001
2023-05-26 11:31:33,548 - ice001 - [INFO] - [E:196| 600]: Train Loss:0.0015178, Val MRR:0.40638, ice001
2023-05-26 11:32:37,705 - ice001 - [INFO] - [E:196| 700]: Train Loss:0.0015179, Val MRR:0.40638, ice001
2023-05-26 11:33:41,801 - ice001 - [INFO] - [E:196| 800]: Train Loss:0.001518, Val MRR:0.40638, ice001
2023-05-26 11:34:45,934 - ice001 - [INFO] - [E:196| 900]: Train Loss:0.0015178, Val MRR:0.40638, ice001
2023-05-26 11:35:31,016 - ice001 - [INFO] - [Epoch:196]: Training Loss:0.001518
2023-05-26 11:35:31,234 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 11:35:45,098 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 11:35:58,747 - ice001 - [INFO] - [Evaluating Epoch 196 valid]:
MRR: Tail : 0.42969, Head : 0.37391, Avg : 0.4018
2023-05-26 11:35:58,747 - ice001 - [INFO] - [Epoch 196]: Training Loss: 0.0015178, Valid MRR: 0.40638,
2023-05-26 11:35:59,396 - ice001 - [INFO] - [E:197| 0]: Train Loss:0.0015131, Val MRR:0.40638, ice001
2023-05-26 11:37:03,582 - ice001 - [INFO] - [E:197| 100]: Train Loss:0.0015169, Val MRR:0.40638, ice001
2023-05-26 11:38:07,721 - ice001 - [INFO] - [E:197| 200]: Train Loss:0.0015174, Val MRR:0.40638, ice001
2023-05-26 11:39:11,870 - ice001 - [INFO] - [E:197| 300]: Train Loss:0.0015171, Val MRR:0.40638, ice001
2023-05-26 11:40:16,053 - ice001 - [INFO] - [E:197| 400]: Train Loss:0.001517, Val MRR:0.40638, ice001
2023-05-26 11:41:20,176 - ice001 - [INFO] - [E:197| 500]: Train Loss:0.0015171, Val MRR:0.40638, ice001
2023-05-26 11:42:24,357 - ice001 - [INFO] - [E:197| 600]: Train Loss:0.0015173, Val MRR:0.40638, ice001
2023-05-26 11:43:28,429 - ice001 - [INFO] - [E:197| 700]: Train Loss:0.0015174, Val MRR:0.40638, ice001
2023-05-26 11:44:32,562 - ice001 - [INFO] - [E:197| 800]: Train Loss:0.0015176, Val MRR:0.40638, ice001
2023-05-26 11:45:36,683 - ice001 - [INFO] - [E:197| 900]: Train Loss:0.0015175, Val MRR:0.40638, ice001
2023-05-26 11:46:21,821 - ice001 - [INFO] - [Epoch:197]: Training Loss:0.001518
2023-05-26 11:46:22,038 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 11:46:35,884 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 11:46:49,525 - ice001 - [INFO] - [Evaluating Epoch 197 valid]:
MRR: Tail : 0.42607, Head : 0.37011, Avg : 0.39809
2023-05-26 11:46:49,525 - ice001 - [INFO] - [Epoch 197]: Training Loss: 0.0015176, Valid MRR: 0.40638,
2023-05-26 11:46:50,175 - ice001 - [INFO] - [E:198| 0]: Train Loss:0.0015439, Val MRR:0.40638, ice001
2023-05-26 11:47:54,326 - ice001 - [INFO] - [E:198| 100]: Train Loss:0.0015183, Val MRR:0.40638, ice001
2023-05-26 11:48:58,512 - ice001 - [INFO] - [E:198| 200]: Train Loss:0.0015177, Val MRR:0.40638, ice001
2023-05-26 11:50:02,646 - ice001 - [INFO] - [E:198| 300]: Train Loss:0.0015179, Val MRR:0.40638, ice001
2023-05-26 11:51:06,821 - ice001 - [INFO] - [E:198| 400]: Train Loss:0.0015176, Val MRR:0.40638, ice001
2023-05-26 11:52:10,882 - ice001 - [INFO] - [E:198| 500]: Train Loss:0.0015173, Val MRR:0.40638, ice001
2023-05-26 11:53:15,062 - ice001 - [INFO] - [E:198| 600]: Train Loss:0.0015174, Val MRR:0.40638, ice001
2023-05-26 11:54:19,122 - ice001 - [INFO] - [E:198| 700]: Train Loss:0.0015174, Val MRR:0.40638, ice001
2023-05-26 11:55:23,293 - ice001 - [INFO] - [E:198| 800]: Train Loss:0.0015174, Val MRR:0.40638, ice001
2023-05-26 11:56:27,402 - ice001 - [INFO] - [E:198| 900]: Train Loss:0.0015175, Val MRR:0.40638, ice001
2023-05-26 11:57:12,498 - ice001 - [INFO] - [Epoch:198]: Training Loss:0.001518
2023-05-26 11:57:12,718 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 11:57:26,602 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 11:57:40,253 - ice001 - [INFO] - [Evaluating Epoch 198 valid]:
MRR: Tail : 0.42251, Head : 0.37045, Avg : 0.39648
2023-05-26 11:57:40,253 - ice001 - [INFO] - [Epoch 198]: Training Loss: 0.0015175, Valid MRR: 0.40638,
2023-05-26 11:57:40,904 - ice001 - [INFO] - [E:199| 0]: Train Loss:0.0015051, Val MRR:0.40638, ice001
2023-05-26 11:58:44,990 - ice001 - [INFO] - [E:199| 100]: Train Loss:0.0015183, Val MRR:0.40638, ice001
2023-05-26 11:59:49,238 - ice001 - [INFO] - [E:199| 200]: Train Loss:0.0015175, Val MRR:0.40638, ice001
2023-05-26 12:00:53,324 - ice001 - [INFO] - [E:199| 300]: Train Loss:0.0015177, Val MRR:0.40638, ice001
2023-05-26 12:01:57,525 - ice001 - [INFO] - [E:199| 400]: Train Loss:0.0015175, Val MRR:0.40638, ice001
2023-05-26 12:03:01,634 - ice001 - [INFO] - [E:199| 500]: Train Loss:0.0015172, Val MRR:0.40638, ice001
2023-05-26 12:04:05,711 - ice001 - [INFO] - [E:199| 600]: Train Loss:0.001517, Val MRR:0.40638, ice001
2023-05-26 12:05:09,889 - ice001 - [INFO] - [E:199| 700]: Train Loss:0.001517, Val MRR:0.40638, ice001
2023-05-26 12:06:13,988 - ice001 - [INFO] - [E:199| 800]: Train Loss:0.0015171, Val MRR:0.40638, ice001
2023-05-26 12:07:18,240 - ice001 - [INFO] - [E:199| 900]: Train Loss:0.0015171, Val MRR:0.40638, ice001
2023-05-26 12:08:03,361 - ice001 - [INFO] - [Epoch:199]: Training Loss:0.001517
2023-05-26 12:08:03,580 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 12:08:17,438 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 12:08:31,104 - ice001 - [INFO] - [Evaluating Epoch 199 valid]:
MRR: Tail : 0.42685, Head : 0.37082, Avg : 0.39883
MR: Tail : 551.32, Head : 648.71, Avg : 600.01
Hit-1: Tail : 0.34312, Head : 0.28899, Avg : 0.31606
Hit-3: Tail : 0.47032, Head : 0.41158, Avg : 0.44095
Hit-10: Tail : 0.58259, Head : 0.52409, Avg : 0.55334
2023-05-26 12:08:31,104 - ice001 - [INFO] - [Epoch 199]: Training Loss: 0.0015171, Valid MRR: 0.40638,
2023-05-26 12:08:31,753 - ice001 - [INFO] - [E:200| 0]: Train Loss:0.0015034, Val MRR:0.40638, ice001
2023-05-26 12:09:35,911 - ice001 - [INFO] - [E:200| 100]: Train Loss:0.0015165, Val MRR:0.40638, ice001
2023-05-26 12:10:40,033 - ice001 - [INFO] - [E:200| 200]: Train Loss:0.0015164, Val MRR:0.40638, ice001
2023-05-26 12:11:44,191 - ice001 - [INFO] - [E:200| 300]: Train Loss:0.0015165, Val MRR:0.40638, ice001
2023-05-26 12:12:48,339 - ice001 - [INFO] - [E:200| 400]: Train Loss:0.0015165, Val MRR:0.40638, ice001
2023-05-26 12:13:52,473 - ice001 - [INFO] - [E:200| 500]: Train Loss:0.0015165, Val MRR:0.40638, ice001
2023-05-26 12:14:56,538 - ice001 - [INFO] - [E:200| 600]: Train Loss:0.0015164, Val MRR:0.40638, ice001
2023-05-26 12:16:00,647 - ice001 - [INFO] - [E:200| 700]: Train Loss:0.0015166, Val MRR:0.40638, ice001
2023-05-26 12:17:04,771 - ice001 - [INFO] - [E:200| 800]: Train Loss:0.0015167, Val MRR:0.40638, ice001
2023-05-26 12:18:08,866 - ice001 - [INFO] - [E:200| 900]: Train Loss:0.0015169, Val MRR:0.40638, ice001
2023-05-26 12:18:53,938 - ice001 - [INFO] - [Epoch:200]: Training Loss:0.001517
2023-05-26 12:18:54,155 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 12:19:08,008 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 12:19:21,658 - ice001 - [INFO] - [Evaluating Epoch 200 valid]:
MRR: Tail : 0.42844, Head : 0.37369, Avg : 0.40106
2023-05-26 12:19:21,658 - ice001 - [INFO] - [Epoch 200]: Training Loss: 0.0015171, Valid MRR: 0.40638,
2023-05-26 12:19:22,309 - ice001 - [INFO] - [E:201| 0]: Train Loss:0.0015142, Val MRR:0.40638, ice001
2023-05-26 12:20:26,466 - ice001 - [INFO] - [E:201| 100]: Train Loss:0.0015149, Val MRR:0.40638, ice001
2023-05-26 12:21:30,538 - ice001 - [INFO] - [E:201| 200]: Train Loss:0.001516, Val MRR:0.40638, ice001
2023-05-26 12:22:34,687 - ice001 - [INFO] - [E:201| 300]: Train Loss:0.0015165, Val MRR:0.40638, ice001
2023-05-26 12:23:38,725 - ice001 - [INFO] - [E:201| 400]: Train Loss:0.0015162, Val MRR:0.40638, ice001
2023-05-26 12:24:42,850 - ice001 - [INFO] - [E:201| 500]: Train Loss:0.0015163, Val MRR:0.40638, ice001
2023-05-26 12:25:46,988 - ice001 - [INFO] - [E:201| 600]: Train Loss:0.0015163, Val MRR:0.40638, ice001
2023-05-26 12:26:51,139 - ice001 - [INFO] - [E:201| 700]: Train Loss:0.0015167, Val MRR:0.40638, ice001
2023-05-26 12:27:55,219 - ice001 - [INFO] - [E:201| 800]: Train Loss:0.0015166, Val MRR:0.40638, ice001
2023-05-26 12:28:59,338 - ice001 - [INFO] - [E:201| 900]: Train Loss:0.0015167, Val MRR:0.40638, ice001
2023-05-26 12:29:44,404 - ice001 - [INFO] - [Epoch:201]: Training Loss:0.001517
2023-05-26 12:29:44,622 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 12:29:58,476 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 12:30:12,106 - ice001 - [INFO] - [Evaluating Epoch 201 valid]:
MRR: Tail : 0.42213, Head : 0.36961, Avg : 0.39587
2023-05-26 12:30:12,106 - ice001 - [INFO] - [Epoch 201]: Training Loss: 0.0015169, Valid MRR: 0.40638,
2023-05-26 12:30:12,755 - ice001 - [INFO] - [E:202| 0]: Train Loss:0.0015064, Val MRR:0.40638, ice001
2023-05-26 12:31:16,971 - ice001 - [INFO] - [E:202| 100]: Train Loss:0.001516, Val MRR:0.40638, ice001
2023-05-26 12:32:21,096 - ice001 - [INFO] - [E:202| 200]: Train Loss:0.0015161, Val MRR:0.40638, ice001
2023-05-26 12:33:25,257 - ice001 - [INFO] - [E:202| 300]: Train Loss:0.001516, Val MRR:0.40638, ice001
2023-05-26 12:34:29,374 - ice001 - [INFO] - [E:202| 400]: Train Loss:0.0015164, Val MRR:0.40638, ice001
2023-05-26 12:35:33,567 - ice001 - [INFO] - [E:202| 500]: Train Loss:0.0015168, Val MRR:0.40638, ice001
2023-05-26 12:36:37,689 - ice001 - [INFO] - [E:202| 600]: Train Loss:0.0015167, Val MRR:0.40638, ice001
2023-05-26 12:37:41,804 - ice001 - [INFO] - [E:202| 700]: Train Loss:0.001517, Val MRR:0.40638, ice001
2023-05-26 12:38:45,937 - ice001 - [INFO] - [E:202| 800]: Train Loss:0.0015169, Val MRR:0.40638, ice001
2023-05-26 12:39:50,038 - ice001 - [INFO] - [E:202| 900]: Train Loss:0.001517, Val MRR:0.40638, ice001
2023-05-26 12:40:35,168 - ice001 - [INFO] - [Epoch:202]: Training Loss:0.001517
2023-05-26 12:40:35,385 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 12:40:49,229 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 12:41:02,868 - ice001 - [INFO] - [Evaluating Epoch 202 valid]:
MRR: Tail : 0.42643, Head : 0.37489, Avg : 0.40066
2023-05-26 12:41:02,868 - ice001 - [INFO] - [Epoch 202]: Training Loss: 0.0015169, Valid MRR: 0.40638,
2023-05-26 12:41:03,519 - ice001 - [INFO] - [E:203| 0]: Train Loss:0.0015135, Val MRR:0.40638, ice001
2023-05-26 12:42:07,681 - ice001 - [INFO] - [E:203| 100]: Train Loss:0.0015148, Val MRR:0.40638, ice001
2023-05-26 12:43:11,817 - ice001 - [INFO] - [E:203| 200]: Train Loss:0.0015147, Val MRR:0.40638, ice001
2023-05-26 12:44:16,030 - ice001 - [INFO] - [E:203| 300]: Train Loss:0.0015159, Val MRR:0.40638, ice001
2023-05-26 12:45:20,172 - ice001 - [INFO] - [E:203| 400]: Train Loss:0.0015161, Val MRR:0.40638, ice001
2023-05-26 12:46:24,319 - ice001 - [INFO] - [E:203| 500]: Train Loss:0.0015162, Val MRR:0.40638, ice001
2023-05-26 12:47:28,520 - ice001 - [INFO] - [E:203| 600]: Train Loss:0.0015165, Val MRR:0.40638, ice001
2023-05-26 12:48:32,602 - ice001 - [INFO] - [E:203| 700]: Train Loss:0.0015166, Val MRR:0.40638, ice001
2023-05-26 12:49:36,767 - ice001 - [INFO] - [E:203| 800]: Train Loss:0.0015166, Val MRR:0.40638, ice001
2023-05-26 12:50:40,878 - ice001 - [INFO] - [E:203| 900]: Train Loss:0.0015166, Val MRR:0.40638, ice001
2023-05-26 12:51:25,969 - ice001 - [INFO] - [Epoch:203]: Training Loss:0.001517
2023-05-26 12:51:26,187 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 12:51:40,035 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 12:51:53,680 - ice001 - [INFO] - [Evaluating Epoch 203 valid]:
MRR: Tail : 0.43051, Head : 0.37457, Avg : 0.40254
2023-05-26 12:51:53,680 - ice001 - [INFO] - [Epoch 203]: Training Loss: 0.0015168, Valid MRR: 0.40638,
2023-05-26 12:51:54,331 - ice001 - [INFO] - [E:204| 0]: Train Loss:0.0015076, Val MRR:0.40638, ice001
2023-05-26 12:52:58,419 - ice001 - [INFO] - [E:204| 100]: Train Loss:0.0015148, Val MRR:0.40638, ice001
2023-05-26 12:54:02,524 - ice001 - [INFO] - [E:204| 200]: Train Loss:0.0015148, Val MRR:0.40638, ice001
2023-05-26 12:55:06,694 - ice001 - [INFO] - [E:204| 300]: Train Loss:0.0015155, Val MRR:0.40638, ice001
2023-05-26 12:56:10,817 - ice001 - [INFO] - [E:204| 400]: Train Loss:0.0015157, Val MRR:0.40638, ice001
2023-05-26 12:57:14,991 - ice001 - [INFO] - [E:204| 500]: Train Loss:0.0015158, Val MRR:0.40638, ice001
2023-05-26 12:58:19,142 - ice001 - [INFO] - [E:204| 600]: Train Loss:0.001516, Val MRR:0.40638, ice001
2023-05-26 12:59:23,166 - ice001 - [INFO] - [E:204| 700]: Train Loss:0.0015163, Val MRR:0.40638, ice001
2023-05-26 13:00:27,319 - ice001 - [INFO] - [E:204| 800]: Train Loss:0.0015164, Val MRR:0.40638, ice001
2023-05-26 13:01:31,430 - ice001 - [INFO] - [E:204| 900]: Train Loss:0.0015165, Val MRR:0.40638, ice001
2023-05-26 13:02:16,544 - ice001 - [INFO] - [Epoch:204]: Training Loss:0.001516
2023-05-26 13:02:16,761 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 13:02:30,615 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 13:02:44,252 - ice001 - [INFO] - [Evaluating Epoch 204 valid]:
MRR: Tail : 0.42573, Head : 0.37484, Avg : 0.40028
2023-05-26 13:02:44,252 - ice001 - [INFO] - [Epoch 204]: Training Loss: 0.0015164, Valid MRR: 0.40638,
2023-05-26 13:02:44,905 - ice001 - [INFO] - [E:205| 0]: Train Loss:0.0015258, Val MRR:0.40638, ice001
2023-05-26 13:03:49,006 - ice001 - [INFO] - [E:205| 100]: Train Loss:0.0015143, Val MRR:0.40638, ice001
2023-05-26 13:04:53,124 - ice001 - [INFO] - [E:205| 200]: Train Loss:0.0015163, Val MRR:0.40638, ice001
2023-05-26 13:05:57,196 - ice001 - [INFO] - [E:205| 300]: Train Loss:0.0015168, Val MRR:0.40638, ice001
2023-05-26 13:07:01,386 - ice001 - [INFO] - [E:205| 400]: Train Loss:0.0015168, Val MRR:0.40638, ice001
2023-05-26 13:08:05,400 - ice001 - [INFO] - [E:205| 500]: Train Loss:0.0015161, Val MRR:0.40638, ice001
2023-05-26 13:09:09,558 - ice001 - [INFO] - [E:205| 600]: Train Loss:0.0015158, Val MRR:0.40638, ice001
2023-05-26 13:10:13,663 - ice001 - [INFO] - [E:205| 700]: Train Loss:0.001516, Val MRR:0.40638, ice001
2023-05-26 13:11:17,711 - ice001 - [INFO] - [E:205| 800]: Train Loss:0.0015164, Val MRR:0.40638, ice001
2023-05-26 13:12:21,878 - ice001 - [INFO] - [E:205| 900]: Train Loss:0.0015163, Val MRR:0.40638, ice001
2023-05-26 13:13:06,968 - ice001 - [INFO] - [Epoch:205]: Training Loss:0.001516
2023-05-26 13:13:07,185 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 13:13:21,011 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 13:13:34,684 - ice001 - [INFO] - [Evaluating Epoch 205 valid]:
MRR: Tail : 0.42303, Head : 0.37287, Avg : 0.39795
2023-05-26 13:13:34,685 - ice001 - [INFO] - [Epoch 205]: Training Loss: 0.0015164, Valid MRR: 0.40638,
2023-05-26 13:13:35,334 - ice001 - [INFO] - [E:206| 0]: Train Loss:0.0015159, Val MRR:0.40638, ice001
2023-05-26 13:14:39,449 - ice001 - [INFO] - [E:206| 100]: Train Loss:0.0015148, Val MRR:0.40638, ice001
2023-05-26 13:15:43,628 - ice001 - [INFO] - [E:206| 200]: Train Loss:0.0015153, Val MRR:0.40638, ice001
2023-05-26 13:16:47,761 - ice001 - [INFO] - [E:206| 300]: Train Loss:0.0015149, Val MRR:0.40638, ice001
2023-05-26 13:17:51,824 - ice001 - [INFO] - [E:206| 400]: Train Loss:0.0015154, Val MRR:0.40638, ice001
2023-05-26 13:18:56,002 - ice001 - [INFO] - [E:206| 500]: Train Loss:0.0015152, Val MRR:0.40638, ice001
2023-05-26 13:20:00,153 - ice001 - [INFO] - [E:206| 600]: Train Loss:0.0015154, Val MRR:0.40638, ice001
2023-05-26 13:21:04,358 - ice001 - [INFO] - [E:206| 700]: Train Loss:0.0015157, Val MRR:0.40638, ice001
2023-05-26 13:22:08,454 - ice001 - [INFO] - [E:206| 800]: Train Loss:0.001516, Val MRR:0.40638, ice001
2023-05-26 13:23:12,667 - ice001 - [INFO] - [E:206| 900]: Train Loss:0.001516, Val MRR:0.40638, ice001
2023-05-26 13:23:57,707 - ice001 - [INFO] - [Epoch:206]: Training Loss:0.001516
2023-05-26 13:23:57,924 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 13:24:11,782 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 13:24:25,403 - ice001 - [INFO] - [Evaluating Epoch 206 valid]:
MRR: Tail : 0.42818, Head : 0.37221, Avg : 0.4002
2023-05-26 13:24:25,404 - ice001 - [INFO] - [Epoch 206]: Training Loss: 0.0015161, Valid MRR: 0.40638,
2023-05-26 13:24:26,057 - ice001 - [INFO] - [E:207| 0]: Train Loss:0.0015231, Val MRR:0.40638, ice001
2023-05-26 13:25:30,233 - ice001 - [INFO] - [E:207| 100]: Train Loss:0.0015142, Val MRR:0.40638, ice001
2023-05-26 13:26:34,324 - ice001 - [INFO] - [E:207| 200]: Train Loss:0.0015145, Val MRR:0.40638, ice001
2023-05-26 13:27:38,516 - ice001 - [INFO] - [E:207| 300]: Train Loss:0.0015146, Val MRR:0.40638, ice001
2023-05-26 13:28:42,684 - ice001 - [INFO] - [E:207| 400]: Train Loss:0.0015148, Val MRR:0.40638, ice001
2023-05-26 13:29:46,836 - ice001 - [INFO] - [E:207| 500]: Train Loss:0.001515, Val MRR:0.40638, ice001
2023-05-26 13:30:50,878 - ice001 - [INFO] - [E:207| 600]: Train Loss:0.0015153, Val MRR:0.40638, ice001
2023-05-26 13:31:54,983 - ice001 - [INFO] - [E:207| 700]: Train Loss:0.0015155, Val MRR:0.40638, ice001
2023-05-26 13:32:59,047 - ice001 - [INFO] - [E:207| 800]: Train Loss:0.0015159, Val MRR:0.40638, ice001
2023-05-26 13:34:03,201 - ice001 - [INFO] - [E:207| 900]: Train Loss:0.001516, Val MRR:0.40638, ice001
2023-05-26 13:34:48,273 - ice001 - [INFO] - [Epoch:207]: Training Loss:0.001516
2023-05-26 13:34:48,490 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 13:35:02,341 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 13:35:15,985 - ice001 - [INFO] - [Evaluating Epoch 207 valid]:
MRR: Tail : 0.42798, Head : 0.37695, Avg : 0.40247
2023-05-26 13:35:15,985 - ice001 - [INFO] - [Epoch 207]: Training Loss: 0.001516, Valid MRR: 0.40638,
2023-05-26 13:35:16,635 - ice001 - [INFO] - [E:208| 0]: Train Loss:0.0015166, Val MRR:0.40638, ice001
2023-05-26 13:36:20,785 - ice001 - [INFO] - [E:208| 100]: Train Loss:0.0015134, Val MRR:0.40638, ice001
2023-05-26 13:37:24,952 - ice001 - [INFO] - [E:208| 200]: Train Loss:0.0015132, Val MRR:0.40638, ice001
2023-05-26 13:38:29,155 - ice001 - [INFO] - [E:208| 300]: Train Loss:0.0015144, Val MRR:0.40638, ice001
2023-05-26 13:39:33,280 - ice001 - [INFO] - [E:208| 400]: Train Loss:0.0015147, Val MRR:0.40638, ice001
2023-05-26 13:40:37,428 - ice001 - [INFO] - [E:208| 500]: Train Loss:0.0015151, Val MRR:0.40638, ice001
2023-05-26 13:41:41,484 - ice001 - [INFO] - [E:208| 600]: Train Loss:0.0015155, Val MRR:0.40638, ice001
2023-05-26 13:42:45,629 - ice001 - [INFO] - [E:208| 700]: Train Loss:0.0015156, Val MRR:0.40638, ice001
2023-05-26 13:43:49,771 - ice001 - [INFO] - [E:208| 800]: Train Loss:0.0015157, Val MRR:0.40638, ice001
2023-05-26 13:44:53,950 - ice001 - [INFO] - [E:208| 900]: Train Loss:0.0015157, Val MRR:0.40638, ice001
2023-05-26 13:45:39,048 - ice001 - [INFO] - [Epoch:208]: Training Loss:0.001516
2023-05-26 13:45:39,265 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 13:45:53,110 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 13:46:06,738 - ice001 - [INFO] - [Evaluating Epoch 208 valid]:
MRR: Tail : 0.42871, Head : 0.37424, Avg : 0.40148
2023-05-26 13:46:06,738 - ice001 - [INFO] - [Epoch 208]: Training Loss: 0.0015161, Valid MRR: 0.40638,
2023-05-26 13:46:07,388 - ice001 - [INFO] - [E:209| 0]: Train Loss:0.0015183, Val MRR:0.40638, ice001
2023-05-26 13:47:11,559 - ice001 - [INFO] - [E:209| 100]: Train Loss:0.001516, Val MRR:0.40638, ice001
2023-05-26 13:48:15,670 - ice001 - [INFO] - [E:209| 200]: Train Loss:0.0015154, Val MRR:0.40638, ice001
2023-05-26 13:49:19,867 - ice001 - [INFO] - [E:209| 300]: Train Loss:0.0015154, Val MRR:0.40638, ice001
2023-05-26 13:50:23,972 - ice001 - [INFO] - [E:209| 400]: Train Loss:0.0015155, Val MRR:0.40638, ice001
2023-05-26 13:51:28,050 - ice001 - [INFO] - [E:209| 500]: Train Loss:0.0015159, Val MRR:0.40638, ice001
2023-05-26 13:52:32,207 - ice001 - [INFO] - [E:209| 600]: Train Loss:0.0015158, Val MRR:0.40638, ice001
2023-05-26 13:53:36,328 - ice001 - [INFO] - [E:209| 700]: Train Loss:0.0015156, Val MRR:0.40638, ice001
2023-05-26 13:54:40,504 - ice001 - [INFO] - [E:209| 800]: Train Loss:0.0015156, Val MRR:0.40638, ice001
2023-05-26 13:55:44,568 - ice001 - [INFO] - [E:209| 900]: Train Loss:0.0015157, Val MRR:0.40638, ice001
2023-05-26 13:56:29,637 - ice001 - [INFO] - [Epoch:209]: Training Loss:0.001516
2023-05-26 13:56:29,855 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 13:56:43,709 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 13:56:57,335 - ice001 - [INFO] - [Evaluating Epoch 209 valid]:
MRR: Tail : 0.42609, Head : 0.3711, Avg : 0.39859
MR: Tail : 574.27, Head : 684.68, Avg : 629.48
Hit-1: Tail : 0.34361, Head : 0.29166, Avg : 0.31764
Hit-3: Tail : 0.4713, Head : 0.40854, Avg : 0.43992
Hit-10: Tail : 0.57895, Head : 0.52057, Avg : 0.54976
2023-05-26 13:56:57,335 - ice001 - [INFO] - [Epoch 209]: Training Loss: 0.0015158, Valid MRR: 0.40638,
2023-05-26 13:56:57,989 - ice001 - [INFO] - [E:210| 0]: Train Loss:0.0015134, Val MRR:0.40638, ice001
2023-05-26 13:58:02,064 - ice001 - [INFO] - [E:210| 100]: Train Loss:0.0015155, Val MRR:0.40638, ice001
2023-05-26 13:59:06,196 - ice001 - [INFO] - [E:210| 200]: Train Loss:0.0015147, Val MRR:0.40638, ice001
2023-05-26 14:00:10,286 - ice001 - [INFO] - [E:210| 300]: Train Loss:0.0015152, Val MRR:0.40638, ice001
2023-05-26 14:01:14,459 - ice001 - [INFO] - [E:210| 400]: Train Loss:0.0015155, Val MRR:0.40638, ice001
2023-05-26 14:02:18,614 - ice001 - [INFO] - [E:210| 500]: Train Loss:0.0015156, Val MRR:0.40638, ice001
2023-05-26 14:03:22,714 - ice001 - [INFO] - [E:210| 600]: Train Loss:0.0015158, Val MRR:0.40638, ice001
2023-05-26 14:04:26,749 - ice001 - [INFO] - [E:210| 700]: Train Loss:0.0015157, Val MRR:0.40638, ice001
2023-05-26 14:05:30,893 - ice001 - [INFO] - [E:210| 800]: Train Loss:0.0015158, Val MRR:0.40638, ice001
2023-05-26 14:06:35,037 - ice001 - [INFO] - [E:210| 900]: Train Loss:0.0015158, Val MRR:0.40638, ice001
2023-05-26 14:07:20,183 - ice001 - [INFO] - [Epoch:210]: Training Loss:0.001516
2023-05-26 14:07:20,407 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 14:07:34,273 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 14:07:47,921 - ice001 - [INFO] - [Evaluating Epoch 210 valid]:
MRR: Tail : 0.4238, Head : 0.37185, Avg : 0.39783
2023-05-26 14:07:47,921 - ice001 - [INFO] - [Epoch 210]: Training Loss: 0.0015158, Valid MRR: 0.40638,
2023-05-26 14:07:48,573 - ice001 - [INFO] - [E:211| 0]: Train Loss:0.0015228, Val MRR:0.40638, ice001
2023-05-26 14:08:52,688 - ice001 - [INFO] - [E:211| 100]: Train Loss:0.0015165, Val MRR:0.40638, ice001
2023-05-26 14:09:56,863 - ice001 - [INFO] - [E:211| 200]: Train Loss:0.0015159, Val MRR:0.40638, ice001
2023-05-26 14:11:01,052 - ice001 - [INFO] - [E:211| 300]: Train Loss:0.0015159, Val MRR:0.40638, ice001
2023-05-26 14:12:05,248 - ice001 - [INFO] - [E:211| 400]: Train Loss:0.0015157, Val MRR:0.40638, ice001
2023-05-26 14:13:09,417 - ice001 - [INFO] - [E:211| 500]: Train Loss:0.0015158, Val MRR:0.40638, ice001
2023-05-26 14:14:13,578 - ice001 - [INFO] - [E:211| 600]: Train Loss:0.0015159, Val MRR:0.40638, ice001
2023-05-26 14:15:17,727 - ice001 - [INFO] - [E:211| 700]: Train Loss:0.001516, Val MRR:0.40638, ice001
2023-05-26 14:16:21,857 - ice001 - [INFO] - [E:211| 800]: Train Loss:0.0015159, Val MRR:0.40638, ice001
2023-05-26 14:17:25,950 - ice001 - [INFO] - [E:211| 900]: Train Loss:0.001516, Val MRR:0.40638, ice001
2023-05-26 14:18:10,989 - ice001 - [INFO] - [Epoch:211]: Training Loss:0.001516
2023-05-26 14:18:11,206 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 14:18:25,073 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 14:18:38,755 - ice001 - [INFO] - [Evaluating Epoch 211 valid]:
MRR: Tail : 0.4251, Head : 0.37548, Avg : 0.40029
2023-05-26 14:18:38,755 - ice001 - [INFO] - [Epoch 211]: Training Loss: 0.0015157, Valid MRR: 0.40638,
2023-05-26 14:18:39,403 - ice001 - [INFO] - [E:212| 0]: Train Loss:0.0015086, Val MRR:0.40638, ice001
2023-05-26 14:19:43,568 - ice001 - [INFO] - [E:212| 100]: Train Loss:0.0015159, Val MRR:0.40638, ice001
2023-05-26 14:20:47,757 - ice001 - [INFO] - [E:212| 200]: Train Loss:0.0015147, Val MRR:0.40638, ice001
2023-05-26 14:21:51,851 - ice001 - [INFO] - [E:212| 300]: Train Loss:0.0015146, Val MRR:0.40638, ice001
2023-05-26 14:22:56,049 - ice001 - [INFO] - [E:212| 400]: Train Loss:0.0015149, Val MRR:0.40638, ice001
2023-05-26 14:24:00,089 - ice001 - [INFO] - [E:212| 500]: Train Loss:0.0015148, Val MRR:0.40638, ice001
2023-05-26 14:25:04,199 - ice001 - [INFO] - [E:212| 600]: Train Loss:0.0015148, Val MRR:0.40638, ice001
2023-05-26 14:26:08,364 - ice001 - [INFO] - [E:212| 700]: Train Loss:0.0015149, Val MRR:0.40638, ice001
2023-05-26 14:27:12,513 - ice001 - [INFO] - [E:212| 800]: Train Loss:0.0015153, Val MRR:0.40638, ice001
2023-05-26 14:28:16,736 - ice001 - [INFO] - [E:212| 900]: Train Loss:0.0015152, Val MRR:0.40638, ice001
2023-05-26 14:29:01,802 - ice001 - [INFO] - [Epoch:212]: Training Loss:0.001515
2023-05-26 14:29:02,019 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 14:29:15,863 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 14:29:29,482 - ice001 - [INFO] - [Evaluating Epoch 212 valid]:
MRR: Tail : 0.42952, Head : 0.37787, Avg : 0.40369
2023-05-26 14:29:29,483 - ice001 - [INFO] - [Epoch 212]: Training Loss: 0.0015154, Valid MRR: 0.40638,
2023-05-26 14:29:30,130 - ice001 - [INFO] - [E:213| 0]: Train Loss:0.0015115, Val MRR:0.40638, ice001
2023-05-26 14:30:34,283 - ice001 - [INFO] - [E:213| 100]: Train Loss:0.0015138, Val MRR:0.40638, ice001
2023-05-26 14:31:38,335 - ice001 - [INFO] - [E:213| 200]: Train Loss:0.0015145, Val MRR:0.40638, ice001
2023-05-26 14:32:42,552 - ice001 - [INFO] - [E:213| 300]: Train Loss:0.0015147, Val MRR:0.40638, ice001
2023-05-26 14:33:46,642 - ice001 - [INFO] - [E:213| 400]: Train Loss:0.0015147, Val MRR:0.40638, ice001
2023-05-26 14:34:50,779 - ice001 - [INFO] - [E:213| 500]: Train Loss:0.001515, Val MRR:0.40638, ice001
2023-05-26 14:35:54,853 - ice001 - [INFO] - [E:213| 600]: Train Loss:0.0015151, Val MRR:0.40638, ice001
2023-05-26 14:36:58,999 - ice001 - [INFO] - [E:213| 700]: Train Loss:0.0015152, Val MRR:0.40638, ice001
2023-05-26 14:38:03,076 - ice001 - [INFO] - [E:213| 800]: Train Loss:0.001515, Val MRR:0.40638, ice001
2023-05-26 14:39:07,254 - ice001 - [INFO] - [E:213| 900]: Train Loss:0.0015151, Val MRR:0.40638, ice001
2023-05-26 14:39:52,363 - ice001 - [INFO] - [Epoch:213]: Training Loss:0.001515
2023-05-26 14:39:52,580 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 14:40:06,432 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 14:40:20,089 - ice001 - [INFO] - [Evaluating Epoch 213 valid]:
MRR: Tail : 0.42288, Head : 0.37207, Avg : 0.39748
2023-05-26 14:40:20,089 - ice001 - [INFO] - [Epoch 213]: Training Loss: 0.0015151, Valid MRR: 0.40638,
2023-05-26 14:40:20,740 - ice001 - [INFO] - [E:214| 0]: Train Loss:0.001519, Val MRR:0.40638, ice001
2023-05-26 14:41:24,921 - ice001 - [INFO] - [E:214| 100]: Train Loss:0.0015139, Val MRR:0.40638, ice001
2023-05-26 14:42:29,078 - ice001 - [INFO] - [E:214| 200]: Train Loss:0.0015138, Val MRR:0.40638, ice001
2023-05-26 14:43:33,292 - ice001 - [INFO] - [E:214| 300]: Train Loss:0.001514, Val MRR:0.40638, ice001
2023-05-26 14:44:37,436 - ice001 - [INFO] - [E:214| 400]: Train Loss:0.0015143, Val MRR:0.40638, ice001
2023-05-26 14:45:41,576 - ice001 - [INFO] - [E:214| 500]: Train Loss:0.0015146, Val MRR:0.40638, ice001
2023-05-26 14:46:45,654 - ice001 - [INFO] - [E:214| 600]: Train Loss:0.0015148, Val MRR:0.40638, ice001
2023-05-26 14:47:49,769 - ice001 - [INFO] - [E:214| 700]: Train Loss:0.0015146, Val MRR:0.40638, ice001
2023-05-26 14:48:53,870 - ice001 - [INFO] - [E:214| 800]: Train Loss:0.0015147, Val MRR:0.40638, ice001
2023-05-26 14:49:58,018 - ice001 - [INFO] - [E:214| 900]: Train Loss:0.0015149, Val MRR:0.40638, ice001
2023-05-26 14:50:43,106 - ice001 - [INFO] - [Epoch:214]: Training Loss:0.001515
2023-05-26 14:50:43,324 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 14:50:57,171 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 14:51:10,805 - ice001 - [INFO] - [Evaluating Epoch 214 valid]:
MRR: Tail : 0.42084, Head : 0.37154, Avg : 0.39619
2023-05-26 14:51:10,806 - ice001 - [INFO] - [Epoch 214]: Training Loss: 0.0015151, Valid MRR: 0.40638,
2023-05-26 14:51:11,457 - ice001 - [INFO] - [E:215| 0]: Train Loss:0.0015103, Val MRR:0.40638, ice001
2023-05-26 14:52:15,692 - ice001 - [INFO] - [E:215| 100]: Train Loss:0.0015155, Val MRR:0.40638, ice001
2023-05-26 14:53:19,880 - ice001 - [INFO] - [E:215| 200]: Train Loss:0.0015146, Val MRR:0.40638, ice001
2023-05-26 14:54:24,126 - ice001 - [INFO] - [E:215| 300]: Train Loss:0.0015148, Val MRR:0.40638, ice001
2023-05-26 14:55:28,339 - ice001 - [INFO] - [E:215| 400]: Train Loss:0.001515, Val MRR:0.40638, ice001
2023-05-26 14:56:32,568 - ice001 - [INFO] - [E:215| 500]: Train Loss:0.0015145, Val MRR:0.40638, ice001
2023-05-26 14:57:36,665 - ice001 - [INFO] - [E:215| 600]: Train Loss:0.0015145, Val MRR:0.40638, ice001
2023-05-26 14:58:40,792 - ice001 - [INFO] - [E:215| 700]: Train Loss:0.0015147, Val MRR:0.40638, ice001
2023-05-26 14:59:44,940 - ice001 - [INFO] - [E:215| 800]: Train Loss:0.0015146, Val MRR:0.40638, ice001
2023-05-26 15:00:49,058 - ice001 - [INFO] - [E:215| 900]: Train Loss:0.0015148, Val MRR:0.40638, ice001
2023-05-26 15:01:34,170 - ice001 - [INFO] - [Epoch:215]: Training Loss:0.001515
2023-05-26 15:01:34,387 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 15:01:48,238 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 15:02:01,875 - ice001 - [INFO] - [Evaluating Epoch 215 valid]:
MRR: Tail : 0.42265, Head : 0.37365, Avg : 0.39815
2023-05-26 15:02:01,876 - ice001 - [INFO] - [Epoch 215]: Training Loss: 0.0015149, Valid MRR: 0.40638,
2023-05-26 15:02:02,525 - ice001 - [INFO] - [E:216| 0]: Train Loss:0.0015093, Val MRR:0.40638, ice001
2023-05-26 15:03:06,685 - ice001 - [INFO] - [E:216| 100]: Train Loss:0.0015141, Val MRR:0.40638, ice001
2023-05-26 15:04:10,851 - ice001 - [INFO] - [E:216| 200]: Train Loss:0.0015148, Val MRR:0.40638, ice001
2023-05-26 15:05:15,022 - ice001 - [INFO] - [E:216| 300]: Train Loss:0.001515, Val MRR:0.40638, ice001
2023-05-26 15:06:19,272 - ice001 - [INFO] - [E:216| 400]: Train Loss:0.0015148, Val MRR:0.40638, ice001
2023-05-26 15:07:23,453 - ice001 - [INFO] - [E:216| 500]: Train Loss:0.0015146, Val MRR:0.40638, ice001
2023-05-26 15:08:27,596 - ice001 - [INFO] - [E:216| 600]: Train Loss:0.0015145, Val MRR:0.40638, ice001
2023-05-26 15:09:31,731 - ice001 - [INFO] - [E:216| 700]: Train Loss:0.0015144, Val MRR:0.40638, ice001
2023-05-26 15:10:35,957 - ice001 - [INFO] - [E:216| 800]: Train Loss:0.0015145, Val MRR:0.40638, ice001
2023-05-26 15:11:40,129 - ice001 - [INFO] - [E:216| 900]: Train Loss:0.0015146, Val MRR:0.40638, ice001
2023-05-26 15:12:25,267 - ice001 - [INFO] - [Epoch:216]: Training Loss:0.001515
2023-05-26 15:12:25,486 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 15:12:39,356 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 15:12:52,998 - ice001 - [INFO] - [Evaluating Epoch 216 valid]:
MRR: Tail : 0.42353, Head : 0.37472, Avg : 0.39913
2023-05-26 15:12:52,998 - ice001 - [INFO] - [Epoch 216]: Training Loss: 0.0015147, Valid MRR: 0.40638,
2023-05-26 15:12:53,650 - ice001 - [INFO] - [E:217| 0]: Train Loss:0.00153, Val MRR:0.40638, ice001
2023-05-26 15:13:57,719 - ice001 - [INFO] - [E:217| 100]: Train Loss:0.0015141, Val MRR:0.40638, ice001
2023-05-26 15:15:01,911 - ice001 - [INFO] - [E:217| 200]: Train Loss:0.0015138, Val MRR:0.40638, ice001
2023-05-26 15:16:06,063 - ice001 - [INFO] - [E:217| 300]: Train Loss:0.0015143, Val MRR:0.40638, ice001
2023-05-26 15:17:10,276 - ice001 - [INFO] - [E:217| 400]: Train Loss:0.0015144, Val MRR:0.40638, ice001
2023-05-26 15:18:14,386 - ice001 - [INFO] - [E:217| 500]: Train Loss:0.0015144, Val MRR:0.40638, ice001
2023-05-26 15:19:18,593 - ice001 - [INFO] - [E:217| 600]: Train Loss:0.0015143, Val MRR:0.40638, ice001
2023-05-26 15:20:22,684 - ice001 - [INFO] - [E:217| 700]: Train Loss:0.0015145, Val MRR:0.40638, ice001
2023-05-26 15:21:26,874 - ice001 - [INFO] - [E:217| 800]: Train Loss:0.0015147, Val MRR:0.40638, ice001
2023-05-26 15:22:30,969 - ice001 - [INFO] - [E:217| 900]: Train Loss:0.0015149, Val MRR:0.40638, ice001
2023-05-26 15:23:16,048 - ice001 - [INFO] - [Epoch:217]: Training Loss:0.001515
2023-05-26 15:23:16,265 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 15:23:30,151 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 15:23:43,790 - ice001 - [INFO] - [Evaluating Epoch 217 valid]:
MRR: Tail : 0.42503, Head : 0.37323, Avg : 0.39913
2023-05-26 15:23:43,790 - ice001 - [INFO] - [Epoch 217]: Training Loss: 0.0015147, Valid MRR: 0.40638,
2023-05-26 15:23:44,441 - ice001 - [INFO] - [E:218| 0]: Train Loss:0.0015124, Val MRR:0.40638, ice001
2023-05-26 15:24:48,551 - ice001 - [INFO] - [E:218| 100]: Train Loss:0.0015137, Val MRR:0.40638, ice001
2023-05-26 15:25:52,717 - ice001 - [INFO] - [E:218| 200]: Train Loss:0.0015141, Val MRR:0.40638, ice001
2023-05-26 15:26:56,796 - ice001 - [INFO] - [E:218| 300]: Train Loss:0.001514, Val MRR:0.40638, ice001
2023-05-26 15:28:00,922 - ice001 - [INFO] - [E:218| 400]: Train Loss:0.0015143, Val MRR:0.40638, ice001
2023-05-26 15:29:05,047 - ice001 - [INFO] - [E:218| 500]: Train Loss:0.0015142, Val MRR:0.40638, ice001
2023-05-26 15:30:09,192 - ice001 - [INFO] - [E:218| 600]: Train Loss:0.0015144, Val MRR:0.40638, ice001
2023-05-26 15:31:13,248 - ice001 - [INFO] - [E:218| 700]: Train Loss:0.0015146, Val MRR:0.40638, ice001
2023-05-26 15:32:17,344 - ice001 - [INFO] - [E:218| 800]: Train Loss:0.0015145, Val MRR:0.40638, ice001
2023-05-26 15:33:21,522 - ice001 - [INFO] - [E:218| 900]: Train Loss:0.0015145, Val MRR:0.40638, ice001
2023-05-26 15:34:06,569 - ice001 - [INFO] - [Epoch:218]: Training Loss:0.001515
2023-05-26 15:34:06,786 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 15:34:20,618 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 15:34:34,270 - ice001 - [INFO] - [Evaluating Epoch 218 valid]:
MRR: Tail : 0.42729, Head : 0.37565, Avg : 0.40147
2023-05-26 15:34:34,270 - ice001 - [INFO] - [Epoch 218]: Training Loss: 0.0015146, Valid MRR: 0.40638,
2023-05-26 15:34:34,921 - ice001 - [INFO] - [E:219| 0]: Train Loss:0.0015032, Val MRR:0.40638, ice001
2023-05-26 15:35:39,078 - ice001 - [INFO] - [E:219| 100]: Train Loss:0.0015128, Val MRR:0.40638, ice001
2023-05-26 15:36:43,157 - ice001 - [INFO] - [E:219| 200]: Train Loss:0.0015143, Val MRR:0.40638, ice001
2023-05-26 15:37:47,395 - ice001 - [INFO] - [E:219| 300]: Train Loss:0.001514, Val MRR:0.40638, ice001
2023-05-26 15:38:51,504 - ice001 - [INFO] - [E:219| 400]: Train Loss:0.0015143, Val MRR:0.40638, ice001
2023-05-26 15:39:55,687 - ice001 - [INFO] - [E:219| 500]: Train Loss:0.0015145, Val MRR:0.40638, ice001
2023-05-26 15:40:59,841 - ice001 - [INFO] - [E:219| 600]: Train Loss:0.0015144, Val MRR:0.40638, ice001
2023-05-26 15:42:04,056 - ice001 - [INFO] - [E:219| 700]: Train Loss:0.001514, Val MRR:0.40638, ice001
2023-05-26 15:43:08,225 - ice001 - [INFO] - [E:219| 800]: Train Loss:0.0015141, Val MRR:0.40638, ice001
2023-05-26 15:44:12,419 - ice001 - [INFO] - [E:219| 900]: Train Loss:0.0015143, Val MRR:0.40638, ice001
2023-05-26 15:44:57,506 - ice001 - [INFO] - [Epoch:219]: Training Loss:0.001514
2023-05-26 15:44:57,722 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 15:45:11,566 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 15:45:25,195 - ice001 - [INFO] - [Evaluating Epoch 219 valid]:
MRR: Tail : 0.42685, Head : 0.37553, Avg : 0.40119
MR: Tail : 534.78, Head : 653.98, Avg : 594.38
Hit-1: Tail : 0.34337, Head : 0.29773, Avg : 0.32055
Hit-3: Tail : 0.47372, Head : 0.41134, Avg : 0.44253
Hit-10: Tail : 0.57713, Head : 0.5247, Avg : 0.55092
2023-05-26 15:45:25,195 - ice001 - [INFO] - [Epoch 219]: Training Loss: 0.0015143, Valid MRR: 0.40638,
2023-05-26 15:45:25,844 - ice001 - [INFO] - [E:220| 0]: Train Loss:0.0015154, Val MRR:0.40638, ice001
2023-05-26 15:46:29,952 - ice001 - [INFO] - [E:220| 100]: Train Loss:0.0015128, Val MRR:0.40638, ice001
2023-05-26 15:47:34,089 - ice001 - [INFO] - [E:220| 200]: Train Loss:0.0015128, Val MRR:0.40638, ice001
2023-05-26 15:48:38,230 - ice001 - [INFO] - [E:220| 300]: Train Loss:0.0015131, Val MRR:0.40638, ice001
2023-05-26 15:49:42,422 - ice001 - [INFO] - [E:220| 400]: Train Loss:0.0015131, Val MRR:0.40638, ice001
2023-05-26 15:50:46,643 - ice001 - [INFO] - [E:220| 500]: Train Loss:0.0015134, Val MRR:0.40638, ice001
2023-05-26 15:51:50,721 - ice001 - [INFO] - [E:220| 600]: Train Loss:0.0015137, Val MRR:0.40638, ice001
2023-05-26 15:52:54,916 - ice001 - [INFO] - [E:220| 700]: Train Loss:0.0015138, Val MRR:0.40638, ice001
2023-05-26 15:53:59,013 - ice001 - [INFO] - [E:220| 800]: Train Loss:0.0015139, Val MRR:0.40638, ice001
2023-05-26 15:55:03,140 - ice001 - [INFO] - [E:220| 900]: Train Loss:0.0015142, Val MRR:0.40638, ice001
2023-05-26 15:55:48,228 - ice001 - [INFO] - [Epoch:220]: Training Loss:0.001514
2023-05-26 15:55:48,446 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 15:56:02,292 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 15:56:15,924 - ice001 - [INFO] - [Evaluating Epoch 220 valid]:
MRR: Tail : 0.42429, Head : 0.37306, Avg : 0.39868
2023-05-26 15:56:15,924 - ice001 - [INFO] - [Epoch 220]: Training Loss: 0.0015142, Valid MRR: 0.40638,
2023-05-26 15:56:16,575 - ice001 - [INFO] - [E:221| 0]: Train Loss:0.0015179, Val MRR:0.40638, ice001
2023-05-26 15:57:20,742 - ice001 - [INFO] - [E:221| 100]: Train Loss:0.0015147, Val MRR:0.40638, ice001
2023-05-26 15:58:24,940 - ice001 - [INFO] - [E:221| 200]: Train Loss:0.001514, Val MRR:0.40638, ice001
2023-05-26 15:59:29,140 - ice001 - [INFO] - [E:221| 300]: Train Loss:0.0015136, Val MRR:0.40638, ice001
2023-05-26 16:00:33,337 - ice001 - [INFO] - [E:221| 400]: Train Loss:0.0015137, Val MRR:0.40638, ice001
2023-05-26 16:01:37,611 - ice001 - [INFO] - [E:221| 500]: Train Loss:0.0015135, Val MRR:0.40638, ice001
2023-05-26 16:02:41,743 - ice001 - [INFO] - [E:221| 600]: Train Loss:0.0015135, Val MRR:0.40638, ice001
2023-05-26 16:03:45,927 - ice001 - [INFO] - [E:221| 700]: Train Loss:0.0015134, Val MRR:0.40638, ice001
2023-05-26 16:04:50,020 - ice001 - [INFO] - [E:221| 800]: Train Loss:0.0015136, Val MRR:0.40638, ice001
2023-05-26 16:05:54,070 - ice001 - [INFO] - [E:221| 900]: Train Loss:0.0015138, Val MRR:0.40638, ice001
2023-05-26 16:06:39,274 - ice001 - [INFO] - [Epoch:221]: Training Loss:0.001514
2023-05-26 16:06:39,492 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 16:06:53,338 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 16:07:06,966 - ice001 - [INFO] - [Evaluating Epoch 221 valid]:
MRR: Tail : 0.42539, Head : 0.37438, Avg : 0.39988
2023-05-26 16:07:06,966 - ice001 - [INFO] - [Epoch 221]: Training Loss: 0.0015141, Valid MRR: 0.40638,
2023-05-26 16:07:07,620 - ice001 - [INFO] - [E:222| 0]: Train Loss:0.0015042, Val MRR:0.40638, ice001
2023-05-26 16:08:11,766 - ice001 - [INFO] - [E:222| 100]: Train Loss:0.0015142, Val MRR:0.40638, ice001
2023-05-26 16:09:15,932 - ice001 - [INFO] - [E:222| 200]: Train Loss:0.0015139, Val MRR:0.40638, ice001
2023-05-26 16:10:20,122 - ice001 - [INFO] - [E:222| 300]: Train Loss:0.001514, Val MRR:0.40638, ice001
2023-05-26 16:11:24,281 - ice001 - [INFO] - [E:222| 400]: Train Loss:0.001514, Val MRR:0.40638, ice001
2023-05-26 16:12:28,452 - ice001 - [INFO] - [E:222| 500]: Train Loss:0.0015138, Val MRR:0.40638, ice001
2023-05-26 16:13:32,557 - ice001 - [INFO] - [E:222| 600]: Train Loss:0.0015138, Val MRR:0.40638, ice001
2023-05-26 16:14:36,683 - ice001 - [INFO] - [E:222| 700]: Train Loss:0.0015139, Val MRR:0.40638, ice001
2023-05-26 16:15:40,884 - ice001 - [INFO] - [E:222| 800]: Train Loss:0.001514, Val MRR:0.40638, ice001
2023-05-26 16:16:45,071 - ice001 - [INFO] - [E:222| 900]: Train Loss:0.0015141, Val MRR:0.40638, ice001
2023-05-26 16:17:30,209 - ice001 - [INFO] - [Epoch:222]: Training Loss:0.001514
2023-05-26 16:17:30,429 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 16:17:44,275 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 16:17:57,906 - ice001 - [INFO] - [Evaluating Epoch 222 valid]:
MRR: Tail : 0.42546, Head : 0.37079, Avg : 0.39812
2023-05-26 16:17:57,906 - ice001 - [INFO] - [Epoch 222]: Training Loss: 0.0015141, Valid MRR: 0.40638,
2023-05-26 16:17:58,556 - ice001 - [INFO] - [E:223| 0]: Train Loss:0.0015069, Val MRR:0.40638, ice001
2023-05-26 16:19:02,698 - ice001 - [INFO] - [E:223| 100]: Train Loss:0.0015129, Val MRR:0.40638, ice001
2023-05-26 16:20:06,893 - ice001 - [INFO] - [E:223| 200]: Train Loss:0.0015124, Val MRR:0.40638, ice001
2023-05-26 16:21:11,060 - ice001 - [INFO] - [E:223| 300]: Train Loss:0.0015133, Val MRR:0.40638, ice001
2023-05-26 16:22:15,254 - ice001 - [INFO] - [E:223| 400]: Train Loss:0.0015132, Val MRR:0.40638, ice001
2023-05-26 16:23:19,326 - ice001 - [INFO] - [E:223| 500]: Train Loss:0.0015131, Val MRR:0.40638, ice001
2023-05-26 16:24:23,450 - ice001 - [INFO] - [E:223| 600]: Train Loss:0.0015131, Val MRR:0.40638, ice001
2023-05-26 16:25:27,539 - ice001 - [INFO] - [E:223| 700]: Train Loss:0.0015132, Val MRR:0.40638, ice001
2023-05-26 16:26:31,670 - ice001 - [INFO] - [E:223| 800]: Train Loss:0.0015133, Val MRR:0.40638, ice001
2023-05-26 16:27:35,750 - ice001 - [INFO] - [E:223| 900]: Train Loss:0.0015135, Val MRR:0.40638, ice001
2023-05-26 16:28:20,900 - ice001 - [INFO] - [Epoch:223]: Training Loss:0.001514
2023-05-26 16:28:21,118 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 16:28:34,999 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 16:28:48,650 - ice001 - [INFO] - [Evaluating Epoch 223 valid]:
MRR: Tail : 0.42712, Head : 0.37275, Avg : 0.39994
2023-05-26 16:28:48,650 - ice001 - [INFO] - [Epoch 223]: Training Loss: 0.0015136, Valid MRR: 0.40638,
2023-05-26 16:28:49,319 - ice001 - [INFO] - [E:224| 0]: Train Loss:0.0015173, Val MRR:0.40638, ice001
2023-05-26 16:29:53,423 - ice001 - [INFO] - [E:224| 100]: Train Loss:0.001513, Val MRR:0.40638, ice001
2023-05-26 16:30:57,596 - ice001 - [INFO] - [E:224| 200]: Train Loss:0.0015132, Val MRR:0.40638, ice001
2023-05-26 16:32:01,715 - ice001 - [INFO] - [E:224| 300]: Train Loss:0.0015134, Val MRR:0.40638, ice001
2023-05-26 16:33:05,903 - ice001 - [INFO] - [E:224| 400]: Train Loss:0.0015133, Val MRR:0.40638, ice001
2023-05-26 16:34:09,967 - ice001 - [INFO] - [E:224| 500]: Train Loss:0.0015137, Val MRR:0.40638, ice001
2023-05-26 16:35:14,164 - ice001 - [INFO] - [E:224| 600]: Train Loss:0.0015141, Val MRR:0.40638, ice001
2023-05-26 16:36:18,275 - ice001 - [INFO] - [E:224| 700]: Train Loss:0.0015138, Val MRR:0.40638, ice001
2023-05-26 16:37:22,355 - ice001 - [INFO] - [E:224| 800]: Train Loss:0.0015139, Val MRR:0.40638, ice001
2023-05-26 16:38:26,542 - ice001 - [INFO] - [E:224| 900]: Train Loss:0.0015139, Val MRR:0.40638, ice001
2023-05-26 16:39:11,645 - ice001 - [INFO] - [Epoch:224]: Training Loss:0.001514
2023-05-26 16:39:11,862 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 16:39:25,706 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 16:39:39,406 - ice001 - [INFO] - [Evaluating Epoch 224 valid]:
MRR: Tail : 0.42791, Head : 0.37253, Avg : 0.40022
2023-05-26 16:39:39,407 - ice001 - [INFO] - [Epoch 224]: Training Loss: 0.001514, Valid MRR: 0.40638,
2023-05-26 16:39:40,071 - ice001 - [INFO] - [E:225| 0]: Train Loss:0.0015075, Val MRR:0.40638, ice001
2023-05-26 16:40:44,219 - ice001 - [INFO] - [E:225| 100]: Train Loss:0.0015146, Val MRR:0.40638, ice001
2023-05-26 16:41:48,409 - ice001 - [INFO] - [E:225| 200]: Train Loss:0.0015137, Val MRR:0.40638, ice001
2023-05-26 16:42:52,572 - ice001 - [INFO] - [E:225| 300]: Train Loss:0.0015134, Val MRR:0.40638, ice001
2023-05-26 16:43:56,740 - ice001 - [INFO] - [E:225| 400]: Train Loss:0.0015133, Val MRR:0.40638, ice001
2023-05-26 16:45:00,917 - ice001 - [INFO] - [E:225| 500]: Train Loss:0.0015132, Val MRR:0.40638, ice001
2023-05-26 16:46:05,057 - ice001 - [INFO] - [E:225| 600]: Train Loss:0.0015133, Val MRR:0.40638, ice001
2023-05-26 16:47:09,187 - ice001 - [INFO] - [E:225| 700]: Train Loss:0.0015134, Val MRR:0.40638, ice001
2023-05-26 16:48:13,245 - ice001 - [INFO] - [E:225| 800]: Train Loss:0.0015136, Val MRR:0.40638, ice001
2023-05-26 16:49:17,425 - ice001 - [INFO] - [E:225| 900]: Train Loss:0.0015136, Val MRR:0.40638, ice001
2023-05-26 16:50:02,558 - ice001 - [INFO] - [Epoch:225]: Training Loss:0.001514
2023-05-26 16:50:02,777 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 16:50:16,622 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 16:50:30,244 - ice001 - [INFO] - [Evaluating Epoch 225 valid]:
MRR: Tail : 0.42586, Head : 0.37192, Avg : 0.39889
2023-05-26 16:50:30,244 - ice001 - [INFO] - [Epoch 225]: Training Loss: 0.0015136, Valid MRR: 0.40638,
2023-05-26 16:50:30,893 - ice001 - [INFO] - [E:226| 0]: Train Loss:0.001516, Val MRR:0.40638, ice001
2023-05-26 16:51:35,041 - ice001 - [INFO] - [E:226| 100]: Train Loss:0.0015153, Val MRR:0.40638, ice001
2023-05-26 16:52:39,209 - ice001 - [INFO] - [E:226| 200]: Train Loss:0.001514, Val MRR:0.40638, ice001
2023-05-26 16:53:43,332 - ice001 - [INFO] - [E:226| 300]: Train Loss:0.0015139, Val MRR:0.40638, ice001
2023-05-26 16:54:47,457 - ice001 - [INFO] - [E:226| 400]: Train Loss:0.0015139, Val MRR:0.40638, ice001
2023-05-26 16:55:51,616 - ice001 - [INFO] - [E:226| 500]: Train Loss:0.0015138, Val MRR:0.40638, ice001
2023-05-26 16:56:55,754 - ice001 - [INFO] - [E:226| 600]: Train Loss:0.0015136, Val MRR:0.40638, ice001
2023-05-26 16:57:59,947 - ice001 - [INFO] - [E:226| 700]: Train Loss:0.0015136, Val MRR:0.40638, ice001
2023-05-26 16:59:04,157 - ice001 - [INFO] - [E:226| 800]: Train Loss:0.0015136, Val MRR:0.40638, ice001
2023-05-26 17:00:08,393 - ice001 - [INFO] - [E:226| 900]: Train Loss:0.0015135, Val MRR:0.40638, ice001
2023-05-26 17:00:53,433 - ice001 - [INFO] - [Epoch:226]: Training Loss:0.001514
2023-05-26 17:00:53,650 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 17:01:07,508 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 17:01:21,145 - ice001 - [INFO] - [Evaluating Epoch 226 valid]:
MRR: Tail : 0.43093, Head : 0.3758, Avg : 0.40336
2023-05-26 17:01:21,145 - ice001 - [INFO] - [Epoch 226]: Training Loss: 0.0015136, Valid MRR: 0.40638,
2023-05-26 17:01:21,794 - ice001 - [INFO] - [E:227| 0]: Train Loss:0.0015295, Val MRR:0.40638, ice001
2023-05-26 17:02:25,975 - ice001 - [INFO] - [E:227| 100]: Train Loss:0.0015115, Val MRR:0.40638, ice001
2023-05-26 17:03:30,082 - ice001 - [INFO] - [E:227| 200]: Train Loss:0.0015126, Val MRR:0.40638, ice001
2023-05-26 17:04:34,262 - ice001 - [INFO] - [E:227| 300]: Train Loss:0.0015131, Val MRR:0.40638, ice001
2023-05-26 17:05:38,342 - ice001 - [INFO] - [E:227| 400]: Train Loss:0.0015135, Val MRR:0.40638, ice001
2023-05-26 17:06:42,585 - ice001 - [INFO] - [E:227| 500]: Train Loss:0.0015136, Val MRR:0.40638, ice001
2023-05-26 17:07:46,749 - ice001 - [INFO] - [E:227| 600]: Train Loss:0.0015134, Val MRR:0.40638, ice001
2023-05-26 17:08:50,963 - ice001 - [INFO] - [E:227| 700]: Train Loss:0.0015135, Val MRR:0.40638, ice001
2023-05-26 17:09:55,113 - ice001 - [INFO] - [E:227| 800]: Train Loss:0.0015133, Val MRR:0.40638, ice001
2023-05-26 17:10:59,365 - ice001 - [INFO] - [E:227| 900]: Train Loss:0.0015134, Val MRR:0.40638, ice001
2023-05-26 17:11:44,468 - ice001 - [INFO] - [Epoch:227]: Training Loss:0.001514
2023-05-26 17:11:44,686 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 17:11:58,568 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 17:12:12,206 - ice001 - [INFO] - [Evaluating Epoch 227 valid]:
MRR: Tail : 0.42959, Head : 0.37301, Avg : 0.4013
2023-05-26 17:12:12,206 - ice001 - [INFO] - [Epoch 227]: Training Loss: 0.0015137, Valid MRR: 0.40638,
2023-05-26 17:12:12,856 - ice001 - [INFO] - [E:228| 0]: Train Loss:0.0015074, Val MRR:0.40638, ice001
2023-05-26 17:13:17,009 - ice001 - [INFO] - [E:228| 100]: Train Loss:0.0015149, Val MRR:0.40638, ice001
2023-05-26 17:14:21,091 - ice001 - [INFO] - [E:228| 200]: Train Loss:0.001514, Val MRR:0.40638, ice001
2023-05-26 17:15:25,181 - ice001 - [INFO] - [E:228| 300]: Train Loss:0.0015135, Val MRR:0.40638, ice001
2023-05-26 17:16:29,350 - ice001 - [INFO] - [E:228| 400]: Train Loss:0.0015132, Val MRR:0.40638, ice001
2023-05-26 17:17:33,429 - ice001 - [INFO] - [E:228| 500]: Train Loss:0.0015134, Val MRR:0.40638, ice001
2023-05-26 17:18:37,529 - ice001 - [INFO] - [E:228| 600]: Train Loss:0.0015136, Val MRR:0.40638, ice001
2023-05-26 17:19:41,646 - ice001 - [INFO] - [E:228| 700]: Train Loss:0.0015132, Val MRR:0.40638, ice001
2023-05-26 17:20:45,795 - ice001 - [INFO] - [E:228| 800]: Train Loss:0.0015133, Val MRR:0.40638, ice001
2023-05-26 17:21:49,939 - ice001 - [INFO] - [E:228| 900]: Train Loss:0.0015134, Val MRR:0.40638, ice001
2023-05-26 17:22:35,099 - ice001 - [INFO] - [Epoch:228]: Training Loss:0.001513
2023-05-26 17:22:35,316 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 17:22:49,163 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 17:23:02,796 - ice001 - [INFO] - [Evaluating Epoch 228 valid]:
MRR: Tail : 0.43113, Head : 0.37632, Avg : 0.40373
2023-05-26 17:23:02,796 - ice001 - [INFO] - [Epoch 228]: Training Loss: 0.0015133, Valid MRR: 0.40638,
2023-05-26 17:23:03,444 - ice001 - [INFO] - [E:229| 0]: Train Loss:0.0015061, Val MRR:0.40638, ice001
2023-05-26 17:24:07,517 - ice001 - [INFO] - [E:229| 100]: Train Loss:0.001512, Val MRR:0.40638, ice001
2023-05-26 17:25:11,733 - ice001 - [INFO] - [E:229| 200]: Train Loss:0.0015124, Val MRR:0.40638, ice001
2023-05-26 17:26:15,876 - ice001 - [INFO] - [E:229| 300]: Train Loss:0.0015129, Val MRR:0.40638, ice001
2023-05-26 17:27:20,051 - ice001 - [INFO] - [E:229| 400]: Train Loss:0.0015127, Val MRR:0.40638, ice001
2023-05-26 17:28:24,161 - ice001 - [INFO] - [E:229| 500]: Train Loss:0.0015132, Val MRR:0.40638, ice001
2023-05-26 17:29:28,321 - ice001 - [INFO] - [E:229| 600]: Train Loss:0.0015131, Val MRR:0.40638, ice001
2023-05-26 17:30:32,485 - ice001 - [INFO] - [E:229| 700]: Train Loss:0.0015131, Val MRR:0.40638, ice001
2023-05-26 17:31:36,739 - ice001 - [INFO] - [E:229| 800]: Train Loss:0.0015129, Val MRR:0.40638, ice001
2023-05-26 17:32:40,932 - ice001 - [INFO] - [E:229| 900]: Train Loss:0.001513, Val MRR:0.40638, ice001
2023-05-26 17:33:26,120 - ice001 - [INFO] - [Epoch:229]: Training Loss:0.001513
2023-05-26 17:33:26,342 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 17:33:40,230 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 17:33:53,856 - ice001 - [INFO] - [Evaluating Epoch 229 valid]:
MRR: Tail : 0.42465, Head : 0.37242, Avg : 0.39853
MR: Tail : 522.88, Head : 632.96, Avg : 577.92
Hit-1: Tail : 0.3424, Head : 0.29542, Avg : 0.31891
Hit-3: Tail : 0.46559, Head : 0.40854, Avg : 0.43707
Hit-10: Tail : 0.5798, Head : 0.52094, Avg : 0.55037
2023-05-26 17:33:53,856 - ice001 - [INFO] - [Epoch 229]: Training Loss: 0.001513, Valid MRR: 0.40638,
2023-05-26 17:33:54,506 - ice001 - [INFO] - [E:230| 0]: Train Loss:0.0015152, Val MRR:0.40638, ice001
2023-05-26 17:34:58,647 - ice001 - [INFO] - [E:230| 100]: Train Loss:0.0015135, Val MRR:0.40638, ice001
2023-05-26 17:36:02,854 - ice001 - [INFO] - [E:230| 200]: Train Loss:0.0015134, Val MRR:0.40638, ice001
2023-05-26 17:37:06,934 - ice001 - [INFO] - [E:230| 300]: Train Loss:0.0015134, Val MRR:0.40638, ice001
2023-05-26 17:38:11,154 - ice001 - [INFO] - [E:230| 400]: Train Loss:0.0015129, Val MRR:0.40638, ice001
2023-05-26 17:39:15,281 - ice001 - [INFO] - [E:230| 500]: Train Loss:0.0015128, Val MRR:0.40638, ice001
2023-05-26 17:40:19,454 - ice001 - [INFO] - [E:230| 600]: Train Loss:0.0015127, Val MRR:0.40638, ice001
2023-05-26 17:41:23,572 - ice001 - [INFO] - [E:230| 700]: Train Loss:0.0015128, Val MRR:0.40638, ice001
2023-05-26 17:42:27,757 - ice001 - [INFO] - [E:230| 800]: Train Loss:0.0015128, Val MRR:0.40638, ice001
2023-05-26 17:43:31,921 - ice001 - [INFO] - [E:230| 900]: Train Loss:0.0015129, Val MRR:0.40638, ice001
2023-05-26 17:44:17,031 - ice001 - [INFO] - [Epoch:230]: Training Loss:0.001513
2023-05-26 17:44:17,247 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 17:44:31,098 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 17:44:44,763 - ice001 - [INFO] - [Evaluating Epoch 230 valid]:
MRR: Tail : 0.42873, Head : 0.37401, Avg : 0.40137
2023-05-26 17:44:44,763 - ice001 - [INFO] - [Epoch 230]: Training Loss: 0.0015129, Valid MRR: 0.40638,
2023-05-26 17:44:45,412 - ice001 - [INFO] - [E:231| 0]: Train Loss:0.0015062, Val MRR:0.40638, ice001
2023-05-26 17:45:49,520 - ice001 - [INFO] - [E:231| 100]: Train Loss:0.0015098, Val MRR:0.40638, ice001
2023-05-26 17:46:53,751 - ice001 - [INFO] - [E:231| 200]: Train Loss:0.001512, Val MRR:0.40638, ice001
2023-05-26 17:47:57,856 - ice001 - [INFO] - [E:231| 300]: Train Loss:0.001512, Val MRR:0.40638, ice001
2023-05-26 17:49:01,997 - ice001 - [INFO] - [E:231| 400]: Train Loss:0.0015125, Val MRR:0.40638, ice001
2023-05-26 17:50:06,143 - ice001 - [INFO] - [E:231| 500]: Train Loss:0.0015124, Val MRR:0.40638, ice001
2023-05-26 17:51:10,222 - ice001 - [INFO] - [E:231| 600]: Train Loss:0.0015126, Val MRR:0.40638, ice001
2023-05-26 17:52:14,442 - ice001 - [INFO] - [E:231| 700]: Train Loss:0.0015123, Val MRR:0.40638, ice001
2023-05-26 17:53:18,539 - ice001 - [INFO] - [E:231| 800]: Train Loss:0.0015127, Val MRR:0.40638, ice001
2023-05-26 17:54:22,711 - ice001 - [INFO] - [E:231| 900]: Train Loss:0.001513, Val MRR:0.40638, ice001
2023-05-26 17:55:07,881 - ice001 - [INFO] - [Epoch:231]: Training Loss:0.001513
2023-05-26 17:55:08,098 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 17:55:21,954 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 17:55:35,581 - ice001 - [INFO] - [Evaluating Epoch 231 valid]:
MRR: Tail : 0.42508, Head : 0.36934, Avg : 0.39721
2023-05-26 17:55:35,581 - ice001 - [INFO] - [Epoch 231]: Training Loss: 0.001513, Valid MRR: 0.40638,
2023-05-26 17:55:36,233 - ice001 - [INFO] - [E:232| 0]: Train Loss:0.0015205, Val MRR:0.40638, ice001
2023-05-26 17:56:40,505 - ice001 - [INFO] - [E:232| 100]: Train Loss:0.0015124, Val MRR:0.40638, ice001
2023-05-26 17:57:44,695 - ice001 - [INFO] - [E:232| 200]: Train Loss:0.0015124, Val MRR:0.40638, ice001
2023-05-26 17:58:48,914 - ice001 - [INFO] - [E:232| 300]: Train Loss:0.0015126, Val MRR:0.40638, ice001
2023-05-26 17:59:53,005 - ice001 - [INFO] - [E:232| 400]: Train Loss:0.0015123, Val MRR:0.40638, ice001
2023-05-26 18:00:57,235 - ice001 - [INFO] - [E:232| 500]: Train Loss:0.0015121, Val MRR:0.40638, ice001
2023-05-26 18:02:01,369 - ice001 - [INFO] - [E:232| 600]: Train Loss:0.0015123, Val MRR:0.40638, ice001
2023-05-26 18:03:05,584 - ice001 - [INFO] - [E:232| 700]: Train Loss:0.0015125, Val MRR:0.40638, ice001
2023-05-26 18:04:09,732 - ice001 - [INFO] - [E:232| 800]: Train Loss:0.0015126, Val MRR:0.40638, ice001
2023-05-26 18:05:13,993 - ice001 - [INFO] - [E:232| 900]: Train Loss:0.0015128, Val MRR:0.40638, ice001
2023-05-26 18:05:59,027 - ice001 - [INFO] - [Epoch:232]: Training Loss:0.001513
2023-05-26 18:05:59,245 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 18:06:13,107 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 18:06:26,732 - ice001 - [INFO] - [Evaluating Epoch 232 valid]:
MRR: Tail : 0.4219, Head : 0.372, Avg : 0.39695
2023-05-26 18:06:26,732 - ice001 - [INFO] - [Epoch 232]: Training Loss: 0.0015128, Valid MRR: 0.40638,
2023-05-26 18:06:27,382 - ice001 - [INFO] - [E:233| 0]: Train Loss:0.0015105, Val MRR:0.40638, ice001
2023-05-26 18:07:31,498 - ice001 - [INFO] - [E:233| 100]: Train Loss:0.0015124, Val MRR:0.40638, ice001
2023-05-26 18:08:35,604 - ice001 - [INFO] - [E:233| 200]: Train Loss:0.0015118, Val MRR:0.40638, ice001
2023-05-26 18:09:39,811 - ice001 - [INFO] - [E:233| 300]: Train Loss:0.001512, Val MRR:0.40638, ice001
2023-05-26 18:10:44,009 - ice001 - [INFO] - [E:233| 400]: Train Loss:0.001512, Val MRR:0.40638, ice001
2023-05-26 18:11:48,182 - ice001 - [INFO] - [E:233| 500]: Train Loss:0.0015121, Val MRR:0.40638, ice001
2023-05-26 18:12:52,347 - ice001 - [INFO] - [E:233| 600]: Train Loss:0.0015124, Val MRR:0.40638, ice001
2023-05-26 18:13:56,541 - ice001 - [INFO] - [E:233| 700]: Train Loss:0.0015123, Val MRR:0.40638, ice001
2023-05-26 18:15:00,711 - ice001 - [INFO] - [E:233| 800]: Train Loss:0.0015124, Val MRR:0.40638, ice001
2023-05-26 18:16:04,846 - ice001 - [INFO] - [E:233| 900]: Train Loss:0.0015125, Val MRR:0.40638, ice001
2023-05-26 18:16:49,898 - ice001 - [INFO] - [Epoch:233]: Training Loss:0.001513
2023-05-26 18:16:50,115 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 18:17:03,951 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 18:17:17,594 - ice001 - [INFO] - [Evaluating Epoch 233 valid]:
MRR: Tail : 0.43108, Head : 0.37494, Avg : 0.40301
2023-05-26 18:17:17,594 - ice001 - [INFO] - [Epoch 233]: Training Loss: 0.0015126, Valid MRR: 0.40638,
2023-05-26 18:17:18,245 - ice001 - [INFO] - [E:234| 0]: Train Loss:0.0015039, Val MRR:0.40638, ice001
2023-05-26 18:18:22,399 - ice001 - [INFO] - [E:234| 100]: Train Loss:0.0015142, Val MRR:0.40638, ice001
2023-05-26 18:19:26,503 - ice001 - [INFO] - [E:234| 200]: Train Loss:0.0015129, Val MRR:0.40638, ice001
2023-05-26 18:20:30,664 - ice001 - [INFO] - [E:234| 300]: Train Loss:0.0015124, Val MRR:0.40638, ice001
2023-05-26 18:21:34,736 - ice001 - [INFO] - [E:234| 400]: Train Loss:0.0015121, Val MRR:0.40638, ice001
2023-05-26 18:22:38,918 - ice001 - [INFO] - [E:234| 500]: Train Loss:0.0015122, Val MRR:0.40638, ice001
2023-05-26 18:23:43,060 - ice001 - [INFO] - [E:234| 600]: Train Loss:0.0015124, Val MRR:0.40638, ice001
2023-05-26 18:24:47,182 - ice001 - [INFO] - [E:234| 700]: Train Loss:0.0015125, Val MRR:0.40638, ice001
2023-05-26 18:25:51,348 - ice001 - [INFO] - [E:234| 800]: Train Loss:0.0015126, Val MRR:0.40638, ice001
2023-05-26 18:26:55,463 - ice001 - [INFO] - [E:234| 900]: Train Loss:0.0015128, Val MRR:0.40638, ice001
2023-05-26 18:27:40,603 - ice001 - [INFO] - [Epoch:234]: Training Loss:0.001513
2023-05-26 18:27:40,821 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 18:27:54,673 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 18:28:08,308 - ice001 - [INFO] - [Evaluating Epoch 234 valid]:
MRR: Tail : 0.42671, Head : 0.37262, Avg : 0.39966
2023-05-26 18:28:08,308 - ice001 - [INFO] - [Epoch 234]: Training Loss: 0.0015127, Valid MRR: 0.40638,
2023-05-26 18:28:08,959 - ice001 - [INFO] - [E:235| 0]: Train Loss:0.0015193, Val MRR:0.40638, ice001
2023-05-26 18:29:13,147 - ice001 - [INFO] - [E:235| 100]: Train Loss:0.0015121, Val MRR:0.40638, ice001
2023-05-26 18:30:17,337 - ice001 - [INFO] - [E:235| 200]: Train Loss:0.0015118, Val MRR:0.40638, ice001
2023-05-26 18:31:21,490 - ice001 - [INFO] - [E:235| 300]: Train Loss:0.0015115, Val MRR:0.40638, ice001
2023-05-26 18:32:25,617 - ice001 - [INFO] - [E:235| 400]: Train Loss:0.0015118, Val MRR:0.40638, ice001
2023-05-26 18:33:29,758 - ice001 - [INFO] - [E:235| 500]: Train Loss:0.0015122, Val MRR:0.40638, ice001
2023-05-26 18:34:33,973 - ice001 - [INFO] - [E:235| 600]: Train Loss:0.0015121, Val MRR:0.40638, ice001
2023-05-26 18:35:38,150 - ice001 - [INFO] - [E:235| 700]: Train Loss:0.0015123, Val MRR:0.40638, ice001
2023-05-26 18:36:42,313 - ice001 - [INFO] - [E:235| 800]: Train Loss:0.0015122, Val MRR:0.40638, ice001
2023-05-26 18:37:46,470 - ice001 - [INFO] - [E:235| 900]: Train Loss:0.0015125, Val MRR:0.40638, ice001
2023-05-26 18:38:31,645 - ice001 - [INFO] - [Epoch:235]: Training Loss:0.001513
2023-05-26 18:38:31,865 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 18:38:45,723 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 18:38:59,360 - ice001 - [INFO] - [Evaluating Epoch 235 valid]:
MRR: Tail : 0.4246, Head : 0.37045, Avg : 0.39752
2023-05-26 18:38:59,360 - ice001 - [INFO] - [Epoch 235]: Training Loss: 0.0015125, Valid MRR: 0.40638,
2023-05-26 18:39:00,011 - ice001 - [INFO] - [E:236| 0]: Train Loss:0.0015187, Val MRR:0.40638, ice001
2023-05-26 18:40:04,178 - ice001 - [INFO] - [E:236| 100]: Train Loss:0.0015114, Val MRR:0.40638, ice001
2023-05-26 18:41:08,323 - ice001 - [INFO] - [E:236| 200]: Train Loss:0.0015112, Val MRR:0.40638, ice001
2023-05-26 18:42:12,400 - ice001 - [INFO] - [E:236| 300]: Train Loss:0.0015114, Val MRR:0.40638, ice001
2023-05-26 18:43:16,624 - ice001 - [INFO] - [E:236| 400]: Train Loss:0.0015112, Val MRR:0.40638, ice001
2023-05-26 18:44:20,710 - ice001 - [INFO] - [E:236| 500]: Train Loss:0.0015113, Val MRR:0.40638, ice001
2023-05-26 18:45:24,942 - ice001 - [INFO] - [E:236| 600]: Train Loss:0.0015115, Val MRR:0.40638, ice001
2023-05-26 18:46:29,030 - ice001 - [INFO] - [E:236| 700]: Train Loss:0.0015118, Val MRR:0.40638, ice001
2023-05-26 18:47:33,214 - ice001 - [INFO] - [E:236| 800]: Train Loss:0.001512, Val MRR:0.40638, ice001
2023-05-26 18:48:37,351 - ice001 - [INFO] - [E:236| 900]: Train Loss:0.0015122, Val MRR:0.40638, ice001
2023-05-26 18:49:22,446 - ice001 - [INFO] - [Epoch:236]: Training Loss:0.001512
2023-05-26 18:49:22,663 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 18:49:36,556 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 18:49:50,235 - ice001 - [INFO] - [Evaluating Epoch 236 valid]:
MRR: Tail : 0.42716, Head : 0.37327, Avg : 0.40022
2023-05-26 18:49:50,235 - ice001 - [INFO] - [Epoch 236]: Training Loss: 0.0015123, Valid MRR: 0.40638,
2023-05-26 18:49:50,885 - ice001 - [INFO] - [E:237| 0]: Train Loss:0.0015232, Val MRR:0.40638, ice001
2023-05-26 18:50:55,020 - ice001 - [INFO] - [E:237| 100]: Train Loss:0.001511, Val MRR:0.40638, ice001
2023-05-26 18:51:59,182 - ice001 - [INFO] - [E:237| 200]: Train Loss:0.0015123, Val MRR:0.40638, ice001
2023-05-26 18:53:03,331 - ice001 - [INFO] - [E:237| 300]: Train Loss:0.0015124, Val MRR:0.40638, ice001
2023-05-26 18:54:07,513 - ice001 - [INFO] - [E:237| 400]: Train Loss:0.0015126, Val MRR:0.40638, ice001
2023-05-26 18:55:11,630 - ice001 - [INFO] - [E:237| 500]: Train Loss:0.0015124, Val MRR:0.40638, ice001
2023-05-26 18:56:15,796 - ice001 - [INFO] - [E:237| 600]: Train Loss:0.0015123, Val MRR:0.40638, ice001
2023-05-26 18:57:20,007 - ice001 - [INFO] - [E:237| 700]: Train Loss:0.0015123, Val MRR:0.40638, ice001
2023-05-26 18:58:24,128 - ice001 - [INFO] - [E:237| 800]: Train Loss:0.0015125, Val MRR:0.40638, ice001
2023-05-26 18:59:28,356 - ice001 - [INFO] - [E:237| 900]: Train Loss:0.0015124, Val MRR:0.40638, ice001
2023-05-26 19:00:13,474 - ice001 - [INFO] - [Epoch:237]: Training Loss:0.001512
2023-05-26 19:00:13,691 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 19:00:27,541 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 19:00:41,184 - ice001 - [INFO] - [Evaluating Epoch 237 valid]:
MRR: Tail : 0.4292, Head : 0.37195, Avg : 0.40058
2023-05-26 19:00:41,184 - ice001 - [INFO] - [Epoch 237]: Training Loss: 0.0015124, Valid MRR: 0.40638,
2023-05-26 19:00:41,835 - ice001 - [INFO] - [E:238| 0]: Train Loss:0.0015015, Val MRR:0.40638, ice001
2023-05-26 19:01:45,975 - ice001 - [INFO] - [E:238| 100]: Train Loss:0.0015118, Val MRR:0.40638, ice001
2023-05-26 19:02:50,044 - ice001 - [INFO] - [E:238| 200]: Train Loss:0.0015125, Val MRR:0.40638, ice001
2023-05-26 19:03:54,248 - ice001 - [INFO] - [E:238| 300]: Train Loss:0.0015128, Val MRR:0.40638, ice001
2023-05-26 19:04:58,415 - ice001 - [INFO] - [E:238| 400]: Train Loss:0.0015126, Val MRR:0.40638, ice001
2023-05-26 19:06:02,618 - ice001 - [INFO] - [E:238| 500]: Train Loss:0.0015123, Val MRR:0.40638, ice001
2023-05-26 19:07:06,789 - ice001 - [INFO] - [E:238| 600]: Train Loss:0.0015123, Val MRR:0.40638, ice001
2023-05-26 19:08:10,979 - ice001 - [INFO] - [E:238| 700]: Train Loss:0.0015122, Val MRR:0.40638, ice001
2023-05-26 19:09:15,119 - ice001 - [INFO] - [E:238| 800]: Train Loss:0.0015124, Val MRR:0.40638, ice001
2023-05-26 19:10:19,312 - ice001 - [INFO] - [E:238| 900]: Train Loss:0.0015122, Val MRR:0.40638, ice001
2023-05-26 19:11:04,459 - ice001 - [INFO] - [Epoch:238]: Training Loss:0.001512
2023-05-26 19:11:04,677 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 19:11:18,526 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 19:11:32,168 - ice001 - [INFO] - [Evaluating Epoch 238 valid]:
MRR: Tail : 0.42553, Head : 0.37188, Avg : 0.39871
2023-05-26 19:11:32,168 - ice001 - [INFO] - [Epoch 238]: Training Loss: 0.0015123, Valid MRR: 0.40638,
2023-05-26 19:11:32,818 - ice001 - [INFO] - [E:239| 0]: Train Loss:0.0015061, Val MRR:0.40638, ice001
2023-05-26 19:12:37,012 - ice001 - [INFO] - [E:239| 100]: Train Loss:0.0015112, Val MRR:0.40638, ice001
2023-05-26 19:13:41,186 - ice001 - [INFO] - [E:239| 200]: Train Loss:0.001511, Val MRR:0.40638, ice001
2023-05-26 19:14:45,378 - ice001 - [INFO] - [E:239| 300]: Train Loss:0.0015111, Val MRR:0.40638, ice001
2023-05-26 19:15:49,520 - ice001 - [INFO] - [E:239| 400]: Train Loss:0.0015113, Val MRR:0.40638, ice001
2023-05-26 19:16:53,751 - ice001 - [INFO] - [E:239| 500]: Train Loss:0.0015114, Val MRR:0.40638, ice001
2023-05-26 19:17:57,900 - ice001 - [INFO] - [E:239| 600]: Train Loss:0.0015113, Val MRR:0.40638, ice001
2023-05-26 19:19:02,088 - ice001 - [INFO] - [E:239| 700]: Train Loss:0.0015113, Val MRR:0.40638, ice001
2023-05-26 19:20:06,309 - ice001 - [INFO] - [E:239| 800]: Train Loss:0.0015114, Val MRR:0.40638, ice001
2023-05-26 19:21:10,506 - ice001 - [INFO] - [E:239| 900]: Train Loss:0.0015117, Val MRR:0.40638, ice001
2023-05-26 19:21:55,559 - ice001 - [INFO] - [Epoch:239]: Training Loss:0.001512
2023-05-26 19:21:55,777 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 19:22:09,649 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 19:22:23,298 - ice001 - [INFO] - [Evaluating Epoch 239 valid]:
MRR: Tail : 0.42906, Head : 0.37673, Avg : 0.40289
MR: Tail : 547.12, Head : 657.15, Avg : 602.13
Hit-1: Tail : 0.3441, Head : 0.29858, Avg : 0.32134
Hit-3: Tail : 0.47627, Head : 0.41158, Avg : 0.44393
Hit-10: Tail : 0.58721, Head : 0.52676, Avg : 0.55699
2023-05-26 19:22:23,299 - ice001 - [INFO] - [Epoch 239]: Training Loss: 0.0015117, Valid MRR: 0.40638,
2023-05-26 19:22:23,951 - ice001 - [INFO] - [E:240| 0]: Train Loss:0.0014982, Val MRR:0.40638, ice001
2023-05-26 19:23:28,152 - ice001 - [INFO] - [E:240| 100]: Train Loss:0.0015117, Val MRR:0.40638, ice001
2023-05-26 19:24:32,268 - ice001 - [INFO] - [E:240| 200]: Train Loss:0.0015119, Val MRR:0.40638, ice001
2023-05-26 19:25:36,443 - ice001 - [INFO] - [E:240| 300]: Train Loss:0.0015118, Val MRR:0.40638, ice001
2023-05-26 19:26:40,531 - ice001 - [INFO] - [E:240| 400]: Train Loss:0.0015118, Val MRR:0.40638, ice001
2023-05-26 19:27:44,756 - ice001 - [INFO] - [E:240| 500]: Train Loss:0.0015117, Val MRR:0.40638, ice001
2023-05-26 19:28:48,909 - ice001 - [INFO] - [E:240| 600]: Train Loss:0.0015116, Val MRR:0.40638, ice001
2023-05-26 19:29:53,088 - ice001 - [INFO] - [E:240| 700]: Train Loss:0.0015117, Val MRR:0.40638, ice001
2023-05-26 19:30:57,262 - ice001 - [INFO] - [E:240| 800]: Train Loss:0.0015119, Val MRR:0.40638, ice001
2023-05-26 19:32:01,462 - ice001 - [INFO] - [E:240| 900]: Train Loss:0.001512, Val MRR:0.40638, ice001
2023-05-26 19:32:46,567 - ice001 - [INFO] - [Epoch:240]: Training Loss:0.001512
2023-05-26 19:32:46,784 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 19:33:00,633 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 19:33:14,267 - ice001 - [INFO] - [Evaluating Epoch 240 valid]:
MRR: Tail : 0.42548, Head : 0.37116, Avg : 0.39832
2023-05-26 19:33:14,267 - ice001 - [INFO] - [Epoch 240]: Training Loss: 0.001512, Valid MRR: 0.40638,
2023-05-26 19:33:14,916 - ice001 - [INFO] - [E:241| 0]: Train Loss:0.0015024, Val MRR:0.40638, ice001
2023-05-26 19:34:19,118 - ice001 - [INFO] - [E:241| 100]: Train Loss:0.0015121, Val MRR:0.40638, ice001
2023-05-26 19:35:23,307 - ice001 - [INFO] - [E:241| 200]: Train Loss:0.0015109, Val MRR:0.40638, ice001
2023-05-26 19:36:27,538 - ice001 - [INFO] - [E:241| 300]: Train Loss:0.0015114, Val MRR:0.40638, ice001
2023-05-26 19:37:31,675 - ice001 - [INFO] - [E:241| 400]: Train Loss:0.0015116, Val MRR:0.40638, ice001
2023-05-26 19:38:35,839 - ice001 - [INFO] - [E:241| 500]: Train Loss:0.0015116, Val MRR:0.40638, ice001
2023-05-26 19:39:40,023 - ice001 - [INFO] - [E:241| 600]: Train Loss:0.0015121, Val MRR:0.40638, ice001
2023-05-26 19:40:44,160 - ice001 - [INFO] - [E:241| 700]: Train Loss:0.001512, Val MRR:0.40638, ice001
2023-05-26 19:41:48,393 - ice001 - [INFO] - [E:241| 800]: Train Loss:0.0015121, Val MRR:0.40638, ice001
2023-05-26 19:42:52,613 - ice001 - [INFO] - [E:241| 900]: Train Loss:0.0015119, Val MRR:0.40638, ice001
2023-05-26 19:43:37,850 - ice001 - [INFO] - [Epoch:241]: Training Loss:0.001512
2023-05-26 19:43:38,067 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 19:43:51,917 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 19:44:05,560 - ice001 - [INFO] - [Evaluating Epoch 241 valid]:
MRR: Tail : 0.42541, Head : 0.37134, Avg : 0.39838
2023-05-26 19:44:05,560 - ice001 - [INFO] - [Epoch 241]: Training Loss: 0.001512, Valid MRR: 0.40638,
2023-05-26 19:44:06,211 - ice001 - [INFO] - [E:242| 0]: Train Loss:0.0015314, Val MRR:0.40638, ice001
2023-05-26 19:45:10,398 - ice001 - [INFO] - [E:242| 100]: Train Loss:0.0015097, Val MRR:0.40638, ice001
2023-05-26 19:46:14,584 - ice001 - [INFO] - [E:242| 200]: Train Loss:0.0015109, Val MRR:0.40638, ice001
2023-05-26 19:47:18,699 - ice001 - [INFO] - [E:242| 300]: Train Loss:0.0015117, Val MRR:0.40638, ice001
2023-05-26 19:48:22,868 - ice001 - [INFO] - [E:242| 400]: Train Loss:0.0015118, Val MRR:0.40638, ice001
2023-05-26 19:49:26,979 - ice001 - [INFO] - [E:242| 500]: Train Loss:0.0015119, Val MRR:0.40638, ice001
2023-05-26 19:50:31,140 - ice001 - [INFO] - [E:242| 600]: Train Loss:0.0015119, Val MRR:0.40638, ice001
2023-05-26 19:51:35,289 - ice001 - [INFO] - [E:242| 700]: Train Loss:0.0015119, Val MRR:0.40638, ice001
2023-05-26 19:52:39,457 - ice001 - [INFO] - [E:242| 800]: Train Loss:0.0015118, Val MRR:0.40638, ice001
2023-05-26 19:53:43,583 - ice001 - [INFO] - [E:242| 900]: Train Loss:0.0015119, Val MRR:0.40638, ice001
2023-05-26 19:54:28,726 - ice001 - [INFO] - [Epoch:242]: Training Loss:0.001512
2023-05-26 19:54:28,944 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 19:54:42,825 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 19:54:56,450 - ice001 - [INFO] - [Evaluating Epoch 242 valid]:
MRR: Tail : 0.42969, Head : 0.37056, Avg : 0.40013
2023-05-26 19:54:56,450 - ice001 - [INFO] - [Epoch 242]: Training Loss: 0.0015119, Valid MRR: 0.40638,
2023-05-26 19:54:57,100 - ice001 - [INFO] - [E:243| 0]: Train Loss:0.0015058, Val MRR:0.40638, ice001
2023-05-26 19:56:01,217 - ice001 - [INFO] - [E:243| 100]: Train Loss:0.00151, Val MRR:0.40638, ice001
2023-05-26 19:57:05,405 - ice001 - [INFO] - [E:243| 200]: Train Loss:0.0015106, Val MRR:0.40638, ice001
2023-05-26 19:58:09,540 - ice001 - [INFO] - [E:243| 300]: Train Loss:0.001511, Val MRR:0.40638, ice001
2023-05-26 19:59:13,717 - ice001 - [INFO] - [E:243| 400]: Train Loss:0.0015113, Val MRR:0.40638, ice001
2023-05-26 20:00:17,843 - ice001 - [INFO] - [E:243| 500]: Train Loss:0.0015109, Val MRR:0.40638, ice001
2023-05-26 20:01:22,066 - ice001 - [INFO] - [E:243| 600]: Train Loss:0.0015109, Val MRR:0.40638, ice001
2023-05-26 20:02:26,187 - ice001 - [INFO] - [E:243| 700]: Train Loss:0.0015113, Val MRR:0.40638, ice001
2023-05-26 20:03:30,373 - ice001 - [INFO] - [E:243| 800]: Train Loss:0.0015113, Val MRR:0.40638, ice001
2023-05-26 20:04:34,478 - ice001 - [INFO] - [E:243| 900]: Train Loss:0.0015114, Val MRR:0.40638, ice001
2023-05-26 20:05:19,588 - ice001 - [INFO] - [Epoch:243]: Training Loss:0.001511
2023-05-26 20:05:19,805 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 20:05:33,650 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 20:05:47,347 - ice001 - [INFO] - [Evaluating Epoch 243 valid]:
MRR: Tail : 0.42731, Head : 0.37246, Avg : 0.39988
2023-05-26 20:05:47,347 - ice001 - [INFO] - [Epoch 243]: Training Loss: 0.0015114, Valid MRR: 0.40638,
2023-05-26 20:05:47,999 - ice001 - [INFO] - [E:244| 0]: Train Loss:0.001514, Val MRR:0.40638, ice001
2023-05-26 20:06:52,165 - ice001 - [INFO] - [E:244| 100]: Train Loss:0.0015118, Val MRR:0.40638, ice001
2023-05-26 20:07:56,295 - ice001 - [INFO] - [E:244| 200]: Train Loss:0.001511, Val MRR:0.40638, ice001
2023-05-26 20:09:00,538 - ice001 - [INFO] - [E:244| 300]: Train Loss:0.0015111, Val MRR:0.40638, ice001
2023-05-26 20:10:04,708 - ice001 - [INFO] - [E:244| 400]: Train Loss:0.0015112, Val MRR:0.40638, ice001
2023-05-26 20:11:08,871 - ice001 - [INFO] - [E:244| 500]: Train Loss:0.0015111, Val MRR:0.40638, ice001
2023-05-26 20:12:13,054 - ice001 - [INFO] - [E:244| 600]: Train Loss:0.0015114, Val MRR:0.40638, ice001
2023-05-26 20:13:17,227 - ice001 - [INFO] - [E:244| 700]: Train Loss:0.0015114, Val MRR:0.40638, ice001
2023-05-26 20:14:21,371 - ice001 - [INFO] - [E:244| 800]: Train Loss:0.0015115, Val MRR:0.40638, ice001
2023-05-26 20:15:25,569 - ice001 - [INFO] - [E:244| 900]: Train Loss:0.0015116, Val MRR:0.40638, ice001
2023-05-26 20:16:10,655 - ice001 - [INFO] - [Epoch:244]: Training Loss:0.001512
2023-05-26 20:16:10,872 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 20:16:24,720 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 20:16:38,346 - ice001 - [INFO] - [Evaluating Epoch 244 valid]:
MRR: Tail : 0.42959, Head : 0.37261, Avg : 0.4011
2023-05-26 20:16:38,346 - ice001 - [INFO] - [Epoch 244]: Training Loss: 0.0015116, Valid MRR: 0.40638,
2023-05-26 20:16:38,996 - ice001 - [INFO] - [E:245| 0]: Train Loss:0.0015102, Val MRR:0.40638, ice001
2023-05-26 20:17:43,244 - ice001 - [INFO] - [E:245| 100]: Train Loss:0.0015117, Val MRR:0.40638, ice001
2023-05-26 20:18:47,371 - ice001 - [INFO] - [E:245| 200]: Train Loss:0.0015115, Val MRR:0.40638, ice001
2023-05-26 20:19:51,574 - ice001 - [INFO] - [E:245| 300]: Train Loss:0.001511, Val MRR:0.40638, ice001
2023-05-26 20:20:55,753 - ice001 - [INFO] - [E:245| 400]: Train Loss:0.0015111, Val MRR:0.40638, ice001
2023-05-26 20:21:59,954 - ice001 - [INFO] - [E:245| 500]: Train Loss:0.0015111, Val MRR:0.40638, ice001
2023-05-26 20:23:04,108 - ice001 - [INFO] - [E:245| 600]: Train Loss:0.0015111, Val MRR:0.40638, ice001
2023-05-26 20:24:08,288 - ice001 - [INFO] - [E:245| 700]: Train Loss:0.0015113, Val MRR:0.40638, ice001
2023-05-26 20:25:12,408 - ice001 - [INFO] - [E:245| 800]: Train Loss:0.0015115, Val MRR:0.40638, ice001
2023-05-26 20:26:16,557 - ice001 - [INFO] - [E:245| 900]: Train Loss:0.0015114, Val MRR:0.40638, ice001
2023-05-26 20:27:01,661 - ice001 - [INFO] - [Epoch:245]: Training Loss:0.001511
2023-05-26 20:27:01,879 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 20:27:15,729 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 20:27:29,363 - ice001 - [INFO] - [Evaluating Epoch 245 valid]:
MRR: Tail : 0.4279, Head : 0.37418, Avg : 0.40104
2023-05-26 20:27:29,363 - ice001 - [INFO] - [Epoch 245]: Training Loss: 0.0015115, Valid MRR: 0.40638,
2023-05-26 20:27:30,016 - ice001 - [INFO] - [E:246| 0]: Train Loss:0.0015034, Val MRR:0.40638, ice001
2023-05-26 20:28:34,232 - ice001 - [INFO] - [E:246| 100]: Train Loss:0.0015098, Val MRR:0.40638, ice001
2023-05-26 20:29:38,341 - ice001 - [INFO] - [E:246| 200]: Train Loss:0.00151, Val MRR:0.40638, ice001
2023-05-26 20:30:42,527 - ice001 - [INFO] - [E:246| 300]: Train Loss:0.001511, Val MRR:0.40638, ice001
2023-05-26 20:31:46,681 - ice001 - [INFO] - [E:246| 400]: Train Loss:0.0015113, Val MRR:0.40638, ice001
2023-05-26 20:32:50,836 - ice001 - [INFO] - [E:246| 500]: Train Loss:0.0015113, Val MRR:0.40638, ice001
2023-05-26 20:33:54,951 - ice001 - [INFO] - [E:246| 600]: Train Loss:0.0015111, Val MRR:0.40638, ice001
2023-05-26 20:34:59,130 - ice001 - [INFO] - [E:246| 700]: Train Loss:0.0015112, Val MRR:0.40638, ice001
2023-05-26 20:36:03,277 - ice001 - [INFO] - [E:246| 800]: Train Loss:0.0015113, Val MRR:0.40638, ice001
2023-05-26 20:37:07,433 - ice001 - [INFO] - [E:246| 900]: Train Loss:0.0015111, Val MRR:0.40638, ice001
2023-05-26 20:37:52,549 - ice001 - [INFO] - [Epoch:246]: Training Loss:0.001511
2023-05-26 20:37:52,766 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 20:38:06,623 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 20:38:20,271 - ice001 - [INFO] - [Evaluating Epoch 246 valid]:
MRR: Tail : 0.42575, Head : 0.3711, Avg : 0.39843
2023-05-26 20:38:20,272 - ice001 - [INFO] - [Epoch 246]: Training Loss: 0.0015112, Valid MRR: 0.40638,
2023-05-26 20:38:20,923 - ice001 - [INFO] - [E:247| 0]: Train Loss:0.001506, Val MRR:0.40638, ice001
2023-05-26 20:39:25,167 - ice001 - [INFO] - [E:247| 100]: Train Loss:0.0015101, Val MRR:0.40638, ice001
2023-05-26 20:40:29,284 - ice001 - [INFO] - [E:247| 200]: Train Loss:0.00151, Val MRR:0.40638, ice001
2023-05-26 20:41:33,377 - ice001 - [INFO] - [E:247| 300]: Train Loss:0.0015099, Val MRR:0.40638, ice001
2023-05-26 20:42:37,582 - ice001 - [INFO] - [E:247| 400]: Train Loss:0.00151, Val MRR:0.40638, ice001
2023-05-26 20:43:41,782 - ice001 - [INFO] - [E:247| 500]: Train Loss:0.0015102, Val MRR:0.40638, ice001
2023-05-26 20:44:45,953 - ice001 - [INFO] - [E:247| 600]: Train Loss:0.0015105, Val MRR:0.40638, ice001
2023-05-26 20:45:50,081 - ice001 - [INFO] - [E:247| 700]: Train Loss:0.0015105, Val MRR:0.40638, ice001
2023-05-26 20:46:54,241 - ice001 - [INFO] - [E:247| 800]: Train Loss:0.0015105, Val MRR:0.40638, ice001
2023-05-26 20:47:58,332 - ice001 - [INFO] - [E:247| 900]: Train Loss:0.0015108, Val MRR:0.40638, ice001
2023-05-26 20:48:43,507 - ice001 - [INFO] - [Epoch:247]: Training Loss:0.001511
2023-05-26 20:48:43,723 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 20:48:57,562 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 20:49:11,196 - ice001 - [INFO] - [Evaluating Epoch 247 valid]:
MRR: Tail : 0.42917, Head : 0.37626, Avg : 0.40271
2023-05-26 20:49:11,197 - ice001 - [INFO] - [Epoch 247]: Training Loss: 0.001511, Valid MRR: 0.40638,
2023-05-26 20:49:11,846 - ice001 - [INFO] - [E:248| 0]: Train Loss:0.001511, Val MRR:0.40638, ice001
2023-05-26 20:50:15,984 - ice001 - [INFO] - [E:248| 100]: Train Loss:0.001511, Val MRR:0.40638, ice001
2023-05-26 20:51:20,187 - ice001 - [INFO] - [E:248| 200]: Train Loss:0.0015107, Val MRR:0.40638, ice001
2023-05-26 20:52:24,310 - ice001 - [INFO] - [E:248| 300]: Train Loss:0.0015112, Val MRR:0.40638, ice001
2023-05-26 20:53:28,478 - ice001 - [INFO] - [E:248| 400]: Train Loss:0.0015109, Val MRR:0.40638, ice001
2023-05-26 20:54:32,576 - ice001 - [INFO] - [E:248| 500]: Train Loss:0.001511, Val MRR:0.40638, ice001
2023-05-26 20:55:36,696 - ice001 - [INFO] - [E:248| 600]: Train Loss:0.0015111, Val MRR:0.40638, ice001
2023-05-26 20:56:40,766 - ice001 - [INFO] - [E:248| 700]: Train Loss:0.001511, Val MRR:0.40638, ice001
2023-05-26 20:57:45,006 - ice001 - [INFO] - [E:248| 800]: Train Loss:0.001511, Val MRR:0.40638, ice001
2023-05-26 20:58:49,132 - ice001 - [INFO] - [E:248| 900]: Train Loss:0.0015111, Val MRR:0.40638, ice001
2023-05-26 20:59:34,303 - ice001 - [INFO] - [Epoch:248]: Training Loss:0.001511
2023-05-26 20:59:34,521 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 20:59:48,376 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 21:00:02,004 - ice001 - [INFO] - [Evaluating Epoch 248 valid]:
MRR: Tail : 0.42475, Head : 0.37248, Avg : 0.39862
2023-05-26 21:00:02,004 - ice001 - [INFO] - [Epoch 248]: Training Loss: 0.0015111, Valid MRR: 0.40638,
2023-05-26 21:00:02,655 - ice001 - [INFO] - [E:249| 0]: Train Loss:0.0015119, Val MRR:0.40638, ice001
2023-05-26 21:01:06,768 - ice001 - [INFO] - [E:249| 100]: Train Loss:0.0015093, Val MRR:0.40638, ice001
2023-05-26 21:02:10,962 - ice001 - [INFO] - [E:249| 200]: Train Loss:0.0015098, Val MRR:0.40638, ice001
2023-05-26 21:03:15,168 - ice001 - [INFO] - [E:249| 300]: Train Loss:0.0015098, Val MRR:0.40638, ice001
2023-05-26 21:04:19,428 - ice001 - [INFO] - [E:249| 400]: Train Loss:0.0015099, Val MRR:0.40638, ice001
2023-05-26 21:05:23,530 - ice001 - [INFO] - [E:249| 500]: Train Loss:0.00151, Val MRR:0.40638, ice001
2023-05-26 21:06:27,627 - ice001 - [INFO] - [E:249| 600]: Train Loss:0.0015104, Val MRR:0.40638, ice001
2023-05-26 21:07:31,766 - ice001 - [INFO] - [E:249| 700]: Train Loss:0.0015108, Val MRR:0.40638, ice001
2023-05-26 21:08:35,937 - ice001 - [INFO] - [E:249| 800]: Train Loss:0.0015109, Val MRR:0.40638, ice001
2023-05-26 21:09:40,055 - ice001 - [INFO] - [E:249| 900]: Train Loss:0.0015109, Val MRR:0.40638, ice001
2023-05-26 21:10:25,168 - ice001 - [INFO] - [Epoch:249]: Training Loss:0.001511
2023-05-26 21:10:25,388 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 21:10:39,298 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 21:10:52,954 - ice001 - [INFO] - [Evaluating Epoch 249 valid]:
MRR: Tail : 0.42788, Head : 0.3751, Avg : 0.40149
MR: Tail : 532.52, Head : 656.9, Avg : 594.71
Hit-1: Tail : 0.34494, Head : 0.2964, Avg : 0.32067
Hit-3: Tail : 0.4719, Head : 0.41194, Avg : 0.44192
Hit-10: Tail : 0.57871, Head : 0.52118, Avg : 0.54995
2023-05-26 21:10:52,954 - ice001 - [INFO] - [Epoch 249]: Training Loss: 0.001511, Valid MRR: 0.40638,
2023-05-26 21:10:53,604 - ice001 - [INFO] - [E:250| 0]: Train Loss:0.0015189, Val MRR:0.40638, ice001
2023-05-26 21:11:57,689 - ice001 - [INFO] - [E:250| 100]: Train Loss:0.0015096, Val MRR:0.40638, ice001
2023-05-26 21:13:01,932 - ice001 - [INFO] - [E:250| 200]: Train Loss:0.0015095, Val MRR:0.40638, ice001
2023-05-26 21:14:06,052 - ice001 - [INFO] - [E:250| 300]: Train Loss:0.0015095, Val MRR:0.40638, ice001
2023-05-26 21:15:10,247 - ice001 - [INFO] - [E:250| 400]: Train Loss:0.0015099, Val MRR:0.40638, ice001
2023-05-26 21:16:14,324 - ice001 - [INFO] - [E:250| 500]: Train Loss:0.0015098, Val MRR:0.40638, ice001
2023-05-26 21:17:18,457 - ice001 - [INFO] - [E:250| 600]: Train Loss:0.0015098, Val MRR:0.40638, ice001
2023-05-26 21:18:22,617 - ice001 - [INFO] - [E:250| 700]: Train Loss:0.0015101, Val MRR:0.40638, ice001
2023-05-26 21:19:26,719 - ice001 - [INFO] - [E:250| 800]: Train Loss:0.0015104, Val MRR:0.40638, ice001
2023-05-26 21:20:30,841 - ice001 - [INFO] - [E:250| 900]: Train Loss:0.0015105, Val MRR:0.40638, ice001
2023-05-26 21:21:15,933 - ice001 - [INFO] - [Epoch:250]: Training Loss:0.001511
2023-05-26 21:21:16,150 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 21:21:30,002 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 21:21:43,631 - ice001 - [INFO] - [Evaluating Epoch 250 valid]:
MRR: Tail : 0.42809, Head : 0.37363, Avg : 0.40086
2023-05-26 21:21:43,631 - ice001 - [INFO] - [Epoch 250]: Training Loss: 0.0015106, Valid MRR: 0.40638,
2023-05-26 21:21:44,280 - ice001 - [INFO] - [E:251| 0]: Train Loss:0.0015067, Val MRR:0.40638, ice001
2023-05-26 21:22:48,464 - ice001 - [INFO] - [E:251| 100]: Train Loss:0.0015087, Val MRR:0.40638, ice001
2023-05-26 21:23:52,654 - ice001 - [INFO] - [E:251| 200]: Train Loss:0.0015099, Val MRR:0.40638, ice001
2023-05-26 21:24:56,869 - ice001 - [INFO] - [E:251| 300]: Train Loss:0.0015104, Val MRR:0.40638, ice001
2023-05-26 21:26:00,981 - ice001 - [INFO] - [E:251| 400]: Train Loss:0.0015104, Val MRR:0.40638, ice001
2023-05-26 21:27:05,212 - ice001 - [INFO] - [E:251| 500]: Train Loss:0.0015106, Val MRR:0.40638, ice001
2023-05-26 21:28:09,406 - ice001 - [INFO] - [E:251| 600]: Train Loss:0.0015106, Val MRR:0.40638, ice001
2023-05-26 21:29:13,655 - ice001 - [INFO] - [E:251| 700]: Train Loss:0.0015105, Val MRR:0.40638, ice001
2023-05-26 21:30:17,791 - ice001 - [INFO] - [E:251| 800]: Train Loss:0.0015106, Val MRR:0.40638, ice001
2023-05-26 21:31:21,953 - ice001 - [INFO] - [E:251| 900]: Train Loss:0.0015106, Val MRR:0.40638, ice001
2023-05-26 21:32:07,036 - ice001 - [INFO] - [Epoch:251]: Training Loss:0.001511
2023-05-26 21:32:07,252 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 21:32:21,096 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 21:32:34,717 - ice001 - [INFO] - [Evaluating Epoch 251 valid]:
MRR: Tail : 0.42434, Head : 0.37347, Avg : 0.3989
2023-05-26 21:32:34,717 - ice001 - [INFO] - [Epoch 251]: Training Loss: 0.0015108, Valid MRR: 0.40638,
2023-05-26 21:32:35,369 - ice001 - [INFO] - [E:252| 0]: Train Loss:0.0015093, Val MRR:0.40638, ice001
2023-05-26 21:33:39,553 - ice001 - [INFO] - [E:252| 100]: Train Loss:0.001509, Val MRR:0.40638, ice001
2023-05-26 21:34:43,631 - ice001 - [INFO] - [E:252| 200]: Train Loss:0.0015104, Val MRR:0.40638, ice001
2023-05-26 21:35:47,840 - ice001 - [INFO] - [E:252| 300]: Train Loss:0.0015102, Val MRR:0.40638, ice001
2023-05-26 21:36:52,028 - ice001 - [INFO] - [E:252| 400]: Train Loss:0.0015099, Val MRR:0.40638, ice001
2023-05-26 21:37:56,242 - ice001 - [INFO] - [E:252| 500]: Train Loss:0.0015101, Val MRR:0.40638, ice001
2023-05-26 21:39:00,296 - ice001 - [INFO] - [E:252| 600]: Train Loss:0.0015102, Val MRR:0.40638, ice001
2023-05-26 21:40:04,484 - ice001 - [INFO] - [E:252| 700]: Train Loss:0.0015103, Val MRR:0.40638, ice001
2023-05-26 21:41:08,583 - ice001 - [INFO] - [E:252| 800]: Train Loss:0.0015104, Val MRR:0.40638, ice001
2023-05-26 21:42:12,766 - ice001 - [INFO] - [E:252| 900]: Train Loss:0.0015105, Val MRR:0.40638, ice001
2023-05-26 21:42:57,892 - ice001 - [INFO] - [Epoch:252]: Training Loss:0.001511
2023-05-26 21:42:58,109 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 21:43:11,969 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 21:43:25,613 - ice001 - [INFO] - [Evaluating Epoch 252 valid]:
MRR: Tail : 0.42612, Head : 0.37679, Avg : 0.40145
2023-05-26 21:43:25,613 - ice001 - [INFO] - [Epoch 252]: Training Loss: 0.0015108, Valid MRR: 0.40638,
2023-05-26 21:43:26,263 - ice001 - [INFO] - [E:253| 0]: Train Loss:0.0014996, Val MRR:0.40638, ice001
2023-05-26 21:44:30,401 - ice001 - [INFO] - [E:253| 100]: Train Loss:0.00151, Val MRR:0.40638, ice001
2023-05-26 21:45:34,581 - ice001 - [INFO] - [E:253| 200]: Train Loss:0.0015103, Val MRR:0.40638, ice001
2023-05-26 21:46:38,795 - ice001 - [INFO] - [E:253| 300]: Train Loss:0.00151, Val MRR:0.40638, ice001
2023-05-26 21:47:42,866 - ice001 - [INFO] - [E:253| 400]: Train Loss:0.0015103, Val MRR:0.40638, ice001
2023-05-26 21:48:47,050 - ice001 - [INFO] - [E:253| 500]: Train Loss:0.0015104, Val MRR:0.40638, ice001
2023-05-26 21:49:51,161 - ice001 - [INFO] - [E:253| 600]: Train Loss:0.0015102, Val MRR:0.40638, ice001
2023-05-26 21:50:55,349 - ice001 - [INFO] - [E:253| 700]: Train Loss:0.0015102, Val MRR:0.40638, ice001
2023-05-26 21:51:59,569 - ice001 - [INFO] - [E:253| 800]: Train Loss:0.0015105, Val MRR:0.40638, ice001
2023-05-26 21:53:03,752 - ice001 - [INFO] - [E:253| 900]: Train Loss:0.0015106, Val MRR:0.40638, ice001
2023-05-26 21:53:48,911 - ice001 - [INFO] - [Epoch:253]: Training Loss:0.001511
2023-05-26 21:53:49,128 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 21:54:02,973 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 21:54:16,619 - ice001 - [INFO] - [Evaluating Epoch 253 valid]:
MRR: Tail : 0.42512, Head : 0.37413, Avg : 0.39962
2023-05-26 21:54:16,620 - ice001 - [INFO] - [Epoch 253]: Training Loss: 0.0015106, Valid MRR: 0.40638,
2023-05-26 21:54:17,269 - ice001 - [INFO] - [E:254| 0]: Train Loss:0.0015057, Val MRR:0.40638, ice001
2023-05-26 21:55:21,408 - ice001 - [INFO] - [E:254| 100]: Train Loss:0.0015098, Val MRR:0.40638, ice001
2023-05-26 21:56:25,561 - ice001 - [INFO] - [E:254| 200]: Train Loss:0.0015105, Val MRR:0.40638, ice001
2023-05-26 21:57:29,679 - ice001 - [INFO] - [E:254| 300]: Train Loss:0.0015104, Val MRR:0.40638, ice001
2023-05-26 21:58:33,867 - ice001 - [INFO] - [E:254| 400]: Train Loss:0.00151, Val MRR:0.40638, ice001
2023-05-26 21:59:37,957 - ice001 - [INFO] - [E:254| 500]: Train Loss:0.0015103, Val MRR:0.40638, ice001
2023-05-26 22:00:42,117 - ice001 - [INFO] - [E:254| 600]: Train Loss:0.0015105, Val MRR:0.40638, ice001
2023-05-26 22:01:46,323 - ice001 - [INFO] - [E:254| 700]: Train Loss:0.0015103, Val MRR:0.40638, ice001
2023-05-26 22:02:50,484 - ice001 - [INFO] - [E:254| 800]: Train Loss:0.0015103, Val MRR:0.40638, ice001
2023-05-26 22:03:54,648 - ice001 - [INFO] - [E:254| 900]: Train Loss:0.0015102, Val MRR:0.40638, ice001
2023-05-26 22:04:39,857 - ice001 - [INFO] - [Epoch:254]: Training Loss:0.00151
2023-05-26 22:04:40,074 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 22:04:53,918 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 22:05:07,544 - ice001 - [INFO] - [Evaluating Epoch 254 valid]:
MRR: Tail : 0.42261, Head : 0.37245, Avg : 0.39753
2023-05-26 22:05:07,544 - ice001 - [INFO] - [Epoch 254]: Training Loss: 0.0015103, Valid MRR: 0.40638,
2023-05-26 22:05:08,192 - ice001 - [INFO] - [E:255| 0]: Train Loss:0.0015112, Val MRR:0.40638, ice001
2023-05-26 22:06:12,290 - ice001 - [INFO] - [E:255| 100]: Train Loss:0.0015098, Val MRR:0.40638, ice001
2023-05-26 22:07:16,519 - ice001 - [INFO] - [E:255| 200]: Train Loss:0.0015094, Val MRR:0.40638, ice001
2023-05-26 22:08:20,704 - ice001 - [INFO] - [E:255| 300]: Train Loss:0.0015095, Val MRR:0.40638, ice001
2023-05-26 22:09:24,852 - ice001 - [INFO] - [E:255| 400]: Train Loss:0.0015095, Val MRR:0.40638, ice001
2023-05-26 22:10:28,956 - ice001 - [INFO] - [E:255| 500]: Train Loss:0.0015095, Val MRR:0.40638, ice001
2023-05-26 22:11:33,096 - ice001 - [INFO] - [E:255| 600]: Train Loss:0.0015099, Val MRR:0.40638, ice001
2023-05-26 22:12:37,227 - ice001 - [INFO] - [E:255| 700]: Train Loss:0.0015099, Val MRR:0.40638, ice001
2023-05-26 22:13:41,423 - ice001 - [INFO] - [E:255| 800]: Train Loss:0.0015102, Val MRR:0.40638, ice001
2023-05-26 22:14:45,551 - ice001 - [INFO] - [E:255| 900]: Train Loss:0.0015103, Val MRR:0.40638, ice001
2023-05-26 22:15:30,688 - ice001 - [INFO] - [Epoch:255]: Training Loss:0.001511
2023-05-26 22:15:30,908 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 22:15:44,803 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 22:15:58,435 - ice001 - [INFO] - [Evaluating Epoch 255 valid]:
MRR: Tail : 0.42419, Head : 0.37228, Avg : 0.39824
2023-05-26 22:15:58,435 - ice001 - [INFO] - [Epoch 255]: Training Loss: 0.0015105, Valid MRR: 0.40638,
2023-05-26 22:15:59,084 - ice001 - [INFO] - [E:256| 0]: Train Loss:0.0015195, Val MRR:0.40638, ice001
2023-05-26 22:17:03,252 - ice001 - [INFO] - [E:256| 100]: Train Loss:0.0015104, Val MRR:0.40638, ice001
2023-05-26 22:18:07,424 - ice001 - [INFO] - [E:256| 200]: Train Loss:0.0015098, Val MRR:0.40638, ice001
2023-05-26 22:19:11,554 - ice001 - [INFO] - [E:256| 300]: Train Loss:0.00151, Val MRR:0.40638, ice001
2023-05-26 22:20:15,818 - ice001 - [INFO] - [E:256| 400]: Train Loss:0.00151, Val MRR:0.40638, ice001
2023-05-26 22:21:19,870 - ice001 - [INFO] - [E:256| 500]: Train Loss:0.00151, Val MRR:0.40638, ice001
2023-05-26 22:22:24,148 - ice001 - [INFO] - [E:256| 600]: Train Loss:0.00151, Val MRR:0.40638, ice001
2023-05-26 22:23:28,355 - ice001 - [INFO] - [E:256| 700]: Train Loss:0.0015102, Val MRR:0.40638, ice001
2023-05-26 22:24:32,499 - ice001 - [INFO] - [E:256| 800]: Train Loss:0.0015103, Val MRR:0.40638, ice001
2023-05-26 22:25:36,614 - ice001 - [INFO] - [E:256| 900]: Train Loss:0.0015102, Val MRR:0.40638, ice001
2023-05-26 22:26:21,686 - ice001 - [INFO] - [Epoch:256]: Training Loss:0.00151
2023-05-26 22:26:21,903 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 22:26:35,755 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 22:26:49,442 - ice001 - [INFO] - [Evaluating Epoch 256 valid]:
MRR: Tail : 0.4247, Head : 0.37122, Avg : 0.39796
2023-05-26 22:26:49,442 - ice001 - [INFO] - [Epoch 256]: Training Loss: 0.0015104, Valid MRR: 0.40638,
2023-05-26 22:26:50,102 - ice001 - [INFO] - [E:257| 0]: Train Loss:0.0015201, Val MRR:0.40638, ice001
2023-05-26 22:27:54,208 - ice001 - [INFO] - [E:257| 100]: Train Loss:0.0015086, Val MRR:0.40638, ice001
2023-05-26 22:28:58,372 - ice001 - [INFO] - [E:257| 200]: Train Loss:0.0015091, Val MRR:0.40638, ice001
2023-05-26 22:30:02,474 - ice001 - [INFO] - [E:257| 300]: Train Loss:0.0015094, Val MRR:0.40638, ice001
2023-05-26 22:31:06,556 - ice001 - [INFO] - [E:257| 400]: Train Loss:0.0015097, Val MRR:0.40638, ice001
2023-05-26 22:32:10,786 - ice001 - [INFO] - [E:257| 500]: Train Loss:0.0015098, Val MRR:0.40638, ice001
2023-05-26 22:33:14,874 - ice001 - [INFO] - [E:257| 600]: Train Loss:0.00151, Val MRR:0.40638, ice001
2023-05-26 22:34:19,021 - ice001 - [INFO] - [E:257| 700]: Train Loss:0.0015101, Val MRR:0.40638, ice001
2023-05-26 22:35:23,090 - ice001 - [INFO] - [E:257| 800]: Train Loss:0.0015102, Val MRR:0.40638, ice001
2023-05-26 22:36:27,203 - ice001 - [INFO] - [E:257| 900]: Train Loss:0.0015104, Val MRR:0.40638, ice001
2023-05-26 22:37:12,307 - ice001 - [INFO] - [Epoch:257]: Training Loss:0.00151
2023-05-26 22:37:12,524 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 22:37:26,370 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 22:37:39,997 - ice001 - [INFO] - [Evaluating Epoch 257 valid]:
MRR: Tail : 0.42484, Head : 0.3734, Avg : 0.39912
2023-05-26 22:37:39,997 - ice001 - [INFO] - [Epoch 257]: Training Loss: 0.0015104, Valid MRR: 0.40638,
2023-05-26 22:37:40,661 - ice001 - [INFO] - [E:258| 0]: Train Loss:0.0015035, Val MRR:0.40638, ice001
2023-05-26 22:38:44,831 - ice001 - [INFO] - [E:258| 100]: Train Loss:0.0015075, Val MRR:0.40638, ice001
2023-05-26 22:39:48,982 - ice001 - [INFO] - [E:258| 200]: Train Loss:0.0015086, Val MRR:0.40638, ice001
2023-05-26 22:40:53,146 - ice001 - [INFO] - [E:258| 300]: Train Loss:0.0015092, Val MRR:0.40638, ice001
2023-05-26 22:41:57,317 - ice001 - [INFO] - [E:258| 400]: Train Loss:0.0015092, Val MRR:0.40638, ice001
2023-05-26 22:43:01,498 - ice001 - [INFO] - [E:258| 500]: Train Loss:0.0015097, Val MRR:0.40638, ice001
2023-05-26 22:44:05,630 - ice001 - [INFO] - [E:258| 600]: Train Loss:0.0015097, Val MRR:0.40638, ice001
2023-05-26 22:45:09,760 - ice001 - [INFO] - [E:258| 700]: Train Loss:0.0015097, Val MRR:0.40638, ice001
2023-05-26 22:46:13,855 - ice001 - [INFO] - [E:258| 800]: Train Loss:0.0015097, Val MRR:0.40638, ice001
2023-05-26 22:47:18,007 - ice001 - [INFO] - [E:258| 900]: Train Loss:0.0015098, Val MRR:0.40638, ice001
2023-05-26 22:48:03,037 - ice001 - [INFO] - [Epoch:258]: Training Loss:0.00151
2023-05-26 22:48:03,254 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 22:48:17,108 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 22:48:30,741 - ice001 - [INFO] - [Evaluating Epoch 258 valid]:
MRR: Tail : 0.42512, Head : 0.37415, Avg : 0.39963
2023-05-26 22:48:30,741 - ice001 - [INFO] - [Epoch 258]: Training Loss: 0.00151, Valid MRR: 0.40638,
2023-05-26 22:48:31,390 - ice001 - [INFO] - [E:259| 0]: Train Loss:0.0015039, Val MRR:0.40638, ice001
2023-05-26 22:49:35,530 - ice001 - [INFO] - [E:259| 100]: Train Loss:0.0015103, Val MRR:0.40638, ice001
2023-05-26 22:50:39,585 - ice001 - [INFO] - [E:259| 200]: Train Loss:0.001509, Val MRR:0.40638, ice001
2023-05-26 22:51:43,761 - ice001 - [INFO] - [E:259| 300]: Train Loss:0.0015098, Val MRR:0.40638, ice001
2023-05-26 22:52:47,873 - ice001 - [INFO] - [E:259| 400]: Train Loss:0.0015101, Val MRR:0.40638, ice001
2023-05-26 22:53:52,042 - ice001 - [INFO] - [E:259| 500]: Train Loss:0.0015098, Val MRR:0.40638, ice001
2023-05-26 22:54:56,128 - ice001 - [INFO] - [E:259| 600]: Train Loss:0.0015096, Val MRR:0.40638, ice001
2023-05-26 22:56:00,239 - ice001 - [INFO] - [E:259| 700]: Train Loss:0.0015097, Val MRR:0.40638, ice001
2023-05-26 22:57:04,324 - ice001 - [INFO] - [E:259| 800]: Train Loss:0.0015098, Val MRR:0.40638, ice001
2023-05-26 22:58:08,369 - ice001 - [INFO] - [E:259| 900]: Train Loss:0.0015098, Val MRR:0.40638, ice001
2023-05-26 22:58:53,527 - ice001 - [INFO] - [Epoch:259]: Training Loss:0.00151
2023-05-26 22:58:53,744 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 22:59:07,602 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 22:59:21,256 - ice001 - [INFO] - [Evaluating Epoch 259 valid]:
MRR: Tail : 0.43118, Head : 0.37727, Avg : 0.40422
MR: Tail : 513.5, Head : 627.83, Avg : 570.66
Hit-1: Tail : 0.34931, Head : 0.2987, Avg : 0.32401
Hit-3: Tail : 0.4719, Head : 0.41413, Avg : 0.44301
Hit-10: Tail : 0.5866, Head : 0.52676, Avg : 0.55668
2023-05-26 22:59:21,256 - ice001 - [INFO] - [Epoch 259]: Training Loss: 0.00151, Valid MRR: 0.40638,
2023-05-26 22:59:21,917 - ice001 - [INFO] - [E:260| 0]: Train Loss:0.001512, Val MRR:0.40638, ice001
2023-05-26 23:00:26,030 - ice001 - [INFO] - [E:260| 100]: Train Loss:0.0015093, Val MRR:0.40638, ice001
2023-05-26 23:01:30,139 - ice001 - [INFO] - [E:260| 200]: Train Loss:0.0015092, Val MRR:0.40638, ice001
2023-05-26 23:02:34,220 - ice001 - [INFO] - [E:260| 300]: Train Loss:0.0015096, Val MRR:0.40638, ice001
2023-05-26 23:03:38,396 - ice001 - [INFO] - [E:260| 400]: Train Loss:0.0015091, Val MRR:0.40638, ice001
2023-05-26 23:04:42,507 - ice001 - [INFO] - [E:260| 500]: Train Loss:0.001509, Val MRR:0.40638, ice001
2023-05-26 23:05:46,689 - ice001 - [INFO] - [E:260| 600]: Train Loss:0.0015091, Val MRR:0.40638, ice001
2023-05-26 23:06:50,848 - ice001 - [INFO] - [E:260| 700]: Train Loss:0.0015096, Val MRR:0.40638, ice001
2023-05-26 23:07:55,000 - ice001 - [INFO] - [E:260| 800]: Train Loss:0.0015097, Val MRR:0.40638, ice001
2023-05-26 23:08:59,124 - ice001 - [INFO] - [E:260| 900]: Train Loss:0.0015098, Val MRR:0.40638, ice001
2023-05-26 23:09:44,329 - ice001 - [INFO] - [Epoch:260]: Training Loss:0.00151
2023-05-26 23:09:44,545 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 23:09:58,375 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 23:10:12,005 - ice001 - [INFO] - [Evaluating Epoch 260 valid]:
MRR: Tail : 0.42658, Head : 0.3745, Avg : 0.40054
2023-05-26 23:10:12,005 - ice001 - [INFO] - [Epoch 260]: Training Loss: 0.00151, Valid MRR: 0.40638,
2023-05-26 23:10:12,655 - ice001 - [INFO] - [E:261| 0]: Train Loss:0.0015108, Val MRR:0.40638, ice001
2023-05-26 23:11:16,721 - ice001 - [INFO] - [E:261| 100]: Train Loss:0.001509, Val MRR:0.40638, ice001
2023-05-26 23:12:20,890 - ice001 - [INFO] - [E:261| 200]: Train Loss:0.0015092, Val MRR:0.40638, ice001
2023-05-26 23:13:24,972 - ice001 - [INFO] - [E:261| 300]: Train Loss:0.0015093, Val MRR:0.40638, ice001
2023-05-26 23:14:29,078 - ice001 - [INFO] - [E:261| 400]: Train Loss:0.0015095, Val MRR:0.40638, ice001
2023-05-26 23:15:33,224 - ice001 - [INFO] - [E:261| 500]: Train Loss:0.0015097, Val MRR:0.40638, ice001
2023-05-26 23:16:37,342 - ice001 - [INFO] - [E:261| 600]: Train Loss:0.0015097, Val MRR:0.40638, ice001
2023-05-26 23:17:41,447 - ice001 - [INFO] - [E:261| 700]: Train Loss:0.0015097, Val MRR:0.40638, ice001
2023-05-26 23:18:45,655 - ice001 - [INFO] - [E:261| 800]: Train Loss:0.0015098, Val MRR:0.40638, ice001
2023-05-26 23:19:49,668 - ice001 - [INFO] - [E:261| 900]: Train Loss:0.0015101, Val MRR:0.40638, ice001
2023-05-26 23:20:34,775 - ice001 - [INFO] - [Epoch:261]: Training Loss:0.00151
2023-05-26 23:20:34,994 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 23:20:48,843 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 23:21:02,463 - ice001 - [INFO] - [Evaluating Epoch 261 valid]:
MRR: Tail : 0.42318, Head : 0.37177, Avg : 0.39747
2023-05-26 23:21:02,463 - ice001 - [INFO] - [Epoch 261]: Training Loss: 0.0015101, Valid MRR: 0.40638,
2023-05-26 23:21:03,112 - ice001 - [INFO] - [E:262| 0]: Train Loss:0.001513, Val MRR:0.40638, ice001
2023-05-26 23:22:07,231 - ice001 - [INFO] - [E:262| 100]: Train Loss:0.001509, Val MRR:0.40638, ice001
2023-05-26 23:23:11,431 - ice001 - [INFO] - [E:262| 200]: Train Loss:0.0015091, Val MRR:0.40638, ice001
2023-05-26 23:24:15,515 - ice001 - [INFO] - [E:262| 300]: Train Loss:0.001509, Val MRR:0.40638, ice001
2023-05-26 23:25:19,639 - ice001 - [INFO] - [E:262| 400]: Train Loss:0.001509, Val MRR:0.40638, ice001
2023-05-26 23:26:23,724 - ice001 - [INFO] - [E:262| 500]: Train Loss:0.0015088, Val MRR:0.40638, ice001
2023-05-26 23:27:27,855 - ice001 - [INFO] - [E:262| 600]: Train Loss:0.0015092, Val MRR:0.40638, ice001
2023-05-26 23:28:31,918 - ice001 - [INFO] - [E:262| 700]: Train Loss:0.0015094, Val MRR:0.40638, ice001
2023-05-26 23:29:36,087 - ice001 - [INFO] - [E:262| 800]: Train Loss:0.0015095, Val MRR:0.40638, ice001
2023-05-26 23:30:40,155 - ice001 - [INFO] - [E:262| 900]: Train Loss:0.0015096, Val MRR:0.40638, ice001
2023-05-26 23:31:25,207 - ice001 - [INFO] - [Epoch:262]: Training Loss:0.00151
2023-05-26 23:31:25,425 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 23:31:39,296 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 23:31:52,966 - ice001 - [INFO] - [Evaluating Epoch 262 valid]:
MRR: Tail : 0.42588, Head : 0.37278, Avg : 0.39933
2023-05-26 23:31:52,966 - ice001 - [INFO] - [Epoch 262]: Training Loss: 0.0015098, Valid MRR: 0.40638,
2023-05-26 23:31:53,615 - ice001 - [INFO] - [E:263| 0]: Train Loss:0.0015176, Val MRR:0.40638, ice001
2023-05-26 23:32:57,741 - ice001 - [INFO] - [E:263| 100]: Train Loss:0.0015094, Val MRR:0.40638, ice001
2023-05-26 23:34:01,830 - ice001 - [INFO] - [E:263| 200]: Train Loss:0.001509, Val MRR:0.40638, ice001
2023-05-26 23:35:05,919 - ice001 - [INFO] - [E:263| 300]: Train Loss:0.0015091, Val MRR:0.40638, ice001
2023-05-26 23:36:10,055 - ice001 - [INFO] - [E:263| 400]: Train Loss:0.0015091, Val MRR:0.40638, ice001
2023-05-26 23:37:14,155 - ice001 - [INFO] - [E:263| 500]: Train Loss:0.0015096, Val MRR:0.40638, ice001
2023-05-26 23:38:18,263 - ice001 - [INFO] - [E:263| 600]: Train Loss:0.0015095, Val MRR:0.40638, ice001
2023-05-26 23:39:22,379 - ice001 - [INFO] - [E:263| 700]: Train Loss:0.0015098, Val MRR:0.40638, ice001
2023-05-26 23:40:26,482 - ice001 - [INFO] - [E:263| 800]: Train Loss:0.0015098, Val MRR:0.40638, ice001
2023-05-26 23:41:30,603 - ice001 - [INFO] - [E:263| 900]: Train Loss:0.0015098, Val MRR:0.40638, ice001
2023-05-26 23:42:15,706 - ice001 - [INFO] - [Epoch:263]: Training Loss:0.00151
2023-05-26 23:42:15,925 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 23:42:29,764 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 23:42:43,402 - ice001 - [INFO] - [Evaluating Epoch 263 valid]:
MRR: Tail : 0.42728, Head : 0.37313, Avg : 0.40021
2023-05-26 23:42:43,402 - ice001 - [INFO] - [Epoch 263]: Training Loss: 0.0015098, Valid MRR: 0.40638,
2023-05-26 23:42:44,072 - ice001 - [INFO] - [E:264| 0]: Train Loss:0.0015035, Val MRR:0.40638, ice001
2023-05-26 23:43:48,097 - ice001 - [INFO] - [E:264| 100]: Train Loss:0.0015099, Val MRR:0.40638, ice001
2023-05-26 23:44:52,214 - ice001 - [INFO] - [E:264| 200]: Train Loss:0.0015095, Val MRR:0.40638, ice001
2023-05-26 23:45:56,361 - ice001 - [INFO] - [E:264| 300]: Train Loss:0.001509, Val MRR:0.40638, ice001
2023-05-26 23:47:00,463 - ice001 - [INFO] - [E:264| 400]: Train Loss:0.0015091, Val MRR:0.40638, ice001
2023-05-26 23:48:04,607 - ice001 - [INFO] - [E:264| 500]: Train Loss:0.0015093, Val MRR:0.40638, ice001
2023-05-26 23:49:08,645 - ice001 - [INFO] - [E:264| 600]: Train Loss:0.0015091, Val MRR:0.40638, ice001
2023-05-26 23:50:12,790 - ice001 - [INFO] - [E:264| 700]: Train Loss:0.0015094, Val MRR:0.40638, ice001
2023-05-26 23:51:16,985 - ice001 - [INFO] - [E:264| 800]: Train Loss:0.0015097, Val MRR:0.40638, ice001
2023-05-26 23:52:21,087 - ice001 - [INFO] - [E:264| 900]: Train Loss:0.0015096, Val MRR:0.40638, ice001
2023-05-26 23:53:06,193 - ice001 - [INFO] - [Epoch:264]: Training Loss:0.00151
2023-05-26 23:53:06,409 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-26 23:53:20,255 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-26 23:53:33,883 - ice001 - [INFO] - [Evaluating Epoch 264 valid]:
MRR: Tail : 0.42196, Head : 0.36853, Avg : 0.39524
2023-05-26 23:53:33,883 - ice001 - [INFO] - [Epoch 264]: Training Loss: 0.0015097, Valid MRR: 0.40638,
2023-05-26 23:53:34,532 - ice001 - [INFO] - [E:265| 0]: Train Loss:0.0014934, Val MRR:0.40638, ice001
2023-05-26 23:54:38,658 - ice001 - [INFO] - [E:265| 100]: Train Loss:0.0015092, Val MRR:0.40638, ice001
2023-05-26 23:55:42,748 - ice001 - [INFO] - [E:265| 200]: Train Loss:0.0015094, Val MRR:0.40638, ice001
2023-05-26 23:56:46,849 - ice001 - [INFO] - [E:265| 300]: Train Loss:0.0015093, Val MRR:0.40638, ice001
2023-05-26 23:57:50,940 - ice001 - [INFO] - [E:265| 400]: Train Loss:0.0015093, Val MRR:0.40638, ice001
2023-05-26 23:58:55,097 - ice001 - [INFO] - [E:265| 500]: Train Loss:0.0015093, Val MRR:0.40638, ice001
2023-05-26 23:59:59,150 - ice001 - [INFO] - [E:265| 600]: Train Loss:0.0015092, Val MRR:0.40638, ice001
2023-05-27 00:01:03,325 - ice001 - [INFO] - [E:265| 700]: Train Loss:0.0015093, Val MRR:0.40638, ice001
2023-05-27 00:02:07,412 - ice001 - [INFO] - [E:265| 800]: Train Loss:0.0015093, Val MRR:0.40638, ice001
2023-05-27 00:03:11,460 - ice001 - [INFO] - [E:265| 900]: Train Loss:0.0015093, Val MRR:0.40638, ice001
2023-05-27 00:03:56,470 - ice001 - [INFO] - [Epoch:265]: Training Loss:0.001509
2023-05-27 00:03:56,687 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-27 00:04:10,565 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-27 00:04:24,188 - ice001 - [INFO] - [Evaluating Epoch 265 valid]:
MRR: Tail : 0.4267, Head : 0.37306, Avg : 0.39988
2023-05-27 00:04:24,188 - ice001 - [INFO] - [Epoch 265]: Training Loss: 0.0015094, Valid MRR: 0.40638,
2023-05-27 00:04:24,837 - ice001 - [INFO] - [E:266| 0]: Train Loss:0.0015176, Val MRR:0.40638, ice001
2023-05-27 00:05:28,979 - ice001 - [INFO] - [E:266| 100]: Train Loss:0.0015107, Val MRR:0.40638, ice001
2023-05-27 00:06:33,049 - ice001 - [INFO] - [E:266| 200]: Train Loss:0.0015102, Val MRR:0.40638, ice001
2023-05-27 00:07:37,154 - ice001 - [INFO] - [E:266| 300]: Train Loss:0.0015099, Val MRR:0.40638, ice001
2023-05-27 00:08:41,273 - ice001 - [INFO] - [E:266| 400]: Train Loss:0.0015097, Val MRR:0.40638, ice001
2023-05-27 00:09:45,394 - ice001 - [INFO] - [E:266| 500]: Train Loss:0.0015099, Val MRR:0.40638, ice001
2023-05-27 00:10:49,477 - ice001 - [INFO] - [E:266| 600]: Train Loss:0.0015096, Val MRR:0.40638, ice001
2023-05-27 00:11:53,522 - ice001 - [INFO] - [E:266| 700]: Train Loss:0.0015098, Val MRR:0.40638, ice001
2023-05-27 00:12:57,641 - ice001 - [INFO] - [E:266| 800]: Train Loss:0.00151, Val MRR:0.40638, ice001
2023-05-27 00:14:01,740 - ice001 - [INFO] - [E:266| 900]: Train Loss:0.0015099, Val MRR:0.40638, ice001
2023-05-27 00:14:46,876 - ice001 - [INFO] - [Epoch:266]: Training Loss:0.00151
2023-05-27 00:14:47,094 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-27 00:15:00,934 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-27 00:15:14,563 - ice001 - [INFO] - [Evaluating Epoch 266 valid]:
MRR: Tail : 0.4241, Head : 0.37434, Avg : 0.39922
2023-05-27 00:15:14,564 - ice001 - [INFO] - [Epoch 266]: Training Loss: 0.0015099, Valid MRR: 0.40638,
2023-05-27 00:15:15,215 - ice001 - [INFO] - [E:267| 0]: Train Loss:0.0015022, Val MRR:0.40638, ice001
2023-05-27 00:16:19,269 - ice001 - [INFO] - [E:267| 100]: Train Loss:0.0015078, Val MRR:0.40638, ice001
2023-05-27 00:17:23,434 - ice001 - [INFO] - [E:267| 200]: Train Loss:0.0015081, Val MRR:0.40638, ice001
2023-05-27 00:18:27,476 - ice001 - [INFO] - [E:267| 300]: Train Loss:0.0015088, Val MRR:0.40638, ice001
2023-05-27 00:19:31,677 - ice001 - [INFO] - [E:267| 400]: Train Loss:0.0015085, Val MRR:0.40638, ice001
2023-05-27 00:20:35,793 - ice001 - [INFO] - [E:267| 500]: Train Loss:0.0015091, Val MRR:0.40638, ice001
2023-05-27 00:21:39,914 - ice001 - [INFO] - [E:267| 600]: Train Loss:0.001509, Val MRR:0.40638, ice001
2023-05-27 00:22:44,018 - ice001 - [INFO] - [E:267| 700]: Train Loss:0.0015091, Val MRR:0.40638, ice001
2023-05-27 00:23:48,151 - ice001 - [INFO] - [E:267| 800]: Train Loss:0.0015092, Val MRR:0.40638, ice001
2023-05-27 00:24:52,195 - ice001 - [INFO] - [E:267| 900]: Train Loss:0.0015094, Val MRR:0.40638, ice001
2023-05-27 00:25:37,309 - ice001 - [INFO] - [Epoch:267]: Training Loss:0.001509
2023-05-27 00:25:37,527 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-27 00:25:51,371 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-27 00:26:05,002 - ice001 - [INFO] - [Evaluating Epoch 267 valid]:
MRR: Tail : 0.42389, Head : 0.3711, Avg : 0.3975
2023-05-27 00:26:05,002 - ice001 - [INFO] - [Epoch 267]: Training Loss: 0.0015095, Valid MRR: 0.40638,
2023-05-27 00:26:05,651 - ice001 - [INFO] - [E:268| 0]: Train Loss:0.0015119, Val MRR:0.40638, ice001
2023-05-27 00:27:09,719 - ice001 - [INFO] - [E:268| 100]: Train Loss:0.0015095, Val MRR:0.40638, ice001
2023-05-27 00:28:13,845 - ice001 - [INFO] - [E:268| 200]: Train Loss:0.0015092, Val MRR:0.40638, ice001
2023-05-27 00:29:17,912 - ice001 - [INFO] - [E:268| 300]: Train Loss:0.0015092, Val MRR:0.40638, ice001
2023-05-27 00:30:22,119 - ice001 - [INFO] - [E:268| 400]: Train Loss:0.0015092, Val MRR:0.40638, ice001
2023-05-27 00:31:26,223 - ice001 - [INFO] - [E:268| 500]: Train Loss:0.0015092, Val MRR:0.40638, ice001
2023-05-27 00:32:30,296 - ice001 - [INFO] - [E:268| 600]: Train Loss:0.0015093, Val MRR:0.40638, ice001
2023-05-27 00:33:34,362 - ice001 - [INFO] - [E:268| 700]: Train Loss:0.0015095, Val MRR:0.40638, ice001
2023-05-27 00:34:38,518 - ice001 - [INFO] - [E:268| 800]: Train Loss:0.0015093, Val MRR:0.40638, ice001
2023-05-27 00:35:42,573 - ice001 - [INFO] - [E:268| 900]: Train Loss:0.0015092, Val MRR:0.40638, ice001
2023-05-27 00:36:27,636 - ice001 - [INFO] - [Epoch:268]: Training Loss:0.001509
2023-05-27 00:36:27,853 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-27 00:36:41,754 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-27 00:36:55,391 - ice001 - [INFO] - [Evaluating Epoch 268 valid]:
MRR: Tail : 0.42447, Head : 0.37015, Avg : 0.39731
2023-05-27 00:36:55,392 - ice001 - [INFO] - [Epoch 268]: Training Loss: 0.0015094, Valid MRR: 0.40638,
2023-05-27 00:36:56,042 - ice001 - [INFO] - [E:269| 0]: Train Loss:0.0015146, Val MRR:0.40638, ice001
2023-05-27 00:38:00,117 - ice001 - [INFO] - [E:269| 100]: Train Loss:0.0015085, Val MRR:0.40638, ice001
2023-05-27 00:39:04,300 - ice001 - [INFO] - [E:269| 200]: Train Loss:0.0015084, Val MRR:0.40638, ice001
2023-05-27 00:40:08,398 - ice001 - [INFO] - [E:269| 300]: Train Loss:0.0015082, Val MRR:0.40638, ice001
2023-05-27 00:41:12,626 - ice001 - [INFO] - [E:269| 400]: Train Loss:0.0015086, Val MRR:0.40638, ice001
2023-05-27 00:42:16,663 - ice001 - [INFO] - [E:269| 500]: Train Loss:0.0015084, Val MRR:0.40638, ice001
2023-05-27 00:43:20,821 - ice001 - [INFO] - [E:269| 600]: Train Loss:0.0015083, Val MRR:0.40638, ice001
2023-05-27 00:44:24,818 - ice001 - [INFO] - [E:269| 700]: Train Loss:0.0015086, Val MRR:0.40638, ice001
2023-05-27 00:45:28,895 - ice001 - [INFO] - [E:269| 800]: Train Loss:0.0015088, Val MRR:0.40638, ice001
2023-05-27 00:46:32,955 - ice001 - [INFO] - [E:269| 900]: Train Loss:0.0015089, Val MRR:0.40638, ice001
2023-05-27 00:47:18,034 - ice001 - [INFO] - [Epoch:269]: Training Loss:0.001509
2023-05-27 00:47:18,251 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-27 00:47:32,088 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-27 00:47:45,764 - ice001 - [INFO] - [Evaluating Epoch 269 valid]:
MRR: Tail : 0.42678, Head : 0.37197, Avg : 0.39938
MR: Tail : 543.4, Head : 654.82, Avg : 599.11
Hit-1: Tail : 0.3447, Head : 0.29409, Avg : 0.3194
Hit-3: Tail : 0.46972, Head : 0.41, Avg : 0.43986
Hit-10: Tail : 0.58041, Head : 0.51778, Avg : 0.5491
2023-05-27 00:47:45,764 - ice001 - [INFO] - [Epoch 269]: Training Loss: 0.0015091, Valid MRR: 0.40638,
2023-05-27 00:47:46,414 - ice001 - [INFO] - [E:270| 0]: Train Loss:0.0015027, Val MRR:0.40638, ice001
2023-05-27 00:48:50,594 - ice001 - [INFO] - [E:270| 100]: Train Loss:0.0015088, Val MRR:0.40638, ice001
2023-05-27 00:49:54,754 - ice001 - [INFO] - [E:270| 200]: Train Loss:0.0015086, Val MRR:0.40638, ice001
2023-05-27 00:50:58,866 - ice001 - [INFO] - [E:270| 300]: Train Loss:0.0015083, Val MRR:0.40638, ice001
2023-05-27 00:52:03,000 - ice001 - [INFO] - [E:270| 400]: Train Loss:0.0015085, Val MRR:0.40638, ice001
2023-05-27 00:53:07,181 - ice001 - [INFO] - [E:270| 500]: Train Loss:0.0015085, Val MRR:0.40638, ice001
2023-05-27 00:54:11,241 - ice001 - [INFO] - [E:270| 600]: Train Loss:0.0015087, Val MRR:0.40638, ice001
2023-05-27 00:55:15,337 - ice001 - [INFO] - [E:270| 700]: Train Loss:0.0015089, Val MRR:0.40638, ice001
2023-05-27 00:56:19,401 - ice001 - [INFO] - [E:270| 800]: Train Loss:0.0015091, Val MRR:0.40638, ice001
2023-05-27 00:57:23,515 - ice001 - [INFO] - [E:270| 900]: Train Loss:0.001509, Val MRR:0.40638, ice001
2023-05-27 00:58:08,542 - ice001 - [INFO] - [Epoch:270]: Training Loss:0.001509
2023-05-27 00:58:08,759 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-27 00:58:22,594 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-27 00:58:36,209 - ice001 - [INFO] - [Evaluating Epoch 270 valid]:
MRR: Tail : 0.42723, Head : 0.37195, Avg : 0.39959
2023-05-27 00:58:36,209 - ice001 - [INFO] - [Epoch 270]: Training Loss: 0.001509, Valid MRR: 0.40638,
2023-05-27 00:58:36,861 - ice001 - [INFO] - [E:271| 0]: Train Loss:0.0014976, Val MRR:0.40638, ice001
2023-05-27 00:59:40,930 - ice001 - [INFO] - [E:271| 100]: Train Loss:0.0015077, Val MRR:0.40638, ice001
2023-05-27 01:00:44,999 - ice001 - [INFO] - [E:271| 200]: Train Loss:0.0015082, Val MRR:0.40638, ice001
2023-05-27 01:01:49,120 - ice001 - [INFO] - [E:271| 300]: Train Loss:0.0015085, Val MRR:0.40638, ice001
2023-05-27 01:02:53,158 - ice001 - [INFO] - [E:271| 400]: Train Loss:0.0015083, Val MRR:0.40638, ice001
2023-05-27 01:03:57,239 - ice001 - [INFO] - [E:271| 500]: Train Loss:0.0015084, Val MRR:0.40638, ice001
2023-05-27 01:05:01,320 - ice001 - [INFO] - [E:271| 600]: Train Loss:0.0015086, Val MRR:0.40638, ice001
2023-05-27 01:06:05,464 - ice001 - [INFO] - [E:271| 700]: Train Loss:0.0015088, Val MRR:0.40638, ice001
2023-05-27 01:07:09,602 - ice001 - [INFO] - [E:271| 800]: Train Loss:0.0015089, Val MRR:0.40638, ice001
2023-05-27 01:08:13,739 - ice001 - [INFO] - [E:271| 900]: Train Loss:0.0015089, Val MRR:0.40638, ice001
2023-05-27 01:08:58,834 - ice001 - [INFO] - [Epoch:271]: Training Loss:0.001509
2023-05-27 01:08:59,051 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-27 01:09:12,896 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-27 01:09:26,519 - ice001 - [INFO] - [Evaluating Epoch 271 valid]:
MRR: Tail : 0.42726, Head : 0.37169, Avg : 0.39947
2023-05-27 01:09:26,519 - ice001 - [INFO] - [Epoch 271]: Training Loss: 0.001509, Valid MRR: 0.40638,
2023-05-27 01:09:27,169 - ice001 - [INFO] - [E:272| 0]: Train Loss:0.0015118, Val MRR:0.40638, ice001
2023-05-27 01:10:31,332 - ice001 - [INFO] - [E:272| 100]: Train Loss:0.001509, Val MRR:0.40638, ice001
2023-05-27 01:11:35,463 - ice001 - [INFO] - [E:272| 200]: Train Loss:0.0015077, Val MRR:0.40638, ice001
2023-05-27 01:12:39,633 - ice001 - [INFO] - [E:272| 300]: Train Loss:0.0015083, Val MRR:0.40638, ice001
2023-05-27 01:13:43,739 - ice001 - [INFO] - [E:272| 400]: Train Loss:0.0015088, Val MRR:0.40638, ice001
2023-05-27 01:14:47,921 - ice001 - [INFO] - [E:272| 500]: Train Loss:0.0015087, Val MRR:0.40638, ice001
2023-05-27 01:15:52,032 - ice001 - [INFO] - [E:272| 600]: Train Loss:0.0015088, Val MRR:0.40638, ice001
2023-05-27 01:16:56,202 - ice001 - [INFO] - [E:272| 700]: Train Loss:0.0015089, Val MRR:0.40638, ice001
2023-05-27 01:18:00,357 - ice001 - [INFO] - [E:272| 800]: Train Loss:0.0015088, Val MRR:0.40638, ice001
2023-05-27 01:19:04,469 - ice001 - [INFO] - [E:272| 900]: Train Loss:0.0015089, Val MRR:0.40638, ice001
2023-05-27 01:19:49,561 - ice001 - [INFO] - [Epoch:272]: Training Loss:0.001509
2023-05-27 01:19:49,779 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-27 01:20:03,633 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-27 01:20:17,262 - ice001 - [INFO] - [Evaluating Epoch 272 valid]:
MRR: Tail : 0.42891, Head : 0.37812, Avg : 0.40352
2023-05-27 01:20:17,262 - ice001 - [INFO] - [Epoch 272]: Training Loss: 0.0015089, Valid MRR: 0.40638,
2023-05-27 01:20:17,912 - ice001 - [INFO] - [E:273| 0]: Train Loss:0.0015109, Val MRR:0.40638, ice001
2023-05-27 01:21:22,015 - ice001 - [INFO] - [E:273| 100]: Train Loss:0.0015093, Val MRR:0.40638, ice001
2023-05-27 01:22:26,108 - ice001 - [INFO] - [E:273| 200]: Train Loss:0.0015091, Val MRR:0.40638, ice001
2023-05-27 01:23:30,237 - ice001 - [INFO] - [E:273| 300]: Train Loss:0.0015088, Val MRR:0.40638, ice001
2023-05-27 01:24:34,314 - ice001 - [INFO] - [E:273| 400]: Train Loss:0.0015091, Val MRR:0.40638, ice001
2023-05-27 01:25:38,391 - ice001 - [INFO] - [E:273| 500]: Train Loss:0.001509, Val MRR:0.40638, ice001
2023-05-27 01:26:42,628 - ice001 - [INFO] - [E:273| 600]: Train Loss:0.001509, Val MRR:0.40638, ice001
2023-05-27 01:27:46,735 - ice001 - [INFO] - [E:273| 700]: Train Loss:0.0015088, Val MRR:0.40638, ice001
2023-05-27 01:28:50,869 - ice001 - [INFO] - [E:273| 800]: Train Loss:0.0015087, Val MRR:0.40638, ice001
2023-05-27 01:29:55,045 - ice001 - [INFO] - [E:273| 900]: Train Loss:0.0015088, Val MRR:0.40638, ice001
2023-05-27 01:30:40,169 - ice001 - [INFO] - [Epoch:273]: Training Loss:0.001509
2023-05-27 01:30:40,385 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-27 01:30:54,226 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-27 01:31:07,840 - ice001 - [INFO] - [Evaluating Epoch 273 valid]:
MRR: Tail : 0.42747, Head : 0.37336, Avg : 0.40042
2023-05-27 01:31:07,840 - ice001 - [INFO] - [Epoch 273]: Training Loss: 0.0015089, Valid MRR: 0.40638,
2023-05-27 01:31:08,490 - ice001 - [INFO] - [E:274| 0]: Train Loss:0.0014989, Val MRR:0.40638, ice001
2023-05-27 01:32:12,614 - ice001 - [INFO] - [E:274| 100]: Train Loss:0.0015089, Val MRR:0.40638, ice001
2023-05-27 01:33:16,719 - ice001 - [INFO] - [E:274| 200]: Train Loss:0.0015078, Val MRR:0.40638, ice001
2023-05-27 01:34:20,840 - ice001 - [INFO] - [E:274| 300]: Train Loss:0.0015078, Val MRR:0.40638, ice001
2023-05-27 01:35:24,988 - ice001 - [INFO] - [E:274| 400]: Train Loss:0.0015078, Val MRR:0.40638, ice001
2023-05-27 01:36:29,081 - ice001 - [INFO] - [E:274| 500]: Train Loss:0.0015078, Val MRR:0.40638, ice001
2023-05-27 01:37:33,281 - ice001 - [INFO] - [E:274| 600]: Train Loss:0.0015082, Val MRR:0.40638, ice001
2023-05-27 01:38:37,448 - ice001 - [INFO] - [E:274| 700]: Train Loss:0.0015085, Val MRR:0.40638, ice001
2023-05-27 01:39:41,643 - ice001 - [INFO] - [E:274| 800]: Train Loss:0.0015084, Val MRR:0.40638, ice001
2023-05-27 01:40:45,752 - ice001 - [INFO] - [E:274| 900]: Train Loss:0.0015086, Val MRR:0.40638, ice001
2023-05-27 01:41:30,874 - ice001 - [INFO] - [Epoch:274]: Training Loss:0.001509
2023-05-27 01:41:31,091 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-27 01:41:44,981 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-27 01:41:58,605 - ice001 - [INFO] - [Evaluating Epoch 274 valid]:
MRR: Tail : 0.42639, Head : 0.37283, Avg : 0.39961
2023-05-27 01:41:58,605 - ice001 - [INFO] - [Epoch 274]: Training Loss: 0.0015088, Valid MRR: 0.40638,
2023-05-27 01:41:59,253 - ice001 - [INFO] - [E:275| 0]: Train Loss:0.0015129, Val MRR:0.40638, ice001
2023-05-27 01:43:03,369 - ice001 - [INFO] - [E:275| 100]: Train Loss:0.001507, Val MRR:0.40638, ice001
2023-05-27 01:44:07,603 - ice001 - [INFO] - [E:275| 200]: Train Loss:0.0015079, Val MRR:0.40638, ice001
2023-05-27 01:45:11,708 - ice001 - [INFO] - [E:275| 300]: Train Loss:0.0015077, Val MRR:0.40638, ice001
2023-05-27 01:46:15,907 - ice001 - [INFO] - [E:275| 400]: Train Loss:0.001508, Val MRR:0.40638, ice001
2023-05-27 01:47:20,072 - ice001 - [INFO] - [E:275| 500]: Train Loss:0.001508, Val MRR:0.40638, ice001
2023-05-27 01:48:24,179 - ice001 - [INFO] - [E:275| 600]: Train Loss:0.0015079, Val MRR:0.40638, ice001
2023-05-27 01:49:28,230 - ice001 - [INFO] - [E:275| 700]: Train Loss:0.001508, Val MRR:0.40638, ice001
2023-05-27 01:50:32,442 - ice001 - [INFO] - [E:275| 800]: Train Loss:0.0015084, Val MRR:0.40638, ice001
2023-05-27 01:51:36,598 - ice001 - [INFO] - [E:275| 900]: Train Loss:0.0015088, Val MRR:0.40638, ice001
2023-05-27 01:52:21,653 - ice001 - [INFO] - [Epoch:275]: Training Loss:0.001509
2023-05-27 01:52:21,870 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-27 01:52:35,713 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-27 01:52:49,389 - ice001 - [INFO] - [Evaluating Epoch 275 valid]:
MRR: Tail : 0.42685, Head : 0.37397, Avg : 0.40041
2023-05-27 01:52:49,390 - ice001 - [INFO] - [Epoch 275]: Training Loss: 0.0015087, Valid MRR: 0.40638,
2023-05-27 01:52:50,039 - ice001 - [INFO] - [E:276| 0]: Train Loss:0.001514, Val MRR:0.40638, ice001
2023-05-27 01:53:54,212 - ice001 - [INFO] - [E:276| 100]: Train Loss:0.001508, Val MRR:0.40638, ice001
2023-05-27 01:54:58,312 - ice001 - [INFO] - [E:276| 200]: Train Loss:0.0015078, Val MRR:0.40638, ice001
2023-05-27 01:56:02,459 - ice001 - [INFO] - [E:276| 300]: Train Loss:0.001508, Val MRR:0.40638, ice001
2023-05-27 01:57:06,626 - ice001 - [INFO] - [E:276| 400]: Train Loss:0.0015085, Val MRR:0.40638, ice001
2023-05-27 01:58:10,779 - ice001 - [INFO] - [E:276| 500]: Train Loss:0.0015084, Val MRR:0.40638, ice001
2023-05-27 01:59:14,889 - ice001 - [INFO] - [E:276| 600]: Train Loss:0.0015085, Val MRR:0.40638, ice001
2023-05-27 02:00:19,046 - ice001 - [INFO] - [E:276| 700]: Train Loss:0.0015085, Val MRR:0.40638, ice001
2023-05-27 02:01:23,195 - ice001 - [INFO] - [E:276| 800]: Train Loss:0.0015085, Val MRR:0.40638, ice001
2023-05-27 02:02:27,503 - ice001 - [INFO] - [E:276| 900]: Train Loss:0.0015086, Val MRR:0.40638, ice001
2023-05-27 02:03:12,650 - ice001 - [INFO] - [Epoch:276]: Training Loss:0.001509
2023-05-27 02:03:12,867 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-27 02:03:26,712 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-27 02:03:40,347 - ice001 - [INFO] - [Evaluating Epoch 276 valid]:
MRR: Tail : 0.42751, Head : 0.37364, Avg : 0.40057
2023-05-27 02:03:40,347 - ice001 - [INFO] - [Epoch 276]: Training Loss: 0.0015087, Valid MRR: 0.40638,
2023-05-27 02:03:40,999 - ice001 - [INFO] - [E:277| 0]: Train Loss:0.0015048, Val MRR:0.40638, ice001
2023-05-27 02:04:45,263 - ice001 - [INFO] - [E:277| 100]: Train Loss:0.0015085, Val MRR:0.40638, ice001
2023-05-27 02:05:49,348 - ice001 - [INFO] - [E:277| 200]: Train Loss:0.0015086, Val MRR:0.40638, ice001
2023-05-27 02:06:53,494 - ice001 - [INFO] - [E:277| 300]: Train Loss:0.0015084, Val MRR:0.40638, ice001
2023-05-27 02:07:57,628 - ice001 - [INFO] - [E:277| 400]: Train Loss:0.0015083, Val MRR:0.40638, ice001
2023-05-27 02:09:01,811 - ice001 - [INFO] - [E:277| 500]: Train Loss:0.0015084, Val MRR:0.40638, ice001
2023-05-27 02:10:05,909 - ice001 - [INFO] - [E:277| 600]: Train Loss:0.0015085, Val MRR:0.40638, ice001
2023-05-27 02:11:10,116 - ice001 - [INFO] - [E:277| 700]: Train Loss:0.0015087, Val MRR:0.40638, ice001
2023-05-27 02:12:14,220 - ice001 - [INFO] - [E:277| 800]: Train Loss:0.0015087, Val MRR:0.40638, ice001
2023-05-27 02:13:18,413 - ice001 - [INFO] - [E:277| 900]: Train Loss:0.0015086, Val MRR:0.40638, ice001
2023-05-27 02:14:03,497 - ice001 - [INFO] - [Epoch:277]: Training Loss:0.001509
2023-05-27 02:14:03,715 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-27 02:14:17,562 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-27 02:14:31,193 - ice001 - [INFO] - [Evaluating Epoch 277 valid]:
MRR: Tail : 0.42763, Head : 0.37505, Avg : 0.40134
2023-05-27 02:14:31,193 - ice001 - [INFO] - [Epoch 277]: Training Loss: 0.0015088, Valid MRR: 0.40638,
2023-05-27 02:14:31,845 - ice001 - [INFO] - [E:278| 0]: Train Loss:0.0014917, Val MRR:0.40638, ice001
2023-05-27 02:15:36,065 - ice001 - [INFO] - [E:278| 100]: Train Loss:0.0015077, Val MRR:0.40638, ice001
2023-05-27 02:16:40,199 - ice001 - [INFO] - [E:278| 200]: Train Loss:0.0015079, Val MRR:0.40638, ice001
2023-05-27 02:17:44,374 - ice001 - [INFO] - [E:278| 300]: Train Loss:0.0015077, Val MRR:0.40638, ice001
2023-05-27 02:18:48,492 - ice001 - [INFO] - [E:278| 400]: Train Loss:0.0015082, Val MRR:0.40638, ice001
2023-05-27 02:19:52,616 - ice001 - [INFO] - [E:278| 500]: Train Loss:0.0015084, Val MRR:0.40638, ice001
2023-05-27 02:20:56,804 - ice001 - [INFO] - [E:278| 600]: Train Loss:0.0015085, Val MRR:0.40638, ice001
2023-05-27 02:22:01,022 - ice001 - [INFO] - [E:278| 700]: Train Loss:0.0015084, Val MRR:0.40638, ice001
2023-05-27 02:23:05,137 - ice001 - [INFO] - [E:278| 800]: Train Loss:0.0015084, Val MRR:0.40638, ice001
2023-05-27 02:24:09,308 - ice001 - [INFO] - [E:278| 900]: Train Loss:0.0015084, Val MRR:0.40638, ice001
2023-05-27 02:24:54,393 - ice001 - [INFO] - [Epoch:278]: Training Loss:0.001509
2023-05-27 02:24:54,610 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-27 02:25:08,482 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-27 02:25:22,130 - ice001 - [INFO] - [Evaluating Epoch 278 valid]:
MRR: Tail : 0.42493, Head : 0.37488, Avg : 0.39991
2023-05-27 02:25:22,130 - ice001 - [INFO] - [Epoch 278]: Training Loss: 0.0015085, Valid MRR: 0.40638,
2023-05-27 02:25:22,785 - ice001 - [INFO] - [E:279| 0]: Train Loss:0.0015036, Val MRR:0.40638, ice001
2023-05-27 02:26:26,984 - ice001 - [INFO] - [E:279| 100]: Train Loss:0.0015084, Val MRR:0.40638, ice001
2023-05-27 02:27:31,060 - ice001 - [INFO] - [E:279| 200]: Train Loss:0.0015086, Val MRR:0.40638, ice001
2023-05-27 02:28:35,226 - ice001 - [INFO] - [E:279| 300]: Train Loss:0.001508, Val MRR:0.40638, ice001
2023-05-27 02:29:39,360 - ice001 - [INFO] - [E:279| 400]: Train Loss:0.001508, Val MRR:0.40638, ice001
2023-05-27 02:30:43,603 - ice001 - [INFO] - [E:279| 500]: Train Loss:0.001508, Val MRR:0.40638, ice001
2023-05-27 02:31:47,761 - ice001 - [INFO] - [E:279| 600]: Train Loss:0.001508, Val MRR:0.40638, ice001
2023-05-27 02:32:51,928 - ice001 - [INFO] - [E:279| 700]: Train Loss:0.0015081, Val MRR:0.40638, ice001
2023-05-27 02:33:56,091 - ice001 - [INFO] - [E:279| 800]: Train Loss:0.0015081, Val MRR:0.40638, ice001
2023-05-27 02:35:00,213 - ice001 - [INFO] - [E:279| 900]: Train Loss:0.0015083, Val MRR:0.40638, ice001
2023-05-27 02:35:45,399 - ice001 - [INFO] - [Epoch:279]: Training Loss:0.001508
2023-05-27 02:35:45,617 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-27 02:35:59,481 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-27 02:36:13,132 - ice001 - [INFO] - [Evaluating Epoch 279 valid]:
MRR: Tail : 0.42362, Head : 0.37328, Avg : 0.39845
MR: Tail : 528.83, Head : 639.2, Avg : 584.01
Hit-1: Tail : 0.3413, Head : 0.29603, Avg : 0.31867
Hit-3: Tail : 0.46668, Head : 0.41061, Avg : 0.43865
Hit-10: Tail : 0.57774, Head : 0.52154, Avg : 0.54964
2023-05-27 02:36:13,132 - ice001 - [INFO] - [Epoch 279]: Training Loss: 0.0015083, Valid MRR: 0.40638,
2023-05-27 02:36:13,785 - ice001 - [INFO] - [E:280| 0]: Train Loss:0.0015142, Val MRR:0.40638, ice001
2023-05-27 02:37:17,977 - ice001 - [INFO] - [E:280| 100]: Train Loss:0.0015057, Val MRR:0.40638, ice001
2023-05-27 02:38:22,140 - ice001 - [INFO] - [E:280| 200]: Train Loss:0.0015068, Val MRR:0.40638, ice001
2023-05-27 02:39:26,294 - ice001 - [INFO] - [E:280| 300]: Train Loss:0.0015073, Val MRR:0.40638, ice001
2023-05-27 02:40:30,487 - ice001 - [INFO] - [E:280| 400]: Train Loss:0.0015074, Val MRR:0.40638, ice001
2023-05-27 02:41:34,612 - ice001 - [INFO] - [E:280| 500]: Train Loss:0.0015077, Val MRR:0.40638, ice001
2023-05-27 02:42:38,846 - ice001 - [INFO] - [E:280| 600]: Train Loss:0.0015077, Val MRR:0.40638, ice001
2023-05-27 02:43:42,945 - ice001 - [INFO] - [E:280| 700]: Train Loss:0.0015079, Val MRR:0.40638, ice001
2023-05-27 02:44:47,122 - ice001 - [INFO] - [E:280| 800]: Train Loss:0.001508, Val MRR:0.40638, ice001
2023-05-27 02:45:51,285 - ice001 - [INFO] - [E:280| 900]: Train Loss:0.0015082, Val MRR:0.40638, ice001
2023-05-27 02:46:36,430 - ice001 - [INFO] - [Epoch:280]: Training Loss:0.001508
2023-05-27 02:46:36,648 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-27 02:46:50,514 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-27 02:47:04,141 - ice001 - [INFO] - [Evaluating Epoch 280 valid]:
MRR: Tail : 0.42495, Head : 0.37337, Avg : 0.39916
2023-05-27 02:47:04,142 - ice001 - [INFO] - [Epoch 280]: Training Loss: 0.0015084, Valid MRR: 0.40638,
2023-05-27 02:47:04,790 - ice001 - [INFO] - [E:281| 0]: Train Loss:0.0015164, Val MRR:0.40638, ice001
2023-05-27 02:48:08,859 - ice001 - [INFO] - [E:281| 100]: Train Loss:0.0015079, Val MRR:0.40638, ice001
2023-05-27 02:49:13,000 - ice001 - [INFO] - [E:281| 200]: Train Loss:0.0015073, Val MRR:0.40638, ice001
2023-05-27 02:50:17,058 - ice001 - [INFO] - [E:281| 300]: Train Loss:0.0015074, Val MRR:0.40638, ice001
2023-05-27 02:51:21,303 - ice001 - [INFO] - [E:281| 400]: Train Loss:0.0015075, Val MRR:0.40638, ice001
2023-05-27 02:52:25,417 - ice001 - [INFO] - [E:281| 500]: Train Loss:0.0015075, Val MRR:0.40638, ice001
2023-05-27 02:53:29,678 - ice001 - [INFO] - [E:281| 600]: Train Loss:0.0015078, Val MRR:0.40638, ice001
2023-05-27 02:54:33,804 - ice001 - [INFO] - [E:281| 700]: Train Loss:0.0015081, Val MRR:0.40638, ice001
2023-05-27 02:55:38,000 - ice001 - [INFO] - [E:281| 800]: Train Loss:0.001508, Val MRR:0.40638, ice001
2023-05-27 02:56:42,146 - ice001 - [INFO] - [E:281| 900]: Train Loss:0.0015081, Val MRR:0.40638, ice001
2023-05-27 02:57:27,265 - ice001 - [INFO] - [Epoch:281]: Training Loss:0.001508
2023-05-27 02:57:27,483 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-27 02:57:41,364 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-27 02:57:55,038 - ice001 - [INFO] - [Evaluating Epoch 281 valid]:
MRR: Tail : 0.42354, Head : 0.37253, Avg : 0.39804
2023-05-27 02:57:55,038 - ice001 - [INFO] - [Epoch 281]: Training Loss: 0.0015081, Valid MRR: 0.40638,
2023-05-27 02:57:55,689 - ice001 - [INFO] - [E:282| 0]: Train Loss:0.0015072, Val MRR:0.40638, ice001
2023-05-27 02:58:59,774 - ice001 - [INFO] - [E:282| 100]: Train Loss:0.0015078, Val MRR:0.40638, ice001
2023-05-27 03:00:03,954 - ice001 - [INFO] - [E:282| 200]: Train Loss:0.0015065, Val MRR:0.40638, ice001
2023-05-27 03:01:08,142 - ice001 - [INFO] - [E:282| 300]: Train Loss:0.0015072, Val MRR:0.40638, ice001
2023-05-27 03:02:12,321 - ice001 - [INFO] - [E:282| 400]: Train Loss:0.0015074, Val MRR:0.40638, ice001
2023-05-27 03:03:16,510 - ice001 - [INFO] - [E:282| 500]: Train Loss:0.0015078, Val MRR:0.40638, ice001
2023-05-27 03:04:20,622 - ice001 - [INFO] - [E:282| 600]: Train Loss:0.0015079, Val MRR:0.40638, ice001
2023-05-27 03:05:24,856 - ice001 - [INFO] - [E:282| 700]: Train Loss:0.0015078, Val MRR:0.40638, ice001
2023-05-27 03:06:28,939 - ice001 - [INFO] - [E:282| 800]: Train Loss:0.001508, Val MRR:0.40638, ice001
2023-05-27 03:07:33,098 - ice001 - [INFO] - [E:282| 900]: Train Loss:0.001508, Val MRR:0.40638, ice001
2023-05-27 03:08:18,154 - ice001 - [INFO] - [Epoch:282]: Training Loss:0.001508
2023-05-27 03:08:18,372 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-27 03:08:32,224 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-27 03:08:45,867 - ice001 - [INFO] - [Evaluating Epoch 282 valid]:
MRR: Tail : 0.42512, Head : 0.37254, Avg : 0.39883
2023-05-27 03:08:45,867 - ice001 - [INFO] - [Epoch 282]: Training Loss: 0.0015081, Valid MRR: 0.40638,
2023-05-27 03:08:46,521 - ice001 - [INFO] - [E:283| 0]: Train Loss:0.0015155, Val MRR:0.40638, ice001
2023-05-27 03:09:50,751 - ice001 - [INFO] - [E:283| 100]: Train Loss:0.0015082, Val MRR:0.40638, ice001
2023-05-27 03:10:54,993 - ice001 - [INFO] - [E:283| 200]: Train Loss:0.0015074, Val MRR:0.40638, ice001
2023-05-27 03:11:59,217 - ice001 - [INFO] - [E:283| 300]: Train Loss:0.0015075, Val MRR:0.40638, ice001
2023-05-27 03:13:03,369 - ice001 - [INFO] - [E:283| 400]: Train Loss:0.0015073, Val MRR:0.40638, ice001
2023-05-27 03:14:07,512 - ice001 - [INFO] - [E:283| 500]: Train Loss:0.0015072, Val MRR:0.40638, ice001
2023-05-27 03:15:11,686 - ice001 - [INFO] - [E:283| 600]: Train Loss:0.0015076, Val MRR:0.40638, ice001
2023-05-27 03:16:15,778 - ice001 - [INFO] - [E:283| 700]: Train Loss:0.0015076, Val MRR:0.40638, ice001
2023-05-27 03:17:19,896 - ice001 - [INFO] - [E:283| 800]: Train Loss:0.0015078, Val MRR:0.40638, ice001
2023-05-27 03:18:24,003 - ice001 - [INFO] - [E:283| 900]: Train Loss:0.001508, Val MRR:0.40638, ice001
2023-05-27 03:19:09,079 - ice001 - [INFO] - [Epoch:283]: Training Loss:0.001508
2023-05-27 03:19:09,296 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-27 03:19:23,150 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-27 03:19:36,797 - ice001 - [INFO] - [Evaluating Epoch 283 valid]:
MRR: Tail : 0.42337, Head : 0.36936, Avg : 0.39637
2023-05-27 03:19:36,797 - ice001 - [INFO] - [Epoch 283]: Training Loss: 0.0015081, Valid MRR: 0.40638,
2023-05-27 03:19:37,451 - ice001 - [INFO] - [E:284| 0]: Train Loss:0.0015041, Val MRR:0.40638, ice001
2023-05-27 03:20:41,639 - ice001 - [INFO] - [E:284| 100]: Train Loss:0.0015081, Val MRR:0.40638, ice001
2023-05-27 03:21:45,758 - ice001 - [INFO] - [E:284| 200]: Train Loss:0.0015083, Val MRR:0.40638, ice001
2023-05-27 03:22:50,012 - ice001 - [INFO] - [E:284| 300]: Train Loss:0.0015081, Val MRR:0.40638, ice001
2023-05-27 03:23:54,076 - ice001 - [INFO] - [E:284| 400]: Train Loss:0.0015079, Val MRR:0.40638, ice001
2023-05-27 03:24:58,181 - ice001 - [INFO] - [E:284| 500]: Train Loss:0.0015077, Val MRR:0.40638, ice001
2023-05-27 03:26:02,259 - ice001 - [INFO] - [E:284| 600]: Train Loss:0.0015079, Val MRR:0.40638, ice001
2023-05-27 03:27:06,396 - ice001 - [INFO] - [E:284| 700]: Train Loss:0.0015077, Val MRR:0.40638, ice001
2023-05-27 03:28:10,535 - ice001 - [INFO] - [E:284| 800]: Train Loss:0.0015079, Val MRR:0.40638, ice001
2023-05-27 03:29:14,733 - ice001 - [INFO] - [E:284| 900]: Train Loss:0.001508, Val MRR:0.40638, ice001
2023-05-27 03:29:59,781 - ice001 - [INFO] - [Epoch:284]: Training Loss:0.001508
2023-05-27 03:29:59,998 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-27 03:30:13,842 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-27 03:30:27,469 - ice001 - [INFO] - [Evaluating Epoch 284 valid]:
MRR: Tail : 0.42732, Head : 0.37327, Avg : 0.4003
2023-05-27 03:30:27,469 - ice001 - [INFO] - [Epoch 284]: Training Loss: 0.0015081, Valid MRR: 0.40638,
2023-05-27 03:30:28,117 - ice001 - [INFO] - [E:285| 0]: Train Loss:0.0015052, Val MRR:0.40638, ice001
2023-05-27 03:31:32,206 - ice001 - [INFO] - [E:285| 100]: Train Loss:0.0015085, Val MRR:0.40638, ice001
2023-05-27 03:32:36,270 - ice001 - [INFO] - [E:285| 200]: Train Loss:0.0015077, Val MRR:0.40638, ice001
2023-05-27 03:33:40,484 - ice001 - [INFO] - [E:285| 300]: Train Loss:0.0015076, Val MRR:0.40638, ice001
2023-05-27 03:34:44,558 - ice001 - [INFO] - [E:285| 400]: Train Loss:0.0015075, Val MRR:0.40638, ice001
2023-05-27 03:35:48,641 - ice001 - [INFO] - [E:285| 500]: Train Loss:0.0015075, Val MRR:0.40638, ice001
2023-05-27 03:36:52,764 - ice001 - [INFO] - [E:285| 600]: Train Loss:0.0015075, Val MRR:0.40638, ice001
2023-05-27 03:37:56,904 - ice001 - [INFO] - [E:285| 700]: Train Loss:0.0015076, Val MRR:0.40638, ice001
2023-05-27 03:39:00,988 - ice001 - [INFO] - [E:285| 800]: Train Loss:0.0015078, Val MRR:0.40638, ice001
2023-05-27 03:40:05,107 - ice001 - [INFO] - [E:285| 900]: Train Loss:0.0015079, Val MRR:0.40638, ice001
2023-05-27 03:40:50,175 - ice001 - [INFO] - [Epoch:285]: Training Loss:0.001508
2023-05-27 03:40:50,393 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-27 03:41:04,246 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-27 03:41:17,887 - ice001 - [INFO] - [Evaluating Epoch 285 valid]:
MRR: Tail : 0.42455, Head : 0.37403, Avg : 0.39929
2023-05-27 03:41:17,887 - ice001 - [INFO] - [Epoch 285]: Training Loss: 0.001508, Valid MRR: 0.40638,
2023-05-27 03:41:18,536 - ice001 - [INFO] - [E:286| 0]: Train Loss:0.0015027, Val MRR:0.40638, ice001
2023-05-27 03:42:22,597 - ice001 - [INFO] - [E:286| 100]: Train Loss:0.0015071, Val MRR:0.40638, ice001
2023-05-27 03:43:26,825 - ice001 - [INFO] - [E:286| 200]: Train Loss:0.0015067, Val MRR:0.40638, ice001
2023-05-27 03:44:30,977 - ice001 - [INFO] - [E:286| 300]: Train Loss:0.0015073, Val MRR:0.40638, ice001
2023-05-27 03:45:35,172 - ice001 - [INFO] - [E:286| 400]: Train Loss:0.0015072, Val MRR:0.40638, ice001
2023-05-27 03:46:39,233 - ice001 - [INFO] - [E:286| 500]: Train Loss:0.0015073, Val MRR:0.40638, ice001
2023-05-27 03:47:43,391 - ice001 - [INFO] - [E:286| 600]: Train Loss:0.0015075, Val MRR:0.40638, ice001
2023-05-27 03:48:47,491 - ice001 - [INFO] - [E:286| 700]: Train Loss:0.0015075, Val MRR:0.40638, ice001
2023-05-27 03:49:51,654 - ice001 - [INFO] - [E:286| 800]: Train Loss:0.0015078, Val MRR:0.40638, ice001
2023-05-27 03:50:55,769 - ice001 - [INFO] - [E:286| 900]: Train Loss:0.0015079, Val MRR:0.40638, ice001
2023-05-27 03:51:40,926 - ice001 - [INFO] - [Epoch:286]: Training Loss:0.001508
2023-05-27 03:51:41,143 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-27 03:51:54,978 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-27 03:52:08,605 - ice001 - [INFO] - [Evaluating Epoch 286 valid]:
MRR: Tail : 0.42602, Head : 0.37294, Avg : 0.39948
2023-05-27 03:52:08,605 - ice001 - [INFO] - [Epoch 286]: Training Loss: 0.001508, Valid MRR: 0.40638,
2023-05-27 03:52:09,256 - ice001 - [INFO] - [E:287| 0]: Train Loss:0.0015154, Val MRR:0.40638, ice001
2023-05-27 03:53:13,330 - ice001 - [INFO] - [E:287| 100]: Train Loss:0.0015072, Val MRR:0.40638, ice001
2023-05-27 03:54:17,442 - ice001 - [INFO] - [E:287| 200]: Train Loss:0.0015071, Val MRR:0.40638, ice001
2023-05-27 03:55:21,593 - ice001 - [INFO] - [E:287| 300]: Train Loss:0.0015076, Val MRR:0.40638, ice001
2023-05-27 03:56:25,713 - ice001 - [INFO] - [E:287| 400]: Train Loss:0.0015078, Val MRR:0.40638, ice001
2023-05-27 03:57:29,827 - ice001 - [INFO] - [E:287| 500]: Train Loss:0.0015076, Val MRR:0.40638, ice001
2023-05-27 03:58:33,969 - ice001 - [INFO] - [E:287| 600]: Train Loss:0.0015078, Val MRR:0.40638, ice001
2023-05-27 03:59:38,018 - ice001 - [INFO] - [E:287| 700]: Train Loss:0.0015077, Val MRR:0.40638, ice001
2023-05-27 04:00:42,198 - ice001 - [INFO] - [E:287| 800]: Train Loss:0.0015077, Val MRR:0.40638, ice001
2023-05-27 04:01:46,261 - ice001 - [INFO] - [E:287| 900]: Train Loss:0.0015077, Val MRR:0.40638, ice001
2023-05-27 04:02:31,423 - ice001 - [INFO] - [Epoch:287]: Training Loss:0.001508
2023-05-27 04:02:31,641 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-27 04:02:45,498 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-27 04:02:59,110 - ice001 - [INFO] - [Evaluating Epoch 287 valid]:
MRR: Tail : 0.42446, Head : 0.37249, Avg : 0.39847
2023-05-27 04:02:59,111 - ice001 - [INFO] - [Epoch 287]: Training Loss: 0.0015078, Valid MRR: 0.40638,
2023-05-27 04:02:59,759 - ice001 - [INFO] - [E:288| 0]: Train Loss:0.0015176, Val MRR:0.40638, ice001
2023-05-27 04:04:03,889 - ice001 - [INFO] - [E:288| 100]: Train Loss:0.0015073, Val MRR:0.40638, ice001
2023-05-27 04:05:08,005 - ice001 - [INFO] - [E:288| 200]: Train Loss:0.0015079, Val MRR:0.40638, ice001
2023-05-27 04:06:12,163 - ice001 - [INFO] - [E:288| 300]: Train Loss:0.0015075, Val MRR:0.40638, ice001
2023-05-27 04:07:16,335 - ice001 - [INFO] - [E:288| 400]: Train Loss:0.0015075, Val MRR:0.40638, ice001
2023-05-27 04:08:20,341 - ice001 - [INFO] - [E:288| 500]: Train Loss:0.0015071, Val MRR:0.40638, ice001
2023-05-27 04:09:24,405 - ice001 - [INFO] - [E:288| 600]: Train Loss:0.0015075, Val MRR:0.40638, ice001
2023-05-27 04:10:28,483 - ice001 - [INFO] - [E:288| 700]: Train Loss:0.0015076, Val MRR:0.40638, ice001
2023-05-27 04:11:32,555 - ice001 - [INFO] - [E:288| 800]: Train Loss:0.0015077, Val MRR:0.40638, ice001
2023-05-27 04:12:36,645 - ice001 - [INFO] - [E:288| 900]: Train Loss:0.0015078, Val MRR:0.40638, ice001
2023-05-27 04:13:21,682 - ice001 - [INFO] - [Epoch:288]: Training Loss:0.001508
2023-05-27 04:13:21,899 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-27 04:13:35,750 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-27 04:13:49,379 - ice001 - [INFO] - [Evaluating Epoch 288 valid]:
MRR: Tail : 0.4233, Head : 0.37006, Avg : 0.39668
2023-05-27 04:13:49,379 - ice001 - [INFO] - [Epoch 288]: Training Loss: 0.0015078, Valid MRR: 0.40638,
2023-05-27 04:13:50,030 - ice001 - [INFO] - [E:289| 0]: Train Loss:0.0015029, Val MRR:0.40638, ice001
2023-05-27 04:14:54,167 - ice001 - [INFO] - [E:289| 100]: Train Loss:0.0015052, Val MRR:0.40638, ice001
2023-05-27 04:15:58,269 - ice001 - [INFO] - [E:289| 200]: Train Loss:0.0015063, Val MRR:0.40638, ice001
2023-05-27 04:17:02,414 - ice001 - [INFO] - [E:289| 300]: Train Loss:0.0015062, Val MRR:0.40638, ice001
2023-05-27 04:18:06,511 - ice001 - [INFO] - [E:289| 400]: Train Loss:0.0015066, Val MRR:0.40638, ice001
2023-05-27 04:19:10,572 - ice001 - [INFO] - [E:289| 500]: Train Loss:0.0015066, Val MRR:0.40638, ice001
2023-05-27 04:20:14,747 - ice001 - [INFO] - [E:289| 600]: Train Loss:0.0015068, Val MRR:0.40638, ice001
2023-05-27 04:21:18,873 - ice001 - [INFO] - [E:289| 700]: Train Loss:0.0015069, Val MRR:0.40638, ice001
2023-05-27 04:22:23,015 - ice001 - [INFO] - [E:289| 800]: Train Loss:0.001507, Val MRR:0.40638, ice001
2023-05-27 04:23:27,177 - ice001 - [INFO] - [E:289| 900]: Train Loss:0.0015075, Val MRR:0.40638, ice001
2023-05-27 04:24:12,272 - ice001 - [INFO] - [Epoch:289]: Training Loss:0.001508
2023-05-27 04:24:12,489 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-27 04:24:26,337 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-27 04:24:39,983 - ice001 - [INFO] - [Evaluating Epoch 289 valid]:
MRR: Tail : 0.42529, Head : 0.37194, Avg : 0.39861
MR: Tail : 523.58, Head : 636.79, Avg : 580.18
Hit-1: Tail : 0.34494, Head : 0.29518, Avg : 0.32006
Hit-3: Tail : 0.46547, Head : 0.40612, Avg : 0.43579
Hit-10: Tail : 0.57992, Head : 0.52276, Avg : 0.55134
2023-05-27 04:24:39,983 - ice001 - [INFO] - [Epoch 289]: Training Loss: 0.0015077, Valid MRR: 0.40638,
2023-05-27 04:24:40,639 - ice001 - [INFO] - [E:290| 0]: Train Loss:0.0015065, Val MRR:0.40638, ice001
2023-05-27 04:25:44,754 - ice001 - [INFO] - [E:290| 100]: Train Loss:0.0015055, Val MRR:0.40638, ice001
2023-05-27 04:26:48,787 - ice001 - [INFO] - [E:290| 200]: Train Loss:0.0015053, Val MRR:0.40638, ice001
2023-05-27 04:27:52,930 - ice001 - [INFO] - [E:290| 300]: Train Loss:0.0015063, Val MRR:0.40638, ice001
2023-05-27 04:28:57,053 - ice001 - [INFO] - [E:290| 400]: Train Loss:0.0015067, Val MRR:0.40638, ice001
2023-05-27 04:30:01,234 - ice001 - [INFO] - [E:290| 500]: Train Loss:0.0015066, Val MRR:0.40638, ice001
2023-05-27 04:31:05,364 - ice001 - [INFO] - [E:290| 600]: Train Loss:0.0015067, Val MRR:0.40638, ice001
2023-05-27 04:32:09,497 - ice001 - [INFO] - [E:290| 700]: Train Loss:0.0015071, Val MRR:0.40638, ice001
2023-05-27 04:33:13,520 - ice001 - [INFO] - [E:290| 800]: Train Loss:0.0015071, Val MRR:0.40638, ice001
2023-05-27 04:34:17,679 - ice001 - [INFO] - [E:290| 900]: Train Loss:0.0015073, Val MRR:0.40638, ice001
2023-05-27 04:35:02,762 - ice001 - [INFO] - [Epoch:290]: Training Loss:0.001507
2023-05-27 04:35:02,979 - ice001 - [INFO] - [Valid, Tail_Batch Step 0] ice001
2023-05-27 04:35:16,816 - ice001 - [INFO] - [Valid, Head_Batch Step 0] ice001
2023-05-27 04:35:30,441 - ice001 - [INFO] - [Evaluating Epoch 290 valid]:
MRR: Tail : 0.42596, Head : 0.37154, Avg : 0.39875
2023-05-27 04:35:30,441 - ice001 - [INFO] - [Epoch 290]: Training Loss: 0.0015075, Valid MRR: 0.40638,
2023-05-27 04:35:31,090 - ice001 - [INFO] - [E:291| 0]: Train Loss:0.0015103, Val MRR:0.40638, ice001
2023-05-27 04:36:35,240 - ice001 - [INFO] - [E:291| 100]: Train Loss:0.0015061, Val MRR:0.40638, ice001
2023-05-27 04:37:39,288 - ice001 - [INFO] - [E:291| 200]: Train Loss:0.0015064, Val MRR:0.40638, ice001
2023-05-27 04:38:43,388 - ice001 - [INFO] - [E:291| 300]: Train Loss:0.0015073, Val MRR:0.40638, ice001
Reference in New Issue Copy Permalink