14946 lines
		
	
	
		
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			14946 lines
		
	
	
		
			1.1 MiB
		
	
	
	
	
	
	
	
2023-05-19 14:28:28,161 - ice00001 - [INFO] - {'dataset': 'icews14', 'name': 'ice00001', 'gpu': '2', 'train_strategy': 'one_to_n', 'opt': 'adam', 'neg_num': 1000, 'batch_size': 128, 'l2': 0.0, 'lr': 1e-05, '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}
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2023-05-19 14:28:37,076 - ice00001 - [INFO] - [E:0| 0]: Train Loss:0.70005,  Val MRR:0.0, 	ice00001
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2023-05-19 14:30:06,330 - ice00001 - [INFO] - [E:0| 100]: Train Loss:0.65201,  Val MRR:0.0, 	ice00001
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2023-05-19 14:31:46,593 - ice00001 - [INFO] - [E:0| 200]: Train Loss:0.60803,  Val MRR:0.0, 	ice00001
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2023-05-19 14:33:27,321 - ice00001 - [INFO] - [E:0| 300]: Train Loss:0.56828,  Val MRR:0.0, 	ice00001
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2023-05-19 14:35:07,894 - ice00001 - [INFO] - [E:0| 400]: Train Loss:0.53238,  Val MRR:0.0, 	ice00001
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2023-05-19 14:36:48,623 - ice00001 - [INFO] - [E:0| 500]: Train Loss:0.49996,  Val MRR:0.0, 	ice00001
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2023-05-19 14:38:18,306 - ice00001 - [INFO] - [E:0| 600]: Train Loss:0.47064,  Val MRR:0.0, 	ice00001
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2023-05-19 14:39:58,196 - ice00001 - [INFO] - [E:0| 700]: Train Loss:0.44408,  Val MRR:0.0, 	ice00001
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2023-05-19 14:41:37,974 - ice00001 - [INFO] - [E:0| 800]: Train Loss:0.41998,  Val MRR:0.0, 	ice00001
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2023-05-19 14:43:18,359 - ice00001 - [INFO] - [E:0| 900]: Train Loss:0.39805,  Val MRR:0.0, 	ice00001
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2023-05-19 14:44:27,751 - ice00001 - [INFO] - [Epoch:0]:  Training Loss:0.3837
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2023-05-19 14:44:28,185 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
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2023-05-19 14:44:50,574 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
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2023-05-19 14:45:12,753 - ice00001 - [INFO] - [Evaluating Epoch 0 valid]: 
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	MRR: Tail : 0.00132, Head : 0.00122, Avg : 0.00127
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2023-05-19 14:45:15,990 - ice00001 - [INFO] - [Epoch 0]:  Training Loss: 0.38368,  Valid MRR: 0.00127, 
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2023-05-19 14:45:17,161 - ice00001 - [INFO] - [E:1| 0]: Train Loss:0.19308,  Val MRR:0.00127, 	ice00001
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2023-05-19 14:46:50,779 - ice00001 - [INFO] - [E:1| 100]: Train Loss:0.18255,  Val MRR:0.00127, 	ice00001
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2023-05-19 14:48:31,552 - ice00001 - [INFO] - [E:1| 200]: Train Loss:0.17306,  Val MRR:0.00127, 	ice00001
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2023-05-19 14:50:12,277 - ice00001 - [INFO] - [E:1| 300]: Train Loss:0.16441,  Val MRR:0.00127, 	ice00001
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2023-05-19 14:51:51,851 - ice00001 - [INFO] - [E:1| 400]: Train Loss:0.1565,  Val MRR:0.00127, 	ice00001
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2023-05-19 14:53:31,798 - ice00001 - [INFO] - [E:1| 500]: Train Loss:0.14926,  Val MRR:0.00127, 	ice00001
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2023-05-19 14:55:06,408 - ice00001 - [INFO] - [E:1| 600]: Train Loss:0.14259,  Val MRR:0.00127, 	ice00001
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2023-05-19 14:56:43,351 - ice00001 - [INFO] - [E:1| 700]: Train Loss:0.13644,  Val MRR:0.00127, 	ice00001
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2023-05-19 14:58:24,197 - ice00001 - [INFO] - [E:1| 800]: Train Loss:0.13076,  Val MRR:0.00127, 	ice00001
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2023-05-19 15:00:13,289 - ice00001 - [INFO] - [E:1| 900]: Train Loss:0.12549,  Val MRR:0.00127, 	ice00001
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2023-05-19 15:01:32,063 - ice00001 - [INFO] - [Epoch:1]:  Training Loss:0.122
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2023-05-19 15:01:32,564 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
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2023-05-19 15:01:55,288 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
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2023-05-19 15:02:17,645 - ice00001 - [INFO] - [Evaluating Epoch 1 valid]: 
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	MRR: Tail : 0.00194, Head : 0.00164, Avg : 0.00179
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2023-05-19 15:02:21,454 - ice00001 - [INFO] - [Epoch 1]:  Training Loss: 0.12198,  Valid MRR: 0.00179, 
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2023-05-19 15:02:22,626 - ice00001 - [INFO] - [E:2| 0]: Train Loss:0.075198,  Val MRR:0.00179, 	ice00001
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2023-05-19 15:04:02,652 - ice00001 - [INFO] - [E:2| 100]: Train Loss:0.072074,  Val MRR:0.00179, 	ice00001
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2023-05-19 15:05:33,422 - ice00001 - [INFO] - [E:2| 200]: Train Loss:0.069272,  Val MRR:0.00179, 	ice00001
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2023-05-19 15:07:14,611 - ice00001 - [INFO] - [E:2| 300]: Train Loss:0.066644,  Val MRR:0.00179, 	ice00001
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2023-05-19 15:08:54,869 - ice00001 - [INFO] - [E:2| 400]: Train Loss:0.064188,  Val MRR:0.00179, 	ice00001
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2023-05-19 15:10:34,778 - ice00001 - [INFO] - [E:2| 500]: Train Loss:0.061887,  Val MRR:0.00179, 	ice00001
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2023-05-19 15:12:15,088 - ice00001 - [INFO] - [E:2| 600]: Train Loss:0.059732,  Val MRR:0.00179, 	ice00001
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2023-05-19 15:13:45,318 - ice00001 - [INFO] - [E:2| 700]: Train Loss:0.057706,  Val MRR:0.00179, 	ice00001
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2023-05-19 15:15:25,040 - ice00001 - [INFO] - [E:2| 800]: Train Loss:0.055797,  Val MRR:0.00179, 	ice00001
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2023-05-19 15:17:06,264 - ice00001 - [INFO] - [E:2| 900]: Train Loss:0.053997,  Val MRR:0.00179, 	ice00001
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2023-05-19 15:18:16,827 - ice00001 - [INFO] - [Epoch:2]:  Training Loss:0.05278
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2023-05-19 15:18:17,082 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
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2023-05-19 15:18:40,024 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
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2023-05-19 15:19:02,196 - ice00001 - [INFO] - [Evaluating Epoch 2 valid]: 
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	MRR: Tail : 0.00281, Head : 0.00233, Avg : 0.00257
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2023-05-19 15:19:05,855 - ice00001 - [INFO] - [Epoch 2]:  Training Loss: 0.052784,  Valid MRR: 0.00257, 
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2023-05-19 15:19:07,033 - ice00001 - [INFO] - [E:3| 0]: Train Loss:0.036461,  Val MRR:0.00257, 	ice00001
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2023-05-19 15:20:48,144 - ice00001 - [INFO] - [E:3| 100]: Train Loss:0.03527,  Val MRR:0.00257, 	ice00001
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2023-05-19 15:22:21,026 - ice00001 - [INFO] - [E:3| 200]: Train Loss:0.034148,  Val MRR:0.00257, 	ice00001
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2023-05-19 15:23:59,736 - ice00001 - [INFO] - [E:3| 300]: Train Loss:0.033088,  Val MRR:0.00257, 	ice00001
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2023-05-19 15:25:40,145 - ice00001 - [INFO] - [E:3| 400]: Train Loss:0.032084,  Val MRR:0.00257, 	ice00001
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2023-05-19 15:27:20,810 - ice00001 - [INFO] - [E:3| 500]: Train Loss:0.031132,  Val MRR:0.00257, 	ice00001
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2023-05-19 15:29:00,111 - ice00001 - [INFO] - [E:3| 600]: Train Loss:0.030229,  Val MRR:0.00257, 	ice00001
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2023-05-19 15:30:40,585 - ice00001 - [INFO] - [E:3| 700]: Train Loss:0.029369,  Val MRR:0.00257, 	ice00001
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2023-05-19 15:32:11,440 - ice00001 - [INFO] - [E:3| 800]: Train Loss:0.028549,  Val MRR:0.00257, 	ice00001
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2023-05-19 15:33:52,688 - ice00001 - [INFO] - [E:3| 900]: Train Loss:0.027769,  Val MRR:0.00257, 	ice00001
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2023-05-19 15:35:03,784 - ice00001 - [INFO] - [Epoch:3]:  Training Loss:0.02724
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2023-05-19 15:35:04,249 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
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2023-05-19 15:35:27,359 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
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2023-05-19 15:35:53,084 - ice00001 - [INFO] - [Evaluating Epoch 3 valid]: 
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	MRR: Tail : 0.07055, Head : 0.04694, Avg : 0.05875
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2023-05-19 15:35:57,813 - ice00001 - [INFO] - [Epoch 3]:  Training Loss: 0.027238,  Valid MRR: 0.05875, 
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2023-05-19 15:35:58,976 - ice00001 - [INFO] - [E:4| 0]: Train Loss:0.020078,  Val MRR:0.05875, 	ice00001
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2023-05-19 15:37:38,899 - ice00001 - [INFO] - [E:4| 100]: Train Loss:0.019516,  Val MRR:0.05875, 	ice00001
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2023-05-19 15:39:19,141 - ice00001 - [INFO] - [E:4| 200]: Train Loss:0.018988,  Val MRR:0.05875, 	ice00001
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2023-05-19 15:40:50,000 - ice00001 - [INFO] - [E:4| 300]: Train Loss:0.018483,  Val MRR:0.05875, 	ice00001
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2023-05-19 15:42:30,600 - ice00001 - [INFO] - [E:4| 400]: Train Loss:0.018003,  Val MRR:0.05875, 	ice00001
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2023-05-19 15:44:09,650 - ice00001 - [INFO] - [E:4| 500]: Train Loss:0.017543,  Val MRR:0.05875, 	ice00001
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2023-05-19 15:45:50,147 - ice00001 - [INFO] - [E:4| 600]: Train Loss:0.017101,  Val MRR:0.05875, 	ice00001
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2023-05-19 15:47:30,534 - ice00001 - [INFO] - [E:4| 700]: Train Loss:0.016679,  Val MRR:0.05875, 	ice00001
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2023-05-19 15:49:01,173 - ice00001 - [INFO] - [E:4| 800]: Train Loss:0.016274,  Val MRR:0.05875, 	ice00001
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2023-05-19 15:50:41,445 - ice00001 - [INFO] - [E:4| 900]: Train Loss:0.015887,  Val MRR:0.05875, 	ice00001
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2023-05-19 15:51:51,817 - ice00001 - [INFO] - [Epoch:4]:  Training Loss:0.01562
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2023-05-19 15:51:52,200 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
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2023-05-19 15:52:14,876 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
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2023-05-19 15:52:37,248 - ice00001 - [INFO] - [Evaluating Epoch 4 valid]: 
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	MRR: Tail : 0.08452, Head : 0.05753, Avg : 0.07103
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2023-05-19 15:52:40,571 - ice00001 - [INFO] - [Epoch 4]:  Training Loss: 0.015623,  Valid MRR: 0.07103, 
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2023-05-19 15:52:41,739 - ice00001 - [INFO] - [E:5| 0]: Train Loss:0.012043,  Val MRR:0.07103, 	ice00001
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2023-05-19 15:54:21,475 - ice00001 - [INFO] - [E:5| 100]: Train Loss:0.011756,  Val MRR:0.07103, 	ice00001
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2023-05-19 15:56:01,950 - ice00001 - [INFO] - [E:5| 200]: Train Loss:0.011479,  Val MRR:0.07103, 	ice00001
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2023-05-19 15:57:31,436 - ice00001 - [INFO] - [E:5| 300]: Train Loss:0.011213,  Val MRR:0.07103, 	ice00001
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2023-05-19 15:59:10,751 - ice00001 - [INFO] - [E:5| 400]: Train Loss:0.010958,  Val MRR:0.07103, 	ice00001
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2023-05-19 16:00:50,727 - ice00001 - [INFO] - [E:5| 500]: Train Loss:0.010715,  Val MRR:0.07103, 	ice00001
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2023-05-19 16:02:31,421 - ice00001 - [INFO] - [E:5| 600]: Train Loss:0.010482,  Val MRR:0.07103, 	ice00001
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2023-05-19 16:04:11,770 - ice00001 - [INFO] - [E:5| 700]: Train Loss:0.010258,  Val MRR:0.07103, 	ice00001
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2023-05-19 16:05:51,349 - ice00001 - [INFO] - [E:5| 800]: Train Loss:0.010042,  Val MRR:0.07103, 	ice00001
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2023-05-19 16:07:22,359 - ice00001 - [INFO] - [E:5| 900]: Train Loss:0.009835,  Val MRR:0.07103, 	ice00001
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2023-05-19 16:08:32,687 - ice00001 - [INFO] - [Epoch:5]:  Training Loss:0.009693
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2023-05-19 16:08:32,997 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
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2023-05-19 16:08:55,661 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
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2023-05-19 16:09:18,010 - ice00001 - [INFO] - [Evaluating Epoch 5 valid]: 
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	MRR: Tail : 0.09227, Head : 0.06571, Avg : 0.07899
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2023-05-19 16:09:21,907 - ice00001 - [INFO] - [Epoch 5]:  Training Loss: 0.0096933,  Valid MRR: 0.07899, 
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2023-05-19 16:09:23,078 - ice00001 - [INFO] - [E:6| 0]: Train Loss:0.0077899,  Val MRR:0.07899, 	ice00001
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2023-05-19 16:11:02,988 - ice00001 - [INFO] - [E:6| 100]: Train Loss:0.0076052,  Val MRR:0.07899, 	ice00001
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2023-05-19 16:12:42,233 - ice00001 - [INFO] - [E:6| 200]: Train Loss:0.0074568,  Val MRR:0.07899, 	ice00001
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2023-05-19 16:14:22,930 - ice00001 - [INFO] - [E:6| 300]: Train Loss:0.0073115,  Val MRR:0.07899, 	ice00001
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2023-05-19 16:15:54,057 - ice00001 - [INFO] - [E:6| 400]: Train Loss:0.0071732,  Val MRR:0.07899, 	ice00001
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2023-05-19 16:17:34,583 - ice00001 - [INFO] - [E:6| 500]: Train Loss:0.0070374,  Val MRR:0.07899, 	ice00001
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2023-05-19 16:19:14,884 - ice00001 - [INFO] - [E:6| 600]: Train Loss:0.0069082,  Val MRR:0.07899, 	ice00001
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2023-05-19 16:20:55,134 - ice00001 - [INFO] - [E:6| 700]: Train Loss:0.0067829,  Val MRR:0.07899, 	ice00001
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2023-05-19 16:22:35,878 - ice00001 - [INFO] - [E:6| 800]: Train Loss:0.0066629,  Val MRR:0.07899, 	ice00001
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2023-05-19 16:24:09,385 - ice00001 - [INFO] - [E:6| 900]: Train Loss:0.0065473,  Val MRR:0.07899, 	ice00001
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2023-05-19 16:25:19,837 - ice00001 - [INFO] - [Epoch:6]:  Training Loss:0.006468
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2023-05-19 16:25:20,097 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
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2023-05-19 16:25:43,041 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
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2023-05-19 16:26:05,043 - ice00001 - [INFO] - [Evaluating Epoch 6 valid]: 
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	MRR: Tail : 0.09438, Head : 0.0691, Avg : 0.08174
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2023-05-19 16:26:08,816 - ice00001 - [INFO] - [Epoch 6]:  Training Loss: 0.0064679,  Valid MRR: 0.08174, 
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2023-05-19 16:26:09,801 - ice00001 - [INFO] - [E:7| 0]: Train Loss:0.0054869,  Val MRR:0.08174, 	ice00001
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2023-05-19 16:27:49,719 - ice00001 - [INFO] - [E:7| 100]: Train Loss:0.0053007,  Val MRR:0.08174, 	ice00001
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2023-05-19 16:29:30,085 - ice00001 - [INFO] - [E:7| 200]: Train Loss:0.0052174,  Val MRR:0.08174, 	ice00001
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2023-05-19 16:31:10,423 - ice00001 - [INFO] - [E:7| 300]: Train Loss:0.0051345,  Val MRR:0.08174, 	ice00001
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2023-05-19 16:32:40,854 - ice00001 - [INFO] - [E:7| 400]: Train Loss:0.0050542,  Val MRR:0.08174, 	ice00001
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2023-05-19 16:34:21,220 - ice00001 - [INFO] - [E:7| 500]: Train Loss:0.0049773,  Val MRR:0.08174, 	ice00001
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2023-05-19 16:36:00,704 - ice00001 - [INFO] - [E:7| 600]: Train Loss:0.004904,  Val MRR:0.08174, 	ice00001
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2023-05-19 16:37:41,943 - ice00001 - [INFO] - [E:7| 700]: Train Loss:0.004834,  Val MRR:0.08174, 	ice00001
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2023-05-19 16:39:22,392 - ice00001 - [INFO] - [E:7| 800]: Train Loss:0.0047656,  Val MRR:0.08174, 	ice00001
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2023-05-19 16:40:58,302 - ice00001 - [INFO] - [E:7| 900]: Train Loss:0.0047005,  Val MRR:0.08174, 	ice00001
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2023-05-19 16:42:02,071 - ice00001 - [INFO] - [Epoch:7]:  Training Loss:0.004655
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2023-05-19 16:42:02,411 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
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2023-05-19 16:42:25,283 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
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2023-05-19 16:42:48,104 - ice00001 - [INFO] - [Evaluating Epoch 7 valid]: 
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	MRR: Tail : 0.09362, Head : 0.06604, Avg : 0.07983
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2023-05-19 16:42:48,104 - ice00001 - [INFO] - [Epoch 7]:  Training Loss: 0.0046552,  Valid MRR: 0.08174, 
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2023-05-19 16:42:49,086 - ice00001 - [INFO] - [E:8| 0]: Train Loss:0.0040102,  Val MRR:0.08174, 	ice00001
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2023-05-19 16:44:30,903 - ice00001 - [INFO] - [E:8| 100]: Train Loss:0.003993,  Val MRR:0.08174, 	ice00001
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2023-05-19 16:46:12,381 - ice00001 - [INFO] - [E:8| 200]: Train Loss:0.0039445,  Val MRR:0.08174, 	ice00001
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2023-05-19 16:47:53,505 - ice00001 - [INFO] - [E:8| 300]: Train Loss:0.0038972,  Val MRR:0.08174, 	ice00001
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2023-05-19 16:49:34,863 - ice00001 - [INFO] - [E:8| 400]: Train Loss:0.0038528,  Val MRR:0.08174, 	ice00001
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2023-05-19 16:51:05,976 - ice00001 - [INFO] - [E:8| 500]: Train Loss:0.0038096,  Val MRR:0.08174, 	ice00001
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2023-05-19 16:52:47,244 - ice00001 - [INFO] - [E:8| 600]: Train Loss:0.003768,  Val MRR:0.08174, 	ice00001
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2023-05-19 16:54:27,705 - ice00001 - [INFO] - [E:8| 700]: Train Loss:0.0037271,  Val MRR:0.08174, 	ice00001
 | 
						|
2023-05-19 16:56:07,631 - ice00001 - [INFO] - [E:8| 800]: Train Loss:0.003688,  Val MRR:0.08174, 	ice00001
 | 
						|
2023-05-19 16:57:48,215 - ice00001 - [INFO] - [E:8| 900]: Train Loss:0.0036503,  Val MRR:0.08174, 	ice00001
 | 
						|
2023-05-19 16:58:48,480 - ice00001 - [INFO] - [Epoch:8]:  Training Loss:0.003625
 | 
						|
 | 
						|
2023-05-19 16:58:48,851 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-19 16:59:11,638 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-19 16:59:34,064 - ice00001 - [INFO] - [Evaluating Epoch 8 valid]: 
 | 
						|
	MRR: Tail : 0.09567, Head : 0.06969, Avg : 0.08268
 | 
						|
 | 
						|
2023-05-19 16:59:37,405 - ice00001 - [INFO] - [Epoch 8]:  Training Loss: 0.0036246,  Valid MRR: 0.08268, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 16:59:38,537 - ice00001 - [INFO] - [E:9| 0]: Train Loss:0.0032239,  Val MRR:0.08268, 	ice00001
 | 
						|
2023-05-19 17:01:19,390 - ice00001 - [INFO] - [E:9| 100]: Train Loss:0.0032473,  Val MRR:0.08268, 	ice00001
 | 
						|
2023-05-19 17:03:00,960 - ice00001 - [INFO] - [E:9| 200]: Train Loss:0.0032217,  Val MRR:0.08268, 	ice00001
 | 
						|
2023-05-19 17:04:42,677 - ice00001 - [INFO] - [E:9| 300]: Train Loss:0.003196,  Val MRR:0.08268, 	ice00001
 | 
						|
2023-05-19 17:06:23,922 - ice00001 - [INFO] - [E:9| 400]: Train Loss:0.0031714,  Val MRR:0.08268, 	ice00001
 | 
						|
2023-05-19 17:07:53,992 - ice00001 - [INFO] - [E:9| 500]: Train Loss:0.0031458,  Val MRR:0.08268, 	ice00001
 | 
						|
2023-05-19 17:09:32,678 - ice00001 - [INFO] - [E:9| 600]: Train Loss:0.0031227,  Val MRR:0.08268, 	ice00001
 | 
						|
2023-05-19 17:11:13,301 - ice00001 - [INFO] - [E:9| 700]: Train Loss:0.0030994,  Val MRR:0.08268, 	ice00001
 | 
						|
2023-05-19 17:12:57,020 - ice00001 - [INFO] - [E:9| 800]: Train Loss:0.0030777,  Val MRR:0.08268, 	ice00001
 | 
						|
2023-05-19 17:14:36,834 - ice00001 - [INFO] - [E:9| 900]: Train Loss:0.0030562,  Val MRR:0.08268, 	ice00001
 | 
						|
2023-05-19 17:15:47,527 - ice00001 - [INFO] - [Epoch:9]:  Training Loss:0.003042
 | 
						|
 | 
						|
2023-05-19 17:15:47,913 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-19 17:16:03,595 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-19 17:16:21,887 - ice00001 - [INFO] - [Evaluating Epoch 9 valid]: 
 | 
						|
	MRR: Tail : 0.0966, Head : 0.07039, Avg : 0.08349
 | 
						|
	MR: Tail : 863.39, Head : 1058.1, Avg : 960.74
 | 
						|
	Hit-1: Tail : 0.03848, Head : 0.02779, Avg : 0.03314
 | 
						|
	Hit-3: Tail : 0.09856, Head : 0.06166, Avg : 0.08011
 | 
						|
	Hit-10: Tail : 0.22685, Head : 0.16774, Avg : 0.19729
 | 
						|
2023-05-19 17:16:24,937 - ice00001 - [INFO] - [Epoch 9]:  Training Loss: 0.0030417,  Valid MRR: 0.08349, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 17:16:26,208 - ice00001 - [INFO] - [E:10| 0]: Train Loss:0.0028496,  Val MRR:0.08349, 	ice00001
 | 
						|
2023-05-19 17:18:06,665 - ice00001 - [INFO] - [E:10| 100]: Train Loss:0.0028257,  Val MRR:0.08349, 	ice00001
 | 
						|
2023-05-19 17:19:47,847 - ice00001 - [INFO] - [E:10| 200]: Train Loss:0.0028167,  Val MRR:0.08349, 	ice00001
 | 
						|
2023-05-19 17:21:28,509 - ice00001 - [INFO] - [E:10| 300]: Train Loss:0.0028024,  Val MRR:0.08349, 	ice00001
 | 
						|
2023-05-19 17:23:08,539 - ice00001 - [INFO] - [E:10| 400]: Train Loss:0.002786,  Val MRR:0.08349, 	ice00001
 | 
						|
2023-05-19 17:24:42,897 - ice00001 - [INFO] - [E:10| 500]: Train Loss:0.0027737,  Val MRR:0.08349, 	ice00001
 | 
						|
2023-05-19 17:26:18,880 - ice00001 - [INFO] - [E:10| 600]: Train Loss:0.0027616,  Val MRR:0.08349, 	ice00001
 | 
						|
2023-05-19 17:27:59,225 - ice00001 - [INFO] - [E:10| 700]: Train Loss:0.0027497,  Val MRR:0.08349, 	ice00001
 | 
						|
2023-05-19 17:29:40,338 - ice00001 - [INFO] - [E:10| 800]: Train Loss:0.0027378,  Val MRR:0.08349, 	ice00001
 | 
						|
2023-05-19 17:31:21,051 - ice00001 - [INFO] - [E:10| 900]: Train Loss:0.0027266,  Val MRR:0.08349, 	ice00001
 | 
						|
2023-05-19 17:32:31,645 - ice00001 - [INFO] - [Epoch:10]:  Training Loss:0.002719
 | 
						|
 | 
						|
2023-05-19 17:32:32,033 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-19 17:32:54,650 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-19 17:33:17,067 - ice00001 - [INFO] - [Evaluating Epoch 10 valid]: 
 | 
						|
	MRR: Tail : 0.09828, Head : 0.07155, Avg : 0.08492
 | 
						|
 | 
						|
2023-05-19 17:33:21,199 - ice00001 - [INFO] - [Epoch 10]:  Training Loss: 0.0027193,  Valid MRR: 0.08492, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 17:33:21,852 - ice00001 - [INFO] - [E:11| 0]: Train Loss:0.0026745,  Val MRR:0.08492, 	ice00001
 | 
						|
2023-05-19 17:34:55,132 - ice00001 - [INFO] - [E:11| 100]: Train Loss:0.0026014,  Val MRR:0.08492, 	ice00001
 | 
						|
2023-05-19 17:36:35,665 - ice00001 - [INFO] - [E:11| 200]: Train Loss:0.0025955,  Val MRR:0.08492, 	ice00001
 | 
						|
2023-05-19 17:38:15,912 - ice00001 - [INFO] - [E:11| 300]: Train Loss:0.0025907,  Val MRR:0.08492, 	ice00001
 | 
						|
2023-05-19 17:39:56,817 - ice00001 - [INFO] - [E:11| 400]: Train Loss:0.0025841,  Val MRR:0.08492, 	ice00001
 | 
						|
2023-05-19 17:41:38,584 - ice00001 - [INFO] - [E:11| 500]: Train Loss:0.0025768,  Val MRR:0.08492, 	ice00001
 | 
						|
2023-05-19 17:43:09,116 - ice00001 - [INFO] - [E:11| 600]: Train Loss:0.0025698,  Val MRR:0.08492, 	ice00001
 | 
						|
2023-05-19 17:44:49,177 - ice00001 - [INFO] - [E:11| 700]: Train Loss:0.0025628,  Val MRR:0.08492, 	ice00001
 | 
						|
2023-05-19 17:46:29,967 - ice00001 - [INFO] - [E:11| 800]: Train Loss:0.0025573,  Val MRR:0.08492, 	ice00001
 | 
						|
2023-05-19 17:48:10,807 - ice00001 - [INFO] - [E:11| 900]: Train Loss:0.0025515,  Val MRR:0.08492, 	ice00001
 | 
						|
2023-05-19 17:49:21,800 - ice00001 - [INFO] - [Epoch:11]:  Training Loss:0.002548
 | 
						|
 | 
						|
2023-05-19 17:49:22,144 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-19 17:49:45,140 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-19 17:50:07,746 - ice00001 - [INFO] - [Evaluating Epoch 11 valid]: 
 | 
						|
	MRR: Tail : 0.10385, Head : 0.07773, Avg : 0.09079
 | 
						|
 | 
						|
2023-05-19 17:50:11,264 - ice00001 - [INFO] - [Epoch 11]:  Training Loss: 0.0025483,  Valid MRR: 0.09079, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 17:50:12,487 - ice00001 - [INFO] - [E:12| 0]: Train Loss:0.0025002,  Val MRR:0.09079, 	ice00001
 | 
						|
2023-05-19 17:51:42,847 - ice00001 - [INFO] - [E:12| 100]: Train Loss:0.0024926,  Val MRR:0.09079, 	ice00001
 | 
						|
2023-05-19 17:53:22,663 - ice00001 - [INFO] - [E:12| 200]: Train Loss:0.0024879,  Val MRR:0.09079, 	ice00001
 | 
						|
2023-05-19 17:55:02,792 - ice00001 - [INFO] - [E:12| 300]: Train Loss:0.002482,  Val MRR:0.09079, 	ice00001
 | 
						|
2023-05-19 17:56:43,037 - ice00001 - [INFO] - [E:12| 400]: Train Loss:0.002479,  Val MRR:0.09079, 	ice00001
 | 
						|
2023-05-19 17:58:23,759 - ice00001 - [INFO] - [E:12| 500]: Train Loss:0.0024763,  Val MRR:0.09079, 	ice00001
 | 
						|
2023-05-19 17:59:54,428 - ice00001 - [INFO] - [E:12| 600]: Train Loss:0.0024735,  Val MRR:0.09079, 	ice00001
 | 
						|
2023-05-19 18:01:39,152 - ice00001 - [INFO] - [E:12| 700]: Train Loss:0.0024709,  Val MRR:0.09079, 	ice00001
 | 
						|
2023-05-19 18:03:19,911 - ice00001 - [INFO] - [E:12| 800]: Train Loss:0.0024676,  Val MRR:0.09079, 	ice00001
 | 
						|
2023-05-19 18:05:00,506 - ice00001 - [INFO] - [E:12| 900]: Train Loss:0.0024647,  Val MRR:0.09079, 	ice00001
 | 
						|
2023-05-19 18:06:11,286 - ice00001 - [INFO] - [Epoch:12]:  Training Loss:0.002463
 | 
						|
 | 
						|
2023-05-19 18:06:11,790 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-19 18:06:34,303 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-19 18:06:56,733 - ice00001 - [INFO] - [Evaluating Epoch 12 valid]: 
 | 
						|
	MRR: Tail : 0.12503, Head : 0.09168, Avg : 0.10836
 | 
						|
 | 
						|
2023-05-19 18:07:00,686 - ice00001 - [INFO] - [Epoch 12]:  Training Loss: 0.0024631,  Valid MRR: 0.10836, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 18:07:01,751 - ice00001 - [INFO] - [E:13| 0]: Train Loss:0.0023955,  Val MRR:0.10836, 	ice00001
 | 
						|
2023-05-19 18:08:32,367 - ice00001 - [INFO] - [E:13| 100]: Train Loss:0.0024317,  Val MRR:0.10836, 	ice00001
 | 
						|
2023-05-19 18:10:12,003 - ice00001 - [INFO] - [E:13| 200]: Train Loss:0.0024337,  Val MRR:0.10836, 	ice00001
 | 
						|
2023-05-19 18:11:53,502 - ice00001 - [INFO] - [E:13| 300]: Train Loss:0.0024321,  Val MRR:0.10836, 	ice00001
 | 
						|
2023-05-19 18:13:34,742 - ice00001 - [INFO] - [E:13| 400]: Train Loss:0.002432,  Val MRR:0.10836, 	ice00001
 | 
						|
2023-05-19 18:15:16,060 - ice00001 - [INFO] - [E:13| 500]: Train Loss:0.0024297,  Val MRR:0.10836, 	ice00001
 | 
						|
2023-05-19 18:16:57,179 - ice00001 - [INFO] - [E:13| 600]: Train Loss:0.0024277,  Val MRR:0.10836, 	ice00001
 | 
						|
2023-05-19 18:18:28,091 - ice00001 - [INFO] - [E:13| 700]: Train Loss:0.0024258,  Val MRR:0.10836, 	ice00001
 | 
						|
2023-05-19 18:20:09,855 - ice00001 - [INFO] - [E:13| 800]: Train Loss:0.002425,  Val MRR:0.10836, 	ice00001
 | 
						|
2023-05-19 18:21:49,424 - ice00001 - [INFO] - [E:13| 900]: Train Loss:0.0024245,  Val MRR:0.10836, 	ice00001
 | 
						|
2023-05-19 18:23:00,046 - ice00001 - [INFO] - [Epoch:13]:  Training Loss:0.002424
 | 
						|
 | 
						|
2023-05-19 18:23:00,522 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-19 18:23:23,241 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-19 18:23:45,851 - ice00001 - [INFO] - [Evaluating Epoch 13 valid]: 
 | 
						|
	MRR: Tail : 0.13817, Head : 0.10546, Avg : 0.12181
 | 
						|
 | 
						|
2023-05-19 18:23:49,267 - ice00001 - [INFO] - [Epoch 13]:  Training Loss: 0.002424,  Valid MRR: 0.12181, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 18:23:50,433 - ice00001 - [INFO] - [E:14| 0]: Train Loss:0.0024256,  Val MRR:0.12181, 	ice00001
 | 
						|
2023-05-19 18:25:30,972 - ice00001 - [INFO] - [E:14| 100]: Train Loss:0.0024106,  Val MRR:0.12181, 	ice00001
 | 
						|
2023-05-19 18:27:01,107 - ice00001 - [INFO] - [E:14| 200]: Train Loss:0.002412,  Val MRR:0.12181, 	ice00001
 | 
						|
2023-05-19 18:28:40,900 - ice00001 - [INFO] - [E:14| 300]: Train Loss:0.0024125,  Val MRR:0.12181, 	ice00001
 | 
						|
2023-05-19 18:30:20,819 - ice00001 - [INFO] - [E:14| 400]: Train Loss:0.0024112,  Val MRR:0.12181, 	ice00001
 | 
						|
2023-05-19 18:32:01,724 - ice00001 - [INFO] - [E:14| 500]: Train Loss:0.0024109,  Val MRR:0.12181, 	ice00001
 | 
						|
2023-05-19 18:33:42,945 - ice00001 - [INFO] - [E:14| 600]: Train Loss:0.0024092,  Val MRR:0.12181, 	ice00001
 | 
						|
2023-05-19 18:35:13,133 - ice00001 - [INFO] - [E:14| 700]: Train Loss:0.0024077,  Val MRR:0.12181, 	ice00001
 | 
						|
2023-05-19 18:36:52,944 - ice00001 - [INFO] - [E:14| 800]: Train Loss:0.0024069,  Val MRR:0.12181, 	ice00001
 | 
						|
2023-05-19 18:38:34,557 - ice00001 - [INFO] - [E:14| 900]: Train Loss:0.0024059,  Val MRR:0.12181, 	ice00001
 | 
						|
2023-05-19 18:39:45,939 - ice00001 - [INFO] - [Epoch:14]:  Training Loss:0.002406
 | 
						|
 | 
						|
2023-05-19 18:39:46,192 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-19 18:40:09,426 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-19 18:40:32,292 - ice00001 - [INFO] - [Evaluating Epoch 14 valid]: 
 | 
						|
	MRR: Tail : 0.16009, Head : 0.12656, Avg : 0.14333
 | 
						|
 | 
						|
2023-05-19 18:40:33,557 - ice00001 - [INFO] - [Epoch 14]:  Training Loss: 0.0024058,  Valid MRR: 0.14333, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 18:40:34,955 - ice00001 - [INFO] - [E:15| 0]: Train Loss:0.0024094,  Val MRR:0.14333, 	ice00001
 | 
						|
2023-05-19 18:42:16,283 - ice00001 - [INFO] - [E:15| 100]: Train Loss:0.0024003,  Val MRR:0.14333, 	ice00001
 | 
						|
2023-05-19 18:43:46,588 - ice00001 - [INFO] - [E:15| 200]: Train Loss:0.0024008,  Val MRR:0.14333, 	ice00001
 | 
						|
2023-05-19 18:45:27,043 - ice00001 - [INFO] - [E:15| 300]: Train Loss:0.0024013,  Val MRR:0.14333, 	ice00001
 | 
						|
2023-05-19 18:47:06,990 - ice00001 - [INFO] - [E:15| 400]: Train Loss:0.0023986,  Val MRR:0.14333, 	ice00001
 | 
						|
2023-05-19 18:48:50,168 - ice00001 - [INFO] - [E:15| 500]: Train Loss:0.0023971,  Val MRR:0.14333, 	ice00001
 | 
						|
2023-05-19 18:50:29,981 - ice00001 - [INFO] - [E:15| 600]: Train Loss:0.0023966,  Val MRR:0.14333, 	ice00001
 | 
						|
2023-05-19 18:52:04,640 - ice00001 - [INFO] - [E:15| 700]: Train Loss:0.0023957,  Val MRR:0.14333, 	ice00001
 | 
						|
2023-05-19 18:53:39,217 - ice00001 - [INFO] - [E:15| 800]: Train Loss:0.0023943,  Val MRR:0.14333, 	ice00001
 | 
						|
2023-05-19 18:55:20,388 - ice00001 - [INFO] - [E:15| 900]: Train Loss:0.0023941,  Val MRR:0.14333, 	ice00001
 | 
						|
2023-05-19 18:56:31,460 - ice00001 - [INFO] - [Epoch:15]:  Training Loss:0.002394
 | 
						|
 | 
						|
2023-05-19 18:56:31,967 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-19 18:56:54,961 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-19 18:57:17,336 - ice00001 - [INFO] - [Evaluating Epoch 15 valid]: 
 | 
						|
	MRR: Tail : 0.18761, Head : 0.14492, Avg : 0.16626
 | 
						|
 | 
						|
2023-05-19 18:57:18,694 - ice00001 - [INFO] - [Epoch 15]:  Training Loss: 0.002394,  Valid MRR: 0.16626, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 18:57:19,870 - ice00001 - [INFO] - [E:16| 0]: Train Loss:0.0024029,  Val MRR:0.16626, 	ice00001
 | 
						|
2023-05-19 18:59:01,054 - ice00001 - [INFO] - [E:16| 100]: Train Loss:0.0023831,  Val MRR:0.16626, 	ice00001
 | 
						|
2023-05-19 19:00:42,258 - ice00001 - [INFO] - [E:16| 200]: Train Loss:0.0023868,  Val MRR:0.16626, 	ice00001
 | 
						|
2023-05-19 19:02:13,318 - ice00001 - [INFO] - [E:16| 300]: Train Loss:0.0023866,  Val MRR:0.16626, 	ice00001
 | 
						|
2023-05-19 19:03:54,781 - ice00001 - [INFO] - [E:16| 400]: Train Loss:0.0023853,  Val MRR:0.16626, 	ice00001
 | 
						|
2023-05-19 19:05:33,986 - ice00001 - [INFO] - [E:16| 500]: Train Loss:0.0023843,  Val MRR:0.16626, 	ice00001
 | 
						|
2023-05-19 19:07:14,632 - ice00001 - [INFO] - [E:16| 600]: Train Loss:0.0023833,  Val MRR:0.16626, 	ice00001
 | 
						|
2023-05-19 19:08:55,382 - ice00001 - [INFO] - [E:16| 700]: Train Loss:0.0023835,  Val MRR:0.16626, 	ice00001
 | 
						|
2023-05-19 19:10:26,341 - ice00001 - [INFO] - [E:16| 800]: Train Loss:0.0023832,  Val MRR:0.16626, 	ice00001
 | 
						|
2023-05-19 19:12:08,183 - ice00001 - [INFO] - [E:16| 900]: Train Loss:0.0023824,  Val MRR:0.16626, 	ice00001
 | 
						|
2023-05-19 19:13:19,422 - ice00001 - [INFO] - [Epoch:16]:  Training Loss:0.002382
 | 
						|
 | 
						|
2023-05-19 19:13:19,809 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-19 19:13:42,851 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-19 19:14:05,277 - ice00001 - [INFO] - [Evaluating Epoch 16 valid]: 
 | 
						|
	MRR: Tail : 0.20013, Head : 0.15559, Avg : 0.17786
 | 
						|
 | 
						|
2023-05-19 19:14:06,584 - ice00001 - [INFO] - [Epoch 16]:  Training Loss: 0.002382,  Valid MRR: 0.17786, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 19:14:07,982 - ice00001 - [INFO] - [E:17| 0]: Train Loss:0.0024306,  Val MRR:0.17786, 	ice00001
 | 
						|
2023-05-19 19:15:48,639 - ice00001 - [INFO] - [E:17| 100]: Train Loss:0.0023723,  Val MRR:0.17786, 	ice00001
 | 
						|
2023-05-19 19:17:29,732 - ice00001 - [INFO] - [E:17| 200]: Train Loss:0.0023745,  Val MRR:0.17786, 	ice00001
 | 
						|
2023-05-19 19:19:00,017 - ice00001 - [INFO] - [E:17| 300]: Train Loss:0.0023748,  Val MRR:0.17786, 	ice00001
 | 
						|
2023-05-19 19:20:39,591 - ice00001 - [INFO] - [E:17| 400]: Train Loss:0.0023739,  Val MRR:0.17786, 	ice00001
 | 
						|
2023-05-19 19:22:20,384 - ice00001 - [INFO] - [E:17| 500]: Train Loss:0.0023733,  Val MRR:0.17786, 	ice00001
 | 
						|
2023-05-19 19:24:00,757 - ice00001 - [INFO] - [E:17| 600]: Train Loss:0.0023728,  Val MRR:0.17786, 	ice00001
 | 
						|
2023-05-19 19:25:41,269 - ice00001 - [INFO] - [E:17| 700]: Train Loss:0.0023719,  Val MRR:0.17786, 	ice00001
 | 
						|
2023-05-19 19:27:12,171 - ice00001 - [INFO] - [E:17| 800]: Train Loss:0.0023705,  Val MRR:0.17786, 	ice00001
 | 
						|
2023-05-19 19:28:53,531 - ice00001 - [INFO] - [E:17| 900]: Train Loss:0.0023709,  Val MRR:0.17786, 	ice00001
 | 
						|
2023-05-19 19:30:04,895 - ice00001 - [INFO] - [Epoch:17]:  Training Loss:0.00237
 | 
						|
 | 
						|
2023-05-19 19:30:05,401 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-19 19:30:28,378 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-19 19:30:51,093 - ice00001 - [INFO] - [Evaluating Epoch 17 valid]: 
 | 
						|
	MRR: Tail : 0.20984, Head : 0.16202, Avg : 0.18593
 | 
						|
 | 
						|
2023-05-19 19:30:52,349 - ice00001 - [INFO] - [Epoch 17]:  Training Loss: 0.0023702,  Valid MRR: 0.18593, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 19:30:53,522 - ice00001 - [INFO] - [E:18| 0]: Train Loss:0.0023366,  Val MRR:0.18593, 	ice00001
 | 
						|
2023-05-19 19:32:34,707 - ice00001 - [INFO] - [E:18| 100]: Train Loss:0.0023643,  Val MRR:0.18593, 	ice00001
 | 
						|
2023-05-19 19:34:14,669 - ice00001 - [INFO] - [E:18| 200]: Train Loss:0.0023622,  Val MRR:0.18593, 	ice00001
 | 
						|
2023-05-19 19:35:47,550 - ice00001 - [INFO] - [E:18| 300]: Train Loss:0.0023609,  Val MRR:0.18593, 	ice00001
 | 
						|
2023-05-19 19:37:27,508 - ice00001 - [INFO] - [E:18| 400]: Train Loss:0.0023604,  Val MRR:0.18593, 	ice00001
 | 
						|
2023-05-19 19:39:07,629 - ice00001 - [INFO] - [E:18| 500]: Train Loss:0.0023591,  Val MRR:0.18593, 	ice00001
 | 
						|
2023-05-19 19:40:47,758 - ice00001 - [INFO] - [E:18| 600]: Train Loss:0.002359,  Val MRR:0.18593, 	ice00001
 | 
						|
2023-05-19 19:42:27,968 - ice00001 - [INFO] - [E:18| 700]: Train Loss:0.002359,  Val MRR:0.18593, 	ice00001
 | 
						|
2023-05-19 19:44:08,268 - ice00001 - [INFO] - [E:18| 800]: Train Loss:0.0023596,  Val MRR:0.18593, 	ice00001
 | 
						|
2023-05-19 19:45:38,159 - ice00001 - [INFO] - [E:18| 900]: Train Loss:0.0023593,  Val MRR:0.18593, 	ice00001
 | 
						|
2023-05-19 19:46:49,166 - ice00001 - [INFO] - [Epoch:18]:  Training Loss:0.002359
 | 
						|
 | 
						|
2023-05-19 19:46:49,501 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-19 19:47:12,354 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-19 19:47:34,224 - ice00001 - [INFO] - [Evaluating Epoch 18 valid]: 
 | 
						|
	MRR: Tail : 0.21948, Head : 0.1697, Avg : 0.19459
 | 
						|
 | 
						|
2023-05-19 19:47:35,627 - ice00001 - [INFO] - [Epoch 18]:  Training Loss: 0.0023587,  Valid MRR: 0.19459, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 19:47:36,533 - ice00001 - [INFO] - [E:19| 0]: Train Loss:0.0023632,  Val MRR:0.19459, 	ice00001
 | 
						|
2023-05-19 19:49:16,079 - ice00001 - [INFO] - [E:19| 100]: Train Loss:0.0023535,  Val MRR:0.19459, 	ice00001
 | 
						|
2023-05-19 19:50:56,837 - ice00001 - [INFO] - [E:19| 200]: Train Loss:0.0023515,  Val MRR:0.19459, 	ice00001
 | 
						|
2023-05-19 19:52:36,932 - ice00001 - [INFO] - [E:19| 300]: Train Loss:0.0023508,  Val MRR:0.19459, 	ice00001
 | 
						|
2023-05-19 19:54:07,327 - ice00001 - [INFO] - [E:19| 400]: Train Loss:0.0023506,  Val MRR:0.19459, 	ice00001
 | 
						|
2023-05-19 19:55:47,676 - ice00001 - [INFO] - [E:19| 500]: Train Loss:0.00235,  Val MRR:0.19459, 	ice00001
 | 
						|
2023-05-19 19:57:28,489 - ice00001 - [INFO] - [E:19| 600]: Train Loss:0.0023504,  Val MRR:0.19459, 	ice00001
 | 
						|
2023-05-19 19:59:08,814 - ice00001 - [INFO] - [E:19| 700]: Train Loss:0.00235,  Val MRR:0.19459, 	ice00001
 | 
						|
2023-05-19 20:00:49,459 - ice00001 - [INFO] - [E:19| 800]: Train Loss:0.0023495,  Val MRR:0.19459, 	ice00001
 | 
						|
2023-05-19 20:02:19,065 - ice00001 - [INFO] - [E:19| 900]: Train Loss:0.0023479,  Val MRR:0.19459, 	ice00001
 | 
						|
2023-05-19 20:03:29,573 - ice00001 - [INFO] - [Epoch:19]:  Training Loss:0.002347
 | 
						|
 | 
						|
2023-05-19 20:03:30,076 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-19 20:03:53,183 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-19 20:04:15,591 - ice00001 - [INFO] - [Evaluating Epoch 19 valid]: 
 | 
						|
	MRR: Tail : 0.23246, Head : 0.17965, Avg : 0.20606
 | 
						|
	MR: Tail : 509.3, Head : 609.24, Avg : 559.27
 | 
						|
	Hit-1: Tail : 0.1607, Head : 0.11336, Avg : 0.13703
 | 
						|
	Hit-3: Tail : 0.26508, Head : 0.19881, Avg : 0.23195
 | 
						|
	Hit-10: Tail : 0.36752, Head : 0.31375, Avg : 0.34064
 | 
						|
2023-05-19 20:04:16,942 - ice00001 - [INFO] - [Epoch 19]:  Training Loss: 0.0023472,  Valid MRR: 0.20606, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 20:04:18,062 - ice00001 - [INFO] - [E:20| 0]: Train Loss:0.0023148,  Val MRR:0.20606, 	ice00001
 | 
						|
2023-05-19 20:05:58,888 - ice00001 - [INFO] - [E:20| 100]: Train Loss:0.0023397,  Val MRR:0.20606, 	ice00001
 | 
						|
2023-05-19 20:07:39,490 - ice00001 - [INFO] - [E:20| 200]: Train Loss:0.0023423,  Val MRR:0.20606, 	ice00001
 | 
						|
2023-05-19 20:09:20,294 - ice00001 - [INFO] - [E:20| 300]: Train Loss:0.0023409,  Val MRR:0.20606, 	ice00001
 | 
						|
2023-05-19 20:10:51,070 - ice00001 - [INFO] - [E:20| 400]: Train Loss:0.0023396,  Val MRR:0.20606, 	ice00001
 | 
						|
2023-05-19 20:12:30,873 - ice00001 - [INFO] - [E:20| 500]: Train Loss:0.0023393,  Val MRR:0.20606, 	ice00001
 | 
						|
2023-05-19 20:14:11,780 - ice00001 - [INFO] - [E:20| 600]: Train Loss:0.0023378,  Val MRR:0.20606, 	ice00001
 | 
						|
2023-05-19 20:15:52,685 - ice00001 - [INFO] - [E:20| 700]: Train Loss:0.0023375,  Val MRR:0.20606, 	ice00001
 | 
						|
2023-05-19 20:17:31,947 - ice00001 - [INFO] - [E:20| 800]: Train Loss:0.0023373,  Val MRR:0.20606, 	ice00001
 | 
						|
2023-05-19 20:19:12,078 - ice00001 - [INFO] - [E:20| 900]: Train Loss:0.0023369,  Val MRR:0.20606, 	ice00001
 | 
						|
2023-05-19 20:20:12,737 - ice00001 - [INFO] - [Epoch:20]:  Training Loss:0.002337
 | 
						|
 | 
						|
2023-05-19 20:20:13,239 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-19 20:20:35,948 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-19 20:20:58,493 - ice00001 - [INFO] - [Evaluating Epoch 20 valid]: 
 | 
						|
	MRR: Tail : 0.24734, Head : 0.1923, Avg : 0.21982
 | 
						|
 | 
						|
2023-05-19 20:20:59,851 - ice00001 - [INFO] - [Epoch 20]:  Training Loss: 0.0023367,  Valid MRR: 0.21982, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 20:21:01,141 - ice00001 - [INFO] - [E:21| 0]: Train Loss:0.0023383,  Val MRR:0.21982, 	ice00001
 | 
						|
2023-05-19 20:22:41,210 - ice00001 - [INFO] - [E:21| 100]: Train Loss:0.0023197,  Val MRR:0.21982, 	ice00001
 | 
						|
2023-05-19 20:24:21,217 - ice00001 - [INFO] - [E:21| 200]: Train Loss:0.0023222,  Val MRR:0.21982, 	ice00001
 | 
						|
2023-05-19 20:26:03,504 - ice00001 - [INFO] - [E:21| 300]: Train Loss:0.0023211,  Val MRR:0.21982, 	ice00001
 | 
						|
2023-05-19 20:27:44,097 - ice00001 - [INFO] - [E:21| 400]: Train Loss:0.0023253,  Val MRR:0.21982, 	ice00001
 | 
						|
2023-05-19 20:29:14,097 - ice00001 - [INFO] - [E:21| 500]: Train Loss:0.0023257,  Val MRR:0.21982, 	ice00001
 | 
						|
2023-05-19 20:30:53,907 - ice00001 - [INFO] - [E:21| 600]: Train Loss:0.0023258,  Val MRR:0.21982, 	ice00001
 | 
						|
2023-05-19 20:32:33,423 - ice00001 - [INFO] - [E:21| 700]: Train Loss:0.0023263,  Val MRR:0.21982, 	ice00001
 | 
						|
2023-05-19 20:34:14,366 - ice00001 - [INFO] - [E:21| 800]: Train Loss:0.0023259,  Val MRR:0.21982, 	ice00001
 | 
						|
2023-05-19 20:35:55,524 - ice00001 - [INFO] - [E:21| 900]: Train Loss:0.0023265,  Val MRR:0.21982, 	ice00001
 | 
						|
2023-05-19 20:37:00,230 - ice00001 - [INFO] - [Epoch:21]:  Training Loss:0.002327
 | 
						|
 | 
						|
2023-05-19 20:37:00,444 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-19 20:37:19,317 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-19 20:37:41,831 - ice00001 - [INFO] - [Evaluating Epoch 21 valid]: 
 | 
						|
	MRR: Tail : 0.25791, Head : 0.20225, Avg : 0.23008
 | 
						|
 | 
						|
2023-05-19 20:37:43,276 - ice00001 - [INFO] - [Epoch 21]:  Training Loss: 0.0023266,  Valid MRR: 0.23008, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 20:37:44,660 - ice00001 - [INFO] - [E:22| 0]: Train Loss:0.0022835,  Val MRR:0.23008, 	ice00001
 | 
						|
2023-05-19 20:39:25,023 - ice00001 - [INFO] - [E:22| 100]: Train Loss:0.0023239,  Val MRR:0.23008, 	ice00001
 | 
						|
2023-05-19 20:41:05,333 - ice00001 - [INFO] - [E:22| 200]: Train Loss:0.00232,  Val MRR:0.23008, 	ice00001
 | 
						|
2023-05-19 20:42:46,212 - ice00001 - [INFO] - [E:22| 300]: Train Loss:0.0023181,  Val MRR:0.23008, 	ice00001
 | 
						|
2023-05-19 20:44:27,171 - ice00001 - [INFO] - [E:22| 400]: Train Loss:0.002318,  Val MRR:0.23008, 	ice00001
 | 
						|
2023-05-19 20:45:56,815 - ice00001 - [INFO] - [E:22| 500]: Train Loss:0.0023178,  Val MRR:0.23008, 	ice00001
 | 
						|
2023-05-19 20:47:36,680 - ice00001 - [INFO] - [E:22| 600]: Train Loss:0.0023169,  Val MRR:0.23008, 	ice00001
 | 
						|
2023-05-19 20:49:17,243 - ice00001 - [INFO] - [E:22| 700]: Train Loss:0.0023175,  Val MRR:0.23008, 	ice00001
 | 
						|
2023-05-19 20:50:57,513 - ice00001 - [INFO] - [E:22| 800]: Train Loss:0.0023171,  Val MRR:0.23008, 	ice00001
 | 
						|
2023-05-19 20:52:38,190 - ice00001 - [INFO] - [E:22| 900]: Train Loss:0.0023168,  Val MRR:0.23008, 	ice00001
 | 
						|
2023-05-19 20:53:48,508 - ice00001 - [INFO] - [Epoch:22]:  Training Loss:0.002317
 | 
						|
 | 
						|
2023-05-19 20:53:48,796 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-19 20:54:12,013 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-19 20:54:26,659 - ice00001 - [INFO] - [Evaluating Epoch 22 valid]: 
 | 
						|
	MRR: Tail : 0.25859, Head : 0.20162, Avg : 0.23011
 | 
						|
 | 
						|
2023-05-19 20:54:28,109 - ice00001 - [INFO] - [Epoch 22]:  Training Loss: 0.0023172,  Valid MRR: 0.23011, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 20:54:28,780 - ice00001 - [INFO] - [E:23| 0]: Train Loss:0.0023456,  Val MRR:0.23011, 	ice00001
 | 
						|
2023-05-19 20:56:06,932 - ice00001 - [INFO] - [E:23| 100]: Train Loss:0.0023159,  Val MRR:0.23011, 	ice00001
 | 
						|
2023-05-19 20:57:47,562 - ice00001 - [INFO] - [E:23| 200]: Train Loss:0.0023137,  Val MRR:0.23011, 	ice00001
 | 
						|
2023-05-19 20:59:28,553 - ice00001 - [INFO] - [E:23| 300]: Train Loss:0.0023128,  Val MRR:0.23011, 	ice00001
 | 
						|
2023-05-19 21:01:08,426 - ice00001 - [INFO] - [E:23| 400]: Train Loss:0.002312,  Val MRR:0.23011, 	ice00001
 | 
						|
2023-05-19 21:02:48,269 - ice00001 - [INFO] - [E:23| 500]: Train Loss:0.0023097,  Val MRR:0.23011, 	ice00001
 | 
						|
2023-05-19 21:04:18,084 - ice00001 - [INFO] - [E:23| 600]: Train Loss:0.0023086,  Val MRR:0.23011, 	ice00001
 | 
						|
2023-05-19 21:05:58,683 - ice00001 - [INFO] - [E:23| 700]: Train Loss:0.0023094,  Val MRR:0.23011, 	ice00001
 | 
						|
2023-05-19 21:07:38,689 - ice00001 - [INFO] - [E:23| 800]: Train Loss:0.0023088,  Val MRR:0.23011, 	ice00001
 | 
						|
2023-05-19 21:09:19,129 - ice00001 - [INFO] - [E:23| 900]: Train Loss:0.0023083,  Val MRR:0.23011, 	ice00001
 | 
						|
2023-05-19 21:10:29,390 - ice00001 - [INFO] - [Epoch:23]:  Training Loss:0.002308
 | 
						|
 | 
						|
2023-05-19 21:10:29,894 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-19 21:10:52,745 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-19 21:11:15,033 - ice00001 - [INFO] - [Evaluating Epoch 23 valid]: 
 | 
						|
	MRR: Tail : 0.26684, Head : 0.2092, Avg : 0.23802
 | 
						|
 | 
						|
2023-05-19 21:11:16,266 - ice00001 - [INFO] - [Epoch 23]:  Training Loss: 0.0023084,  Valid MRR: 0.23802, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 21:11:17,545 - ice00001 - [INFO] - [E:24| 0]: Train Loss:0.0024039,  Val MRR:0.23802, 	ice00001
 | 
						|
2023-05-19 21:12:48,027 - ice00001 - [INFO] - [E:24| 100]: Train Loss:0.0023021,  Val MRR:0.23802, 	ice00001
 | 
						|
2023-05-19 21:14:30,083 - ice00001 - [INFO] - [E:24| 200]: Train Loss:0.0023014,  Val MRR:0.23802, 	ice00001
 | 
						|
2023-05-19 21:16:09,238 - ice00001 - [INFO] - [E:24| 300]: Train Loss:0.0023012,  Val MRR:0.23802, 	ice00001
 | 
						|
2023-05-19 21:17:49,519 - ice00001 - [INFO] - [E:24| 400]: Train Loss:0.0023018,  Val MRR:0.23802, 	ice00001
 | 
						|
2023-05-19 21:19:29,942 - ice00001 - [INFO] - [E:24| 500]: Train Loss:0.0023016,  Val MRR:0.23802, 	ice00001
 | 
						|
2023-05-19 21:21:00,458 - ice00001 - [INFO] - [E:24| 600]: Train Loss:0.0023015,  Val MRR:0.23802, 	ice00001
 | 
						|
2023-05-19 21:22:41,829 - ice00001 - [INFO] - [E:24| 700]: Train Loss:0.0023013,  Val MRR:0.23802, 	ice00001
 | 
						|
2023-05-19 21:24:23,282 - ice00001 - [INFO] - [E:24| 800]: Train Loss:0.0023003,  Val MRR:0.23802, 	ice00001
 | 
						|
2023-05-19 21:26:04,321 - ice00001 - [INFO] - [E:24| 900]: Train Loss:0.0022995,  Val MRR:0.23802, 	ice00001
 | 
						|
2023-05-19 21:27:15,526 - ice00001 - [INFO] - [Epoch:24]:  Training Loss:0.0023
 | 
						|
 | 
						|
2023-05-19 21:27:15,854 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-19 21:27:38,969 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-19 21:28:01,567 - ice00001 - [INFO] - [Evaluating Epoch 24 valid]: 
 | 
						|
	MRR: Tail : 0.27579, Head : 0.21571, Avg : 0.24575
 | 
						|
 | 
						|
2023-05-19 21:28:02,971 - ice00001 - [INFO] - [Epoch 24]:  Training Loss: 0.0022996,  Valid MRR: 0.24575, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 21:28:04,139 - ice00001 - [INFO] - [E:25| 0]: Train Loss:0.0022673,  Val MRR:0.24575, 	ice00001
 | 
						|
2023-05-19 21:29:33,959 - ice00001 - [INFO] - [E:25| 100]: Train Loss:0.0022973,  Val MRR:0.24575, 	ice00001
 | 
						|
2023-05-19 21:31:14,793 - ice00001 - [INFO] - [E:25| 200]: Train Loss:0.0022951,  Val MRR:0.24575, 	ice00001
 | 
						|
2023-05-19 21:32:56,302 - ice00001 - [INFO] - [E:25| 300]: Train Loss:0.0022938,  Val MRR:0.24575, 	ice00001
 | 
						|
2023-05-19 21:34:37,312 - ice00001 - [INFO] - [E:25| 400]: Train Loss:0.0022927,  Val MRR:0.24575, 	ice00001
 | 
						|
2023-05-19 21:36:17,738 - ice00001 - [INFO] - [E:25| 500]: Train Loss:0.0022926,  Val MRR:0.24575, 	ice00001
 | 
						|
2023-05-19 21:37:56,484 - ice00001 - [INFO] - [E:25| 600]: Train Loss:0.002293,  Val MRR:0.24575, 	ice00001
 | 
						|
2023-05-19 21:39:28,729 - ice00001 - [INFO] - [E:25| 700]: Train Loss:0.0022928,  Val MRR:0.24575, 	ice00001
 | 
						|
2023-05-19 21:41:09,655 - ice00001 - [INFO] - [E:25| 800]: Train Loss:0.0022921,  Val MRR:0.24575, 	ice00001
 | 
						|
2023-05-19 21:42:50,001 - ice00001 - [INFO] - [E:25| 900]: Train Loss:0.0022919,  Val MRR:0.24575, 	ice00001
 | 
						|
2023-05-19 21:43:59,974 - ice00001 - [INFO] - [Epoch:25]:  Training Loss:0.002292
 | 
						|
 | 
						|
2023-05-19 21:44:00,319 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-19 21:44:23,514 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-19 21:44:45,994 - ice00001 - [INFO] - [Evaluating Epoch 25 valid]: 
 | 
						|
	MRR: Tail : 0.28077, Head : 0.21999, Avg : 0.25038
 | 
						|
 | 
						|
2023-05-19 21:44:47,392 - ice00001 - [INFO] - [Epoch 25]:  Training Loss: 0.0022918,  Valid MRR: 0.25038, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 21:44:48,385 - ice00001 - [INFO] - [E:26| 0]: Train Loss:0.0022585,  Val MRR:0.25038, 	ice00001
 | 
						|
2023-05-19 21:46:28,989 - ice00001 - [INFO] - [E:26| 100]: Train Loss:0.0022802,  Val MRR:0.25038, 	ice00001
 | 
						|
2023-05-19 21:47:59,384 - ice00001 - [INFO] - [E:26| 200]: Train Loss:0.0022821,  Val MRR:0.25038, 	ice00001
 | 
						|
2023-05-19 21:49:39,495 - ice00001 - [INFO] - [E:26| 300]: Train Loss:0.0022842,  Val MRR:0.25038, 	ice00001
 | 
						|
2023-05-19 21:51:19,835 - ice00001 - [INFO] - [E:26| 400]: Train Loss:0.0022834,  Val MRR:0.25038, 	ice00001
 | 
						|
2023-05-19 21:53:00,269 - ice00001 - [INFO] - [E:26| 500]: Train Loss:0.0022851,  Val MRR:0.25038, 	ice00001
 | 
						|
2023-05-19 21:54:40,807 - ice00001 - [INFO] - [E:26| 600]: Train Loss:0.002285,  Val MRR:0.25038, 	ice00001
 | 
						|
2023-05-19 21:56:11,109 - ice00001 - [INFO] - [E:26| 700]: Train Loss:0.002285,  Val MRR:0.25038, 	ice00001
 | 
						|
2023-05-19 21:57:50,547 - ice00001 - [INFO] - [E:26| 800]: Train Loss:0.0022846,  Val MRR:0.25038, 	ice00001
 | 
						|
2023-05-19 21:59:29,196 - ice00001 - [INFO] - [E:26| 900]: Train Loss:0.0022841,  Val MRR:0.25038, 	ice00001
 | 
						|
2023-05-19 22:00:40,081 - ice00001 - [INFO] - [Epoch:26]:  Training Loss:0.002284
 | 
						|
 | 
						|
2023-05-19 22:00:40,469 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-19 22:01:03,612 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-19 22:01:26,510 - ice00001 - [INFO] - [Evaluating Epoch 26 valid]: 
 | 
						|
	MRR: Tail : 0.29094, Head : 0.22602, Avg : 0.25848
 | 
						|
 | 
						|
2023-05-19 22:01:27,961 - ice00001 - [INFO] - [Epoch 26]:  Training Loss: 0.0022839,  Valid MRR: 0.25848, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 22:01:29,354 - ice00001 - [INFO] - [E:27| 0]: Train Loss:0.0023181,  Val MRR:0.25848, 	ice00001
 | 
						|
2023-05-19 22:03:12,806 - ice00001 - [INFO] - [E:27| 100]: Train Loss:0.0022786,  Val MRR:0.25848, 	ice00001
 | 
						|
2023-05-19 22:04:42,781 - ice00001 - [INFO] - [E:27| 200]: Train Loss:0.0022785,  Val MRR:0.25848, 	ice00001
 | 
						|
2023-05-19 22:06:23,357 - ice00001 - [INFO] - [E:27| 300]: Train Loss:0.0022782,  Val MRR:0.25848, 	ice00001
 | 
						|
2023-05-19 22:08:03,584 - ice00001 - [INFO] - [E:27| 400]: Train Loss:0.0022791,  Val MRR:0.25848, 	ice00001
 | 
						|
2023-05-19 22:09:43,922 - ice00001 - [INFO] - [E:27| 500]: Train Loss:0.0022785,  Val MRR:0.25848, 	ice00001
 | 
						|
2023-05-19 22:11:24,124 - ice00001 - [INFO] - [E:27| 600]: Train Loss:0.0022775,  Val MRR:0.25848, 	ice00001
 | 
						|
2023-05-19 22:13:01,184 - ice00001 - [INFO] - [E:27| 700]: Train Loss:0.0022772,  Val MRR:0.25848, 	ice00001
 | 
						|
2023-05-19 22:14:33,797 - ice00001 - [INFO] - [E:27| 800]: Train Loss:0.0022765,  Val MRR:0.25848, 	ice00001
 | 
						|
2023-05-19 22:16:14,592 - ice00001 - [INFO] - [E:27| 900]: Train Loss:0.0022767,  Val MRR:0.25848, 	ice00001
 | 
						|
2023-05-19 22:17:25,589 - ice00001 - [INFO] - [Epoch:27]:  Training Loss:0.002277
 | 
						|
 | 
						|
2023-05-19 22:17:25,978 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-19 22:17:48,957 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-19 22:18:11,614 - ice00001 - [INFO] - [Evaluating Epoch 27 valid]: 
 | 
						|
	MRR: Tail : 0.29241, Head : 0.2279, Avg : 0.26015
 | 
						|
 | 
						|
2023-05-19 22:18:13,040 - ice00001 - [INFO] - [Epoch 27]:  Training Loss: 0.0022766,  Valid MRR: 0.26015, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 22:18:14,288 - ice00001 - [INFO] - [E:28| 0]: Train Loss:0.0022375,  Val MRR:0.26015, 	ice00001
 | 
						|
2023-05-19 22:19:54,379 - ice00001 - [INFO] - [E:28| 100]: Train Loss:0.0022668,  Val MRR:0.26015, 	ice00001
 | 
						|
2023-05-19 22:21:35,504 - ice00001 - [INFO] - [E:28| 200]: Train Loss:0.0022648,  Val MRR:0.26015, 	ice00001
 | 
						|
2023-05-19 22:23:05,472 - ice00001 - [INFO] - [E:28| 300]: Train Loss:0.0022652,  Val MRR:0.26015, 	ice00001
 | 
						|
2023-05-19 22:24:46,712 - ice00001 - [INFO] - [E:28| 400]: Train Loss:0.002267,  Val MRR:0.26015, 	ice00001
 | 
						|
2023-05-19 22:26:27,494 - ice00001 - [INFO] - [E:28| 500]: Train Loss:0.0022675,  Val MRR:0.26015, 	ice00001
 | 
						|
2023-05-19 22:28:07,476 - ice00001 - [INFO] - [E:28| 600]: Train Loss:0.0022693,  Val MRR:0.26015, 	ice00001
 | 
						|
2023-05-19 22:29:48,684 - ice00001 - [INFO] - [E:28| 700]: Train Loss:0.0022699,  Val MRR:0.26015, 	ice00001
 | 
						|
2023-05-19 22:31:19,221 - ice00001 - [INFO] - [E:28| 800]: Train Loss:0.0022701,  Val MRR:0.26015, 	ice00001
 | 
						|
2023-05-19 22:32:59,353 - ice00001 - [INFO] - [E:28| 900]: Train Loss:0.0022696,  Val MRR:0.26015, 	ice00001
 | 
						|
2023-05-19 22:34:10,489 - ice00001 - [INFO] - [Epoch:28]:  Training Loss:0.002269
 | 
						|
 | 
						|
2023-05-19 22:34:10,852 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-19 22:34:33,508 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-19 22:34:56,168 - ice00001 - [INFO] - [Evaluating Epoch 28 valid]: 
 | 
						|
	MRR: Tail : 0.29602, Head : 0.23252, Avg : 0.26427
 | 
						|
 | 
						|
2023-05-19 22:34:57,440 - ice00001 - [INFO] - [Epoch 28]:  Training Loss: 0.0022693,  Valid MRR: 0.26427, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 22:34:58,588 - ice00001 - [INFO] - [E:29| 0]: Train Loss:0.0022982,  Val MRR:0.26427, 	ice00001
 | 
						|
2023-05-19 22:36:39,768 - ice00001 - [INFO] - [E:29| 100]: Train Loss:0.0022626,  Val MRR:0.26427, 	ice00001
 | 
						|
2023-05-19 22:38:21,524 - ice00001 - [INFO] - [E:29| 200]: Train Loss:0.002265,  Val MRR:0.26427, 	ice00001
 | 
						|
2023-05-19 22:39:52,519 - ice00001 - [INFO] - [E:29| 300]: Train Loss:0.0022657,  Val MRR:0.26427, 	ice00001
 | 
						|
2023-05-19 22:41:32,116 - ice00001 - [INFO] - [E:29| 400]: Train Loss:0.0022672,  Val MRR:0.26427, 	ice00001
 | 
						|
2023-05-19 22:43:11,874 - ice00001 - [INFO] - [E:29| 500]: Train Loss:0.0022662,  Val MRR:0.26427, 	ice00001
 | 
						|
2023-05-19 22:44:52,695 - ice00001 - [INFO] - [E:29| 600]: Train Loss:0.002265,  Val MRR:0.26427, 	ice00001
 | 
						|
2023-05-19 22:46:33,212 - ice00001 - [INFO] - [E:29| 700]: Train Loss:0.0022645,  Val MRR:0.26427, 	ice00001
 | 
						|
2023-05-19 22:48:04,709 - ice00001 - [INFO] - [E:29| 800]: Train Loss:0.0022633,  Val MRR:0.26427, 	ice00001
 | 
						|
2023-05-19 22:49:43,911 - ice00001 - [INFO] - [E:29| 900]: Train Loss:0.0022634,  Val MRR:0.26427, 	ice00001
 | 
						|
2023-05-19 22:50:56,897 - ice00001 - [INFO] - [Epoch:29]:  Training Loss:0.002263
 | 
						|
 | 
						|
2023-05-19 22:50:57,154 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-19 22:51:19,835 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-19 22:51:42,137 - ice00001 - [INFO] - [Evaluating Epoch 29 valid]: 
 | 
						|
	MRR: Tail : 0.29993, Head : 0.23576, Avg : 0.26785
 | 
						|
	MR: Tail : 378.3, Head : 446.7, Avg : 412.5
 | 
						|
	Hit-1: Tail : 0.21629, Head : 0.15888, Avg : 0.18758
 | 
						|
	Hit-3: Tail : 0.33693, Head : 0.25877, Avg : 0.29785
 | 
						|
	Hit-10: Tail : 0.45503, Head : 0.39301, Avg : 0.42402
 | 
						|
2023-05-19 22:51:43,539 - ice00001 - [INFO] - [Epoch 29]:  Training Loss: 0.0022627,  Valid MRR: 0.26785, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 22:51:44,609 - ice00001 - [INFO] - [E:30| 0]: Train Loss:0.0023206,  Val MRR:0.26785, 	ice00001
 | 
						|
2023-05-19 22:53:24,480 - ice00001 - [INFO] - [E:30| 100]: Train Loss:0.0022574,  Val MRR:0.26785, 	ice00001
 | 
						|
2023-05-19 22:55:05,149 - ice00001 - [INFO] - [E:30| 200]: Train Loss:0.0022568,  Val MRR:0.26785, 	ice00001
 | 
						|
2023-05-19 22:56:43,079 - ice00001 - [INFO] - [E:30| 300]: Train Loss:0.0022574,  Val MRR:0.26785, 	ice00001
 | 
						|
2023-05-19 22:58:15,387 - ice00001 - [INFO] - [E:30| 400]: Train Loss:0.0022559,  Val MRR:0.26785, 	ice00001
 | 
						|
2023-05-19 22:59:55,506 - ice00001 - [INFO] - [E:30| 500]: Train Loss:0.0022558,  Val MRR:0.26785, 	ice00001
 | 
						|
2023-05-19 23:01:35,795 - ice00001 - [INFO] - [E:30| 600]: Train Loss:0.0022555,  Val MRR:0.26785, 	ice00001
 | 
						|
2023-05-19 23:03:16,211 - ice00001 - [INFO] - [E:30| 700]: Train Loss:0.0022563,  Val MRR:0.26785, 	ice00001
 | 
						|
2023-05-19 23:04:56,587 - ice00001 - [INFO] - [E:30| 800]: Train Loss:0.0022562,  Val MRR:0.26785, 	ice00001
 | 
						|
2023-05-19 23:06:27,207 - ice00001 - [INFO] - [E:30| 900]: Train Loss:0.002256,  Val MRR:0.26785, 	ice00001
 | 
						|
2023-05-19 23:07:38,052 - ice00001 - [INFO] - [Epoch:30]:  Training Loss:0.002256
 | 
						|
 | 
						|
2023-05-19 23:07:38,440 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-19 23:08:01,591 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-19 23:08:23,983 - ice00001 - [INFO] - [Evaluating Epoch 30 valid]: 
 | 
						|
	MRR: Tail : 0.30674, Head : 0.24193, Avg : 0.27434
 | 
						|
 | 
						|
2023-05-19 23:08:25,354 - ice00001 - [INFO] - [Epoch 30]:  Training Loss: 0.0022557,  Valid MRR: 0.27434, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 23:08:26,715 - ice00001 - [INFO] - [E:31| 0]: Train Loss:0.0022592,  Val MRR:0.27434, 	ice00001
 | 
						|
2023-05-19 23:10:06,851 - ice00001 - [INFO] - [E:31| 100]: Train Loss:0.0022476,  Val MRR:0.27434, 	ice00001
 | 
						|
2023-05-19 23:11:46,346 - ice00001 - [INFO] - [E:31| 200]: Train Loss:0.0022495,  Val MRR:0.27434, 	ice00001
 | 
						|
2023-05-19 23:13:27,196 - ice00001 - [INFO] - [E:31| 300]: Train Loss:0.0022484,  Val MRR:0.27434, 	ice00001
 | 
						|
2023-05-19 23:14:58,211 - ice00001 - [INFO] - [E:31| 400]: Train Loss:0.0022489,  Val MRR:0.27434, 	ice00001
 | 
						|
2023-05-19 23:16:38,506 - ice00001 - [INFO] - [E:31| 500]: Train Loss:0.0022478,  Val MRR:0.27434, 	ice00001
 | 
						|
2023-05-19 23:18:18,901 - ice00001 - [INFO] - [E:31| 600]: Train Loss:0.0022484,  Val MRR:0.27434, 	ice00001
 | 
						|
2023-05-19 23:19:59,627 - ice00001 - [INFO] - [E:31| 700]: Train Loss:0.0022484,  Val MRR:0.27434, 	ice00001
 | 
						|
2023-05-19 23:21:40,781 - ice00001 - [INFO] - [E:31| 800]: Train Loss:0.0022486,  Val MRR:0.27434, 	ice00001
 | 
						|
2023-05-19 23:23:11,699 - ice00001 - [INFO] - [E:31| 900]: Train Loss:0.0022492,  Val MRR:0.27434, 	ice00001
 | 
						|
2023-05-19 23:24:21,085 - ice00001 - [INFO] - [Epoch:31]:  Training Loss:0.002249
 | 
						|
 | 
						|
2023-05-19 23:24:21,590 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-19 23:24:43,905 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-19 23:25:06,287 - ice00001 - [INFO] - [Evaluating Epoch 31 valid]: 
 | 
						|
	MRR: Tail : 0.30839, Head : 0.24389, Avg : 0.27614
 | 
						|
 | 
						|
2023-05-19 23:25:07,539 - ice00001 - [INFO] - [Epoch 31]:  Training Loss: 0.0022493,  Valid MRR: 0.27614, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 23:25:08,710 - ice00001 - [INFO] - [E:32| 0]: Train Loss:0.0022634,  Val MRR:0.27614, 	ice00001
 | 
						|
2023-05-19 23:26:49,006 - ice00001 - [INFO] - [E:32| 100]: Train Loss:0.0022453,  Val MRR:0.27614, 	ice00001
 | 
						|
2023-05-19 23:28:30,646 - ice00001 - [INFO] - [E:32| 200]: Train Loss:0.002244,  Val MRR:0.27614, 	ice00001
 | 
						|
2023-05-19 23:30:12,158 - ice00001 - [INFO] - [E:32| 300]: Train Loss:0.0022433,  Val MRR:0.27614, 	ice00001
 | 
						|
2023-05-19 23:31:43,724 - ice00001 - [INFO] - [E:32| 400]: Train Loss:0.002243,  Val MRR:0.27614, 	ice00001
 | 
						|
2023-05-19 23:33:22,883 - ice00001 - [INFO] - [E:32| 500]: Train Loss:0.002243,  Val MRR:0.27614, 	ice00001
 | 
						|
2023-05-19 23:35:02,941 - ice00001 - [INFO] - [E:32| 600]: Train Loss:0.0022434,  Val MRR:0.27614, 	ice00001
 | 
						|
2023-05-19 23:36:43,801 - ice00001 - [INFO] - [E:32| 700]: Train Loss:0.0022438,  Val MRR:0.27614, 	ice00001
 | 
						|
2023-05-19 23:38:26,101 - ice00001 - [INFO] - [E:32| 800]: Train Loss:0.0022434,  Val MRR:0.27614, 	ice00001
 | 
						|
2023-05-19 23:40:06,077 - ice00001 - [INFO] - [E:32| 900]: Train Loss:0.0022435,  Val MRR:0.27614, 	ice00001
 | 
						|
2023-05-19 23:41:06,498 - ice00001 - [INFO] - [Epoch:32]:  Training Loss:0.002243
 | 
						|
 | 
						|
2023-05-19 23:41:06,938 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-19 23:41:29,993 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-19 23:41:52,530 - ice00001 - [INFO] - [Evaluating Epoch 32 valid]: 
 | 
						|
	MRR: Tail : 0.31045, Head : 0.24593, Avg : 0.27819
 | 
						|
 | 
						|
2023-05-19 23:41:53,868 - ice00001 - [INFO] - [Epoch 32]:  Training Loss: 0.002243,  Valid MRR: 0.27819, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 23:41:55,040 - ice00001 - [INFO] - [E:33| 0]: Train Loss:0.0022292,  Val MRR:0.27819, 	ice00001
 | 
						|
2023-05-19 23:43:36,222 - ice00001 - [INFO] - [E:33| 100]: Train Loss:0.0022424,  Val MRR:0.27819, 	ice00001
 | 
						|
2023-05-19 23:45:17,703 - ice00001 - [INFO] - [E:33| 200]: Train Loss:0.0022392,  Val MRR:0.27819, 	ice00001
 | 
						|
2023-05-19 23:46:58,933 - ice00001 - [INFO] - [E:33| 300]: Train Loss:0.0022389,  Val MRR:0.27819, 	ice00001
 | 
						|
2023-05-19 23:48:39,625 - ice00001 - [INFO] - [E:33| 400]: Train Loss:0.0022381,  Val MRR:0.27819, 	ice00001
 | 
						|
2023-05-19 23:50:09,962 - ice00001 - [INFO] - [E:33| 500]: Train Loss:0.002239,  Val MRR:0.27819, 	ice00001
 | 
						|
2023-05-19 23:51:50,953 - ice00001 - [INFO] - [E:33| 600]: Train Loss:0.0022379,  Val MRR:0.27819, 	ice00001
 | 
						|
2023-05-19 23:53:30,499 - ice00001 - [INFO] - [E:33| 700]: Train Loss:0.0022379,  Val MRR:0.27819, 	ice00001
 | 
						|
2023-05-19 23:55:10,807 - ice00001 - [INFO] - [E:33| 800]: Train Loss:0.0022373,  Val MRR:0.27819, 	ice00001
 | 
						|
2023-05-19 23:56:51,816 - ice00001 - [INFO] - [E:33| 900]: Train Loss:0.0022371,  Val MRR:0.27819, 	ice00001
 | 
						|
2023-05-19 23:57:56,055 - ice00001 - [INFO] - [Epoch:33]:  Training Loss:0.002237
 | 
						|
 | 
						|
2023-05-19 23:57:56,268 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-19 23:58:15,580 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-19 23:58:38,174 - ice00001 - [INFO] - [Evaluating Epoch 33 valid]: 
 | 
						|
	MRR: Tail : 0.3161, Head : 0.2507, Avg : 0.2834
 | 
						|
 | 
						|
2023-05-19 23:58:39,463 - ice00001 - [INFO] - [Epoch 33]:  Training Loss: 0.0022367,  Valid MRR: 0.2834, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 23:58:40,431 - ice00001 - [INFO] - [E:34| 0]: Train Loss:0.0023013,  Val MRR:0.2834, 	ice00001
 | 
						|
2023-05-20 00:00:21,064 - ice00001 - [INFO] - [E:34| 100]: Train Loss:0.0022241,  Val MRR:0.2834, 	ice00001
 | 
						|
2023-05-20 00:02:01,242 - ice00001 - [INFO] - [E:34| 200]: Train Loss:0.0022283,  Val MRR:0.2834, 	ice00001
 | 
						|
2023-05-20 00:03:41,677 - ice00001 - [INFO] - [E:34| 300]: Train Loss:0.0022291,  Val MRR:0.2834, 	ice00001
 | 
						|
2023-05-20 00:05:22,145 - ice00001 - [INFO] - [E:34| 400]: Train Loss:0.0022289,  Val MRR:0.2834, 	ice00001
 | 
						|
2023-05-20 00:06:52,575 - ice00001 - [INFO] - [E:34| 500]: Train Loss:0.0022303,  Val MRR:0.2834, 	ice00001
 | 
						|
2023-05-20 00:08:32,027 - ice00001 - [INFO] - [E:34| 600]: Train Loss:0.0022293,  Val MRR:0.2834, 	ice00001
 | 
						|
2023-05-20 00:10:13,460 - ice00001 - [INFO] - [E:34| 700]: Train Loss:0.0022304,  Val MRR:0.2834, 	ice00001
 | 
						|
2023-05-20 00:11:55,161 - ice00001 - [INFO] - [E:34| 800]: Train Loss:0.0022299,  Val MRR:0.2834, 	ice00001
 | 
						|
2023-05-20 00:13:36,789 - ice00001 - [INFO] - [E:34| 900]: Train Loss:0.0022298,  Val MRR:0.2834, 	ice00001
 | 
						|
2023-05-20 00:14:47,986 - ice00001 - [INFO] - [Epoch:34]:  Training Loss:0.00223
 | 
						|
 | 
						|
2023-05-20 00:14:48,270 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 00:15:09,369 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 00:15:22,789 - ice00001 - [INFO] - [Evaluating Epoch 34 valid]: 
 | 
						|
	MRR: Tail : 0.31767, Head : 0.25273, Avg : 0.2852
 | 
						|
 | 
						|
2023-05-20 00:15:24,116 - ice00001 - [INFO] - [Epoch 34]:  Training Loss: 0.0022304,  Valid MRR: 0.2852, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 00:15:25,524 - ice00001 - [INFO] - [E:35| 0]: Train Loss:0.0021609,  Val MRR:0.2852, 	ice00001
 | 
						|
2023-05-20 00:17:06,497 - ice00001 - [INFO] - [E:35| 100]: Train Loss:0.0022198,  Val MRR:0.2852, 	ice00001
 | 
						|
2023-05-20 00:18:46,743 - ice00001 - [INFO] - [E:35| 200]: Train Loss:0.0022238,  Val MRR:0.2852, 	ice00001
 | 
						|
2023-05-20 00:20:27,808 - ice00001 - [INFO] - [E:35| 300]: Train Loss:0.0022238,  Val MRR:0.2852, 	ice00001
 | 
						|
2023-05-20 00:22:07,689 - ice00001 - [INFO] - [E:35| 400]: Train Loss:0.0022236,  Val MRR:0.2852, 	ice00001
 | 
						|
2023-05-20 00:23:47,300 - ice00001 - [INFO] - [E:35| 500]: Train Loss:0.0022242,  Val MRR:0.2852, 	ice00001
 | 
						|
2023-05-20 00:25:18,895 - ice00001 - [INFO] - [E:35| 600]: Train Loss:0.0022253,  Val MRR:0.2852, 	ice00001
 | 
						|
2023-05-20 00:27:01,864 - ice00001 - [INFO] - [E:35| 700]: Train Loss:0.0022246,  Val MRR:0.2852, 	ice00001
 | 
						|
2023-05-20 00:28:42,298 - ice00001 - [INFO] - [E:35| 800]: Train Loss:0.0022251,  Val MRR:0.2852, 	ice00001
 | 
						|
2023-05-20 00:30:23,512 - ice00001 - [INFO] - [E:35| 900]: Train Loss:0.002225,  Val MRR:0.2852, 	ice00001
 | 
						|
2023-05-20 00:31:34,683 - ice00001 - [INFO] - [Epoch:35]:  Training Loss:0.002225
 | 
						|
 | 
						|
2023-05-20 00:31:35,066 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 00:31:58,116 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 00:32:20,751 - ice00001 - [INFO] - [Evaluating Epoch 35 valid]: 
 | 
						|
	MRR: Tail : 0.32011, Head : 0.25339, Avg : 0.28675
 | 
						|
 | 
						|
2023-05-20 00:32:22,401 - ice00001 - [INFO] - [Epoch 35]:  Training Loss: 0.0022251,  Valid MRR: 0.28675, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 00:32:23,456 - ice00001 - [INFO] - [E:36| 0]: Train Loss:0.0023412,  Val MRR:0.28675, 	ice00001
 | 
						|
2023-05-20 00:33:53,904 - ice00001 - [INFO] - [E:36| 100]: Train Loss:0.0022263,  Val MRR:0.28675, 	ice00001
 | 
						|
2023-05-20 00:35:35,218 - ice00001 - [INFO] - [E:36| 200]: Train Loss:0.0022263,  Val MRR:0.28675, 	ice00001
 | 
						|
2023-05-20 00:37:14,834 - ice00001 - [INFO] - [E:36| 300]: Train Loss:0.0022242,  Val MRR:0.28675, 	ice00001
 | 
						|
2023-05-20 00:38:55,592 - ice00001 - [INFO] - [E:36| 400]: Train Loss:0.0022203,  Val MRR:0.28675, 	ice00001
 | 
						|
2023-05-20 00:40:36,524 - ice00001 - [INFO] - [E:36| 500]: Train Loss:0.0022189,  Val MRR:0.28675, 	ice00001
 | 
						|
2023-05-20 00:42:07,296 - ice00001 - [INFO] - [E:36| 600]: Train Loss:0.0022194,  Val MRR:0.28675, 	ice00001
 | 
						|
2023-05-20 00:43:49,123 - ice00001 - [INFO] - [E:36| 700]: Train Loss:0.002219,  Val MRR:0.28675, 	ice00001
 | 
						|
2023-05-20 00:45:29,967 - ice00001 - [INFO] - [E:36| 800]: Train Loss:0.0022188,  Val MRR:0.28675, 	ice00001
 | 
						|
2023-05-20 00:47:11,173 - ice00001 - [INFO] - [E:36| 900]: Train Loss:0.0022192,  Val MRR:0.28675, 	ice00001
 | 
						|
2023-05-20 00:48:21,735 - ice00001 - [INFO] - [Epoch:36]:  Training Loss:0.002219
 | 
						|
 | 
						|
2023-05-20 00:48:22,066 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 00:48:45,395 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 00:49:07,879 - ice00001 - [INFO] - [Evaluating Epoch 36 valid]: 
 | 
						|
	MRR: Tail : 0.32318, Head : 0.25577, Avg : 0.28948
 | 
						|
 | 
						|
2023-05-20 00:49:09,289 - ice00001 - [INFO] - [Epoch 36]:  Training Loss: 0.0022194,  Valid MRR: 0.28948, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 00:49:10,446 - ice00001 - [INFO] - [E:37| 0]: Train Loss:0.0021858,  Val MRR:0.28948, 	ice00001
 | 
						|
2023-05-20 00:50:40,022 - ice00001 - [INFO] - [E:37| 100]: Train Loss:0.002213,  Val MRR:0.28948, 	ice00001
 | 
						|
2023-05-20 00:52:19,726 - ice00001 - [INFO] - [E:37| 200]: Train Loss:0.0022131,  Val MRR:0.28948, 	ice00001
 | 
						|
2023-05-20 00:54:01,145 - ice00001 - [INFO] - [E:37| 300]: Train Loss:0.0022152,  Val MRR:0.28948, 	ice00001
 | 
						|
2023-05-20 00:55:43,076 - ice00001 - [INFO] - [E:37| 400]: Train Loss:0.0022143,  Val MRR:0.28948, 	ice00001
 | 
						|
2023-05-20 00:57:23,607 - ice00001 - [INFO] - [E:37| 500]: Train Loss:0.0022141,  Val MRR:0.28948, 	ice00001
 | 
						|
2023-05-20 00:58:56,590 - ice00001 - [INFO] - [E:37| 600]: Train Loss:0.0022148,  Val MRR:0.28948, 	ice00001
 | 
						|
2023-05-20 01:00:34,717 - ice00001 - [INFO] - [E:37| 700]: Train Loss:0.0022149,  Val MRR:0.28948, 	ice00001
 | 
						|
2023-05-20 01:02:16,229 - ice00001 - [INFO] - [E:37| 800]: Train Loss:0.0022142,  Val MRR:0.28948, 	ice00001
 | 
						|
2023-05-20 01:03:57,412 - ice00001 - [INFO] - [E:37| 900]: Train Loss:0.0022141,  Val MRR:0.28948, 	ice00001
 | 
						|
2023-05-20 01:05:08,101 - ice00001 - [INFO] - [Epoch:37]:  Training Loss:0.002214
 | 
						|
 | 
						|
2023-05-20 01:05:08,436 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 01:05:31,289 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 01:05:53,493 - ice00001 - [INFO] - [Evaluating Epoch 37 valid]: 
 | 
						|
	MRR: Tail : 0.32628, Head : 0.2597, Avg : 0.29299
 | 
						|
 | 
						|
2023-05-20 01:05:54,927 - ice00001 - [INFO] - [Epoch 37]:  Training Loss: 0.0022139,  Valid MRR: 0.29299, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 01:05:56,015 - ice00001 - [INFO] - [E:38| 0]: Train Loss:0.0022736,  Val MRR:0.29299, 	ice00001
 | 
						|
2023-05-20 01:07:30,970 - ice00001 - [INFO] - [E:38| 100]: Train Loss:0.0022131,  Val MRR:0.29299, 	ice00001
 | 
						|
2023-05-20 01:09:06,498 - ice00001 - [INFO] - [E:38| 200]: Train Loss:0.0022101,  Val MRR:0.29299, 	ice00001
 | 
						|
2023-05-20 01:10:46,794 - ice00001 - [INFO] - [E:38| 300]: Train Loss:0.0022103,  Val MRR:0.29299, 	ice00001
 | 
						|
2023-05-20 01:12:27,559 - ice00001 - [INFO] - [E:38| 400]: Train Loss:0.002209,  Val MRR:0.29299, 	ice00001
 | 
						|
2023-05-20 01:14:08,545 - ice00001 - [INFO] - [E:38| 500]: Train Loss:0.0022086,  Val MRR:0.29299, 	ice00001
 | 
						|
2023-05-20 01:15:52,004 - ice00001 - [INFO] - [E:38| 600]: Train Loss:0.0022073,  Val MRR:0.29299, 	ice00001
 | 
						|
2023-05-20 01:17:22,938 - ice00001 - [INFO] - [E:38| 700]: Train Loss:0.0022084,  Val MRR:0.29299, 	ice00001
 | 
						|
2023-05-20 01:19:04,318 - ice00001 - [INFO] - [E:38| 800]: Train Loss:0.0022083,  Val MRR:0.29299, 	ice00001
 | 
						|
2023-05-20 01:20:44,340 - ice00001 - [INFO] - [E:38| 900]: Train Loss:0.0022084,  Val MRR:0.29299, 	ice00001
 | 
						|
2023-05-20 01:21:54,661 - ice00001 - [INFO] - [Epoch:38]:  Training Loss:0.002208
 | 
						|
 | 
						|
2023-05-20 01:21:55,044 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 01:22:18,039 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 01:22:40,867 - ice00001 - [INFO] - [Evaluating Epoch 38 valid]: 
 | 
						|
	MRR: Tail : 0.33078, Head : 0.26464, Avg : 0.29771
 | 
						|
 | 
						|
2023-05-20 01:22:42,236 - ice00001 - [INFO] - [Epoch 38]:  Training Loss: 0.0022082,  Valid MRR: 0.29771, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 01:22:43,411 - ice00001 - [INFO] - [E:39| 0]: Train Loss:0.0022392,  Val MRR:0.29771, 	ice00001
 | 
						|
2023-05-20 01:24:24,712 - ice00001 - [INFO] - [E:39| 100]: Train Loss:0.0022005,  Val MRR:0.29771, 	ice00001
 | 
						|
2023-05-20 01:25:55,187 - ice00001 - [INFO] - [E:39| 200]: Train Loss:0.0022024,  Val MRR:0.29771, 	ice00001
 | 
						|
2023-05-20 01:27:35,721 - ice00001 - [INFO] - [E:39| 300]: Train Loss:0.0022062,  Val MRR:0.29771, 	ice00001
 | 
						|
2023-05-20 01:29:16,811 - ice00001 - [INFO] - [E:39| 400]: Train Loss:0.0022033,  Val MRR:0.29771, 	ice00001
 | 
						|
2023-05-20 01:30:57,602 - ice00001 - [INFO] - [E:39| 500]: Train Loss:0.0022038,  Val MRR:0.29771, 	ice00001
 | 
						|
2023-05-20 01:32:38,593 - ice00001 - [INFO] - [E:39| 600]: Train Loss:0.0022042,  Val MRR:0.29771, 	ice00001
 | 
						|
2023-05-20 01:34:09,262 - ice00001 - [INFO] - [E:39| 700]: Train Loss:0.0022029,  Val MRR:0.29771, 	ice00001
 | 
						|
2023-05-20 01:35:48,567 - ice00001 - [INFO] - [E:39| 800]: Train Loss:0.0022033,  Val MRR:0.29771, 	ice00001
 | 
						|
2023-05-20 01:37:29,625 - ice00001 - [INFO] - [E:39| 900]: Train Loss:0.0022034,  Val MRR:0.29771, 	ice00001
 | 
						|
2023-05-20 01:38:40,380 - ice00001 - [INFO] - [Epoch:39]:  Training Loss:0.002203
 | 
						|
 | 
						|
2023-05-20 01:38:40,768 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 01:39:03,668 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 01:39:26,270 - ice00001 - [INFO] - [Evaluating Epoch 39 valid]: 
 | 
						|
	MRR: Tail : 0.33129, Head : 0.26403, Avg : 0.29766
 | 
						|
	MR: Tail : 313.01, Head : 361.54, Avg : 337.28
 | 
						|
	Hit-1: Tail : 0.24263, Head : 0.18145, Avg : 0.21204
 | 
						|
	Hit-3: Tail : 0.36898, Head : 0.2862, Avg : 0.32759
 | 
						|
	Hit-10: Tail : 0.49569, Head : 0.43525, Avg : 0.46547
 | 
						|
2023-05-20 01:39:26,270 - ice00001 - [INFO] - [Epoch 39]:  Training Loss: 0.0022032,  Valid MRR: 0.29771, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 01:39:27,466 - ice00001 - [INFO] - [E:40| 0]: Train Loss:0.0021266,  Val MRR:0.29771, 	ice00001
 | 
						|
2023-05-20 01:41:07,783 - ice00001 - [INFO] - [E:40| 100]: Train Loss:0.002199,  Val MRR:0.29771, 	ice00001
 | 
						|
2023-05-20 01:42:41,258 - ice00001 - [INFO] - [E:40| 200]: Train Loss:0.0022016,  Val MRR:0.29771, 	ice00001
 | 
						|
2023-05-20 01:44:18,488 - ice00001 - [INFO] - [E:40| 300]: Train Loss:0.0022012,  Val MRR:0.29771, 	ice00001
 | 
						|
2023-05-20 01:45:58,259 - ice00001 - [INFO] - [E:40| 400]: Train Loss:0.0021998,  Val MRR:0.29771, 	ice00001
 | 
						|
2023-05-20 01:47:37,977 - ice00001 - [INFO] - [E:40| 500]: Train Loss:0.0021996,  Val MRR:0.29771, 	ice00001
 | 
						|
2023-05-20 01:49:17,470 - ice00001 - [INFO] - [E:40| 600]: Train Loss:0.0021992,  Val MRR:0.29771, 	ice00001
 | 
						|
2023-05-20 01:50:57,148 - ice00001 - [INFO] - [E:40| 700]: Train Loss:0.0021987,  Val MRR:0.29771, 	ice00001
 | 
						|
2023-05-20 01:52:27,493 - ice00001 - [INFO] - [E:40| 800]: Train Loss:0.0021983,  Val MRR:0.29771, 	ice00001
 | 
						|
2023-05-20 01:54:08,113 - ice00001 - [INFO] - [E:40| 900]: Train Loss:0.0021974,  Val MRR:0.29771, 	ice00001
 | 
						|
2023-05-20 01:55:18,696 - ice00001 - [INFO] - [Epoch:40]:  Training Loss:0.002198
 | 
						|
 | 
						|
2023-05-20 01:55:19,185 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 01:55:41,953 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 01:56:04,485 - ice00001 - [INFO] - [Evaluating Epoch 40 valid]: 
 | 
						|
	MRR: Tail : 0.33264, Head : 0.26399, Avg : 0.29831
 | 
						|
 | 
						|
2023-05-20 01:56:05,888 - ice00001 - [INFO] - [Epoch 40]:  Training Loss: 0.0021976,  Valid MRR: 0.29831, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 01:56:07,044 - ice00001 - [INFO] - [E:41| 0]: Train Loss:0.0022431,  Val MRR:0.29831, 	ice00001
 | 
						|
2023-05-20 01:57:47,065 - ice00001 - [INFO] - [E:41| 100]: Train Loss:0.0021916,  Val MRR:0.29831, 	ice00001
 | 
						|
2023-05-20 01:59:28,477 - ice00001 - [INFO] - [E:41| 200]: Train Loss:0.0021926,  Val MRR:0.29831, 	ice00001
 | 
						|
2023-05-20 02:00:59,660 - ice00001 - [INFO] - [E:41| 300]: Train Loss:0.002192,  Val MRR:0.29831, 	ice00001
 | 
						|
2023-05-20 02:02:40,448 - ice00001 - [INFO] - [E:41| 400]: Train Loss:0.0021915,  Val MRR:0.29831, 	ice00001
 | 
						|
2023-05-20 02:04:22,784 - ice00001 - [INFO] - [E:41| 500]: Train Loss:0.0021921,  Val MRR:0.29831, 	ice00001
 | 
						|
2023-05-20 02:06:03,313 - ice00001 - [INFO] - [E:41| 600]: Train Loss:0.002192,  Val MRR:0.29831, 	ice00001
 | 
						|
2023-05-20 02:07:43,732 - ice00001 - [INFO] - [E:41| 700]: Train Loss:0.0021926,  Val MRR:0.29831, 	ice00001
 | 
						|
2023-05-20 02:09:15,596 - ice00001 - [INFO] - [E:41| 800]: Train Loss:0.002193,  Val MRR:0.29831, 	ice00001
 | 
						|
2023-05-20 02:10:56,555 - ice00001 - [INFO] - [E:41| 900]: Train Loss:0.0021934,  Val MRR:0.29831, 	ice00001
 | 
						|
2023-05-20 02:12:08,324 - ice00001 - [INFO] - [Epoch:41]:  Training Loss:0.002193
 | 
						|
 | 
						|
2023-05-20 02:12:08,667 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 02:12:31,763 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 02:12:54,537 - ice00001 - [INFO] - [Evaluating Epoch 41 valid]: 
 | 
						|
	MRR: Tail : 0.33638, Head : 0.2677, Avg : 0.30204
 | 
						|
 | 
						|
2023-05-20 02:12:55,857 - ice00001 - [INFO] - [Epoch 41]:  Training Loss: 0.0021929,  Valid MRR: 0.30204, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 02:12:56,624 - ice00001 - [INFO] - [E:42| 0]: Train Loss:0.0021687,  Val MRR:0.30204, 	ice00001
 | 
						|
2023-05-20 02:14:38,631 - ice00001 - [INFO] - [E:42| 100]: Train Loss:0.0021875,  Val MRR:0.30204, 	ice00001
 | 
						|
2023-05-20 02:16:19,760 - ice00001 - [INFO] - [E:42| 200]: Train Loss:0.002187,  Val MRR:0.30204, 	ice00001
 | 
						|
2023-05-20 02:17:49,861 - ice00001 - [INFO] - [E:42| 300]: Train Loss:0.0021883,  Val MRR:0.30204, 	ice00001
 | 
						|
2023-05-20 02:19:29,224 - ice00001 - [INFO] - [E:42| 400]: Train Loss:0.0021877,  Val MRR:0.30204, 	ice00001
 | 
						|
2023-05-20 02:21:09,177 - ice00001 - [INFO] - [E:42| 500]: Train Loss:0.0021872,  Val MRR:0.30204, 	ice00001
 | 
						|
2023-05-20 02:22:50,464 - ice00001 - [INFO] - [E:42| 600]: Train Loss:0.0021872,  Val MRR:0.30204, 	ice00001
 | 
						|
2023-05-20 02:24:30,723 - ice00001 - [INFO] - [E:42| 700]: Train Loss:0.0021866,  Val MRR:0.30204, 	ice00001
 | 
						|
2023-05-20 02:26:11,484 - ice00001 - [INFO] - [E:42| 800]: Train Loss:0.002187,  Val MRR:0.30204, 	ice00001
 | 
						|
2023-05-20 02:27:42,745 - ice00001 - [INFO] - [E:42| 900]: Train Loss:0.0021877,  Val MRR:0.30204, 	ice00001
 | 
						|
2023-05-20 02:28:54,083 - ice00001 - [INFO] - [Epoch:42]:  Training Loss:0.002188
 | 
						|
 | 
						|
2023-05-20 02:28:54,472 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 02:29:17,776 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 02:29:40,680 - ice00001 - [INFO] - [Evaluating Epoch 42 valid]: 
 | 
						|
	MRR: Tail : 0.33871, Head : 0.26911, Avg : 0.30391
 | 
						|
 | 
						|
2023-05-20 02:29:42,063 - ice00001 - [INFO] - [Epoch 42]:  Training Loss: 0.0021875,  Valid MRR: 0.30391, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 02:29:43,302 - ice00001 - [INFO] - [E:43| 0]: Train Loss:0.0022183,  Val MRR:0.30391, 	ice00001
 | 
						|
2023-05-20 02:31:24,490 - ice00001 - [INFO] - [E:43| 100]: Train Loss:0.0021801,  Val MRR:0.30391, 	ice00001
 | 
						|
2023-05-20 02:33:04,183 - ice00001 - [INFO] - [E:43| 200]: Train Loss:0.0021828,  Val MRR:0.30391, 	ice00001
 | 
						|
2023-05-20 02:34:45,473 - ice00001 - [INFO] - [E:43| 300]: Train Loss:0.0021832,  Val MRR:0.30391, 	ice00001
 | 
						|
2023-05-20 02:36:15,410 - ice00001 - [INFO] - [E:43| 400]: Train Loss:0.0021822,  Val MRR:0.30391, 	ice00001
 | 
						|
2023-05-20 02:37:55,829 - ice00001 - [INFO] - [E:43| 500]: Train Loss:0.0021835,  Val MRR:0.30391, 	ice00001
 | 
						|
2023-05-20 02:39:37,033 - ice00001 - [INFO] - [E:43| 600]: Train Loss:0.0021828,  Val MRR:0.30391, 	ice00001
 | 
						|
2023-05-20 02:41:17,852 - ice00001 - [INFO] - [E:43| 700]: Train Loss:0.0021831,  Val MRR:0.30391, 	ice00001
 | 
						|
2023-05-20 02:42:59,003 - ice00001 - [INFO] - [E:43| 800]: Train Loss:0.0021821,  Val MRR:0.30391, 	ice00001
 | 
						|
2023-05-20 02:44:29,669 - ice00001 - [INFO] - [E:43| 900]: Train Loss:0.0021824,  Val MRR:0.30391, 	ice00001
 | 
						|
2023-05-20 02:45:40,282 - ice00001 - [INFO] - [Epoch:43]:  Training Loss:0.002182
 | 
						|
 | 
						|
2023-05-20 02:45:40,539 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 02:46:03,637 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 02:46:25,657 - ice00001 - [INFO] - [Evaluating Epoch 43 valid]: 
 | 
						|
	MRR: Tail : 0.33847, Head : 0.27067, Avg : 0.30457
 | 
						|
 | 
						|
2023-05-20 02:46:27,189 - ice00001 - [INFO] - [Epoch 43]:  Training Loss: 0.0021823,  Valid MRR: 0.30457, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 02:46:28,346 - ice00001 - [INFO] - [E:44| 0]: Train Loss:0.0022016,  Val MRR:0.30457, 	ice00001
 | 
						|
2023-05-20 02:48:08,346 - ice00001 - [INFO] - [E:44| 100]: Train Loss:0.0021766,  Val MRR:0.30457, 	ice00001
 | 
						|
2023-05-20 02:49:49,325 - ice00001 - [INFO] - [E:44| 200]: Train Loss:0.0021762,  Val MRR:0.30457, 	ice00001
 | 
						|
2023-05-20 02:51:33,127 - ice00001 - [INFO] - [E:44| 300]: Train Loss:0.0021775,  Val MRR:0.30457, 	ice00001
 | 
						|
2023-05-20 02:53:03,807 - ice00001 - [INFO] - [E:44| 400]: Train Loss:0.0021784,  Val MRR:0.30457, 	ice00001
 | 
						|
2023-05-20 02:54:44,552 - ice00001 - [INFO] - [E:44| 500]: Train Loss:0.0021768,  Val MRR:0.30457, 	ice00001
 | 
						|
2023-05-20 02:56:26,730 - ice00001 - [INFO] - [E:44| 600]: Train Loss:0.0021766,  Val MRR:0.30457, 	ice00001
 | 
						|
2023-05-20 02:58:08,636 - ice00001 - [INFO] - [E:44| 700]: Train Loss:0.0021768,  Val MRR:0.30457, 	ice00001
 | 
						|
2023-05-20 02:59:50,131 - ice00001 - [INFO] - [E:44| 800]: Train Loss:0.0021767,  Val MRR:0.30457, 	ice00001
 | 
						|
2023-05-20 03:01:22,782 - ice00001 - [INFO] - [E:44| 900]: Train Loss:0.0021767,  Val MRR:0.30457, 	ice00001
 | 
						|
2023-05-20 03:02:29,959 - ice00001 - [INFO] - [Epoch:44]:  Training Loss:0.002177
 | 
						|
 | 
						|
2023-05-20 03:02:30,297 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 03:02:53,333 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 03:03:15,923 - ice00001 - [INFO] - [Evaluating Epoch 44 valid]: 
 | 
						|
	MRR: Tail : 0.34155, Head : 0.27336, Avg : 0.30745
 | 
						|
 | 
						|
2023-05-20 03:03:17,231 - ice00001 - [INFO] - [Epoch 44]:  Training Loss: 0.0021774,  Valid MRR: 0.30745, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 03:03:18,519 - ice00001 - [INFO] - [E:45| 0]: Train Loss:0.0021588,  Val MRR:0.30745, 	ice00001
 | 
						|
2023-05-20 03:04:58,759 - ice00001 - [INFO] - [E:45| 100]: Train Loss:0.0021712,  Val MRR:0.30745, 	ice00001
 | 
						|
2023-05-20 03:06:39,802 - ice00001 - [INFO] - [E:45| 200]: Train Loss:0.0021717,  Val MRR:0.30745, 	ice00001
 | 
						|
2023-05-20 03:08:20,328 - ice00001 - [INFO] - [E:45| 300]: Train Loss:0.0021698,  Val MRR:0.30745, 	ice00001
 | 
						|
2023-05-20 03:09:58,971 - ice00001 - [INFO] - [E:45| 400]: Train Loss:0.0021711,  Val MRR:0.30745, 	ice00001
 | 
						|
2023-05-20 03:11:31,291 - ice00001 - [INFO] - [E:45| 500]: Train Loss:0.0021709,  Val MRR:0.30745, 	ice00001
 | 
						|
2023-05-20 03:13:12,000 - ice00001 - [INFO] - [E:45| 600]: Train Loss:0.0021702,  Val MRR:0.30745, 	ice00001
 | 
						|
2023-05-20 03:14:51,995 - ice00001 - [INFO] - [E:45| 700]: Train Loss:0.0021711,  Val MRR:0.30745, 	ice00001
 | 
						|
2023-05-20 03:16:31,397 - ice00001 - [INFO] - [E:45| 800]: Train Loss:0.002172,  Val MRR:0.30745, 	ice00001
 | 
						|
2023-05-20 03:18:12,763 - ice00001 - [INFO] - [E:45| 900]: Train Loss:0.0021722,  Val MRR:0.30745, 	ice00001
 | 
						|
2023-05-20 03:19:13,686 - ice00001 - [INFO] - [Epoch:45]:  Training Loss:0.002172
 | 
						|
 | 
						|
2023-05-20 03:19:13,941 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 03:19:36,954 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 03:19:59,771 - ice00001 - [INFO] - [Evaluating Epoch 45 valid]: 
 | 
						|
	MRR: Tail : 0.33869, Head : 0.27319, Avg : 0.30594
 | 
						|
 | 
						|
2023-05-20 03:19:59,771 - ice00001 - [INFO] - [Epoch 45]:  Training Loss: 0.0021724,  Valid MRR: 0.30745, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 03:20:00,991 - ice00001 - [INFO] - [E:46| 0]: Train Loss:0.0021021,  Val MRR:0.30745, 	ice00001
 | 
						|
2023-05-20 03:21:41,817 - ice00001 - [INFO] - [E:46| 100]: Train Loss:0.002166,  Val MRR:0.30745, 	ice00001
 | 
						|
2023-05-20 03:23:23,261 - ice00001 - [INFO] - [E:46| 200]: Train Loss:0.0021678,  Val MRR:0.30745, 	ice00001
 | 
						|
2023-05-20 03:25:05,473 - ice00001 - [INFO] - [E:46| 300]: Train Loss:0.0021663,  Val MRR:0.30745, 	ice00001
 | 
						|
2023-05-20 03:26:47,338 - ice00001 - [INFO] - [E:46| 400]: Train Loss:0.0021672,  Val MRR:0.30745, 	ice00001
 | 
						|
2023-05-20 03:28:18,456 - ice00001 - [INFO] - [E:46| 500]: Train Loss:0.0021669,  Val MRR:0.30745, 	ice00001
 | 
						|
2023-05-20 03:29:58,290 - ice00001 - [INFO] - [E:46| 600]: Train Loss:0.0021669,  Val MRR:0.30745, 	ice00001
 | 
						|
2023-05-20 03:31:38,253 - ice00001 - [INFO] - [E:46| 700]: Train Loss:0.0021667,  Val MRR:0.30745, 	ice00001
 | 
						|
2023-05-20 03:33:19,104 - ice00001 - [INFO] - [E:46| 800]: Train Loss:0.0021664,  Val MRR:0.30745, 	ice00001
 | 
						|
2023-05-20 03:34:59,736 - ice00001 - [INFO] - [E:46| 900]: Train Loss:0.002167,  Val MRR:0.30745, 	ice00001
 | 
						|
2023-05-20 03:36:06,582 - ice00001 - [INFO] - [Epoch:46]:  Training Loss:0.002167
 | 
						|
 | 
						|
2023-05-20 03:36:06,797 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 03:36:22,911 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 03:36:45,538 - ice00001 - [INFO] - [Evaluating Epoch 46 valid]: 
 | 
						|
	MRR: Tail : 0.34554, Head : 0.27779, Avg : 0.31167
 | 
						|
 | 
						|
2023-05-20 03:36:46,984 - ice00001 - [INFO] - [Epoch 46]:  Training Loss: 0.0021667,  Valid MRR: 0.31167, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 03:36:47,908 - ice00001 - [INFO] - [E:47| 0]: Train Loss:0.002138,  Val MRR:0.31167, 	ice00001
 | 
						|
2023-05-20 03:38:29,016 - ice00001 - [INFO] - [E:47| 100]: Train Loss:0.0021584,  Val MRR:0.31167, 	ice00001
 | 
						|
2023-05-20 03:40:12,793 - ice00001 - [INFO] - [E:47| 200]: Train Loss:0.0021583,  Val MRR:0.31167, 	ice00001
 | 
						|
2023-05-20 03:41:53,434 - ice00001 - [INFO] - [E:47| 300]: Train Loss:0.002159,  Val MRR:0.31167, 	ice00001
 | 
						|
2023-05-20 03:43:33,741 - ice00001 - [INFO] - [E:47| 400]: Train Loss:0.0021589,  Val MRR:0.31167, 	ice00001
 | 
						|
2023-05-20 03:45:05,071 - ice00001 - [INFO] - [E:47| 500]: Train Loss:0.0021597,  Val MRR:0.31167, 	ice00001
 | 
						|
2023-05-20 03:46:44,098 - ice00001 - [INFO] - [E:47| 600]: Train Loss:0.0021597,  Val MRR:0.31167, 	ice00001
 | 
						|
2023-05-20 03:48:24,255 - ice00001 - [INFO] - [E:47| 700]: Train Loss:0.0021609,  Val MRR:0.31167, 	ice00001
 | 
						|
2023-05-20 03:50:05,701 - ice00001 - [INFO] - [E:47| 800]: Train Loss:0.0021617,  Val MRR:0.31167, 	ice00001
 | 
						|
2023-05-20 03:51:46,875 - ice00001 - [INFO] - [E:47| 900]: Train Loss:0.0021615,  Val MRR:0.31167, 	ice00001
 | 
						|
2023-05-20 03:52:58,157 - ice00001 - [INFO] - [Epoch:47]:  Training Loss:0.002161
 | 
						|
 | 
						|
2023-05-20 03:52:58,544 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 03:53:21,497 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 03:53:41,475 - ice00001 - [INFO] - [Evaluating Epoch 47 valid]: 
 | 
						|
	MRR: Tail : 0.34717, Head : 0.2783, Avg : 0.31273
 | 
						|
 | 
						|
2023-05-20 03:53:42,994 - ice00001 - [INFO] - [Epoch 47]:  Training Loss: 0.0021613,  Valid MRR: 0.31273, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 03:53:43,640 - ice00001 - [INFO] - [E:48| 0]: Train Loss:0.0021858,  Val MRR:0.31273, 	ice00001
 | 
						|
2023-05-20 03:55:18,988 - ice00001 - [INFO] - [E:48| 100]: Train Loss:0.0021631,  Val MRR:0.31273, 	ice00001
 | 
						|
2023-05-20 03:57:00,345 - ice00001 - [INFO] - [E:48| 200]: Train Loss:0.0021599,  Val MRR:0.31273, 	ice00001
 | 
						|
2023-05-20 03:58:40,907 - ice00001 - [INFO] - [E:48| 300]: Train Loss:0.0021608,  Val MRR:0.31273, 	ice00001
 | 
						|
2023-05-20 04:00:20,693 - ice00001 - [INFO] - [E:48| 400]: Train Loss:0.0021594,  Val MRR:0.31273, 	ice00001
 | 
						|
2023-05-20 04:02:00,901 - ice00001 - [INFO] - [E:48| 500]: Train Loss:0.0021583,  Val MRR:0.31273, 	ice00001
 | 
						|
2023-05-20 04:03:31,259 - ice00001 - [INFO] - [E:48| 600]: Train Loss:0.002159,  Val MRR:0.31273, 	ice00001
 | 
						|
2023-05-20 04:05:12,178 - ice00001 - [INFO] - [E:48| 700]: Train Loss:0.0021568,  Val MRR:0.31273, 	ice00001
 | 
						|
2023-05-20 04:06:53,397 - ice00001 - [INFO] - [E:48| 800]: Train Loss:0.0021574,  Val MRR:0.31273, 	ice00001
 | 
						|
2023-05-20 04:08:35,414 - ice00001 - [INFO] - [E:48| 900]: Train Loss:0.0021571,  Val MRR:0.31273, 	ice00001
 | 
						|
2023-05-20 04:09:46,865 - ice00001 - [INFO] - [Epoch:48]:  Training Loss:0.002156
 | 
						|
 | 
						|
2023-05-20 04:09:47,188 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 04:10:10,063 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 04:10:32,718 - ice00001 - [INFO] - [Evaluating Epoch 48 valid]: 
 | 
						|
	MRR: Tail : 0.34871, Head : 0.28002, Avg : 0.31436
 | 
						|
 | 
						|
2023-05-20 04:10:34,223 - ice00001 - [INFO] - [Epoch 48]:  Training Loss: 0.0021564,  Valid MRR: 0.31436, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 04:10:35,306 - ice00001 - [INFO] - [E:49| 0]: Train Loss:0.0021801,  Val MRR:0.31436, 	ice00001
 | 
						|
2023-05-20 04:12:06,123 - ice00001 - [INFO] - [E:49| 100]: Train Loss:0.0021488,  Val MRR:0.31436, 	ice00001
 | 
						|
2023-05-20 04:13:45,981 - ice00001 - [INFO] - [E:49| 200]: Train Loss:0.0021482,  Val MRR:0.31436, 	ice00001
 | 
						|
2023-05-20 04:15:26,262 - ice00001 - [INFO] - [E:49| 300]: Train Loss:0.0021481,  Val MRR:0.31436, 	ice00001
 | 
						|
2023-05-20 04:17:06,875 - ice00001 - [INFO] - [E:49| 400]: Train Loss:0.0021485,  Val MRR:0.31436, 	ice00001
 | 
						|
2023-05-20 04:18:47,958 - ice00001 - [INFO] - [E:49| 500]: Train Loss:0.0021485,  Val MRR:0.31436, 	ice00001
 | 
						|
2023-05-20 04:20:18,645 - ice00001 - [INFO] - [E:49| 600]: Train Loss:0.0021504,  Val MRR:0.31436, 	ice00001
 | 
						|
2023-05-20 04:22:00,034 - ice00001 - [INFO] - [E:49| 700]: Train Loss:0.0021501,  Val MRR:0.31436, 	ice00001
 | 
						|
2023-05-20 04:23:41,210 - ice00001 - [INFO] - [E:49| 800]: Train Loss:0.0021502,  Val MRR:0.31436, 	ice00001
 | 
						|
2023-05-20 04:25:22,237 - ice00001 - [INFO] - [E:49| 900]: Train Loss:0.0021505,  Val MRR:0.31436, 	ice00001
 | 
						|
2023-05-20 04:26:32,825 - ice00001 - [INFO] - [Epoch:49]:  Training Loss:0.002151
 | 
						|
 | 
						|
2023-05-20 04:26:33,320 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 04:26:56,620 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 04:27:18,551 - ice00001 - [INFO] - [Evaluating Epoch 49 valid]: 
 | 
						|
	MRR: Tail : 0.34903, Head : 0.28223, Avg : 0.31563
 | 
						|
	MR: Tail : 274.68, Head : 314.98, Avg : 294.83
 | 
						|
	Hit-1: Tail : 0.25865, Head : 0.19517, Avg : 0.22691
 | 
						|
	Hit-3: Tail : 0.39264, Head : 0.30975, Avg : 0.3512
 | 
						|
	Hit-10: Tail : 0.51645, Head : 0.46231, Avg : 0.48938
 | 
						|
2023-05-20 04:27:20,105 - ice00001 - [INFO] - [Epoch 49]:  Training Loss: 0.0021508,  Valid MRR: 0.31563, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 04:27:21,494 - ice00001 - [INFO] - [E:50| 0]: Train Loss:0.0020995,  Val MRR:0.31563, 	ice00001
 | 
						|
2023-05-20 04:28:54,192 - ice00001 - [INFO] - [E:50| 100]: Train Loss:0.002146,  Val MRR:0.31563, 	ice00001
 | 
						|
2023-05-20 04:30:34,703 - ice00001 - [INFO] - [E:50| 200]: Train Loss:0.002142,  Val MRR:0.31563, 	ice00001
 | 
						|
2023-05-20 04:32:15,067 - ice00001 - [INFO] - [E:50| 300]: Train Loss:0.0021428,  Val MRR:0.31563, 	ice00001
 | 
						|
2023-05-20 04:33:56,110 - ice00001 - [INFO] - [E:50| 400]: Train Loss:0.0021437,  Val MRR:0.31563, 	ice00001
 | 
						|
2023-05-20 04:35:37,345 - ice00001 - [INFO] - [E:50| 500]: Train Loss:0.0021439,  Val MRR:0.31563, 	ice00001
 | 
						|
2023-05-20 04:37:17,768 - ice00001 - [INFO] - [E:50| 600]: Train Loss:0.0021434,  Val MRR:0.31563, 	ice00001
 | 
						|
2023-05-20 04:38:49,536 - ice00001 - [INFO] - [E:50| 700]: Train Loss:0.0021448,  Val MRR:0.31563, 	ice00001
 | 
						|
2023-05-20 04:40:30,600 - ice00001 - [INFO] - [E:50| 800]: Train Loss:0.0021442,  Val MRR:0.31563, 	ice00001
 | 
						|
2023-05-20 04:42:09,748 - ice00001 - [INFO] - [E:50| 900]: Train Loss:0.0021443,  Val MRR:0.31563, 	ice00001
 | 
						|
2023-05-20 04:43:19,631 - ice00001 - [INFO] - [Epoch:50]:  Training Loss:0.002145
 | 
						|
 | 
						|
2023-05-20 04:43:20,018 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 04:43:42,782 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 04:44:05,270 - ice00001 - [INFO] - [Evaluating Epoch 50 valid]: 
 | 
						|
	MRR: Tail : 0.35242, Head : 0.28428, Avg : 0.31835
 | 
						|
 | 
						|
2023-05-20 04:44:06,639 - ice00001 - [INFO] - [Epoch 50]:  Training Loss: 0.002145,  Valid MRR: 0.31835, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 04:44:08,036 - ice00001 - [INFO] - [E:51| 0]: Train Loss:0.0021996,  Val MRR:0.31835, 	ice00001
 | 
						|
2023-05-20 04:45:48,716 - ice00001 - [INFO] - [E:51| 100]: Train Loss:0.0021444,  Val MRR:0.31835, 	ice00001
 | 
						|
2023-05-20 04:47:19,664 - ice00001 - [INFO] - [E:51| 200]: Train Loss:0.0021407,  Val MRR:0.31835, 	ice00001
 | 
						|
2023-05-20 04:49:00,826 - ice00001 - [INFO] - [E:51| 300]: Train Loss:0.0021392,  Val MRR:0.31835, 	ice00001
 | 
						|
2023-05-20 04:50:41,533 - ice00001 - [INFO] - [E:51| 400]: Train Loss:0.00214,  Val MRR:0.31835, 	ice00001
 | 
						|
2023-05-20 04:52:22,098 - ice00001 - [INFO] - [E:51| 500]: Train Loss:0.0021406,  Val MRR:0.31835, 	ice00001
 | 
						|
2023-05-20 04:54:02,732 - ice00001 - [INFO] - [E:51| 600]: Train Loss:0.0021406,  Val MRR:0.31835, 	ice00001
 | 
						|
2023-05-20 04:55:34,064 - ice00001 - [INFO] - [E:51| 700]: Train Loss:0.0021399,  Val MRR:0.31835, 	ice00001
 | 
						|
2023-05-20 04:57:14,310 - ice00001 - [INFO] - [E:51| 800]: Train Loss:0.00214,  Val MRR:0.31835, 	ice00001
 | 
						|
2023-05-20 04:58:55,602 - ice00001 - [INFO] - [E:51| 900]: Train Loss:0.0021395,  Val MRR:0.31835, 	ice00001
 | 
						|
2023-05-20 05:00:06,716 - ice00001 - [INFO] - [Epoch:51]:  Training Loss:0.00214
 | 
						|
 | 
						|
2023-05-20 05:00:07,037 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 05:00:29,962 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 05:00:52,645 - ice00001 - [INFO] - [Evaluating Epoch 51 valid]: 
 | 
						|
	MRR: Tail : 0.35346, Head : 0.28632, Avg : 0.31989
 | 
						|
 | 
						|
2023-05-20 05:00:54,159 - ice00001 - [INFO] - [Epoch 51]:  Training Loss: 0.0021397,  Valid MRR: 0.31989, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 05:00:55,104 - ice00001 - [INFO] - [E:52| 0]: Train Loss:0.0021428,  Val MRR:0.31989, 	ice00001
 | 
						|
2023-05-20 05:02:35,976 - ice00001 - [INFO] - [E:52| 100]: Train Loss:0.0021313,  Val MRR:0.31989, 	ice00001
 | 
						|
2023-05-20 05:04:07,046 - ice00001 - [INFO] - [E:52| 200]: Train Loss:0.0021328,  Val MRR:0.31989, 	ice00001
 | 
						|
2023-05-20 05:05:47,706 - ice00001 - [INFO] - [E:52| 300]: Train Loss:0.0021335,  Val MRR:0.31989, 	ice00001
 | 
						|
2023-05-20 05:07:29,117 - ice00001 - [INFO] - [E:52| 400]: Train Loss:0.0021333,  Val MRR:0.31989, 	ice00001
 | 
						|
2023-05-20 05:09:09,956 - ice00001 - [INFO] - [E:52| 500]: Train Loss:0.0021339,  Val MRR:0.31989, 	ice00001
 | 
						|
2023-05-20 05:10:50,545 - ice00001 - [INFO] - [E:52| 600]: Train Loss:0.0021343,  Val MRR:0.31989, 	ice00001
 | 
						|
2023-05-20 05:12:20,111 - ice00001 - [INFO] - [E:52| 700]: Train Loss:0.0021355,  Val MRR:0.31989, 	ice00001
 | 
						|
2023-05-20 05:14:01,747 - ice00001 - [INFO] - [E:52| 800]: Train Loss:0.0021363,  Val MRR:0.31989, 	ice00001
 | 
						|
2023-05-20 05:15:42,586 - ice00001 - [INFO] - [E:52| 900]: Train Loss:0.0021357,  Val MRR:0.31989, 	ice00001
 | 
						|
2023-05-20 05:16:55,261 - ice00001 - [INFO] - [Epoch:52]:  Training Loss:0.002135
 | 
						|
 | 
						|
2023-05-20 05:16:55,625 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 05:17:18,318 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 05:17:40,857 - ice00001 - [INFO] - [Evaluating Epoch 52 valid]: 
 | 
						|
	MRR: Tail : 0.35512, Head : 0.2866, Avg : 0.32086
 | 
						|
 | 
						|
2023-05-20 05:17:42,357 - ice00001 - [INFO] - [Epoch 52]:  Training Loss: 0.0021353,  Valid MRR: 0.32086, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 05:17:43,571 - ice00001 - [INFO] - [E:53| 0]: Train Loss:0.0020813,  Val MRR:0.32086, 	ice00001
 | 
						|
2023-05-20 05:19:24,650 - ice00001 - [INFO] - [E:53| 100]: Train Loss:0.0021263,  Val MRR:0.32086, 	ice00001
 | 
						|
2023-05-20 05:20:59,932 - ice00001 - [INFO] - [E:53| 200]: Train Loss:0.0021299,  Val MRR:0.32086, 	ice00001
 | 
						|
2023-05-20 05:22:36,466 - ice00001 - [INFO] - [E:53| 300]: Train Loss:0.0021302,  Val MRR:0.32086, 	ice00001
 | 
						|
2023-05-20 05:24:17,868 - ice00001 - [INFO] - [E:53| 400]: Train Loss:0.00213,  Val MRR:0.32086, 	ice00001
 | 
						|
2023-05-20 05:25:57,659 - ice00001 - [INFO] - [E:53| 500]: Train Loss:0.0021311,  Val MRR:0.32086, 	ice00001
 | 
						|
2023-05-20 05:27:37,499 - ice00001 - [INFO] - [E:53| 600]: Train Loss:0.0021315,  Val MRR:0.32086, 	ice00001
 | 
						|
2023-05-20 05:29:17,956 - ice00001 - [INFO] - [E:53| 700]: Train Loss:0.0021314,  Val MRR:0.32086, 	ice00001
 | 
						|
2023-05-20 05:30:48,713 - ice00001 - [INFO] - [E:53| 800]: Train Loss:0.0021308,  Val MRR:0.32086, 	ice00001
 | 
						|
2023-05-20 05:32:30,089 - ice00001 - [INFO] - [E:53| 900]: Train Loss:0.0021308,  Val MRR:0.32086, 	ice00001
 | 
						|
2023-05-20 05:33:41,295 - ice00001 - [INFO] - [Epoch:53]:  Training Loss:0.00213
 | 
						|
 | 
						|
2023-05-20 05:33:41,690 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 05:34:04,303 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 05:34:26,752 - ice00001 - [INFO] - [Evaluating Epoch 53 valid]: 
 | 
						|
	MRR: Tail : 0.35626, Head : 0.2911, Avg : 0.32368
 | 
						|
 | 
						|
2023-05-20 05:34:28,045 - ice00001 - [INFO] - [Epoch 53]:  Training Loss: 0.0021301,  Valid MRR: 0.32368, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 05:34:29,170 - ice00001 - [INFO] - [E:54| 0]: Train Loss:0.0021436,  Val MRR:0.32368, 	ice00001
 | 
						|
2023-05-20 05:36:10,250 - ice00001 - [INFO] - [E:54| 100]: Train Loss:0.002129,  Val MRR:0.32368, 	ice00001
 | 
						|
2023-05-20 05:37:52,035 - ice00001 - [INFO] - [E:54| 200]: Train Loss:0.0021264,  Val MRR:0.32368, 	ice00001
 | 
						|
2023-05-20 05:39:22,260 - ice00001 - [INFO] - [E:54| 300]: Train Loss:0.0021255,  Val MRR:0.32368, 	ice00001
 | 
						|
2023-05-20 05:41:02,587 - ice00001 - [INFO] - [E:54| 400]: Train Loss:0.0021247,  Val MRR:0.32368, 	ice00001
 | 
						|
2023-05-20 05:42:43,604 - ice00001 - [INFO] - [E:54| 500]: Train Loss:0.0021252,  Val MRR:0.32368, 	ice00001
 | 
						|
2023-05-20 05:44:25,177 - ice00001 - [INFO] - [E:54| 600]: Train Loss:0.0021259,  Val MRR:0.32368, 	ice00001
 | 
						|
2023-05-20 05:46:06,652 - ice00001 - [INFO] - [E:54| 700]: Train Loss:0.0021255,  Val MRR:0.32368, 	ice00001
 | 
						|
2023-05-20 05:47:37,779 - ice00001 - [INFO] - [E:54| 800]: Train Loss:0.0021256,  Val MRR:0.32368, 	ice00001
 | 
						|
2023-05-20 05:49:18,772 - ice00001 - [INFO] - [E:54| 900]: Train Loss:0.0021253,  Val MRR:0.32368, 	ice00001
 | 
						|
2023-05-20 05:50:30,091 - ice00001 - [INFO] - [Epoch:54]:  Training Loss:0.002126
 | 
						|
 | 
						|
2023-05-20 05:50:30,346 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 05:50:53,420 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 05:51:15,984 - ice00001 - [INFO] - [Evaluating Epoch 54 valid]: 
 | 
						|
	MRR: Tail : 0.35834, Head : 0.28989, Avg : 0.32412
 | 
						|
 | 
						|
2023-05-20 05:51:17,545 - ice00001 - [INFO] - [Epoch 54]:  Training Loss: 0.0021258,  Valid MRR: 0.32412, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 05:51:18,331 - ice00001 - [INFO] - [E:55| 0]: Train Loss:0.002133,  Val MRR:0.32412, 	ice00001
 | 
						|
2023-05-20 05:52:58,672 - ice00001 - [INFO] - [E:55| 100]: Train Loss:0.0021171,  Val MRR:0.32412, 	ice00001
 | 
						|
2023-05-20 05:54:38,456 - ice00001 - [INFO] - [E:55| 200]: Train Loss:0.0021167,  Val MRR:0.32412, 	ice00001
 | 
						|
2023-05-20 05:56:08,503 - ice00001 - [INFO] - [E:55| 300]: Train Loss:0.0021196,  Val MRR:0.32412, 	ice00001
 | 
						|
2023-05-20 05:57:48,873 - ice00001 - [INFO] - [E:55| 400]: Train Loss:0.0021194,  Val MRR:0.32412, 	ice00001
 | 
						|
2023-05-20 05:59:29,696 - ice00001 - [INFO] - [E:55| 500]: Train Loss:0.0021192,  Val MRR:0.32412, 	ice00001
 | 
						|
2023-05-20 06:01:10,394 - ice00001 - [INFO] - [E:55| 600]: Train Loss:0.0021178,  Val MRR:0.32412, 	ice00001
 | 
						|
2023-05-20 06:02:51,506 - ice00001 - [INFO] - [E:55| 700]: Train Loss:0.0021182,  Val MRR:0.32412, 	ice00001
 | 
						|
2023-05-20 06:04:33,263 - ice00001 - [INFO] - [E:55| 800]: Train Loss:0.0021188,  Val MRR:0.32412, 	ice00001
 | 
						|
2023-05-20 06:06:05,956 - ice00001 - [INFO] - [E:55| 900]: Train Loss:0.0021197,  Val MRR:0.32412, 	ice00001
 | 
						|
2023-05-20 06:07:16,482 - ice00001 - [INFO] - [Epoch:55]:  Training Loss:0.002121
 | 
						|
 | 
						|
2023-05-20 06:07:16,738 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 06:07:39,690 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 06:08:02,204 - ice00001 - [INFO] - [Evaluating Epoch 55 valid]: 
 | 
						|
	MRR: Tail : 0.359, Head : 0.291, Avg : 0.325
 | 
						|
 | 
						|
2023-05-20 06:08:03,722 - ice00001 - [INFO] - [Epoch 55]:  Training Loss: 0.0021205,  Valid MRR: 0.325, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 06:08:04,885 - ice00001 - [INFO] - [E:56| 0]: Train Loss:0.0021537,  Val MRR:0.325, 	ice00001
 | 
						|
2023-05-20 06:09:44,068 - ice00001 - [INFO] - [E:56| 100]: Train Loss:0.0021153,  Val MRR:0.325, 	ice00001
 | 
						|
2023-05-20 06:11:24,657 - ice00001 - [INFO] - [E:56| 200]: Train Loss:0.0021175,  Val MRR:0.325, 	ice00001
 | 
						|
2023-05-20 06:13:05,652 - ice00001 - [INFO] - [E:56| 300]: Train Loss:0.0021162,  Val MRR:0.325, 	ice00001
 | 
						|
2023-05-20 06:14:36,457 - ice00001 - [INFO] - [E:56| 400]: Train Loss:0.0021157,  Val MRR:0.325, 	ice00001
 | 
						|
2023-05-20 06:16:17,005 - ice00001 - [INFO] - [E:56| 500]: Train Loss:0.0021158,  Val MRR:0.325, 	ice00001
 | 
						|
2023-05-20 06:17:57,776 - ice00001 - [INFO] - [E:56| 600]: Train Loss:0.0021162,  Val MRR:0.325, 	ice00001
 | 
						|
2023-05-20 06:19:38,699 - ice00001 - [INFO] - [E:56| 700]: Train Loss:0.0021165,  Val MRR:0.325, 	ice00001
 | 
						|
2023-05-20 06:21:19,716 - ice00001 - [INFO] - [E:56| 800]: Train Loss:0.0021167,  Val MRR:0.325, 	ice00001
 | 
						|
2023-05-20 06:22:50,067 - ice00001 - [INFO] - [E:56| 900]: Train Loss:0.0021167,  Val MRR:0.325, 	ice00001
 | 
						|
2023-05-20 06:23:59,637 - ice00001 - [INFO] - [Epoch:56]:  Training Loss:0.002117
 | 
						|
 | 
						|
2023-05-20 06:24:00,148 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 06:24:22,563 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 06:24:45,094 - ice00001 - [INFO] - [Evaluating Epoch 56 valid]: 
 | 
						|
	MRR: Tail : 0.3606, Head : 0.29544, Avg : 0.32802
 | 
						|
 | 
						|
2023-05-20 06:24:46,455 - ice00001 - [INFO] - [Epoch 56]:  Training Loss: 0.0021165,  Valid MRR: 0.32802, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 06:24:47,734 - ice00001 - [INFO] - [E:57| 0]: Train Loss:0.002113,  Val MRR:0.32802, 	ice00001
 | 
						|
2023-05-20 06:26:28,483 - ice00001 - [INFO] - [E:57| 100]: Train Loss:0.0021118,  Val MRR:0.32802, 	ice00001
 | 
						|
2023-05-20 06:28:09,309 - ice00001 - [INFO] - [E:57| 200]: Train Loss:0.0021109,  Val MRR:0.32802, 	ice00001
 | 
						|
2023-05-20 06:29:50,414 - ice00001 - [INFO] - [E:57| 300]: Train Loss:0.0021092,  Val MRR:0.32802, 	ice00001
 | 
						|
2023-05-20 06:31:20,998 - ice00001 - [INFO] - [E:57| 400]: Train Loss:0.002111,  Val MRR:0.32802, 	ice00001
 | 
						|
2023-05-20 06:33:01,797 - ice00001 - [INFO] - [E:57| 500]: Train Loss:0.0021113,  Val MRR:0.32802, 	ice00001
 | 
						|
2023-05-20 06:34:42,273 - ice00001 - [INFO] - [E:57| 600]: Train Loss:0.0021108,  Val MRR:0.32802, 	ice00001
 | 
						|
2023-05-20 06:36:22,271 - ice00001 - [INFO] - [E:57| 700]: Train Loss:0.0021109,  Val MRR:0.32802, 	ice00001
 | 
						|
2023-05-20 06:38:01,779 - ice00001 - [INFO] - [E:57| 800]: Train Loss:0.0021117,  Val MRR:0.32802, 	ice00001
 | 
						|
2023-05-20 06:39:31,425 - ice00001 - [INFO] - [E:57| 900]: Train Loss:0.0021122,  Val MRR:0.32802, 	ice00001
 | 
						|
2023-05-20 06:40:42,349 - ice00001 - [INFO] - [Epoch:57]:  Training Loss:0.002112
 | 
						|
 | 
						|
2023-05-20 06:40:42,689 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 06:41:05,798 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 06:41:28,290 - ice00001 - [INFO] - [Evaluating Epoch 57 valid]: 
 | 
						|
	MRR: Tail : 0.36213, Head : 0.29663, Avg : 0.32938
 | 
						|
 | 
						|
2023-05-20 06:41:29,545 - ice00001 - [INFO] - [Epoch 57]:  Training Loss: 0.0021122,  Valid MRR: 0.32938, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 06:41:30,319 - ice00001 - [INFO] - [E:58| 0]: Train Loss:0.0020701,  Val MRR:0.32938, 	ice00001
 | 
						|
2023-05-20 06:43:11,508 - ice00001 - [INFO] - [E:58| 100]: Train Loss:0.0021051,  Val MRR:0.32938, 	ice00001
 | 
						|
2023-05-20 06:44:52,876 - ice00001 - [INFO] - [E:58| 200]: Train Loss:0.0021071,  Val MRR:0.32938, 	ice00001
 | 
						|
2023-05-20 06:46:34,069 - ice00001 - [INFO] - [E:58| 300]: Train Loss:0.002106,  Val MRR:0.32938, 	ice00001
 | 
						|
2023-05-20 06:48:10,206 - ice00001 - [INFO] - [E:58| 400]: Train Loss:0.0021063,  Val MRR:0.32938, 	ice00001
 | 
						|
2023-05-20 06:49:45,724 - ice00001 - [INFO] - [E:58| 500]: Train Loss:0.0021069,  Val MRR:0.32938, 	ice00001
 | 
						|
2023-05-20 06:51:26,194 - ice00001 - [INFO] - [E:58| 600]: Train Loss:0.0021074,  Val MRR:0.32938, 	ice00001
 | 
						|
2023-05-20 06:53:07,631 - ice00001 - [INFO] - [E:58| 700]: Train Loss:0.0021071,  Val MRR:0.32938, 	ice00001
 | 
						|
2023-05-20 06:54:47,409 - ice00001 - [INFO] - [E:58| 800]: Train Loss:0.002107,  Val MRR:0.32938, 	ice00001
 | 
						|
2023-05-20 06:56:27,074 - ice00001 - [INFO] - [E:58| 900]: Train Loss:0.0021076,  Val MRR:0.32938, 	ice00001
 | 
						|
2023-05-20 06:57:28,080 - ice00001 - [INFO] - [Epoch:58]:  Training Loss:0.002108
 | 
						|
 | 
						|
2023-05-20 06:57:28,336 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 06:57:51,334 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 06:58:14,306 - ice00001 - [INFO] - [Evaluating Epoch 58 valid]: 
 | 
						|
	MRR: Tail : 0.36352, Head : 0.29763, Avg : 0.33057
 | 
						|
 | 
						|
2023-05-20 06:58:15,785 - ice00001 - [INFO] - [Epoch 58]:  Training Loss: 0.0021078,  Valid MRR: 0.33057, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 06:58:17,179 - ice00001 - [INFO] - [E:59| 0]: Train Loss:0.0021606,  Val MRR:0.33057, 	ice00001
 | 
						|
2023-05-20 06:59:57,970 - ice00001 - [INFO] - [E:59| 100]: Train Loss:0.0021035,  Val MRR:0.33057, 	ice00001
 | 
						|
2023-05-20 07:01:38,420 - ice00001 - [INFO] - [E:59| 200]: Train Loss:0.0021038,  Val MRR:0.33057, 	ice00001
 | 
						|
2023-05-20 07:03:18,721 - ice00001 - [INFO] - [E:59| 300]: Train Loss:0.0021031,  Val MRR:0.33057, 	ice00001
 | 
						|
2023-05-20 07:04:58,419 - ice00001 - [INFO] - [E:59| 400]: Train Loss:0.0021016,  Val MRR:0.33057, 	ice00001
 | 
						|
2023-05-20 07:06:28,155 - ice00001 - [INFO] - [E:59| 500]: Train Loss:0.0021023,  Val MRR:0.33057, 	ice00001
 | 
						|
2023-05-20 07:08:07,887 - ice00001 - [INFO] - [E:59| 600]: Train Loss:0.0021029,  Val MRR:0.33057, 	ice00001
 | 
						|
2023-05-20 07:09:48,096 - ice00001 - [INFO] - [E:59| 700]: Train Loss:0.0021028,  Val MRR:0.33057, 	ice00001
 | 
						|
2023-05-20 07:11:28,198 - ice00001 - [INFO] - [E:59| 800]: Train Loss:0.0021033,  Val MRR:0.33057, 	ice00001
 | 
						|
2023-05-20 07:13:08,821 - ice00001 - [INFO] - [E:59| 900]: Train Loss:0.0021038,  Val MRR:0.33057, 	ice00001
 | 
						|
2023-05-20 07:14:16,370 - ice00001 - [INFO] - [Epoch:59]:  Training Loss:0.002104
 | 
						|
 | 
						|
2023-05-20 07:14:16,585 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 07:14:31,474 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 07:14:54,082 - ice00001 - [INFO] - [Evaluating Epoch 59 valid]: 
 | 
						|
	MRR: Tail : 0.3632, Head : 0.29844, Avg : 0.33082
 | 
						|
	MR: Tail : 241.65, Head : 283.22, Avg : 262.44
 | 
						|
	Hit-1: Tail : 0.26933, Head : 0.20524, Avg : 0.23729
 | 
						|
	Hit-3: Tail : 0.40685, Head : 0.33548, Avg : 0.37116
 | 
						|
	Hit-10: Tail : 0.53975, Head : 0.48392, Avg : 0.51183
 | 
						|
2023-05-20 07:14:55,434 - ice00001 - [INFO] - [Epoch 59]:  Training Loss: 0.0021035,  Valid MRR: 0.33082, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 07:14:56,526 - ice00001 - [INFO] - [E:60| 0]: Train Loss:0.0021624,  Val MRR:0.33082, 	ice00001
 | 
						|
2023-05-20 07:16:37,926 - ice00001 - [INFO] - [E:60| 100]: Train Loss:0.0020956,  Val MRR:0.33082, 	ice00001
 | 
						|
2023-05-20 07:18:19,259 - ice00001 - [INFO] - [E:60| 200]: Train Loss:0.0020968,  Val MRR:0.33082, 	ice00001
 | 
						|
2023-05-20 07:20:00,360 - ice00001 - [INFO] - [E:60| 300]: Train Loss:0.0020982,  Val MRR:0.33082, 	ice00001
 | 
						|
2023-05-20 07:21:39,348 - ice00001 - [INFO] - [E:60| 400]: Train Loss:0.002098,  Val MRR:0.33082, 	ice00001
 | 
						|
2023-05-20 07:23:09,265 - ice00001 - [INFO] - [E:60| 500]: Train Loss:0.0020984,  Val MRR:0.33082, 	ice00001
 | 
						|
2023-05-20 07:24:49,517 - ice00001 - [INFO] - [E:60| 600]: Train Loss:0.0020979,  Val MRR:0.33082, 	ice00001
 | 
						|
2023-05-20 07:26:30,556 - ice00001 - [INFO] - [E:60| 700]: Train Loss:0.0020989,  Val MRR:0.33082, 	ice00001
 | 
						|
2023-05-20 07:28:11,017 - ice00001 - [INFO] - [E:60| 800]: Train Loss:0.0020987,  Val MRR:0.33082, 	ice00001
 | 
						|
2023-05-20 07:29:51,179 - ice00001 - [INFO] - [E:60| 900]: Train Loss:0.002099,  Val MRR:0.33082, 	ice00001
 | 
						|
2023-05-20 07:31:01,756 - ice00001 - [INFO] - [Epoch:60]:  Training Loss:0.002099
 | 
						|
 | 
						|
2023-05-20 07:31:02,142 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 07:31:25,289 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 07:31:42,496 - ice00001 - [INFO] - [Evaluating Epoch 60 valid]: 
 | 
						|
	MRR: Tail : 0.36668, Head : 0.30112, Avg : 0.3339
 | 
						|
 | 
						|
2023-05-20 07:31:43,960 - ice00001 - [INFO] - [Epoch 60]:  Training Loss: 0.0020994,  Valid MRR: 0.3339, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 07:31:44,618 - ice00001 - [INFO] - [E:61| 0]: Train Loss:0.0021481,  Val MRR:0.3339, 	ice00001
 | 
						|
2023-05-20 07:33:21,048 - ice00001 - [INFO] - [E:61| 100]: Train Loss:0.0020971,  Val MRR:0.3339, 	ice00001
 | 
						|
2023-05-20 07:35:01,002 - ice00001 - [INFO] - [E:61| 200]: Train Loss:0.0020953,  Val MRR:0.3339, 	ice00001
 | 
						|
2023-05-20 07:36:40,223 - ice00001 - [INFO] - [E:61| 300]: Train Loss:0.0020972,  Val MRR:0.3339, 	ice00001
 | 
						|
2023-05-20 07:38:20,258 - ice00001 - [INFO] - [E:61| 400]: Train Loss:0.0020962,  Val MRR:0.3339, 	ice00001
 | 
						|
2023-05-20 07:40:00,584 - ice00001 - [INFO] - [E:61| 500]: Train Loss:0.0020949,  Val MRR:0.3339, 	ice00001
 | 
						|
2023-05-20 07:41:33,519 - ice00001 - [INFO] - [E:61| 600]: Train Loss:0.002096,  Val MRR:0.3339, 	ice00001
 | 
						|
2023-05-20 07:43:15,313 - ice00001 - [INFO] - [E:61| 700]: Train Loss:0.002095,  Val MRR:0.3339, 	ice00001
 | 
						|
2023-05-20 07:44:56,486 - ice00001 - [INFO] - [E:61| 800]: Train Loss:0.0020951,  Val MRR:0.3339, 	ice00001
 | 
						|
2023-05-20 07:46:36,832 - ice00001 - [INFO] - [E:61| 900]: Train Loss:0.002095,  Val MRR:0.3339, 	ice00001
 | 
						|
2023-05-20 07:47:47,136 - ice00001 - [INFO] - [Epoch:61]:  Training Loss:0.002096
 | 
						|
 | 
						|
2023-05-20 07:47:47,448 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 07:48:10,441 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 07:48:32,870 - ice00001 - [INFO] - [Evaluating Epoch 61 valid]: 
 | 
						|
	MRR: Tail : 0.366, Head : 0.30091, Avg : 0.33346
 | 
						|
 | 
						|
2023-05-20 07:48:32,870 - ice00001 - [INFO] - [Epoch 61]:  Training Loss: 0.0020957,  Valid MRR: 0.3339, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 07:48:33,647 - ice00001 - [INFO] - [E:62| 0]: Train Loss:0.0020501,  Val MRR:0.3339, 	ice00001
 | 
						|
2023-05-20 07:50:04,627 - ice00001 - [INFO] - [E:62| 100]: Train Loss:0.0020953,  Val MRR:0.3339, 	ice00001
 | 
						|
2023-05-20 07:51:44,688 - ice00001 - [INFO] - [E:62| 200]: Train Loss:0.0020928,  Val MRR:0.3339, 	ice00001
 | 
						|
2023-05-20 07:53:26,034 - ice00001 - [INFO] - [E:62| 300]: Train Loss:0.0020916,  Val MRR:0.3339, 	ice00001
 | 
						|
2023-05-20 07:55:06,904 - ice00001 - [INFO] - [E:62| 400]: Train Loss:0.0020926,  Val MRR:0.3339, 	ice00001
 | 
						|
2023-05-20 07:56:47,431 - ice00001 - [INFO] - [E:62| 500]: Train Loss:0.0020921,  Val MRR:0.3339, 	ice00001
 | 
						|
2023-05-20 07:58:18,554 - ice00001 - [INFO] - [E:62| 600]: Train Loss:0.0020921,  Val MRR:0.3339, 	ice00001
 | 
						|
2023-05-20 07:59:59,436 - ice00001 - [INFO] - [E:62| 700]: Train Loss:0.0020925,  Val MRR:0.3339, 	ice00001
 | 
						|
2023-05-20 08:01:40,041 - ice00001 - [INFO] - [E:62| 800]: Train Loss:0.0020927,  Val MRR:0.3339, 	ice00001
 | 
						|
2023-05-20 08:03:20,456 - ice00001 - [INFO] - [E:62| 900]: Train Loss:0.0020921,  Val MRR:0.3339, 	ice00001
 | 
						|
2023-05-20 08:04:30,496 - ice00001 - [INFO] - [Epoch:62]:  Training Loss:0.002092
 | 
						|
 | 
						|
2023-05-20 08:04:30,751 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 08:04:53,383 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 08:05:15,305 - ice00001 - [INFO] - [Evaluating Epoch 62 valid]: 
 | 
						|
	MRR: Tail : 0.36639, Head : 0.3039, Avg : 0.33515
 | 
						|
 | 
						|
2023-05-20 08:05:16,718 - ice00001 - [INFO] - [Epoch 62]:  Training Loss: 0.0020918,  Valid MRR: 0.33515, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 08:05:17,616 - ice00001 - [INFO] - [E:63| 0]: Train Loss:0.0021841,  Val MRR:0.33515, 	ice00001
 | 
						|
2023-05-20 08:06:47,540 - ice00001 - [INFO] - [E:63| 100]: Train Loss:0.002089,  Val MRR:0.33515, 	ice00001
 | 
						|
2023-05-20 08:08:28,605 - ice00001 - [INFO] - [E:63| 200]: Train Loss:0.0020912,  Val MRR:0.33515, 	ice00001
 | 
						|
2023-05-20 08:10:10,062 - ice00001 - [INFO] - [E:63| 300]: Train Loss:0.0020888,  Val MRR:0.33515, 	ice00001
 | 
						|
2023-05-20 08:11:50,900 - ice00001 - [INFO] - [E:63| 400]: Train Loss:0.0020899,  Val MRR:0.33515, 	ice00001
 | 
						|
2023-05-20 08:13:32,223 - ice00001 - [INFO] - [E:63| 500]: Train Loss:0.0020892,  Val MRR:0.33515, 	ice00001
 | 
						|
2023-05-20 08:15:13,264 - ice00001 - [INFO] - [E:63| 600]: Train Loss:0.0020881,  Val MRR:0.33515, 	ice00001
 | 
						|
2023-05-20 08:16:43,665 - ice00001 - [INFO] - [E:63| 700]: Train Loss:0.0020878,  Val MRR:0.33515, 	ice00001
 | 
						|
2023-05-20 08:18:24,425 - ice00001 - [INFO] - [E:63| 800]: Train Loss:0.0020884,  Val MRR:0.33515, 	ice00001
 | 
						|
2023-05-20 08:20:04,147 - ice00001 - [INFO] - [E:63| 900]: Train Loss:0.0020881,  Val MRR:0.33515, 	ice00001
 | 
						|
2023-05-20 08:21:14,710 - ice00001 - [INFO] - [Epoch:63]:  Training Loss:0.002088
 | 
						|
 | 
						|
2023-05-20 08:21:15,099 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 08:21:38,014 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 08:22:00,810 - ice00001 - [INFO] - [Evaluating Epoch 63 valid]: 
 | 
						|
	MRR: Tail : 0.36913, Head : 0.30664, Avg : 0.33788
 | 
						|
 | 
						|
2023-05-20 08:22:02,360 - ice00001 - [INFO] - [Epoch 63]:  Training Loss: 0.0020885,  Valid MRR: 0.33788, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 08:22:03,702 - ice00001 - [INFO] - [E:64| 0]: Train Loss:0.0021123,  Val MRR:0.33788, 	ice00001
 | 
						|
2023-05-20 08:23:44,035 - ice00001 - [INFO] - [E:64| 100]: Train Loss:0.0020847,  Val MRR:0.33788, 	ice00001
 | 
						|
2023-05-20 08:25:14,738 - ice00001 - [INFO] - [E:64| 200]: Train Loss:0.002083,  Val MRR:0.33788, 	ice00001
 | 
						|
2023-05-20 08:26:55,285 - ice00001 - [INFO] - [E:64| 300]: Train Loss:0.0020834,  Val MRR:0.33788, 	ice00001
 | 
						|
2023-05-20 08:28:36,182 - ice00001 - [INFO] - [E:64| 400]: Train Loss:0.0020856,  Val MRR:0.33788, 	ice00001
 | 
						|
2023-05-20 08:30:19,197 - ice00001 - [INFO] - [E:64| 500]: Train Loss:0.0020861,  Val MRR:0.33788, 	ice00001
 | 
						|
2023-05-20 08:31:59,794 - ice00001 - [INFO] - [E:64| 600]: Train Loss:0.0020856,  Val MRR:0.33788, 	ice00001
 | 
						|
2023-05-20 08:33:29,705 - ice00001 - [INFO] - [E:64| 700]: Train Loss:0.002085,  Val MRR:0.33788, 	ice00001
 | 
						|
2023-05-20 08:35:09,687 - ice00001 - [INFO] - [E:64| 800]: Train Loss:0.0020849,  Val MRR:0.33788, 	ice00001
 | 
						|
2023-05-20 08:36:50,644 - ice00001 - [INFO] - [E:64| 900]: Train Loss:0.0020845,  Val MRR:0.33788, 	ice00001
 | 
						|
2023-05-20 08:38:01,580 - ice00001 - [INFO] - [Epoch:64]:  Training Loss:0.002084
 | 
						|
 | 
						|
2023-05-20 08:38:01,919 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 08:38:24,846 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 08:38:47,345 - ice00001 - [INFO] - [Evaluating Epoch 64 valid]: 
 | 
						|
	MRR: Tail : 0.36903, Head : 0.30596, Avg : 0.33749
 | 
						|
 | 
						|
2023-05-20 08:38:47,346 - ice00001 - [INFO] - [Epoch 64]:  Training Loss: 0.0020845,  Valid MRR: 0.33788, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 08:38:48,470 - ice00001 - [INFO] - [E:65| 0]: Train Loss:0.0020269,  Val MRR:0.33788, 	ice00001
 | 
						|
2023-05-20 08:40:28,889 - ice00001 - [INFO] - [E:65| 100]: Train Loss:0.0020787,  Val MRR:0.33788, 	ice00001
 | 
						|
2023-05-20 08:41:59,212 - ice00001 - [INFO] - [E:65| 200]: Train Loss:0.0020787,  Val MRR:0.33788, 	ice00001
 | 
						|
2023-05-20 08:43:39,381 - ice00001 - [INFO] - [E:65| 300]: Train Loss:0.0020786,  Val MRR:0.33788, 	ice00001
 | 
						|
2023-05-20 08:45:19,708 - ice00001 - [INFO] - [E:65| 400]: Train Loss:0.00208,  Val MRR:0.33788, 	ice00001
 | 
						|
2023-05-20 08:47:00,331 - ice00001 - [INFO] - [E:65| 500]: Train Loss:0.0020808,  Val MRR:0.33788, 	ice00001
 | 
						|
2023-05-20 08:48:39,940 - ice00001 - [INFO] - [E:65| 600]: Train Loss:0.002081,  Val MRR:0.33788, 	ice00001
 | 
						|
2023-05-20 08:50:16,147 - ice00001 - [INFO] - [E:65| 700]: Train Loss:0.0020799,  Val MRR:0.33788, 	ice00001
 | 
						|
2023-05-20 08:51:50,711 - ice00001 - [INFO] - [E:65| 800]: Train Loss:0.002081,  Val MRR:0.33788, 	ice00001
 | 
						|
2023-05-20 08:53:31,143 - ice00001 - [INFO] - [E:65| 900]: Train Loss:0.0020804,  Val MRR:0.33788, 	ice00001
 | 
						|
2023-05-20 08:54:42,176 - ice00001 - [INFO] - [Epoch:65]:  Training Loss:0.002081
 | 
						|
 | 
						|
2023-05-20 08:54:42,488 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 08:55:05,482 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 08:55:28,571 - ice00001 - [INFO] - [Evaluating Epoch 65 valid]: 
 | 
						|
	MRR: Tail : 0.37062, Head : 0.30768, Avg : 0.33915
 | 
						|
 | 
						|
2023-05-20 08:55:29,988 - ice00001 - [INFO] - [Epoch 65]:  Training Loss: 0.0020809,  Valid MRR: 0.33915, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 08:55:31,387 - ice00001 - [INFO] - [E:66| 0]: Train Loss:0.0021181,  Val MRR:0.33915, 	ice00001
 | 
						|
2023-05-20 08:57:12,587 - ice00001 - [INFO] - [E:66| 100]: Train Loss:0.0020814,  Val MRR:0.33915, 	ice00001
 | 
						|
2023-05-20 08:58:52,553 - ice00001 - [INFO] - [E:66| 200]: Train Loss:0.0020769,  Val MRR:0.33915, 	ice00001
 | 
						|
2023-05-20 09:00:23,565 - ice00001 - [INFO] - [E:66| 300]: Train Loss:0.0020782,  Val MRR:0.33915, 	ice00001
 | 
						|
2023-05-20 09:02:04,362 - ice00001 - [INFO] - [E:66| 400]: Train Loss:0.0020785,  Val MRR:0.33915, 	ice00001
 | 
						|
2023-05-20 09:03:44,522 - ice00001 - [INFO] - [E:66| 500]: Train Loss:0.0020782,  Val MRR:0.33915, 	ice00001
 | 
						|
2023-05-20 09:05:25,829 - ice00001 - [INFO] - [E:66| 600]: Train Loss:0.0020786,  Val MRR:0.33915, 	ice00001
 | 
						|
2023-05-20 09:07:07,331 - ice00001 - [INFO] - [E:66| 700]: Train Loss:0.0020786,  Val MRR:0.33915, 	ice00001
 | 
						|
2023-05-20 09:08:37,842 - ice00001 - [INFO] - [E:66| 800]: Train Loss:0.0020782,  Val MRR:0.33915, 	ice00001
 | 
						|
2023-05-20 09:10:18,341 - ice00001 - [INFO] - [E:66| 900]: Train Loss:0.002078,  Val MRR:0.33915, 	ice00001
 | 
						|
2023-05-20 09:11:29,003 - ice00001 - [INFO] - [Epoch:66]:  Training Loss:0.002078
 | 
						|
 | 
						|
2023-05-20 09:11:29,348 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 09:11:52,274 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 09:12:14,895 - ice00001 - [INFO] - [Evaluating Epoch 66 valid]: 
 | 
						|
	MRR: Tail : 0.37043, Head : 0.31009, Avg : 0.34026
 | 
						|
 | 
						|
2023-05-20 09:12:16,532 - ice00001 - [INFO] - [Epoch 66]:  Training Loss: 0.0020777,  Valid MRR: 0.34026, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 09:12:17,345 - ice00001 - [INFO] - [E:67| 0]: Train Loss:0.0020325,  Val MRR:0.34026, 	ice00001
 | 
						|
2023-05-20 09:13:58,095 - ice00001 - [INFO] - [E:67| 100]: Train Loss:0.0020796,  Val MRR:0.34026, 	ice00001
 | 
						|
2023-05-20 09:15:38,289 - ice00001 - [INFO] - [E:67| 200]: Train Loss:0.0020743,  Val MRR:0.34026, 	ice00001
 | 
						|
2023-05-20 09:17:11,225 - ice00001 - [INFO] - [E:67| 300]: Train Loss:0.0020737,  Val MRR:0.34026, 	ice00001
 | 
						|
2023-05-20 09:18:50,757 - ice00001 - [INFO] - [E:67| 400]: Train Loss:0.0020741,  Val MRR:0.34026, 	ice00001
 | 
						|
2023-05-20 09:20:30,989 - ice00001 - [INFO] - [E:67| 500]: Train Loss:0.0020745,  Val MRR:0.34026, 	ice00001
 | 
						|
2023-05-20 09:22:10,643 - ice00001 - [INFO] - [E:67| 600]: Train Loss:0.0020734,  Val MRR:0.34026, 	ice00001
 | 
						|
2023-05-20 09:23:51,322 - ice00001 - [INFO] - [E:67| 700]: Train Loss:0.0020735,  Val MRR:0.34026, 	ice00001
 | 
						|
2023-05-20 09:25:23,843 - ice00001 - [INFO] - [E:67| 800]: Train Loss:0.0020742,  Val MRR:0.34026, 	ice00001
 | 
						|
2023-05-20 09:27:03,771 - ice00001 - [INFO] - [E:67| 900]: Train Loss:0.0020747,  Val MRR:0.34026, 	ice00001
 | 
						|
2023-05-20 09:28:14,597 - ice00001 - [INFO] - [Epoch:67]:  Training Loss:0.002074
 | 
						|
 | 
						|
2023-05-20 09:28:14,936 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 09:28:37,919 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 09:29:00,346 - ice00001 - [INFO] - [Evaluating Epoch 67 valid]: 
 | 
						|
	MRR: Tail : 0.37083, Head : 0.31245, Avg : 0.34164
 | 
						|
 | 
						|
2023-05-20 09:29:02,134 - ice00001 - [INFO] - [Epoch 67]:  Training Loss: 0.0020744,  Valid MRR: 0.34164, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 09:29:03,531 - ice00001 - [INFO] - [E:68| 0]: Train Loss:0.0019926,  Val MRR:0.34164, 	ice00001
 | 
						|
2023-05-20 09:30:43,714 - ice00001 - [INFO] - [E:68| 100]: Train Loss:0.0020766,  Val MRR:0.34164, 	ice00001
 | 
						|
2023-05-20 09:32:23,426 - ice00001 - [INFO] - [E:68| 200]: Train Loss:0.0020717,  Val MRR:0.34164, 	ice00001
 | 
						|
2023-05-20 09:33:57,572 - ice00001 - [INFO] - [E:68| 300]: Train Loss:0.0020698,  Val MRR:0.34164, 	ice00001
 | 
						|
2023-05-20 09:35:35,357 - ice00001 - [INFO] - [E:68| 400]: Train Loss:0.0020698,  Val MRR:0.34164, 	ice00001
 | 
						|
2023-05-20 09:37:16,102 - ice00001 - [INFO] - [E:68| 500]: Train Loss:0.0020705,  Val MRR:0.34164, 	ice00001
 | 
						|
2023-05-20 09:38:56,881 - ice00001 - [INFO] - [E:68| 600]: Train Loss:0.0020698,  Val MRR:0.34164, 	ice00001
 | 
						|
2023-05-20 09:40:37,889 - ice00001 - [INFO] - [E:68| 700]: Train Loss:0.0020706,  Val MRR:0.34164, 	ice00001
 | 
						|
2023-05-20 09:42:18,927 - ice00001 - [INFO] - [E:68| 800]: Train Loss:0.0020709,  Val MRR:0.34164, 	ice00001
 | 
						|
2023-05-20 09:43:49,898 - ice00001 - [INFO] - [E:68| 900]: Train Loss:0.0020713,  Val MRR:0.34164, 	ice00001
 | 
						|
2023-05-20 09:45:00,447 - ice00001 - [INFO] - [Epoch:68]:  Training Loss:0.002071
 | 
						|
 | 
						|
2023-05-20 09:45:00,834 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 09:45:23,577 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 09:45:45,843 - ice00001 - [INFO] - [Evaluating Epoch 68 valid]: 
 | 
						|
	MRR: Tail : 0.37219, Head : 0.3125, Avg : 0.34235
 | 
						|
 | 
						|
2023-05-20 09:45:47,834 - ice00001 - [INFO] - [Epoch 68]:  Training Loss: 0.0020712,  Valid MRR: 0.34235, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 09:45:49,003 - ice00001 - [INFO] - [E:69| 0]: Train Loss:0.002042,  Val MRR:0.34235, 	ice00001
 | 
						|
2023-05-20 09:47:28,696 - ice00001 - [INFO] - [E:69| 100]: Train Loss:0.002065,  Val MRR:0.34235, 	ice00001
 | 
						|
2023-05-20 09:49:09,259 - ice00001 - [INFO] - [E:69| 200]: Train Loss:0.0020677,  Val MRR:0.34235, 	ice00001
 | 
						|
2023-05-20 09:50:49,808 - ice00001 - [INFO] - [E:69| 300]: Train Loss:0.0020685,  Val MRR:0.34235, 	ice00001
 | 
						|
2023-05-20 09:52:20,653 - ice00001 - [INFO] - [E:69| 400]: Train Loss:0.0020684,  Val MRR:0.34235, 	ice00001
 | 
						|
2023-05-20 09:54:01,873 - ice00001 - [INFO] - [E:69| 500]: Train Loss:0.0020689,  Val MRR:0.34235, 	ice00001
 | 
						|
2023-05-20 09:55:43,462 - ice00001 - [INFO] - [E:69| 600]: Train Loss:0.0020687,  Val MRR:0.34235, 	ice00001
 | 
						|
2023-05-20 09:57:24,560 - ice00001 - [INFO] - [E:69| 700]: Train Loss:0.0020686,  Val MRR:0.34235, 	ice00001
 | 
						|
2023-05-20 09:59:05,269 - ice00001 - [INFO] - [E:69| 800]: Train Loss:0.0020683,  Val MRR:0.34235, 	ice00001
 | 
						|
2023-05-20 10:00:35,200 - ice00001 - [INFO] - [E:69| 900]: Train Loss:0.002068,  Val MRR:0.34235, 	ice00001
 | 
						|
2023-05-20 10:01:45,506 - ice00001 - [INFO] - [Epoch:69]:  Training Loss:0.002068
 | 
						|
 | 
						|
2023-05-20 10:01:45,894 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 10:02:09,158 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 10:02:31,940 - ice00001 - [INFO] - [Evaluating Epoch 69 valid]: 
 | 
						|
	MRR: Tail : 0.373, Head : 0.31374, Avg : 0.34337
 | 
						|
	MR: Tail : 222.47, Head : 263.92, Avg : 243.2
 | 
						|
	Hit-1: Tail : 0.27588, Head : 0.22017, Avg : 0.24803
 | 
						|
	Hit-3: Tail : 0.41789, Head : 0.34846, Avg : 0.38318
 | 
						|
	Hit-10: Tail : 0.55286, Head : 0.498, Avg : 0.52543
 | 
						|
2023-05-20 10:02:33,748 - ice00001 - [INFO] - [Epoch 69]:  Training Loss: 0.0020681,  Valid MRR: 0.34337, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 10:02:34,884 - ice00001 - [INFO] - [E:70| 0]: Train Loss:0.0020626,  Val MRR:0.34337, 	ice00001
 | 
						|
2023-05-20 10:04:15,468 - ice00001 - [INFO] - [E:70| 100]: Train Loss:0.0020599,  Val MRR:0.34337, 	ice00001
 | 
						|
2023-05-20 10:05:58,249 - ice00001 - [INFO] - [E:70| 200]: Train Loss:0.0020587,  Val MRR:0.34337, 	ice00001
 | 
						|
2023-05-20 10:07:38,633 - ice00001 - [INFO] - [E:70| 300]: Train Loss:0.0020591,  Val MRR:0.34337, 	ice00001
 | 
						|
2023-05-20 10:09:10,150 - ice00001 - [INFO] - [E:70| 400]: Train Loss:0.002063,  Val MRR:0.34337, 	ice00001
 | 
						|
2023-05-20 10:10:50,878 - ice00001 - [INFO] - [E:70| 500]: Train Loss:0.0020628,  Val MRR:0.34337, 	ice00001
 | 
						|
2023-05-20 10:12:32,136 - ice00001 - [INFO] - [E:70| 600]: Train Loss:0.0020634,  Val MRR:0.34337, 	ice00001
 | 
						|
2023-05-20 10:14:13,244 - ice00001 - [INFO] - [E:70| 700]: Train Loss:0.0020634,  Val MRR:0.34337, 	ice00001
 | 
						|
2023-05-20 10:15:53,130 - ice00001 - [INFO] - [E:70| 800]: Train Loss:0.0020639,  Val MRR:0.34337, 	ice00001
 | 
						|
2023-05-20 10:17:31,670 - ice00001 - [INFO] - [E:70| 900]: Train Loss:0.0020647,  Val MRR:0.34337, 	ice00001
 | 
						|
2023-05-20 10:18:34,966 - ice00001 - [INFO] - [Epoch:70]:  Training Loss:0.002065
 | 
						|
 | 
						|
2023-05-20 10:18:35,223 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 10:18:58,360 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 10:19:20,839 - ice00001 - [INFO] - [Evaluating Epoch 70 valid]: 
 | 
						|
	MRR: Tail : 0.37304, Head : 0.31564, Avg : 0.34434
 | 
						|
 | 
						|
2023-05-20 10:19:22,796 - ice00001 - [INFO] - [Epoch 70]:  Training Loss: 0.0020646,  Valid MRR: 0.34434, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 10:19:23,978 - ice00001 - [INFO] - [E:71| 0]: Train Loss:0.0020601,  Val MRR:0.34434, 	ice00001
 | 
						|
2023-05-20 10:21:04,216 - ice00001 - [INFO] - [E:71| 100]: Train Loss:0.0020561,  Val MRR:0.34434, 	ice00001
 | 
						|
2023-05-20 10:22:44,517 - ice00001 - [INFO] - [E:71| 200]: Train Loss:0.0020599,  Val MRR:0.34434, 	ice00001
 | 
						|
2023-05-20 10:24:24,297 - ice00001 - [INFO] - [E:71| 300]: Train Loss:0.0020592,  Val MRR:0.34434, 	ice00001
 | 
						|
2023-05-20 10:26:04,688 - ice00001 - [INFO] - [E:71| 400]: Train Loss:0.0020588,  Val MRR:0.34434, 	ice00001
 | 
						|
2023-05-20 10:27:35,259 - ice00001 - [INFO] - [E:71| 500]: Train Loss:0.0020589,  Val MRR:0.34434, 	ice00001
 | 
						|
2023-05-20 10:29:15,428 - ice00001 - [INFO] - [E:71| 600]: Train Loss:0.00206,  Val MRR:0.34434, 	ice00001
 | 
						|
2023-05-20 10:30:55,251 - ice00001 - [INFO] - [E:71| 700]: Train Loss:0.00206,  Val MRR:0.34434, 	ice00001
 | 
						|
2023-05-20 10:32:35,801 - ice00001 - [INFO] - [E:71| 800]: Train Loss:0.0020606,  Val MRR:0.34434, 	ice00001
 | 
						|
2023-05-20 10:34:17,540 - ice00001 - [INFO] - [E:71| 900]: Train Loss:0.0020609,  Val MRR:0.34434, 	ice00001
 | 
						|
2023-05-20 10:35:18,583 - ice00001 - [INFO] - [Epoch:71]:  Training Loss:0.002062
 | 
						|
 | 
						|
2023-05-20 10:35:19,088 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 10:35:42,120 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 10:36:04,622 - ice00001 - [INFO] - [Evaluating Epoch 71 valid]: 
 | 
						|
	MRR: Tail : 0.37279, Head : 0.31601, Avg : 0.3444
 | 
						|
 | 
						|
2023-05-20 10:36:06,172 - ice00001 - [INFO] - [Epoch 71]:  Training Loss: 0.0020617,  Valid MRR: 0.3444, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 10:36:07,325 - ice00001 - [INFO] - [E:72| 0]: Train Loss:0.0020621,  Val MRR:0.3444, 	ice00001
 | 
						|
2023-05-20 10:37:48,747 - ice00001 - [INFO] - [E:72| 100]: Train Loss:0.0020601,  Val MRR:0.3444, 	ice00001
 | 
						|
2023-05-20 10:39:30,098 - ice00001 - [INFO] - [E:72| 200]: Train Loss:0.0020568,  Val MRR:0.3444, 	ice00001
 | 
						|
2023-05-20 10:41:11,560 - ice00001 - [INFO] - [E:72| 300]: Train Loss:0.0020574,  Val MRR:0.3444, 	ice00001
 | 
						|
2023-05-20 10:42:52,781 - ice00001 - [INFO] - [E:72| 400]: Train Loss:0.0020594,  Val MRR:0.3444, 	ice00001
 | 
						|
2023-05-20 10:44:22,321 - ice00001 - [INFO] - [E:72| 500]: Train Loss:0.0020586,  Val MRR:0.3444, 	ice00001
 | 
						|
2023-05-20 10:46:02,557 - ice00001 - [INFO] - [E:72| 600]: Train Loss:0.0020584,  Val MRR:0.3444, 	ice00001
 | 
						|
2023-05-20 10:47:42,912 - ice00001 - [INFO] - [E:72| 700]: Train Loss:0.0020592,  Val MRR:0.3444, 	ice00001
 | 
						|
2023-05-20 10:49:23,039 - ice00001 - [INFO] - [E:72| 800]: Train Loss:0.0020591,  Val MRR:0.3444, 	ice00001
 | 
						|
2023-05-20 10:51:03,463 - ice00001 - [INFO] - [E:72| 900]: Train Loss:0.002059,  Val MRR:0.3444, 	ice00001
 | 
						|
2023-05-20 10:52:13,729 - ice00001 - [INFO] - [Epoch:72]:  Training Loss:0.002059
 | 
						|
 | 
						|
2023-05-20 10:52:13,941 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 10:52:27,578 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 10:52:48,579 - ice00001 - [INFO] - [Evaluating Epoch 72 valid]: 
 | 
						|
	MRR: Tail : 0.37569, Head : 0.31891, Avg : 0.3473
 | 
						|
 | 
						|
2023-05-20 10:52:50,005 - ice00001 - [INFO] - [Epoch 72]:  Training Loss: 0.0020589,  Valid MRR: 0.3473, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 10:52:51,170 - ice00001 - [INFO] - [E:73| 0]: Train Loss:0.0020223,  Val MRR:0.3473, 	ice00001
 | 
						|
2023-05-20 10:54:34,896 - ice00001 - [INFO] - [E:73| 100]: Train Loss:0.0020595,  Val MRR:0.3473, 	ice00001
 | 
						|
2023-05-20 10:56:15,811 - ice00001 - [INFO] - [E:73| 200]: Train Loss:0.002056,  Val MRR:0.3473, 	ice00001
 | 
						|
2023-05-20 10:57:56,664 - ice00001 - [INFO] - [E:73| 300]: Train Loss:0.0020546,  Val MRR:0.3473, 	ice00001
 | 
						|
2023-05-20 10:59:35,801 - ice00001 - [INFO] - [E:73| 400]: Train Loss:0.0020553,  Val MRR:0.3473, 	ice00001
 | 
						|
2023-05-20 11:01:10,425 - ice00001 - [INFO] - [E:73| 500]: Train Loss:0.0020551,  Val MRR:0.3473, 	ice00001
 | 
						|
2023-05-20 11:02:46,393 - ice00001 - [INFO] - [E:73| 600]: Train Loss:0.0020554,  Val MRR:0.3473, 	ice00001
 | 
						|
2023-05-20 11:04:26,637 - ice00001 - [INFO] - [E:73| 700]: Train Loss:0.0020546,  Val MRR:0.3473, 	ice00001
 | 
						|
2023-05-20 11:06:06,853 - ice00001 - [INFO] - [E:73| 800]: Train Loss:0.0020548,  Val MRR:0.3473, 	ice00001
 | 
						|
2023-05-20 11:07:47,223 - ice00001 - [INFO] - [E:73| 900]: Train Loss:0.0020554,  Val MRR:0.3473, 	ice00001
 | 
						|
2023-05-20 11:08:58,176 - ice00001 - [INFO] - [Epoch:73]:  Training Loss:0.002056
 | 
						|
 | 
						|
2023-05-20 11:08:58,521 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 11:09:21,683 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 11:09:44,228 - ice00001 - [INFO] - [Evaluating Epoch 73 valid]: 
 | 
						|
	MRR: Tail : 0.3766, Head : 0.3175, Avg : 0.34705
 | 
						|
 | 
						|
2023-05-20 11:09:44,228 - ice00001 - [INFO] - [Epoch 73]:  Training Loss: 0.0020556,  Valid MRR: 0.3473, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 11:09:45,419 - ice00001 - [INFO] - [E:74| 0]: Train Loss:0.0020279,  Val MRR:0.3473, 	ice00001
 | 
						|
2023-05-20 11:11:15,387 - ice00001 - [INFO] - [E:74| 100]: Train Loss:0.0020509,  Val MRR:0.3473, 	ice00001
 | 
						|
2023-05-20 11:12:55,196 - ice00001 - [INFO] - [E:74| 200]: Train Loss:0.0020516,  Val MRR:0.3473, 	ice00001
 | 
						|
2023-05-20 11:14:35,052 - ice00001 - [INFO] - [E:74| 300]: Train Loss:0.0020504,  Val MRR:0.3473, 	ice00001
 | 
						|
2023-05-20 11:16:15,870 - ice00001 - [INFO] - [E:74| 400]: Train Loss:0.0020519,  Val MRR:0.3473, 	ice00001
 | 
						|
2023-05-20 11:17:56,828 - ice00001 - [INFO] - [E:74| 500]: Train Loss:0.0020518,  Val MRR:0.3473, 	ice00001
 | 
						|
2023-05-20 11:19:27,447 - ice00001 - [INFO] - [E:74| 600]: Train Loss:0.0020517,  Val MRR:0.3473, 	ice00001
 | 
						|
2023-05-20 11:21:07,972 - ice00001 - [INFO] - [E:74| 700]: Train Loss:0.0020524,  Val MRR:0.3473, 	ice00001
 | 
						|
2023-05-20 11:22:48,820 - ice00001 - [INFO] - [E:74| 800]: Train Loss:0.0020526,  Val MRR:0.3473, 	ice00001
 | 
						|
2023-05-20 11:24:29,799 - ice00001 - [INFO] - [E:74| 900]: Train Loss:0.0020532,  Val MRR:0.3473, 	ice00001
 | 
						|
2023-05-20 11:25:40,965 - ice00001 - [INFO] - [Epoch:74]:  Training Loss:0.002053
 | 
						|
 | 
						|
2023-05-20 11:25:41,219 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 11:26:04,351 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 11:26:27,229 - ice00001 - [INFO] - [Evaluating Epoch 74 valid]: 
 | 
						|
	MRR: Tail : 0.37875, Head : 0.31918, Avg : 0.34896
 | 
						|
 | 
						|
2023-05-20 11:26:33,880 - ice00001 - [INFO] - [Epoch 74]:  Training Loss: 0.0020532,  Valid MRR: 0.34896, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 11:26:35,052 - ice00001 - [INFO] - [E:75| 0]: Train Loss:0.0020445,  Val MRR:0.34896, 	ice00001
 | 
						|
2023-05-20 11:28:04,788 - ice00001 - [INFO] - [E:75| 100]: Train Loss:0.0020482,  Val MRR:0.34896, 	ice00001
 | 
						|
2023-05-20 11:29:45,049 - ice00001 - [INFO] - [E:75| 200]: Train Loss:0.0020493,  Val MRR:0.34896, 	ice00001
 | 
						|
2023-05-20 11:31:25,752 - ice00001 - [INFO] - [E:75| 300]: Train Loss:0.0020503,  Val MRR:0.34896, 	ice00001
 | 
						|
2023-05-20 11:33:06,255 - ice00001 - [INFO] - [E:75| 400]: Train Loss:0.0020513,  Val MRR:0.34896, 	ice00001
 | 
						|
2023-05-20 11:34:46,877 - ice00001 - [INFO] - [E:75| 500]: Train Loss:0.0020511,  Val MRR:0.34896, 	ice00001
 | 
						|
2023-05-20 11:36:17,611 - ice00001 - [INFO] - [E:75| 600]: Train Loss:0.0020511,  Val MRR:0.34896, 	ice00001
 | 
						|
2023-05-20 11:37:58,498 - ice00001 - [INFO] - [E:75| 700]: Train Loss:0.0020506,  Val MRR:0.34896, 	ice00001
 | 
						|
2023-05-20 11:39:39,577 - ice00001 - [INFO] - [E:75| 800]: Train Loss:0.0020499,  Val MRR:0.34896, 	ice00001
 | 
						|
2023-05-20 11:41:20,029 - ice00001 - [INFO] - [E:75| 900]: Train Loss:0.0020502,  Val MRR:0.34896, 	ice00001
 | 
						|
2023-05-20 11:42:32,547 - ice00001 - [INFO] - [Epoch:75]:  Training Loss:0.00205
 | 
						|
 | 
						|
2023-05-20 11:42:33,053 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 11:42:55,806 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 11:43:18,448 - ice00001 - [INFO] - [Evaluating Epoch 75 valid]: 
 | 
						|
	MRR: Tail : 0.37793, Head : 0.32072, Avg : 0.34933
 | 
						|
 | 
						|
2023-05-20 11:43:20,690 - ice00001 - [INFO] - [Epoch 75]:  Training Loss: 0.0020503,  Valid MRR: 0.34933, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 11:43:22,075 - ice00001 - [INFO] - [E:76| 0]: Train Loss:0.0020445,  Val MRR:0.34933, 	ice00001
 | 
						|
2023-05-20 11:44:58,043 - ice00001 - [INFO] - [E:76| 100]: Train Loss:0.0020374,  Val MRR:0.34933, 	ice00001
 | 
						|
2023-05-20 11:46:33,232 - ice00001 - [INFO] - [E:76| 200]: Train Loss:0.0020387,  Val MRR:0.34933, 	ice00001
 | 
						|
2023-05-20 11:48:14,127 - ice00001 - [INFO] - [E:76| 300]: Train Loss:0.0020422,  Val MRR:0.34933, 	ice00001
 | 
						|
2023-05-20 11:49:55,418 - ice00001 - [INFO] - [E:76| 400]: Train Loss:0.0020442,  Val MRR:0.34933, 	ice00001
 | 
						|
2023-05-20 11:51:36,710 - ice00001 - [INFO] - [E:76| 500]: Train Loss:0.0020449,  Val MRR:0.34933, 	ice00001
 | 
						|
2023-05-20 11:53:16,621 - ice00001 - [INFO] - [E:76| 600]: Train Loss:0.0020455,  Val MRR:0.34933, 	ice00001
 | 
						|
2023-05-20 11:54:47,059 - ice00001 - [INFO] - [E:76| 700]: Train Loss:0.0020457,  Val MRR:0.34933, 	ice00001
 | 
						|
2023-05-20 11:56:26,692 - ice00001 - [INFO] - [E:76| 800]: Train Loss:0.0020463,  Val MRR:0.34933, 	ice00001
 | 
						|
2023-05-20 11:58:06,987 - ice00001 - [INFO] - [E:76| 900]: Train Loss:0.0020465,  Val MRR:0.34933, 	ice00001
 | 
						|
2023-05-20 11:59:17,645 - ice00001 - [INFO] - [Epoch:76]:  Training Loss:0.002047
 | 
						|
 | 
						|
2023-05-20 11:59:17,983 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 11:59:40,830 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 12:00:03,210 - ice00001 - [INFO] - [Evaluating Epoch 76 valid]: 
 | 
						|
	MRR: Tail : 0.37823, Head : 0.32074, Avg : 0.34948
 | 
						|
 | 
						|
2023-05-20 12:00:05,352 - ice00001 - [INFO] - [Epoch 76]:  Training Loss: 0.0020473,  Valid MRR: 0.34948, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 12:00:06,747 - ice00001 - [INFO] - [E:77| 0]: Train Loss:0.0019927,  Val MRR:0.34948, 	ice00001
 | 
						|
2023-05-20 12:01:48,277 - ice00001 - [INFO] - [E:77| 100]: Train Loss:0.0020383,  Val MRR:0.34948, 	ice00001
 | 
						|
2023-05-20 12:03:19,582 - ice00001 - [INFO] - [E:77| 200]: Train Loss:0.0020381,  Val MRR:0.34948, 	ice00001
 | 
						|
2023-05-20 12:05:00,271 - ice00001 - [INFO] - [E:77| 300]: Train Loss:0.0020409,  Val MRR:0.34948, 	ice00001
 | 
						|
2023-05-20 12:06:41,258 - ice00001 - [INFO] - [E:77| 400]: Train Loss:0.0020413,  Val MRR:0.34948, 	ice00001
 | 
						|
2023-05-20 12:08:22,873 - ice00001 - [INFO] - [E:77| 500]: Train Loss:0.0020415,  Val MRR:0.34948, 	ice00001
 | 
						|
2023-05-20 12:10:02,872 - ice00001 - [INFO] - [E:77| 600]: Train Loss:0.0020426,  Val MRR:0.34948, 	ice00001
 | 
						|
2023-05-20 12:11:32,594 - ice00001 - [INFO] - [E:77| 700]: Train Loss:0.0020436,  Val MRR:0.34948, 	ice00001
 | 
						|
2023-05-20 12:13:12,561 - ice00001 - [INFO] - [E:77| 800]: Train Loss:0.0020437,  Val MRR:0.34948, 	ice00001
 | 
						|
2023-05-20 12:14:53,083 - ice00001 - [INFO] - [E:77| 900]: Train Loss:0.0020439,  Val MRR:0.34948, 	ice00001
 | 
						|
2023-05-20 12:16:03,363 - ice00001 - [INFO] - [Epoch:77]:  Training Loss:0.002044
 | 
						|
 | 
						|
2023-05-20 12:16:03,619 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 12:16:26,625 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 12:16:49,269 - ice00001 - [INFO] - [Evaluating Epoch 77 valid]: 
 | 
						|
	MRR: Tail : 0.37933, Head : 0.32164, Avg : 0.35048
 | 
						|
 | 
						|
2023-05-20 12:16:51,847 - ice00001 - [INFO] - [Epoch 77]:  Training Loss: 0.0020444,  Valid MRR: 0.35048, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 12:16:53,025 - ice00001 - [INFO] - [E:78| 0]: Train Loss:0.0020628,  Val MRR:0.35048, 	ice00001
 | 
						|
2023-05-20 12:18:33,763 - ice00001 - [INFO] - [E:78| 100]: Train Loss:0.0020371,  Val MRR:0.35048, 	ice00001
 | 
						|
2023-05-20 12:20:04,709 - ice00001 - [INFO] - [E:78| 200]: Train Loss:0.002036,  Val MRR:0.35048, 	ice00001
 | 
						|
2023-05-20 12:21:45,872 - ice00001 - [INFO] - [E:78| 300]: Train Loss:0.0020402,  Val MRR:0.35048, 	ice00001
 | 
						|
2023-05-20 12:23:26,568 - ice00001 - [INFO] - [E:78| 400]: Train Loss:0.0020411,  Val MRR:0.35048, 	ice00001
 | 
						|
2023-05-20 12:25:06,007 - ice00001 - [INFO] - [E:78| 500]: Train Loss:0.0020427,  Val MRR:0.35048, 	ice00001
 | 
						|
2023-05-20 12:26:45,712 - ice00001 - [INFO] - [E:78| 600]: Train Loss:0.0020413,  Val MRR:0.35048, 	ice00001
 | 
						|
2023-05-20 12:28:22,831 - ice00001 - [INFO] - [E:78| 700]: Train Loss:0.002041,  Val MRR:0.35048, 	ice00001
 | 
						|
2023-05-20 12:29:58,203 - ice00001 - [INFO] - [E:78| 800]: Train Loss:0.002042,  Val MRR:0.35048, 	ice00001
 | 
						|
2023-05-20 12:31:40,605 - ice00001 - [INFO] - [E:78| 900]: Train Loss:0.0020423,  Val MRR:0.35048, 	ice00001
 | 
						|
2023-05-20 12:32:52,049 - ice00001 - [INFO] - [Epoch:78]:  Training Loss:0.002042
 | 
						|
 | 
						|
2023-05-20 12:32:52,361 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 12:33:15,245 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 12:33:38,260 - ice00001 - [INFO] - [Evaluating Epoch 78 valid]: 
 | 
						|
	MRR: Tail : 0.38025, Head : 0.32336, Avg : 0.3518
 | 
						|
 | 
						|
2023-05-20 12:33:40,026 - ice00001 - [INFO] - [Epoch 78]:  Training Loss: 0.0020421,  Valid MRR: 0.3518, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 12:33:41,218 - ice00001 - [INFO] - [E:79| 0]: Train Loss:0.0020435,  Val MRR:0.3518, 	ice00001
 | 
						|
2023-05-20 12:35:21,724 - ice00001 - [INFO] - [E:79| 100]: Train Loss:0.0020391,  Val MRR:0.3518, 	ice00001
 | 
						|
2023-05-20 12:37:02,724 - ice00001 - [INFO] - [E:79| 200]: Train Loss:0.0020388,  Val MRR:0.3518, 	ice00001
 | 
						|
2023-05-20 12:38:33,232 - ice00001 - [INFO] - [E:79| 300]: Train Loss:0.0020397,  Val MRR:0.3518, 	ice00001
 | 
						|
2023-05-20 12:40:12,891 - ice00001 - [INFO] - [E:79| 400]: Train Loss:0.0020404,  Val MRR:0.3518, 	ice00001
 | 
						|
2023-05-20 12:41:53,134 - ice00001 - [INFO] - [E:79| 500]: Train Loss:0.0020405,  Val MRR:0.3518, 	ice00001
 | 
						|
2023-05-20 12:43:32,682 - ice00001 - [INFO] - [E:79| 600]: Train Loss:0.0020401,  Val MRR:0.3518, 	ice00001
 | 
						|
2023-05-20 12:45:12,494 - ice00001 - [INFO] - [E:79| 700]: Train Loss:0.0020395,  Val MRR:0.3518, 	ice00001
 | 
						|
2023-05-20 12:46:43,044 - ice00001 - [INFO] - [E:79| 800]: Train Loss:0.002039,  Val MRR:0.3518, 	ice00001
 | 
						|
2023-05-20 12:48:24,086 - ice00001 - [INFO] - [E:79| 900]: Train Loss:0.0020392,  Val MRR:0.3518, 	ice00001
 | 
						|
2023-05-20 12:49:34,764 - ice00001 - [INFO] - [Epoch:79]:  Training Loss:0.002039
 | 
						|
 | 
						|
2023-05-20 12:49:35,253 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 12:49:58,087 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 12:50:20,737 - ice00001 - [INFO] - [Evaluating Epoch 79 valid]: 
 | 
						|
	MRR: Tail : 0.37829, Head : 0.32185, Avg : 0.35007
 | 
						|
	MR: Tail : 216.22, Head : 261.47, Avg : 238.84
 | 
						|
	Hit-1: Tail : 0.28013, Head : 0.22733, Avg : 0.25373
 | 
						|
	Hit-3: Tail : 0.42335, Head : 0.35623, Avg : 0.38979
 | 
						|
	Hit-10: Tail : 0.56597, Head : 0.51147, Avg : 0.53872
 | 
						|
2023-05-20 12:50:20,738 - ice00001 - [INFO] - [Epoch 79]:  Training Loss: 0.0020395,  Valid MRR: 0.3518, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 12:50:21,846 - ice00001 - [INFO] - [E:80| 0]: Train Loss:0.0020262,  Val MRR:0.3518, 	ice00001
 | 
						|
2023-05-20 12:52:02,565 - ice00001 - [INFO] - [E:80| 100]: Train Loss:0.0020321,  Val MRR:0.3518, 	ice00001
 | 
						|
2023-05-20 12:53:42,747 - ice00001 - [INFO] - [E:80| 200]: Train Loss:0.0020347,  Val MRR:0.3518, 	ice00001
 | 
						|
2023-05-20 12:55:12,806 - ice00001 - [INFO] - [E:80| 300]: Train Loss:0.0020342,  Val MRR:0.3518, 	ice00001
 | 
						|
2023-05-20 12:56:53,259 - ice00001 - [INFO] - [E:80| 400]: Train Loss:0.0020337,  Val MRR:0.3518, 	ice00001
 | 
						|
2023-05-20 12:58:33,878 - ice00001 - [INFO] - [E:80| 500]: Train Loss:0.0020338,  Val MRR:0.3518, 	ice00001
 | 
						|
2023-05-20 13:00:14,482 - ice00001 - [INFO] - [E:80| 600]: Train Loss:0.0020346,  Val MRR:0.3518, 	ice00001
 | 
						|
2023-05-20 13:01:54,844 - ice00001 - [INFO] - [E:80| 700]: Train Loss:0.0020349,  Val MRR:0.3518, 	ice00001
 | 
						|
2023-05-20 13:03:28,395 - ice00001 - [INFO] - [E:80| 800]: Train Loss:0.0020354,  Val MRR:0.3518, 	ice00001
 | 
						|
2023-05-20 13:05:06,214 - ice00001 - [INFO] - [E:80| 900]: Train Loss:0.002036,  Val MRR:0.3518, 	ice00001
 | 
						|
2023-05-20 13:06:17,569 - ice00001 - [INFO] - [Epoch:80]:  Training Loss:0.002037
 | 
						|
 | 
						|
2023-05-20 13:06:17,823 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 13:06:40,873 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 13:07:03,651 - ice00001 - [INFO] - [Evaluating Epoch 80 valid]: 
 | 
						|
	MRR: Tail : 0.38087, Head : 0.32418, Avg : 0.35253
 | 
						|
 | 
						|
2023-05-20 13:07:06,077 - ice00001 - [INFO] - [Epoch 80]:  Training Loss: 0.0020369,  Valid MRR: 0.35253, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 13:07:07,242 - ice00001 - [INFO] - [E:81| 0]: Train Loss:0.0020247,  Val MRR:0.35253, 	ice00001
 | 
						|
2023-05-20 13:08:46,933 - ice00001 - [INFO] - [E:81| 100]: Train Loss:0.00203,  Val MRR:0.35253, 	ice00001
 | 
						|
2023-05-20 13:10:27,066 - ice00001 - [INFO] - [E:81| 200]: Train Loss:0.0020299,  Val MRR:0.35253, 	ice00001
 | 
						|
2023-05-20 13:12:03,155 - ice00001 - [INFO] - [E:81| 300]: Train Loss:0.0020306,  Val MRR:0.35253, 	ice00001
 | 
						|
2023-05-20 13:13:38,426 - ice00001 - [INFO] - [E:81| 400]: Train Loss:0.002033,  Val MRR:0.35253, 	ice00001
 | 
						|
2023-05-20 13:15:19,834 - ice00001 - [INFO] - [E:81| 500]: Train Loss:0.0020335,  Val MRR:0.35253, 	ice00001
 | 
						|
2023-05-20 13:17:00,946 - ice00001 - [INFO] - [E:81| 600]: Train Loss:0.0020347,  Val MRR:0.35253, 	ice00001
 | 
						|
2023-05-20 13:18:44,046 - ice00001 - [INFO] - [E:81| 700]: Train Loss:0.0020338,  Val MRR:0.35253, 	ice00001
 | 
						|
2023-05-20 13:20:24,376 - ice00001 - [INFO] - [E:81| 800]: Train Loss:0.0020343,  Val MRR:0.35253, 	ice00001
 | 
						|
2023-05-20 13:21:54,234 - ice00001 - [INFO] - [E:81| 900]: Train Loss:0.002034,  Val MRR:0.35253, 	ice00001
 | 
						|
2023-05-20 13:23:04,262 - ice00001 - [INFO] - [Epoch:81]:  Training Loss:0.002034
 | 
						|
 | 
						|
2023-05-20 13:23:04,767 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 13:23:27,321 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 13:23:49,673 - ice00001 - [INFO] - [Evaluating Epoch 81 valid]: 
 | 
						|
	MRR: Tail : 0.38348, Head : 0.32504, Avg : 0.35426
 | 
						|
 | 
						|
2023-05-20 13:23:51,075 - ice00001 - [INFO] - [Epoch 81]:  Training Loss: 0.0020343,  Valid MRR: 0.35426, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 13:23:52,250 - ice00001 - [INFO] - [E:82| 0]: Train Loss:0.001957,  Val MRR:0.35426, 	ice00001
 | 
						|
2023-05-20 13:25:32,941 - ice00001 - [INFO] - [E:82| 100]: Train Loss:0.0020291,  Val MRR:0.35426, 	ice00001
 | 
						|
2023-05-20 13:27:13,597 - ice00001 - [INFO] - [E:82| 200]: Train Loss:0.002026,  Val MRR:0.35426, 	ice00001
 | 
						|
2023-05-20 13:28:54,513 - ice00001 - [INFO] - [E:82| 300]: Train Loss:0.0020282,  Val MRR:0.35426, 	ice00001
 | 
						|
2023-05-20 13:30:25,185 - ice00001 - [INFO] - [E:82| 400]: Train Loss:0.0020293,  Val MRR:0.35426, 	ice00001
 | 
						|
2023-05-20 13:32:05,695 - ice00001 - [INFO] - [E:82| 500]: Train Loss:0.0020294,  Val MRR:0.35426, 	ice00001
 | 
						|
2023-05-20 13:33:46,330 - ice00001 - [INFO] - [E:82| 600]: Train Loss:0.0020307,  Val MRR:0.35426, 	ice00001
 | 
						|
2023-05-20 13:35:26,593 - ice00001 - [INFO] - [E:82| 700]: Train Loss:0.0020317,  Val MRR:0.35426, 	ice00001
 | 
						|
2023-05-20 13:37:05,728 - ice00001 - [INFO] - [E:82| 800]: Train Loss:0.0020312,  Val MRR:0.35426, 	ice00001
 | 
						|
2023-05-20 13:38:35,792 - ice00001 - [INFO] - [E:82| 900]: Train Loss:0.0020312,  Val MRR:0.35426, 	ice00001
 | 
						|
2023-05-20 13:39:46,553 - ice00001 - [INFO] - [Epoch:82]:  Training Loss:0.002032
 | 
						|
 | 
						|
2023-05-20 13:39:46,810 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 13:40:09,934 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 13:40:32,600 - ice00001 - [INFO] - [Evaluating Epoch 82 valid]: 
 | 
						|
	MRR: Tail : 0.38402, Head : 0.32685, Avg : 0.35543
 | 
						|
 | 
						|
2023-05-20 13:40:33,950 - ice00001 - [INFO] - [Epoch 82]:  Training Loss: 0.0020318,  Valid MRR: 0.35543, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 13:40:35,066 - ice00001 - [INFO] - [E:83| 0]: Train Loss:0.0019768,  Val MRR:0.35543, 	ice00001
 | 
						|
2023-05-20 13:42:15,888 - ice00001 - [INFO] - [E:83| 100]: Train Loss:0.0020334,  Val MRR:0.35543, 	ice00001
 | 
						|
2023-05-20 13:43:56,952 - ice00001 - [INFO] - [E:83| 200]: Train Loss:0.0020274,  Val MRR:0.35543, 	ice00001
 | 
						|
2023-05-20 13:45:37,808 - ice00001 - [INFO] - [E:83| 300]: Train Loss:0.0020291,  Val MRR:0.35543, 	ice00001
 | 
						|
2023-05-20 13:47:11,192 - ice00001 - [INFO] - [E:83| 400]: Train Loss:0.0020277,  Val MRR:0.35543, 	ice00001
 | 
						|
2023-05-20 13:48:49,069 - ice00001 - [INFO] - [E:83| 500]: Train Loss:0.0020278,  Val MRR:0.35543, 	ice00001
 | 
						|
2023-05-20 13:50:29,653 - ice00001 - [INFO] - [E:83| 600]: Train Loss:0.0020288,  Val MRR:0.35543, 	ice00001
 | 
						|
2023-05-20 13:52:08,530 - ice00001 - [INFO] - [E:83| 700]: Train Loss:0.0020293,  Val MRR:0.35543, 	ice00001
 | 
						|
2023-05-20 13:53:48,530 - ice00001 - [INFO] - [E:83| 800]: Train Loss:0.0020294,  Val MRR:0.35543, 	ice00001
 | 
						|
2023-05-20 13:55:28,454 - ice00001 - [INFO] - [E:83| 900]: Train Loss:0.0020295,  Val MRR:0.35543, 	ice00001
 | 
						|
2023-05-20 13:56:29,064 - ice00001 - [INFO] - [Epoch:83]:  Training Loss:0.002029
 | 
						|
 | 
						|
2023-05-20 13:56:29,409 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 13:56:52,505 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 13:57:14,929 - ice00001 - [INFO] - [Evaluating Epoch 83 valid]: 
 | 
						|
	MRR: Tail : 0.38316, Head : 0.32717, Avg : 0.35516
 | 
						|
 | 
						|
2023-05-20 13:57:14,929 - ice00001 - [INFO] - [Epoch 83]:  Training Loss: 0.0020294,  Valid MRR: 0.35543, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 13:57:16,081 - ice00001 - [INFO] - [E:84| 0]: Train Loss:0.0019855,  Val MRR:0.35543, 	ice00001
 | 
						|
2023-05-20 13:58:55,749 - ice00001 - [INFO] - [E:84| 100]: Train Loss:0.0020271,  Val MRR:0.35543, 	ice00001
 | 
						|
2023-05-20 14:00:35,847 - ice00001 - [INFO] - [E:84| 200]: Train Loss:0.0020277,  Val MRR:0.35543, 	ice00001
 | 
						|
2023-05-20 14:02:15,773 - ice00001 - [INFO] - [E:84| 300]: Train Loss:0.0020262,  Val MRR:0.35543, 	ice00001
 | 
						|
2023-05-20 14:03:55,415 - ice00001 - [INFO] - [E:84| 400]: Train Loss:0.0020258,  Val MRR:0.35543, 	ice00001
 | 
						|
2023-05-20 14:05:25,071 - ice00001 - [INFO] - [E:84| 500]: Train Loss:0.0020268,  Val MRR:0.35543, 	ice00001
 | 
						|
2023-05-20 14:07:07,047 - ice00001 - [INFO] - [E:84| 600]: Train Loss:0.0020272,  Val MRR:0.35543, 	ice00001
 | 
						|
2023-05-20 14:08:48,706 - ice00001 - [INFO] - [E:84| 700]: Train Loss:0.0020277,  Val MRR:0.35543, 	ice00001
 | 
						|
2023-05-20 14:10:30,394 - ice00001 - [INFO] - [E:84| 800]: Train Loss:0.0020264,  Val MRR:0.35543, 	ice00001
 | 
						|
2023-05-20 14:12:11,716 - ice00001 - [INFO] - [E:84| 900]: Train Loss:0.0020268,  Val MRR:0.35543, 	ice00001
 | 
						|
2023-05-20 14:13:16,896 - ice00001 - [INFO] - [Epoch:84]:  Training Loss:0.002027
 | 
						|
 | 
						|
2023-05-20 14:13:17,109 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 14:13:34,576 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 14:13:57,076 - ice00001 - [INFO] - [Evaluating Epoch 84 valid]: 
 | 
						|
	MRR: Tail : 0.38488, Head : 0.32764, Avg : 0.35626
 | 
						|
 | 
						|
2023-05-20 14:13:58,353 - ice00001 - [INFO] - [Epoch 84]:  Training Loss: 0.0020271,  Valid MRR: 0.35626, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 14:13:59,747 - ice00001 - [INFO] - [E:85| 0]: Train Loss:0.0020529,  Val MRR:0.35626, 	ice00001
 | 
						|
2023-05-20 14:15:40,169 - ice00001 - [INFO] - [E:85| 100]: Train Loss:0.0020258,  Val MRR:0.35626, 	ice00001
 | 
						|
2023-05-20 14:17:21,575 - ice00001 - [INFO] - [E:85| 200]: Train Loss:0.0020232,  Val MRR:0.35626, 	ice00001
 | 
						|
2023-05-20 14:19:01,907 - ice00001 - [INFO] - [E:85| 300]: Train Loss:0.0020232,  Val MRR:0.35626, 	ice00001
 | 
						|
2023-05-20 14:20:41,417 - ice00001 - [INFO] - [E:85| 400]: Train Loss:0.0020222,  Val MRR:0.35626, 	ice00001
 | 
						|
2023-05-20 14:22:11,094 - ice00001 - [INFO] - [E:85| 500]: Train Loss:0.0020227,  Val MRR:0.35626, 	ice00001
 | 
						|
2023-05-20 14:23:51,820 - ice00001 - [INFO] - [E:85| 600]: Train Loss:0.0020232,  Val MRR:0.35626, 	ice00001
 | 
						|
2023-05-20 14:25:33,374 - ice00001 - [INFO] - [E:85| 700]: Train Loss:0.0020238,  Val MRR:0.35626, 	ice00001
 | 
						|
2023-05-20 14:27:14,349 - ice00001 - [INFO] - [E:85| 800]: Train Loss:0.0020241,  Val MRR:0.35626, 	ice00001
 | 
						|
2023-05-20 14:28:54,739 - ice00001 - [INFO] - [E:85| 900]: Train Loss:0.0020241,  Val MRR:0.35626, 	ice00001
 | 
						|
2023-05-20 14:30:05,587 - ice00001 - [INFO] - [Epoch:85]:  Training Loss:0.002025
 | 
						|
 | 
						|
2023-05-20 14:30:06,076 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 14:30:28,947 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 14:30:44,734 - ice00001 - [INFO] - [Evaluating Epoch 85 valid]: 
 | 
						|
	MRR: Tail : 0.38481, Head : 0.32904, Avg : 0.35693
 | 
						|
 | 
						|
2023-05-20 14:30:46,163 - ice00001 - [INFO] - [Epoch 85]:  Training Loss: 0.0020246,  Valid MRR: 0.35693, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 14:30:46,812 - ice00001 - [INFO] - [E:86| 0]: Train Loss:0.0020284,  Val MRR:0.35693, 	ice00001
 | 
						|
2023-05-20 14:32:24,612 - ice00001 - [INFO] - [E:86| 100]: Train Loss:0.0020216,  Val MRR:0.35693, 	ice00001
 | 
						|
2023-05-20 14:34:05,664 - ice00001 - [INFO] - [E:86| 200]: Train Loss:0.00202,  Val MRR:0.35693, 	ice00001
 | 
						|
2023-05-20 14:35:45,811 - ice00001 - [INFO] - [E:86| 300]: Train Loss:0.0020223,  Val MRR:0.35693, 	ice00001
 | 
						|
2023-05-20 14:37:26,091 - ice00001 - [INFO] - [E:86| 400]: Train Loss:0.0020225,  Val MRR:0.35693, 	ice00001
 | 
						|
2023-05-20 14:39:06,672 - ice00001 - [INFO] - [E:86| 500]: Train Loss:0.0020229,  Val MRR:0.35693, 	ice00001
 | 
						|
2023-05-20 14:40:37,379 - ice00001 - [INFO] - [E:86| 600]: Train Loss:0.0020223,  Val MRR:0.35693, 	ice00001
 | 
						|
2023-05-20 14:42:18,576 - ice00001 - [INFO] - [E:86| 700]: Train Loss:0.0020224,  Val MRR:0.35693, 	ice00001
 | 
						|
2023-05-20 14:43:59,345 - ice00001 - [INFO] - [E:86| 800]: Train Loss:0.0020219,  Val MRR:0.35693, 	ice00001
 | 
						|
2023-05-20 14:45:39,360 - ice00001 - [INFO] - [E:86| 900]: Train Loss:0.0020223,  Val MRR:0.35693, 	ice00001
 | 
						|
2023-05-20 14:46:50,131 - ice00001 - [INFO] - [Epoch:86]:  Training Loss:0.002022
 | 
						|
 | 
						|
2023-05-20 14:46:50,635 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 14:47:13,511 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 14:47:36,121 - ice00001 - [INFO] - [Evaluating Epoch 86 valid]: 
 | 
						|
	MRR: Tail : 0.38738, Head : 0.32944, Avg : 0.35841
 | 
						|
 | 
						|
2023-05-20 14:47:37,427 - ice00001 - [INFO] - [Epoch 86]:  Training Loss: 0.0020225,  Valid MRR: 0.35841, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 14:47:38,556 - ice00001 - [INFO] - [E:87| 0]: Train Loss:0.0020476,  Val MRR:0.35841, 	ice00001
 | 
						|
2023-05-20 14:49:07,959 - ice00001 - [INFO] - [E:87| 100]: Train Loss:0.0020185,  Val MRR:0.35841, 	ice00001
 | 
						|
2023-05-20 14:50:48,741 - ice00001 - [INFO] - [E:87| 200]: Train Loss:0.0020193,  Val MRR:0.35841, 	ice00001
 | 
						|
2023-05-20 14:52:30,247 - ice00001 - [INFO] - [E:87| 300]: Train Loss:0.0020184,  Val MRR:0.35841, 	ice00001
 | 
						|
2023-05-20 14:54:11,612 - ice00001 - [INFO] - [E:87| 400]: Train Loss:0.0020171,  Val MRR:0.35841, 	ice00001
 | 
						|
2023-05-20 14:55:54,575 - ice00001 - [INFO] - [E:87| 500]: Train Loss:0.0020177,  Val MRR:0.35841, 	ice00001
 | 
						|
2023-05-20 14:57:24,195 - ice00001 - [INFO] - [E:87| 600]: Train Loss:0.0020182,  Val MRR:0.35841, 	ice00001
 | 
						|
2023-05-20 14:59:05,260 - ice00001 - [INFO] - [E:87| 700]: Train Loss:0.0020179,  Val MRR:0.35841, 	ice00001
 | 
						|
2023-05-20 15:00:46,654 - ice00001 - [INFO] - [E:87| 800]: Train Loss:0.002019,  Val MRR:0.35841, 	ice00001
 | 
						|
2023-05-20 15:02:27,195 - ice00001 - [INFO] - [E:87| 900]: Train Loss:0.0020195,  Val MRR:0.35841, 	ice00001
 | 
						|
2023-05-20 15:03:37,577 - ice00001 - [INFO] - [Epoch:87]:  Training Loss:0.00202
 | 
						|
 | 
						|
2023-05-20 15:03:37,920 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 15:04:00,719 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 15:04:23,181 - ice00001 - [INFO] - [Evaluating Epoch 87 valid]: 
 | 
						|
	MRR: Tail : 0.38809, Head : 0.33142, Avg : 0.35976
 | 
						|
 | 
						|
2023-05-20 15:04:24,560 - ice00001 - [INFO] - [Epoch 87]:  Training Loss: 0.0020198,  Valid MRR: 0.35976, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 15:04:25,809 - ice00001 - [INFO] - [E:88| 0]: Train Loss:0.0020801,  Val MRR:0.35976, 	ice00001
 | 
						|
2023-05-20 15:05:56,328 - ice00001 - [INFO] - [E:88| 100]: Train Loss:0.0020149,  Val MRR:0.35976, 	ice00001
 | 
						|
2023-05-20 15:07:36,870 - ice00001 - [INFO] - [E:88| 200]: Train Loss:0.0020148,  Val MRR:0.35976, 	ice00001
 | 
						|
2023-05-20 15:09:17,426 - ice00001 - [INFO] - [E:88| 300]: Train Loss:0.0020149,  Val MRR:0.35976, 	ice00001
 | 
						|
2023-05-20 15:10:58,372 - ice00001 - [INFO] - [E:88| 400]: Train Loss:0.0020152,  Val MRR:0.35976, 	ice00001
 | 
						|
2023-05-20 15:12:38,673 - ice00001 - [INFO] - [E:88| 500]: Train Loss:0.0020161,  Val MRR:0.35976, 	ice00001
 | 
						|
2023-05-20 15:14:15,682 - ice00001 - [INFO] - [E:88| 600]: Train Loss:0.0020167,  Val MRR:0.35976, 	ice00001
 | 
						|
2023-05-20 15:15:49,198 - ice00001 - [INFO] - [E:88| 700]: Train Loss:0.0020168,  Val MRR:0.35976, 	ice00001
 | 
						|
2023-05-20 15:17:28,714 - ice00001 - [INFO] - [E:88| 800]: Train Loss:0.0020163,  Val MRR:0.35976, 	ice00001
 | 
						|
2023-05-20 15:19:07,829 - ice00001 - [INFO] - [E:88| 900]: Train Loss:0.0020168,  Val MRR:0.35976, 	ice00001
 | 
						|
2023-05-20 15:20:18,046 - ice00001 - [INFO] - [Epoch:88]:  Training Loss:0.002017
 | 
						|
 | 
						|
2023-05-20 15:20:18,371 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 15:20:41,379 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 15:21:03,858 - ice00001 - [INFO] - [Evaluating Epoch 88 valid]: 
 | 
						|
	MRR: Tail : 0.38687, Head : 0.33076, Avg : 0.35882
 | 
						|
 | 
						|
2023-05-20 15:21:03,859 - ice00001 - [INFO] - [Epoch 88]:  Training Loss: 0.0020171,  Valid MRR: 0.35976, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 15:21:05,018 - ice00001 - [INFO] - [E:89| 0]: Train Loss:0.0020101,  Val MRR:0.35976, 	ice00001
 | 
						|
2023-05-20 15:22:45,483 - ice00001 - [INFO] - [E:89| 100]: Train Loss:0.002013,  Val MRR:0.35976, 	ice00001
 | 
						|
2023-05-20 15:24:16,101 - ice00001 - [INFO] - [E:89| 200]: Train Loss:0.0020155,  Val MRR:0.35976, 	ice00001
 | 
						|
2023-05-20 15:25:56,063 - ice00001 - [INFO] - [E:89| 300]: Train Loss:0.0020149,  Val MRR:0.35976, 	ice00001
 | 
						|
2023-05-20 15:27:36,411 - ice00001 - [INFO] - [E:89| 400]: Train Loss:0.0020142,  Val MRR:0.35976, 	ice00001
 | 
						|
2023-05-20 15:29:16,797 - ice00001 - [INFO] - [E:89| 500]: Train Loss:0.0020148,  Val MRR:0.35976, 	ice00001
 | 
						|
2023-05-20 15:30:56,746 - ice00001 - [INFO] - [E:89| 600]: Train Loss:0.002015,  Val MRR:0.35976, 	ice00001
 | 
						|
2023-05-20 15:32:26,556 - ice00001 - [INFO] - [E:89| 700]: Train Loss:0.0020155,  Val MRR:0.35976, 	ice00001
 | 
						|
2023-05-20 15:34:06,215 - ice00001 - [INFO] - [E:89| 800]: Train Loss:0.0020154,  Val MRR:0.35976, 	ice00001
 | 
						|
2023-05-20 15:35:46,733 - ice00001 - [INFO] - [E:89| 900]: Train Loss:0.002015,  Val MRR:0.35976, 	ice00001
 | 
						|
2023-05-20 15:36:57,380 - ice00001 - [INFO] - [Epoch:89]:  Training Loss:0.002016
 | 
						|
 | 
						|
2023-05-20 15:36:57,723 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 15:37:20,713 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 15:37:43,216 - ice00001 - [INFO] - [Evaluating Epoch 89 valid]: 
 | 
						|
	MRR: Tail : 0.38814, Head : 0.33151, Avg : 0.35982
 | 
						|
	MR: Tail : 215.38, Head : 252.92, Avg : 234.15
 | 
						|
	Hit-1: Tail : 0.28972, Head : 0.23486, Avg : 0.26229
 | 
						|
	Hit-3: Tail : 0.43343, Head : 0.37043, Avg : 0.40193
 | 
						|
	Hit-10: Tail : 0.57689, Head : 0.52361, Avg : 0.55025
 | 
						|
2023-05-20 15:37:44,576 - ice00001 - [INFO] - [Epoch 89]:  Training Loss: 0.0020155,  Valid MRR: 0.35982, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 15:37:45,764 - ice00001 - [INFO] - [E:90| 0]: Train Loss:0.0020033,  Val MRR:0.35982, 	ice00001
 | 
						|
2023-05-20 15:39:26,812 - ice00001 - [INFO] - [E:90| 100]: Train Loss:0.0020139,  Val MRR:0.35982, 	ice00001
 | 
						|
2023-05-20 15:40:57,602 - ice00001 - [INFO] - [E:90| 200]: Train Loss:0.0020113,  Val MRR:0.35982, 	ice00001
 | 
						|
2023-05-20 15:42:39,167 - ice00001 - [INFO] - [E:90| 300]: Train Loss:0.0020131,  Val MRR:0.35982, 	ice00001
 | 
						|
2023-05-20 15:44:21,420 - ice00001 - [INFO] - [E:90| 400]: Train Loss:0.002013,  Val MRR:0.35982, 	ice00001
 | 
						|
2023-05-20 15:46:01,385 - ice00001 - [INFO] - [E:90| 500]: Train Loss:0.0020139,  Val MRR:0.35982, 	ice00001
 | 
						|
2023-05-20 15:47:41,090 - ice00001 - [INFO] - [E:90| 600]: Train Loss:0.0020138,  Val MRR:0.35982, 	ice00001
 | 
						|
2023-05-20 15:49:12,313 - ice00001 - [INFO] - [E:90| 700]: Train Loss:0.0020135,  Val MRR:0.35982, 	ice00001
 | 
						|
2023-05-20 15:50:52,077 - ice00001 - [INFO] - [E:90| 800]: Train Loss:0.0020125,  Val MRR:0.35982, 	ice00001
 | 
						|
2023-05-20 15:52:33,289 - ice00001 - [INFO] - [E:90| 900]: Train Loss:0.0020125,  Val MRR:0.35982, 	ice00001
 | 
						|
2023-05-20 15:53:44,211 - ice00001 - [INFO] - [Epoch:90]:  Training Loss:0.002013
 | 
						|
 | 
						|
2023-05-20 15:53:44,539 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 15:54:07,346 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 15:54:30,050 - ice00001 - [INFO] - [Evaluating Epoch 90 valid]: 
 | 
						|
	MRR: Tail : 0.38947, Head : 0.33307, Avg : 0.36127
 | 
						|
 | 
						|
2023-05-20 15:54:31,417 - ice00001 - [INFO] - [Epoch 90]:  Training Loss: 0.002013,  Valid MRR: 0.36127, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 15:54:32,580 - ice00001 - [INFO] - [E:91| 0]: Train Loss:0.0019571,  Val MRR:0.36127, 	ice00001
 | 
						|
2023-05-20 15:56:13,565 - ice00001 - [INFO] - [E:91| 100]: Train Loss:0.0020046,  Val MRR:0.36127, 	ice00001
 | 
						|
2023-05-20 15:57:50,786 - ice00001 - [INFO] - [E:91| 200]: Train Loss:0.0020059,  Val MRR:0.36127, 	ice00001
 | 
						|
2023-05-20 15:59:25,401 - ice00001 - [INFO] - [E:91| 300]: Train Loss:0.0020062,  Val MRR:0.36127, 	ice00001
 | 
						|
2023-05-20 16:01:06,478 - ice00001 - [INFO] - [E:91| 400]: Train Loss:0.0020073,  Val MRR:0.36127, 	ice00001
 | 
						|
2023-05-20 16:02:46,497 - ice00001 - [INFO] - [E:91| 500]: Train Loss:0.002009,  Val MRR:0.36127, 	ice00001
 | 
						|
2023-05-20 16:04:27,406 - ice00001 - [INFO] - [E:91| 600]: Train Loss:0.0020093,  Val MRR:0.36127, 	ice00001
 | 
						|
2023-05-20 16:06:07,466 - ice00001 - [INFO] - [E:91| 700]: Train Loss:0.0020101,  Val MRR:0.36127, 	ice00001
 | 
						|
2023-05-20 16:07:38,289 - ice00001 - [INFO] - [E:91| 800]: Train Loss:0.0020106,  Val MRR:0.36127, 	ice00001
 | 
						|
2023-05-20 16:09:19,545 - ice00001 - [INFO] - [E:91| 900]: Train Loss:0.0020109,  Val MRR:0.36127, 	ice00001
 | 
						|
2023-05-20 16:10:30,377 - ice00001 - [INFO] - [Epoch:91]:  Training Loss:0.002011
 | 
						|
 | 
						|
2023-05-20 16:10:30,765 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 16:10:54,030 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 16:11:16,691 - ice00001 - [INFO] - [Evaluating Epoch 91 valid]: 
 | 
						|
	MRR: Tail : 0.38908, Head : 0.33372, Avg : 0.3614
 | 
						|
 | 
						|
2023-05-20 16:11:18,202 - ice00001 - [INFO] - [Epoch 91]:  Training Loss: 0.0020113,  Valid MRR: 0.3614, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 16:11:19,420 - ice00001 - [INFO] - [E:92| 0]: Train Loss:0.0019665,  Val MRR:0.3614, 	ice00001
 | 
						|
2023-05-20 16:13:00,399 - ice00001 - [INFO] - [E:92| 100]: Train Loss:0.0019991,  Val MRR:0.3614, 	ice00001
 | 
						|
2023-05-20 16:14:41,284 - ice00001 - [INFO] - [E:92| 200]: Train Loss:0.0020076,  Val MRR:0.3614, 	ice00001
 | 
						|
2023-05-20 16:16:10,633 - ice00001 - [INFO] - [E:92| 300]: Train Loss:0.0020084,  Val MRR:0.3614, 	ice00001
 | 
						|
2023-05-20 16:17:50,420 - ice00001 - [INFO] - [E:92| 400]: Train Loss:0.0020084,  Val MRR:0.3614, 	ice00001
 | 
						|
2023-05-20 16:19:30,819 - ice00001 - [INFO] - [E:92| 500]: Train Loss:0.0020083,  Val MRR:0.3614, 	ice00001
 | 
						|
2023-05-20 16:21:11,286 - ice00001 - [INFO] - [E:92| 600]: Train Loss:0.0020081,  Val MRR:0.3614, 	ice00001
 | 
						|
2023-05-20 16:22:51,381 - ice00001 - [INFO] - [E:92| 700]: Train Loss:0.0020082,  Val MRR:0.3614, 	ice00001
 | 
						|
2023-05-20 16:24:21,448 - ice00001 - [INFO] - [E:92| 800]: Train Loss:0.0020081,  Val MRR:0.3614, 	ice00001
 | 
						|
2023-05-20 16:26:01,568 - ice00001 - [INFO] - [E:92| 900]: Train Loss:0.0020083,  Val MRR:0.3614, 	ice00001
 | 
						|
2023-05-20 16:27:12,806 - ice00001 - [INFO] - [Epoch:92]:  Training Loss:0.002009
 | 
						|
 | 
						|
2023-05-20 16:27:13,092 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 16:27:36,010 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 16:27:58,883 - ice00001 - [INFO] - [Evaluating Epoch 92 valid]: 
 | 
						|
	MRR: Tail : 0.38907, Head : 0.33336, Avg : 0.36122
 | 
						|
 | 
						|
2023-05-20 16:27:58,883 - ice00001 - [INFO] - [Epoch 92]:  Training Loss: 0.0020092,  Valid MRR: 0.3614, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 16:28:00,035 - ice00001 - [INFO] - [E:93| 0]: Train Loss:0.0020255,  Val MRR:0.3614, 	ice00001
 | 
						|
2023-05-20 16:29:41,018 - ice00001 - [INFO] - [E:93| 100]: Train Loss:0.0020064,  Val MRR:0.3614, 	ice00001
 | 
						|
2023-05-20 16:31:23,726 - ice00001 - [INFO] - [E:93| 200]: Train Loss:0.0020047,  Val MRR:0.3614, 	ice00001
 | 
						|
2023-05-20 16:32:54,068 - ice00001 - [INFO] - [E:93| 300]: Train Loss:0.0020043,  Val MRR:0.3614, 	ice00001
 | 
						|
2023-05-20 16:34:34,030 - ice00001 - [INFO] - [E:93| 400]: Train Loss:0.0020048,  Val MRR:0.3614, 	ice00001
 | 
						|
2023-05-20 16:36:14,723 - ice00001 - [INFO] - [E:93| 500]: Train Loss:0.0020051,  Val MRR:0.3614, 	ice00001
 | 
						|
2023-05-20 16:37:55,329 - ice00001 - [INFO] - [E:93| 600]: Train Loss:0.0020062,  Val MRR:0.3614, 	ice00001
 | 
						|
2023-05-20 16:39:35,539 - ice00001 - [INFO] - [E:93| 700]: Train Loss:0.002006,  Val MRR:0.3614, 	ice00001
 | 
						|
2023-05-20 16:41:16,469 - ice00001 - [INFO] - [E:93| 800]: Train Loss:0.0020065,  Val MRR:0.3614, 	ice00001
 | 
						|
2023-05-20 16:42:46,271 - ice00001 - [INFO] - [E:93| 900]: Train Loss:0.0020071,  Val MRR:0.3614, 	ice00001
 | 
						|
2023-05-20 16:43:56,031 - ice00001 - [INFO] - [Epoch:93]:  Training Loss:0.002007
 | 
						|
 | 
						|
2023-05-20 16:43:56,301 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 16:44:18,695 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 16:44:40,868 - ice00001 - [INFO] - [Evaluating Epoch 93 valid]: 
 | 
						|
	MRR: Tail : 0.38867, Head : 0.33338, Avg : 0.36102
 | 
						|
 | 
						|
2023-05-20 16:44:40,868 - ice00001 - [INFO] - [Epoch 93]:  Training Loss: 0.002007,  Valid MRR: 0.3614, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 16:44:42,022 - ice00001 - [INFO] - [E:94| 0]: Train Loss:0.0020544,  Val MRR:0.3614, 	ice00001
 | 
						|
2023-05-20 16:46:21,462 - ice00001 - [INFO] - [E:94| 100]: Train Loss:0.0020054,  Val MRR:0.3614, 	ice00001
 | 
						|
2023-05-20 16:48:01,617 - ice00001 - [INFO] - [E:94| 200]: Train Loss:0.002004,  Val MRR:0.3614, 	ice00001
 | 
						|
2023-05-20 16:49:41,669 - ice00001 - [INFO] - [E:94| 300]: Train Loss:0.0020045,  Val MRR:0.3614, 	ice00001
 | 
						|
2023-05-20 16:51:12,348 - ice00001 - [INFO] - [E:94| 400]: Train Loss:0.002004,  Val MRR:0.3614, 	ice00001
 | 
						|
2023-05-20 16:52:52,981 - ice00001 - [INFO] - [E:94| 500]: Train Loss:0.0020028,  Val MRR:0.3614, 	ice00001
 | 
						|
2023-05-20 16:54:33,547 - ice00001 - [INFO] - [E:94| 600]: Train Loss:0.0020029,  Val MRR:0.3614, 	ice00001
 | 
						|
2023-05-20 16:56:13,576 - ice00001 - [INFO] - [E:94| 700]: Train Loss:0.0020035,  Val MRR:0.3614, 	ice00001
 | 
						|
2023-05-20 16:57:53,656 - ice00001 - [INFO] - [E:94| 800]: Train Loss:0.0020042,  Val MRR:0.3614, 	ice00001
 | 
						|
2023-05-20 16:59:23,295 - ice00001 - [INFO] - [E:94| 900]: Train Loss:0.0020047,  Val MRR:0.3614, 	ice00001
 | 
						|
2023-05-20 17:00:33,403 - ice00001 - [INFO] - [Epoch:94]:  Training Loss:0.002005
 | 
						|
 | 
						|
2023-05-20 17:00:33,739 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 17:00:56,721 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 17:01:19,148 - ice00001 - [INFO] - [Evaluating Epoch 94 valid]: 
 | 
						|
	MRR: Tail : 0.38922, Head : 0.33506, Avg : 0.36214
 | 
						|
 | 
						|
2023-05-20 17:01:20,649 - ice00001 - [INFO] - [Epoch 94]:  Training Loss: 0.0020052,  Valid MRR: 0.36214, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 17:01:22,023 - ice00001 - [INFO] - [E:95| 0]: Train Loss:0.0020508,  Val MRR:0.36214, 	ice00001
 | 
						|
2023-05-20 17:03:02,648 - ice00001 - [INFO] - [E:95| 100]: Train Loss:0.0020047,  Val MRR:0.36214, 	ice00001
 | 
						|
2023-05-20 17:04:43,082 - ice00001 - [INFO] - [E:95| 200]: Train Loss:0.0020038,  Val MRR:0.36214, 	ice00001
 | 
						|
2023-05-20 17:06:23,456 - ice00001 - [INFO] - [E:95| 300]: Train Loss:0.0020022,  Val MRR:0.36214, 	ice00001
 | 
						|
2023-05-20 17:07:53,660 - ice00001 - [INFO] - [E:95| 400]: Train Loss:0.0020015,  Val MRR:0.36214, 	ice00001
 | 
						|
2023-05-20 17:09:35,400 - ice00001 - [INFO] - [E:95| 500]: Train Loss:0.0020014,  Val MRR:0.36214, 	ice00001
 | 
						|
2023-05-20 17:11:15,382 - ice00001 - [INFO] - [E:95| 600]: Train Loss:0.0020023,  Val MRR:0.36214, 	ice00001
 | 
						|
2023-05-20 17:12:55,824 - ice00001 - [INFO] - [E:95| 700]: Train Loss:0.0020018,  Val MRR:0.36214, 	ice00001
 | 
						|
2023-05-20 17:14:35,139 - ice00001 - [INFO] - [E:95| 800]: Train Loss:0.0020022,  Val MRR:0.36214, 	ice00001
 | 
						|
2023-05-20 17:16:11,230 - ice00001 - [INFO] - [E:95| 900]: Train Loss:0.0020026,  Val MRR:0.36214, 	ice00001
 | 
						|
2023-05-20 17:17:16,299 - ice00001 - [INFO] - [Epoch:95]:  Training Loss:0.002003
 | 
						|
 | 
						|
2023-05-20 17:17:16,805 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 17:17:39,612 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 17:18:02,021 - ice00001 - [INFO] - [Evaluating Epoch 95 valid]: 
 | 
						|
	MRR: Tail : 0.39082, Head : 0.33485, Avg : 0.36283
 | 
						|
 | 
						|
2023-05-20 17:18:03,358 - ice00001 - [INFO] - [Epoch 95]:  Training Loss: 0.0020031,  Valid MRR: 0.36283, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 17:18:04,530 - ice00001 - [INFO] - [E:96| 0]: Train Loss:0.0020218,  Val MRR:0.36283, 	ice00001
 | 
						|
2023-05-20 17:19:47,077 - ice00001 - [INFO] - [E:96| 100]: Train Loss:0.0019983,  Val MRR:0.36283, 	ice00001
 | 
						|
2023-05-20 17:21:27,282 - ice00001 - [INFO] - [E:96| 200]: Train Loss:0.0020001,  Val MRR:0.36283, 	ice00001
 | 
						|
2023-05-20 17:23:08,045 - ice00001 - [INFO] - [E:96| 300]: Train Loss:0.0020013,  Val MRR:0.36283, 	ice00001
 | 
						|
2023-05-20 17:24:48,707 - ice00001 - [INFO] - [E:96| 400]: Train Loss:0.002001,  Val MRR:0.36283, 	ice00001
 | 
						|
2023-05-20 17:26:18,649 - ice00001 - [INFO] - [E:96| 500]: Train Loss:0.0020008,  Val MRR:0.36283, 	ice00001
 | 
						|
2023-05-20 17:27:58,286 - ice00001 - [INFO] - [E:96| 600]: Train Loss:0.0020001,  Val MRR:0.36283, 	ice00001
 | 
						|
2023-05-20 17:29:37,037 - ice00001 - [INFO] - [E:96| 700]: Train Loss:0.002,  Val MRR:0.36283, 	ice00001
 | 
						|
2023-05-20 17:31:17,009 - ice00001 - [INFO] - [E:96| 800]: Train Loss:0.0020001,  Val MRR:0.36283, 	ice00001
 | 
						|
2023-05-20 17:32:56,778 - ice00001 - [INFO] - [E:96| 900]: Train Loss:0.0020005,  Val MRR:0.36283, 	ice00001
 | 
						|
2023-05-20 17:33:57,412 - ice00001 - [INFO] - [Epoch:96]:  Training Loss:0.002001
 | 
						|
 | 
						|
2023-05-20 17:33:57,668 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 17:34:20,546 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 17:34:43,125 - ice00001 - [INFO] - [Evaluating Epoch 96 valid]: 
 | 
						|
	MRR: Tail : 0.39248, Head : 0.33732, Avg : 0.3649
 | 
						|
 | 
						|
2023-05-20 17:34:44,438 - ice00001 - [INFO] - [Epoch 96]:  Training Loss: 0.0020009,  Valid MRR: 0.3649, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 17:34:45,310 - ice00001 - [INFO] - [E:97| 0]: Train Loss:0.0019881,  Val MRR:0.3649, 	ice00001
 | 
						|
2023-05-20 17:36:27,032 - ice00001 - [INFO] - [E:97| 100]: Train Loss:0.0019942,  Val MRR:0.3649, 	ice00001
 | 
						|
2023-05-20 17:38:08,108 - ice00001 - [INFO] - [E:97| 200]: Train Loss:0.0019953,  Val MRR:0.3649, 	ice00001
 | 
						|
2023-05-20 17:39:49,312 - ice00001 - [INFO] - [E:97| 300]: Train Loss:0.0019978,  Val MRR:0.3649, 	ice00001
 | 
						|
2023-05-20 17:41:30,650 - ice00001 - [INFO] - [E:97| 400]: Train Loss:0.0019965,  Val MRR:0.3649, 	ice00001
 | 
						|
2023-05-20 17:43:00,229 - ice00001 - [INFO] - [E:97| 500]: Train Loss:0.0019972,  Val MRR:0.3649, 	ice00001
 | 
						|
2023-05-20 17:44:40,573 - ice00001 - [INFO] - [E:97| 600]: Train Loss:0.0019979,  Val MRR:0.3649, 	ice00001
 | 
						|
2023-05-20 17:46:21,539 - ice00001 - [INFO] - [E:97| 700]: Train Loss:0.0019984,  Val MRR:0.3649, 	ice00001
 | 
						|
2023-05-20 17:48:03,087 - ice00001 - [INFO] - [E:97| 800]: Train Loss:0.0019985,  Val MRR:0.3649, 	ice00001
 | 
						|
2023-05-20 17:49:43,919 - ice00001 - [INFO] - [E:97| 900]: Train Loss:0.0019991,  Val MRR:0.3649, 	ice00001
 | 
						|
2023-05-20 17:50:55,124 - ice00001 - [INFO] - [Epoch:97]:  Training Loss:0.001999
 | 
						|
 | 
						|
2023-05-20 17:50:55,379 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 17:51:10,336 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 17:51:29,364 - ice00001 - [INFO] - [Evaluating Epoch 97 valid]: 
 | 
						|
	MRR: Tail : 0.3929, Head : 0.33626, Avg : 0.36458
 | 
						|
 | 
						|
2023-05-20 17:51:29,364 - ice00001 - [INFO] - [Epoch 97]:  Training Loss: 0.001999,  Valid MRR: 0.3649, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 17:51:30,166 - ice00001 - [INFO] - [E:98| 0]: Train Loss:0.002013,  Val MRR:0.3649, 	ice00001
 | 
						|
2023-05-20 17:53:10,766 - ice00001 - [INFO] - [E:98| 100]: Train Loss:0.0019961,  Val MRR:0.3649, 	ice00001
 | 
						|
2023-05-20 17:54:51,631 - ice00001 - [INFO] - [E:98| 200]: Train Loss:0.0019986,  Val MRR:0.3649, 	ice00001
 | 
						|
2023-05-20 17:56:31,866 - ice00001 - [INFO] - [E:98| 300]: Train Loss:0.0019982,  Val MRR:0.3649, 	ice00001
 | 
						|
2023-05-20 17:58:11,653 - ice00001 - [INFO] - [E:98| 400]: Train Loss:0.0019977,  Val MRR:0.3649, 	ice00001
 | 
						|
2023-05-20 17:59:46,953 - ice00001 - [INFO] - [E:98| 500]: Train Loss:0.0019962,  Val MRR:0.3649, 	ice00001
 | 
						|
2023-05-20 18:01:23,286 - ice00001 - [INFO] - [E:98| 600]: Train Loss:0.0019963,  Val MRR:0.3649, 	ice00001
 | 
						|
2023-05-20 18:03:04,002 - ice00001 - [INFO] - [E:98| 700]: Train Loss:0.0019956,  Val MRR:0.3649, 	ice00001
 | 
						|
2023-05-20 18:04:44,719 - ice00001 - [INFO] - [E:98| 800]: Train Loss:0.0019958,  Val MRR:0.3649, 	ice00001
 | 
						|
2023-05-20 18:06:25,350 - ice00001 - [INFO] - [E:98| 900]: Train Loss:0.0019971,  Val MRR:0.3649, 	ice00001
 | 
						|
2023-05-20 18:07:39,290 - ice00001 - [INFO] - [Epoch:98]:  Training Loss:0.001997
 | 
						|
 | 
						|
2023-05-20 18:07:39,679 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 18:08:02,443 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 18:08:25,074 - ice00001 - [INFO] - [Evaluating Epoch 98 valid]: 
 | 
						|
	MRR: Tail : 0.39202, Head : 0.33806, Avg : 0.36504
 | 
						|
 | 
						|
2023-05-20 18:08:26,423 - ice00001 - [INFO] - [Epoch 98]:  Training Loss: 0.001997,  Valid MRR: 0.36504, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 18:08:27,814 - ice00001 - [INFO] - [E:99| 0]: Train Loss:0.0019736,  Val MRR:0.36504, 	ice00001
 | 
						|
2023-05-20 18:09:57,766 - ice00001 - [INFO] - [E:99| 100]: Train Loss:0.0019878,  Val MRR:0.36504, 	ice00001
 | 
						|
2023-05-20 18:11:36,761 - ice00001 - [INFO] - [E:99| 200]: Train Loss:0.0019912,  Val MRR:0.36504, 	ice00001
 | 
						|
2023-05-20 18:13:16,658 - ice00001 - [INFO] - [E:99| 300]: Train Loss:0.0019913,  Val MRR:0.36504, 	ice00001
 | 
						|
2023-05-20 18:14:57,666 - ice00001 - [INFO] - [E:99| 400]: Train Loss:0.0019931,  Val MRR:0.36504, 	ice00001
 | 
						|
2023-05-20 18:16:39,358 - ice00001 - [INFO] - [E:99| 500]: Train Loss:0.0019943,  Val MRR:0.36504, 	ice00001
 | 
						|
2023-05-20 18:18:10,152 - ice00001 - [INFO] - [E:99| 600]: Train Loss:0.0019939,  Val MRR:0.36504, 	ice00001
 | 
						|
2023-05-20 18:19:50,678 - ice00001 - [INFO] - [E:99| 700]: Train Loss:0.001994,  Val MRR:0.36504, 	ice00001
 | 
						|
2023-05-20 18:21:30,921 - ice00001 - [INFO] - [E:99| 800]: Train Loss:0.0019944,  Val MRR:0.36504, 	ice00001
 | 
						|
2023-05-20 18:23:10,792 - ice00001 - [INFO] - [E:99| 900]: Train Loss:0.0019952,  Val MRR:0.36504, 	ice00001
 | 
						|
2023-05-20 18:24:21,475 - ice00001 - [INFO] - [Epoch:99]:  Training Loss:0.001995
 | 
						|
 | 
						|
2023-05-20 18:24:21,812 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 18:24:44,626 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 18:25:07,208 - ice00001 - [INFO] - [Evaluating Epoch 99 valid]: 
 | 
						|
	MRR: Tail : 0.39161, Head : 0.33771, Avg : 0.36466
 | 
						|
	MR: Tail : 217.28, Head : 255.28, Avg : 236.28
 | 
						|
	Hit-1: Tail : 0.29203, Head : 0.23959, Avg : 0.26581
 | 
						|
	Hit-3: Tail : 0.43682, Head : 0.37832, Avg : 0.40757
 | 
						|
	Hit-10: Tail : 0.58466, Head : 0.53077, Avg : 0.55771
 | 
						|
2023-05-20 18:25:07,208 - ice00001 - [INFO] - [Epoch 99]:  Training Loss: 0.0019951,  Valid MRR: 0.36504, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 18:25:08,220 - ice00001 - [INFO] - [E:100| 0]: Train Loss:0.0019571,  Val MRR:0.36504, 	ice00001
 | 
						|
2023-05-20 18:26:37,347 - ice00001 - [INFO] - [E:100| 100]: Train Loss:0.0019945,  Val MRR:0.36504, 	ice00001
 | 
						|
2023-05-20 18:28:18,082 - ice00001 - [INFO] - [E:100| 200]: Train Loss:0.0019933,  Val MRR:0.36504, 	ice00001
 | 
						|
2023-05-20 18:29:58,511 - ice00001 - [INFO] - [E:100| 300]: Train Loss:0.0019925,  Val MRR:0.36504, 	ice00001
 | 
						|
2023-05-20 18:31:38,806 - ice00001 - [INFO] - [E:100| 400]: Train Loss:0.0019919,  Val MRR:0.36504, 	ice00001
 | 
						|
2023-05-20 18:33:18,641 - ice00001 - [INFO] - [E:100| 500]: Train Loss:0.0019924,  Val MRR:0.36504, 	ice00001
 | 
						|
2023-05-20 18:34:50,725 - ice00001 - [INFO] - [E:100| 600]: Train Loss:0.0019918,  Val MRR:0.36504, 	ice00001
 | 
						|
2023-05-20 18:36:29,508 - ice00001 - [INFO] - [E:100| 700]: Train Loss:0.0019923,  Val MRR:0.36504, 	ice00001
 | 
						|
2023-05-20 18:38:10,313 - ice00001 - [INFO] - [E:100| 800]: Train Loss:0.0019931,  Val MRR:0.36504, 	ice00001
 | 
						|
2023-05-20 18:39:50,591 - ice00001 - [INFO] - [E:100| 900]: Train Loss:0.0019929,  Val MRR:0.36504, 	ice00001
 | 
						|
2023-05-20 18:41:00,591 - ice00001 - [INFO] - [Epoch:100]:  Training Loss:0.001993
 | 
						|
 | 
						|
2023-05-20 18:41:00,979 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 18:41:23,764 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 18:41:46,052 - ice00001 - [INFO] - [Evaluating Epoch 100 valid]: 
 | 
						|
	MRR: Tail : 0.39352, Head : 0.33761, Avg : 0.36557
 | 
						|
 | 
						|
2023-05-20 18:41:47,376 - ice00001 - [INFO] - [Epoch 100]:  Training Loss: 0.0019934,  Valid MRR: 0.36557, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 18:41:48,313 - ice00001 - [INFO] - [E:101| 0]: Train Loss:0.0020646,  Val MRR:0.36557, 	ice00001
 | 
						|
2023-05-20 18:43:23,701 - ice00001 - [INFO] - [E:101| 100]: Train Loss:0.0019884,  Val MRR:0.36557, 	ice00001
 | 
						|
2023-05-20 18:44:59,153 - ice00001 - [INFO] - [E:101| 200]: Train Loss:0.0019901,  Val MRR:0.36557, 	ice00001
 | 
						|
2023-05-20 18:46:39,676 - ice00001 - [INFO] - [E:101| 300]: Train Loss:0.0019909,  Val MRR:0.36557, 	ice00001
 | 
						|
2023-05-20 18:48:20,079 - ice00001 - [INFO] - [E:101| 400]: Train Loss:0.00199,  Val MRR:0.36557, 	ice00001
 | 
						|
2023-05-20 18:50:00,199 - ice00001 - [INFO] - [E:101| 500]: Train Loss:0.0019905,  Val MRR:0.36557, 	ice00001
 | 
						|
2023-05-20 18:51:40,682 - ice00001 - [INFO] - [E:101| 600]: Train Loss:0.0019899,  Val MRR:0.36557, 	ice00001
 | 
						|
2023-05-20 18:53:11,181 - ice00001 - [INFO] - [E:101| 700]: Train Loss:0.0019894,  Val MRR:0.36557, 	ice00001
 | 
						|
2023-05-20 18:54:51,055 - ice00001 - [INFO] - [E:101| 800]: Train Loss:0.0019905,  Val MRR:0.36557, 	ice00001
 | 
						|
2023-05-20 18:56:33,918 - ice00001 - [INFO] - [E:101| 900]: Train Loss:0.0019911,  Val MRR:0.36557, 	ice00001
 | 
						|
2023-05-20 18:57:44,788 - ice00001 - [INFO] - [Epoch:101]:  Training Loss:0.001992
 | 
						|
 | 
						|
2023-05-20 18:57:45,092 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 18:58:08,048 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 18:58:30,685 - ice00001 - [INFO] - [Evaluating Epoch 101 valid]: 
 | 
						|
	MRR: Tail : 0.39328, Head : 0.33934, Avg : 0.36631
 | 
						|
 | 
						|
2023-05-20 18:58:32,027 - ice00001 - [INFO] - [Epoch 101]:  Training Loss: 0.0019917,  Valid MRR: 0.36631, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 18:58:33,202 - ice00001 - [INFO] - [E:102| 0]: Train Loss:0.0020348,  Val MRR:0.36631, 	ice00001
 | 
						|
2023-05-20 19:00:13,812 - ice00001 - [INFO] - [E:102| 100]: Train Loss:0.0019845,  Val MRR:0.36631, 	ice00001
 | 
						|
2023-05-20 19:01:44,567 - ice00001 - [INFO] - [E:102| 200]: Train Loss:0.001985,  Val MRR:0.36631, 	ice00001
 | 
						|
2023-05-20 19:03:25,319 - ice00001 - [INFO] - [E:102| 300]: Train Loss:0.001985,  Val MRR:0.36631, 	ice00001
 | 
						|
2023-05-20 19:05:06,384 - ice00001 - [INFO] - [E:102| 400]: Train Loss:0.0019856,  Val MRR:0.36631, 	ice00001
 | 
						|
2023-05-20 19:06:47,157 - ice00001 - [INFO] - [E:102| 500]: Train Loss:0.0019883,  Val MRR:0.36631, 	ice00001
 | 
						|
2023-05-20 19:08:26,797 - ice00001 - [INFO] - [E:102| 600]: Train Loss:0.0019882,  Val MRR:0.36631, 	ice00001
 | 
						|
2023-05-20 19:09:56,106 - ice00001 - [INFO] - [E:102| 700]: Train Loss:0.001989,  Val MRR:0.36631, 	ice00001
 | 
						|
2023-05-20 19:11:36,772 - ice00001 - [INFO] - [E:102| 800]: Train Loss:0.0019893,  Val MRR:0.36631, 	ice00001
 | 
						|
2023-05-20 19:13:17,315 - ice00001 - [INFO] - [E:102| 900]: Train Loss:0.0019892,  Val MRR:0.36631, 	ice00001
 | 
						|
2023-05-20 19:14:28,573 - ice00001 - [INFO] - [Epoch:102]:  Training Loss:0.00199
 | 
						|
 | 
						|
2023-05-20 19:14:28,869 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 19:14:52,674 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 19:15:15,300 - ice00001 - [INFO] - [Evaluating Epoch 102 valid]: 
 | 
						|
	MRR: Tail : 0.39385, Head : 0.3388, Avg : 0.36632
 | 
						|
 | 
						|
2023-05-20 19:15:16,633 - ice00001 - [INFO] - [Epoch 102]:  Training Loss: 0.0019898,  Valid MRR: 0.36632, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 19:15:17,800 - ice00001 - [INFO] - [E:103| 0]: Train Loss:0.0019961,  Val MRR:0.36632, 	ice00001
 | 
						|
2023-05-20 19:16:58,818 - ice00001 - [INFO] - [E:103| 100]: Train Loss:0.001982,  Val MRR:0.36632, 	ice00001
 | 
						|
2023-05-20 19:18:31,967 - ice00001 - [INFO] - [E:103| 200]: Train Loss:0.0019836,  Val MRR:0.36632, 	ice00001
 | 
						|
2023-05-20 19:20:10,171 - ice00001 - [INFO] - [E:103| 300]: Train Loss:0.0019828,  Val MRR:0.36632, 	ice00001
 | 
						|
2023-05-20 19:21:51,012 - ice00001 - [INFO] - [E:103| 400]: Train Loss:0.0019854,  Val MRR:0.36632, 	ice00001
 | 
						|
2023-05-20 19:23:31,163 - ice00001 - [INFO] - [E:103| 500]: Train Loss:0.0019868,  Val MRR:0.36632, 	ice00001
 | 
						|
2023-05-20 19:25:11,096 - ice00001 - [INFO] - [E:103| 600]: Train Loss:0.0019868,  Val MRR:0.36632, 	ice00001
 | 
						|
2023-05-20 19:26:51,795 - ice00001 - [INFO] - [E:103| 700]: Train Loss:0.0019868,  Val MRR:0.36632, 	ice00001
 | 
						|
2023-05-20 19:28:22,086 - ice00001 - [INFO] - [E:103| 800]: Train Loss:0.0019877,  Val MRR:0.36632, 	ice00001
 | 
						|
2023-05-20 19:30:02,769 - ice00001 - [INFO] - [E:103| 900]: Train Loss:0.0019872,  Val MRR:0.36632, 	ice00001
 | 
						|
2023-05-20 19:31:13,659 - ice00001 - [INFO] - [Epoch:103]:  Training Loss:0.001988
 | 
						|
 | 
						|
2023-05-20 19:31:14,045 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 19:31:36,903 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 19:31:59,316 - ice00001 - [INFO] - [Evaluating Epoch 103 valid]: 
 | 
						|
	MRR: Tail : 0.39449, Head : 0.34048, Avg : 0.36749
 | 
						|
 | 
						|
2023-05-20 19:32:03,526 - ice00001 - [INFO] - [Epoch 103]:  Training Loss: 0.0019876,  Valid MRR: 0.36749, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 19:32:04,912 - ice00001 - [INFO] - [E:104| 0]: Train Loss:0.0019784,  Val MRR:0.36749, 	ice00001
 | 
						|
2023-05-20 19:33:45,797 - ice00001 - [INFO] - [E:104| 100]: Train Loss:0.001979,  Val MRR:0.36749, 	ice00001
 | 
						|
2023-05-20 19:35:27,128 - ice00001 - [INFO] - [E:104| 200]: Train Loss:0.0019815,  Val MRR:0.36749, 	ice00001
 | 
						|
2023-05-20 19:36:57,341 - ice00001 - [INFO] - [E:104| 300]: Train Loss:0.0019837,  Val MRR:0.36749, 	ice00001
 | 
						|
2023-05-20 19:38:37,049 - ice00001 - [INFO] - [E:104| 400]: Train Loss:0.0019844,  Val MRR:0.36749, 	ice00001
 | 
						|
2023-05-20 19:40:17,042 - ice00001 - [INFO] - [E:104| 500]: Train Loss:0.0019844,  Val MRR:0.36749, 	ice00001
 | 
						|
2023-05-20 19:41:57,779 - ice00001 - [INFO] - [E:104| 600]: Train Loss:0.0019862,  Val MRR:0.36749, 	ice00001
 | 
						|
2023-05-20 19:43:41,114 - ice00001 - [INFO] - [E:104| 700]: Train Loss:0.0019866,  Val MRR:0.36749, 	ice00001
 | 
						|
2023-05-20 19:45:11,442 - ice00001 - [INFO] - [E:104| 800]: Train Loss:0.0019874,  Val MRR:0.36749, 	ice00001
 | 
						|
2023-05-20 19:46:52,172 - ice00001 - [INFO] - [E:104| 900]: Train Loss:0.0019874,  Val MRR:0.36749, 	ice00001
 | 
						|
2023-05-20 19:48:03,097 - ice00001 - [INFO] - [Epoch:104]:  Training Loss:0.001986
 | 
						|
 | 
						|
2023-05-20 19:48:03,490 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 19:48:26,548 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 19:48:49,069 - ice00001 - [INFO] - [Evaluating Epoch 104 valid]: 
 | 
						|
	MRR: Tail : 0.39554, Head : 0.34162, Avg : 0.36858
 | 
						|
 | 
						|
2023-05-20 19:48:50,539 - ice00001 - [INFO] - [Epoch 104]:  Training Loss: 0.0019863,  Valid MRR: 0.36858, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 19:48:51,492 - ice00001 - [INFO] - [E:105| 0]: Train Loss:0.0019671,  Val MRR:0.36858, 	ice00001
 | 
						|
2023-05-20 19:50:32,190 - ice00001 - [INFO] - [E:105| 100]: Train Loss:0.0019797,  Val MRR:0.36858, 	ice00001
 | 
						|
2023-05-20 19:52:11,675 - ice00001 - [INFO] - [E:105| 200]: Train Loss:0.0019827,  Val MRR:0.36858, 	ice00001
 | 
						|
2023-05-20 19:53:40,927 - ice00001 - [INFO] - [E:105| 300]: Train Loss:0.0019834,  Val MRR:0.36858, 	ice00001
 | 
						|
2023-05-20 19:55:21,822 - ice00001 - [INFO] - [E:105| 400]: Train Loss:0.0019828,  Val MRR:0.36858, 	ice00001
 | 
						|
2023-05-20 19:57:02,732 - ice00001 - [INFO] - [E:105| 500]: Train Loss:0.0019835,  Val MRR:0.36858, 	ice00001
 | 
						|
2023-05-20 19:58:43,373 - ice00001 - [INFO] - [E:105| 600]: Train Loss:0.0019835,  Val MRR:0.36858, 	ice00001
 | 
						|
2023-05-20 20:00:24,096 - ice00001 - [INFO] - [E:105| 700]: Train Loss:0.0019833,  Val MRR:0.36858, 	ice00001
 | 
						|
2023-05-20 20:02:04,052 - ice00001 - [INFO] - [E:105| 800]: Train Loss:0.0019829,  Val MRR:0.36858, 	ice00001
 | 
						|
2023-05-20 20:03:34,996 - ice00001 - [INFO] - [E:105| 900]: Train Loss:0.0019836,  Val MRR:0.36858, 	ice00001
 | 
						|
2023-05-20 20:04:46,041 - ice00001 - [INFO] - [Epoch:105]:  Training Loss:0.001984
 | 
						|
 | 
						|
2023-05-20 20:04:46,296 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 20:05:09,363 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 20:05:31,726 - ice00001 - [INFO] - [Evaluating Epoch 105 valid]: 
 | 
						|
	MRR: Tail : 0.39433, Head : 0.34154, Avg : 0.36794
 | 
						|
 | 
						|
2023-05-20 20:05:31,726 - ice00001 - [INFO] - [Epoch 105]:  Training Loss: 0.0019838,  Valid MRR: 0.36858, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 20:05:32,901 - ice00001 - [INFO] - [E:106| 0]: Train Loss:0.0020148,  Val MRR:0.36858, 	ice00001
 | 
						|
2023-05-20 20:07:12,879 - ice00001 - [INFO] - [E:106| 100]: Train Loss:0.0019752,  Val MRR:0.36858, 	ice00001
 | 
						|
2023-05-20 20:08:53,192 - ice00001 - [INFO] - [E:106| 200]: Train Loss:0.0019812,  Val MRR:0.36858, 	ice00001
 | 
						|
2023-05-20 20:10:34,523 - ice00001 - [INFO] - [E:106| 300]: Train Loss:0.0019801,  Val MRR:0.36858, 	ice00001
 | 
						|
2023-05-20 20:12:05,595 - ice00001 - [INFO] - [E:106| 400]: Train Loss:0.0019815,  Val MRR:0.36858, 	ice00001
 | 
						|
2023-05-20 20:13:47,203 - ice00001 - [INFO] - [E:106| 500]: Train Loss:0.0019811,  Val MRR:0.36858, 	ice00001
 | 
						|
2023-05-20 20:15:28,261 - ice00001 - [INFO] - [E:106| 600]: Train Loss:0.0019821,  Val MRR:0.36858, 	ice00001
 | 
						|
2023-05-20 20:17:08,730 - ice00001 - [INFO] - [E:106| 700]: Train Loss:0.0019818,  Val MRR:0.36858, 	ice00001
 | 
						|
2023-05-20 20:18:49,048 - ice00001 - [INFO] - [E:106| 800]: Train Loss:0.001982,  Val MRR:0.36858, 	ice00001
 | 
						|
2023-05-20 20:20:19,002 - ice00001 - [INFO] - [E:106| 900]: Train Loss:0.0019822,  Val MRR:0.36858, 	ice00001
 | 
						|
2023-05-20 20:21:29,215 - ice00001 - [INFO] - [Epoch:106]:  Training Loss:0.001983
 | 
						|
 | 
						|
2023-05-20 20:21:29,555 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 20:21:52,543 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 20:22:14,540 - ice00001 - [INFO] - [Evaluating Epoch 106 valid]: 
 | 
						|
	MRR: Tail : 0.39575, Head : 0.33985, Avg : 0.3678
 | 
						|
 | 
						|
2023-05-20 20:22:14,540 - ice00001 - [INFO] - [Epoch 106]:  Training Loss: 0.0019825,  Valid MRR: 0.36858, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 20:22:15,719 - ice00001 - [INFO] - [E:107| 0]: Train Loss:0.00205,  Val MRR:0.36858, 	ice00001
 | 
						|
2023-05-20 20:23:56,821 - ice00001 - [INFO] - [E:107| 100]: Train Loss:0.0019715,  Val MRR:0.36858, 	ice00001
 | 
						|
2023-05-20 20:25:38,366 - ice00001 - [INFO] - [E:107| 200]: Train Loss:0.0019745,  Val MRR:0.36858, 	ice00001
 | 
						|
2023-05-20 20:27:19,204 - ice00001 - [INFO] - [E:107| 300]: Train Loss:0.0019762,  Val MRR:0.36858, 	ice00001
 | 
						|
2023-05-20 20:28:49,529 - ice00001 - [INFO] - [E:107| 400]: Train Loss:0.0019766,  Val MRR:0.36858, 	ice00001
 | 
						|
2023-05-20 20:30:30,121 - ice00001 - [INFO] - [E:107| 500]: Train Loss:0.0019785,  Val MRR:0.36858, 	ice00001
 | 
						|
2023-05-20 20:32:13,682 - ice00001 - [INFO] - [E:107| 600]: Train Loss:0.0019784,  Val MRR:0.36858, 	ice00001
 | 
						|
2023-05-20 20:33:55,177 - ice00001 - [INFO] - [E:107| 700]: Train Loss:0.0019781,  Val MRR:0.36858, 	ice00001
 | 
						|
2023-05-20 20:35:35,933 - ice00001 - [INFO] - [E:107| 800]: Train Loss:0.0019792,  Val MRR:0.36858, 	ice00001
 | 
						|
2023-05-20 20:37:11,707 - ice00001 - [INFO] - [E:107| 900]: Train Loss:0.00198,  Val MRR:0.36858, 	ice00001
 | 
						|
2023-05-20 20:38:15,957 - ice00001 - [INFO] - [Epoch:107]:  Training Loss:0.001981
 | 
						|
 | 
						|
2023-05-20 20:38:16,339 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 20:38:39,256 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 20:39:01,987 - ice00001 - [INFO] - [Evaluating Epoch 107 valid]: 
 | 
						|
	MRR: Tail : 0.39473, Head : 0.34459, Avg : 0.36966
 | 
						|
 | 
						|
2023-05-20 20:39:03,523 - ice00001 - [INFO] - [Epoch 107]:  Training Loss: 0.0019806,  Valid MRR: 0.36966, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 20:39:04,808 - ice00001 - [INFO] - [E:108| 0]: Train Loss:0.0020267,  Val MRR:0.36966, 	ice00001
 | 
						|
2023-05-20 20:40:45,591 - ice00001 - [INFO] - [E:108| 100]: Train Loss:0.0019775,  Val MRR:0.36966, 	ice00001
 | 
						|
2023-05-20 20:42:27,033 - ice00001 - [INFO] - [E:108| 200]: Train Loss:0.0019771,  Val MRR:0.36966, 	ice00001
 | 
						|
2023-05-20 20:44:07,685 - ice00001 - [INFO] - [E:108| 300]: Train Loss:0.0019776,  Val MRR:0.36966, 	ice00001
 | 
						|
2023-05-20 20:45:48,364 - ice00001 - [INFO] - [E:108| 400]: Train Loss:0.0019782,  Val MRR:0.36966, 	ice00001
 | 
						|
2023-05-20 20:47:18,350 - ice00001 - [INFO] - [E:108| 500]: Train Loss:0.0019779,  Val MRR:0.36966, 	ice00001
 | 
						|
2023-05-20 20:48:58,932 - ice00001 - [INFO] - [E:108| 600]: Train Loss:0.0019782,  Val MRR:0.36966, 	ice00001
 | 
						|
2023-05-20 20:50:37,948 - ice00001 - [INFO] - [E:108| 700]: Train Loss:0.0019793,  Val MRR:0.36966, 	ice00001
 | 
						|
2023-05-20 20:52:18,240 - ice00001 - [INFO] - [E:108| 800]: Train Loss:0.0019786,  Val MRR:0.36966, 	ice00001
 | 
						|
2023-05-20 20:53:58,480 - ice00001 - [INFO] - [E:108| 900]: Train Loss:0.0019787,  Val MRR:0.36966, 	ice00001
 | 
						|
2023-05-20 20:54:59,113 - ice00001 - [INFO] - [Epoch:108]:  Training Loss:0.001979
 | 
						|
 | 
						|
2023-05-20 20:54:59,368 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 20:55:22,170 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 20:55:45,148 - ice00001 - [INFO] - [Evaluating Epoch 108 valid]: 
 | 
						|
	MRR: Tail : 0.39689, Head : 0.34242, Avg : 0.36965
 | 
						|
 | 
						|
2023-05-20 20:55:45,148 - ice00001 - [INFO] - [Epoch 108]:  Training Loss: 0.0019791,  Valid MRR: 0.36966, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 20:55:46,355 - ice00001 - [INFO] - [E:109| 0]: Train Loss:0.0019609,  Val MRR:0.36966, 	ice00001
 | 
						|
2023-05-20 20:57:27,314 - ice00001 - [INFO] - [E:109| 100]: Train Loss:0.0019712,  Val MRR:0.36966, 	ice00001
 | 
						|
2023-05-20 20:59:08,714 - ice00001 - [INFO] - [E:109| 200]: Train Loss:0.0019708,  Val MRR:0.36966, 	ice00001
 | 
						|
2023-05-20 21:00:49,460 - ice00001 - [INFO] - [E:109| 300]: Train Loss:0.0019744,  Val MRR:0.36966, 	ice00001
 | 
						|
2023-05-20 21:02:30,826 - ice00001 - [INFO] - [E:109| 400]: Train Loss:0.0019739,  Val MRR:0.36966, 	ice00001
 | 
						|
2023-05-20 21:04:01,073 - ice00001 - [INFO] - [E:109| 500]: Train Loss:0.0019759,  Val MRR:0.36966, 	ice00001
 | 
						|
2023-05-20 21:05:40,683 - ice00001 - [INFO] - [E:109| 600]: Train Loss:0.0019757,  Val MRR:0.36966, 	ice00001
 | 
						|
2023-05-20 21:07:21,486 - ice00001 - [INFO] - [E:109| 700]: Train Loss:0.0019759,  Val MRR:0.36966, 	ice00001
 | 
						|
2023-05-20 21:09:02,140 - ice00001 - [INFO] - [E:109| 800]: Train Loss:0.0019765,  Val MRR:0.36966, 	ice00001
 | 
						|
2023-05-20 21:10:42,945 - ice00001 - [INFO] - [E:109| 900]: Train Loss:0.0019769,  Val MRR:0.36966, 	ice00001
 | 
						|
2023-05-20 21:11:53,499 - ice00001 - [INFO] - [Epoch:109]:  Training Loss:0.001977
 | 
						|
 | 
						|
2023-05-20 21:11:53,755 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 21:12:10,978 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 21:12:27,825 - ice00001 - [INFO] - [Evaluating Epoch 109 valid]: 
 | 
						|
	MRR: Tail : 0.39643, Head : 0.34156, Avg : 0.36899
 | 
						|
	MR: Tail : 212.24, Head : 253.25, Avg : 232.74
 | 
						|
	Hit-1: Tail : 0.29591, Head : 0.24202, Avg : 0.26896
 | 
						|
	Hit-3: Tail : 0.44229, Head : 0.38488, Avg : 0.41358
 | 
						|
	Hit-10: Tail : 0.59133, Head : 0.53477, Avg : 0.56305
 | 
						|
2023-05-20 21:12:27,825 - ice00001 - [INFO] - [Epoch 109]:  Training Loss: 0.0019771,  Valid MRR: 0.36966, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 21:12:28,664 - ice00001 - [INFO] - [E:110| 0]: Train Loss:0.0019614,  Val MRR:0.36966, 	ice00001
 | 
						|
2023-05-20 21:14:09,040 - ice00001 - [INFO] - [E:110| 100]: Train Loss:0.0019698,  Val MRR:0.36966, 	ice00001
 | 
						|
2023-05-20 21:15:48,950 - ice00001 - [INFO] - [E:110| 200]: Train Loss:0.00197,  Val MRR:0.36966, 	ice00001
 | 
						|
2023-05-20 21:17:29,036 - ice00001 - [INFO] - [E:110| 300]: Train Loss:0.0019707,  Val MRR:0.36966, 	ice00001
 | 
						|
2023-05-20 21:19:08,703 - ice00001 - [INFO] - [E:110| 400]: Train Loss:0.0019728,  Val MRR:0.36966, 	ice00001
 | 
						|
2023-05-20 21:20:51,358 - ice00001 - [INFO] - [E:110| 500]: Train Loss:0.0019737,  Val MRR:0.36966, 	ice00001
 | 
						|
2023-05-20 21:22:22,690 - ice00001 - [INFO] - [E:110| 600]: Train Loss:0.0019742,  Val MRR:0.36966, 	ice00001
 | 
						|
2023-05-20 21:24:03,965 - ice00001 - [INFO] - [E:110| 700]: Train Loss:0.0019738,  Val MRR:0.36966, 	ice00001
 | 
						|
2023-05-20 21:25:44,210 - ice00001 - [INFO] - [E:110| 800]: Train Loss:0.0019745,  Val MRR:0.36966, 	ice00001
 | 
						|
2023-05-20 21:27:25,027 - ice00001 - [INFO] - [E:110| 900]: Train Loss:0.0019752,  Val MRR:0.36966, 	ice00001
 | 
						|
2023-05-20 21:28:35,697 - ice00001 - [INFO] - [Epoch:110]:  Training Loss:0.001975
 | 
						|
 | 
						|
2023-05-20 21:28:35,951 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 21:28:58,922 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 21:29:21,435 - ice00001 - [INFO] - [Evaluating Epoch 110 valid]: 
 | 
						|
	MRR: Tail : 0.3974, Head : 0.34341, Avg : 0.37041
 | 
						|
 | 
						|
2023-05-20 21:29:22,776 - ice00001 - [INFO] - [Epoch 110]:  Training Loss: 0.001975,  Valid MRR: 0.37041, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 21:29:23,690 - ice00001 - [INFO] - [E:111| 0]: Train Loss:0.0019514,  Val MRR:0.37041, 	ice00001
 | 
						|
2023-05-20 21:30:54,581 - ice00001 - [INFO] - [E:111| 100]: Train Loss:0.0019729,  Val MRR:0.37041, 	ice00001
 | 
						|
2023-05-20 21:32:35,273 - ice00001 - [INFO] - [E:111| 200]: Train Loss:0.0019734,  Val MRR:0.37041, 	ice00001
 | 
						|
2023-05-20 21:34:14,654 - ice00001 - [INFO] - [E:111| 300]: Train Loss:0.0019735,  Val MRR:0.37041, 	ice00001
 | 
						|
2023-05-20 21:35:54,928 - ice00001 - [INFO] - [E:111| 400]: Train Loss:0.0019725,  Val MRR:0.37041, 	ice00001
 | 
						|
2023-05-20 21:37:35,325 - ice00001 - [INFO] - [E:111| 500]: Train Loss:0.0019735,  Val MRR:0.37041, 	ice00001
 | 
						|
2023-05-20 21:39:06,009 - ice00001 - [INFO] - [E:111| 600]: Train Loss:0.001973,  Val MRR:0.37041, 	ice00001
 | 
						|
2023-05-20 21:40:46,642 - ice00001 - [INFO] - [E:111| 700]: Train Loss:0.0019726,  Val MRR:0.37041, 	ice00001
 | 
						|
2023-05-20 21:42:26,825 - ice00001 - [INFO] - [E:111| 800]: Train Loss:0.0019728,  Val MRR:0.37041, 	ice00001
 | 
						|
2023-05-20 21:44:07,373 - ice00001 - [INFO] - [E:111| 900]: Train Loss:0.001973,  Val MRR:0.37041, 	ice00001
 | 
						|
2023-05-20 21:45:17,940 - ice00001 - [INFO] - [Epoch:111]:  Training Loss:0.001974
 | 
						|
 | 
						|
2023-05-20 21:45:18,325 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 21:45:41,077 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 21:46:03,597 - ice00001 - [INFO] - [Evaluating Epoch 111 valid]: 
 | 
						|
	MRR: Tail : 0.39919, Head : 0.34578, Avg : 0.37249
 | 
						|
 | 
						|
2023-05-20 21:46:04,948 - ice00001 - [INFO] - [Epoch 111]:  Training Loss: 0.0019735,  Valid MRR: 0.37249, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 21:46:06,174 - ice00001 - [INFO] - [E:112| 0]: Train Loss:0.0019313,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 21:47:36,197 - ice00001 - [INFO] - [E:112| 100]: Train Loss:0.001968,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 21:49:15,134 - ice00001 - [INFO] - [E:112| 200]: Train Loss:0.0019698,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 21:50:55,569 - ice00001 - [INFO] - [E:112| 300]: Train Loss:0.0019724,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 21:52:36,348 - ice00001 - [INFO] - [E:112| 400]: Train Loss:0.001974,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 21:54:17,209 - ice00001 - [INFO] - [E:112| 500]: Train Loss:0.0019729,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 21:55:50,949 - ice00001 - [INFO] - [E:112| 600]: Train Loss:0.0019721,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 21:57:28,485 - ice00001 - [INFO] - [E:112| 700]: Train Loss:0.001972,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 21:59:10,132 - ice00001 - [INFO] - [E:112| 800]: Train Loss:0.0019717,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:00:51,284 - ice00001 - [INFO] - [E:112| 900]: Train Loss:0.0019719,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:02:01,401 - ice00001 - [INFO] - [Epoch:112]:  Training Loss:0.001972
 | 
						|
 | 
						|
2023-05-20 22:02:01,800 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 22:02:24,131 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 22:02:46,563 - ice00001 - [INFO] - [Evaluating Epoch 112 valid]: 
 | 
						|
	MRR: Tail : 0.39864, Head : 0.34575, Avg : 0.3722
 | 
						|
 | 
						|
2023-05-20 22:02:46,563 - ice00001 - [INFO] - [Epoch 112]:  Training Loss: 0.0019718,  Valid MRR: 0.37249, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 22:02:47,719 - ice00001 - [INFO] - [E:113| 0]: Train Loss:0.001918,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:04:25,367 - ice00001 - [INFO] - [E:113| 100]: Train Loss:0.0019665,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:05:59,089 - ice00001 - [INFO] - [E:113| 200]: Train Loss:0.0019648,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:07:39,905 - ice00001 - [INFO] - [E:113| 300]: Train Loss:0.0019667,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:09:22,957 - ice00001 - [INFO] - [E:113| 400]: Train Loss:0.0019683,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:11:03,541 - ice00001 - [INFO] - [E:113| 500]: Train Loss:0.0019688,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:12:43,905 - ice00001 - [INFO] - [E:113| 600]: Train Loss:0.0019685,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:14:14,318 - ice00001 - [INFO] - [E:113| 700]: Train Loss:0.0019697,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:15:54,754 - ice00001 - [INFO] - [E:113| 800]: Train Loss:0.0019699,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:17:34,776 - ice00001 - [INFO] - [E:113| 900]: Train Loss:0.0019703,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:18:45,772 - ice00001 - [INFO] - [Epoch:113]:  Training Loss:0.00197
 | 
						|
 | 
						|
2023-05-20 22:18:46,050 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 22:19:09,507 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 22:19:32,293 - ice00001 - [INFO] - [Evaluating Epoch 113 valid]: 
 | 
						|
	MRR: Tail : 0.39805, Head : 0.34643, Avg : 0.37224
 | 
						|
 | 
						|
2023-05-20 22:19:32,293 - ice00001 - [INFO] - [Epoch 113]:  Training Loss: 0.0019704,  Valid MRR: 0.37249, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 22:19:33,462 - ice00001 - [INFO] - [E:114| 0]: Train Loss:0.0019951,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:21:14,909 - ice00001 - [INFO] - [E:114| 100]: Train Loss:0.0019701,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:22:45,943 - ice00001 - [INFO] - [E:114| 200]: Train Loss:0.0019664,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:24:27,226 - ice00001 - [INFO] - [E:114| 300]: Train Loss:0.001967,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:26:08,235 - ice00001 - [INFO] - [E:114| 400]: Train Loss:0.0019666,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:27:49,598 - ice00001 - [INFO] - [E:114| 500]: Train Loss:0.0019672,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:29:31,065 - ice00001 - [INFO] - [E:114| 600]: Train Loss:0.0019675,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:31:00,973 - ice00001 - [INFO] - [E:114| 700]: Train Loss:0.0019682,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:32:40,329 - ice00001 - [INFO] - [E:114| 800]: Train Loss:0.0019683,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:34:21,105 - ice00001 - [INFO] - [E:114| 900]: Train Loss:0.0019683,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:35:32,072 - ice00001 - [INFO] - [Epoch:114]:  Training Loss:0.001969
 | 
						|
 | 
						|
2023-05-20 22:35:32,380 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 22:35:55,325 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 22:36:17,508 - ice00001 - [INFO] - [Evaluating Epoch 114 valid]: 
 | 
						|
	MRR: Tail : 0.39593, Head : 0.34699, Avg : 0.37146
 | 
						|
 | 
						|
2023-05-20 22:36:17,508 - ice00001 - [INFO] - [Epoch 114]:  Training Loss: 0.0019686,  Valid MRR: 0.37249, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 22:36:18,518 - ice00001 - [INFO] - [E:115| 0]: Train Loss:0.0019534,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:37:59,196 - ice00001 - [INFO] - [E:115| 100]: Train Loss:0.0019643,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:39:35,134 - ice00001 - [INFO] - [E:115| 200]: Train Loss:0.0019669,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:41:11,566 - ice00001 - [INFO] - [E:115| 300]: Train Loss:0.001966,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:42:53,206 - ice00001 - [INFO] - [E:115| 400]: Train Loss:0.0019645,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:44:34,555 - ice00001 - [INFO] - [E:115| 500]: Train Loss:0.001966,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:46:14,430 - ice00001 - [INFO] - [E:115| 600]: Train Loss:0.0019665,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:47:55,717 - ice00001 - [INFO] - [E:115| 700]: Train Loss:0.0019667,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:49:26,568 - ice00001 - [INFO] - [E:115| 800]: Train Loss:0.0019668,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:51:07,249 - ice00001 - [INFO] - [E:115| 900]: Train Loss:0.0019676,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:52:17,815 - ice00001 - [INFO] - [Epoch:115]:  Training Loss:0.001967
 | 
						|
 | 
						|
2023-05-20 22:52:18,151 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 22:52:41,256 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 22:53:03,848 - ice00001 - [INFO] - [Evaluating Epoch 115 valid]: 
 | 
						|
	MRR: Tail : 0.39831, Head : 0.34648, Avg : 0.37239
 | 
						|
 | 
						|
2023-05-20 22:53:03,848 - ice00001 - [INFO] - [Epoch 115]:  Training Loss: 0.0019673,  Valid MRR: 0.37249, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 22:53:04,804 - ice00001 - [INFO] - [E:116| 0]: Train Loss:0.0019887,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:54:45,499 - ice00001 - [INFO] - [E:116| 100]: Train Loss:0.001965,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:56:26,520 - ice00001 - [INFO] - [E:116| 200]: Train Loss:0.0019639,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:57:59,751 - ice00001 - [INFO] - [E:116| 300]: Train Loss:0.0019618,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 22:59:39,075 - ice00001 - [INFO] - [E:116| 400]: Train Loss:0.001963,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 23:01:19,055 - ice00001 - [INFO] - [E:116| 500]: Train Loss:0.0019647,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 23:02:59,371 - ice00001 - [INFO] - [E:116| 600]: Train Loss:0.0019643,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 23:04:39,771 - ice00001 - [INFO] - [E:116| 700]: Train Loss:0.001964,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 23:06:10,322 - ice00001 - [INFO] - [E:116| 800]: Train Loss:0.0019649,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 23:07:51,067 - ice00001 - [INFO] - [E:116| 900]: Train Loss:0.0019654,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 23:09:02,017 - ice00001 - [INFO] - [Epoch:116]:  Training Loss:0.001966
 | 
						|
 | 
						|
2023-05-20 23:09:02,335 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 23:09:25,108 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 23:09:48,035 - ice00001 - [INFO] - [Evaluating Epoch 116 valid]: 
 | 
						|
	MRR: Tail : 0.39839, Head : 0.34538, Avg : 0.37189
 | 
						|
 | 
						|
2023-05-20 23:09:48,035 - ice00001 - [INFO] - [Epoch 116]:  Training Loss: 0.0019656,  Valid MRR: 0.37249, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 23:09:49,195 - ice00001 - [INFO] - [E:117| 0]: Train Loss:0.001946,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 23:11:30,659 - ice00001 - [INFO] - [E:117| 100]: Train Loss:0.001968,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 23:13:12,396 - ice00001 - [INFO] - [E:117| 200]: Train Loss:0.0019663,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 23:14:41,488 - ice00001 - [INFO] - [E:117| 300]: Train Loss:0.001964,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 23:16:21,617 - ice00001 - [INFO] - [E:117| 400]: Train Loss:0.0019631,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 23:18:01,264 - ice00001 - [INFO] - [E:117| 500]: Train Loss:0.0019633,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 23:19:41,452 - ice00001 - [INFO] - [E:117| 600]: Train Loss:0.0019641,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 23:21:20,776 - ice00001 - [INFO] - [E:117| 700]: Train Loss:0.0019638,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 23:23:01,458 - ice00001 - [INFO] - [E:117| 800]: Train Loss:0.0019641,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 23:24:31,768 - ice00001 - [INFO] - [E:117| 900]: Train Loss:0.0019642,  Val MRR:0.37249, 	ice00001
 | 
						|
2023-05-20 23:25:41,992 - ice00001 - [INFO] - [Epoch:117]:  Training Loss:0.001964
 | 
						|
 | 
						|
2023-05-20 23:25:42,362 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 23:26:04,903 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 23:26:27,387 - ice00001 - [INFO] - [Evaluating Epoch 117 valid]: 
 | 
						|
	MRR: Tail : 0.40021, Head : 0.34692, Avg : 0.37356
 | 
						|
 | 
						|
2023-05-20 23:26:28,848 - ice00001 - [INFO] - [Epoch 117]:  Training Loss: 0.0019644,  Valid MRR: 0.37356, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 23:26:30,013 - ice00001 - [INFO] - [E:118| 0]: Train Loss:0.0019548,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-20 23:28:09,855 - ice00001 - [INFO] - [E:118| 100]: Train Loss:0.0019593,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-20 23:29:49,038 - ice00001 - [INFO] - [E:118| 200]: Train Loss:0.0019584,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-20 23:31:30,414 - ice00001 - [INFO] - [E:118| 300]: Train Loss:0.0019582,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-20 23:33:00,813 - ice00001 - [INFO] - [E:118| 400]: Train Loss:0.0019599,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-20 23:34:41,449 - ice00001 - [INFO] - [E:118| 500]: Train Loss:0.0019596,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-20 23:36:22,559 - ice00001 - [INFO] - [E:118| 600]: Train Loss:0.0019604,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-20 23:38:04,133 - ice00001 - [INFO] - [E:118| 700]: Train Loss:0.0019618,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-20 23:39:45,619 - ice00001 - [INFO] - [E:118| 800]: Train Loss:0.001962,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-20 23:41:16,568 - ice00001 - [INFO] - [E:118| 900]: Train Loss:0.0019624,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-20 23:42:26,557 - ice00001 - [INFO] - [Epoch:118]:  Training Loss:0.001963
 | 
						|
 | 
						|
2023-05-20 23:42:26,938 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 23:42:49,580 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 23:43:11,911 - ice00001 - [INFO] - [Evaluating Epoch 118 valid]: 
 | 
						|
	MRR: Tail : 0.39791, Head : 0.34629, Avg : 0.3721
 | 
						|
 | 
						|
2023-05-20 23:43:11,911 - ice00001 - [INFO] - [Epoch 118]:  Training Loss: 0.0019629,  Valid MRR: 0.37356, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 23:43:12,869 - ice00001 - [INFO] - [E:119| 0]: Train Loss:0.0019494,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-20 23:44:52,660 - ice00001 - [INFO] - [E:119| 100]: Train Loss:0.0019561,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-20 23:46:35,441 - ice00001 - [INFO] - [E:119| 200]: Train Loss:0.0019579,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-20 23:48:15,750 - ice00001 - [INFO] - [E:119| 300]: Train Loss:0.0019577,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-20 23:49:45,816 - ice00001 - [INFO] - [E:119| 400]: Train Loss:0.0019584,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-20 23:51:26,258 - ice00001 - [INFO] - [E:119| 500]: Train Loss:0.0019593,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-20 23:53:06,567 - ice00001 - [INFO] - [E:119| 600]: Train Loss:0.00196,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-20 23:54:46,861 - ice00001 - [INFO] - [E:119| 700]: Train Loss:0.00196,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-20 23:56:27,675 - ice00001 - [INFO] - [E:119| 800]: Train Loss:0.0019609,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-20 23:58:06,143 - ice00001 - [INFO] - [E:119| 900]: Train Loss:0.0019607,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-20 23:59:07,166 - ice00001 - [INFO] - [Epoch:119]:  Training Loss:0.001961
 | 
						|
 | 
						|
2023-05-20 23:59:07,528 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-20 23:59:30,658 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-20 23:59:53,314 - ice00001 - [INFO] - [Evaluating Epoch 119 valid]: 
 | 
						|
	MRR: Tail : 0.3982, Head : 0.34704, Avg : 0.37262
 | 
						|
	MR: Tail : 218.86, Head : 257.03, Avg : 237.95
 | 
						|
	Hit-1: Tail : 0.29542, Head : 0.24821, Avg : 0.27182
 | 
						|
	Hit-3: Tail : 0.44799, Head : 0.38912, Avg : 0.41856
 | 
						|
	Hit-10: Tail : 0.59643, Head : 0.54133, Avg : 0.56888
 | 
						|
2023-05-20 23:59:53,314 - ice00001 - [INFO] - [Epoch 119]:  Training Loss: 0.0019609,  Valid MRR: 0.37356, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-20 23:59:54,086 - ice00001 - [INFO] - [E:120| 0]: Train Loss:0.0020211,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-21 00:01:34,969 - ice00001 - [INFO] - [E:120| 100]: Train Loss:0.0019555,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-21 00:03:15,265 - ice00001 - [INFO] - [E:120| 200]: Train Loss:0.0019576,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-21 00:04:55,713 - ice00001 - [INFO] - [E:120| 300]: Train Loss:0.0019575,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-21 00:06:36,421 - ice00001 - [INFO] - [E:120| 400]: Train Loss:0.0019586,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-21 00:08:07,274 - ice00001 - [INFO] - [E:120| 500]: Train Loss:0.0019582,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-21 00:09:48,043 - ice00001 - [INFO] - [E:120| 600]: Train Loss:0.0019574,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-21 00:11:28,094 - ice00001 - [INFO] - [E:120| 700]: Train Loss:0.0019569,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-21 00:13:08,325 - ice00001 - [INFO] - [E:120| 800]: Train Loss:0.0019575,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-21 00:14:49,839 - ice00001 - [INFO] - [E:120| 900]: Train Loss:0.0019589,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-21 00:15:50,651 - ice00001 - [INFO] - [Epoch:120]:  Training Loss:0.001959
 | 
						|
 | 
						|
2023-05-21 00:15:50,988 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 00:16:13,921 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 00:16:36,374 - ice00001 - [INFO] - [Evaluating Epoch 120 valid]: 
 | 
						|
	MRR: Tail : 0.40011, Head : 0.34679, Avg : 0.37345
 | 
						|
 | 
						|
2023-05-21 00:16:36,374 - ice00001 - [INFO] - [Epoch 120]:  Training Loss: 0.0019593,  Valid MRR: 0.37356, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 00:16:37,531 - ice00001 - [INFO] - [E:121| 0]: Train Loss:0.0019413,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-21 00:18:18,001 - ice00001 - [INFO] - [E:121| 100]: Train Loss:0.0019623,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-21 00:19:58,670 - ice00001 - [INFO] - [E:121| 200]: Train Loss:0.0019592,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-21 00:21:39,354 - ice00001 - [INFO] - [E:121| 300]: Train Loss:0.0019577,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-21 00:23:20,626 - ice00001 - [INFO] - [E:121| 400]: Train Loss:0.0019573,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-21 00:24:51,429 - ice00001 - [INFO] - [E:121| 500]: Train Loss:0.0019576,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-21 00:26:31,221 - ice00001 - [INFO] - [E:121| 600]: Train Loss:0.0019565,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-21 00:28:11,155 - ice00001 - [INFO] - [E:121| 700]: Train Loss:0.0019564,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-21 00:29:52,395 - ice00001 - [INFO] - [E:121| 800]: Train Loss:0.0019576,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-21 00:31:33,106 - ice00001 - [INFO] - [E:121| 900]: Train Loss:0.0019575,  Val MRR:0.37356, 	ice00001
 | 
						|
2023-05-21 00:32:44,011 - ice00001 - [INFO] - [Epoch:121]:  Training Loss:0.001958
 | 
						|
 | 
						|
2023-05-21 00:32:44,354 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 00:33:03,860 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 00:33:18,488 - ice00001 - [INFO] - [Evaluating Epoch 121 valid]: 
 | 
						|
	MRR: Tail : 0.40074, Head : 0.34764, Avg : 0.37419
 | 
						|
 | 
						|
2023-05-21 00:33:20,073 - ice00001 - [INFO] - [Epoch 121]:  Training Loss: 0.0019577,  Valid MRR: 0.37419, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 00:33:21,041 - ice00001 - [INFO] - [E:122| 0]: Train Loss:0.0019889,  Val MRR:0.37419, 	ice00001
 | 
						|
2023-05-21 00:35:05,991 - ice00001 - [INFO] - [E:122| 100]: Train Loss:0.0019554,  Val MRR:0.37419, 	ice00001
 | 
						|
2023-05-21 00:36:47,213 - ice00001 - [INFO] - [E:122| 200]: Train Loss:0.0019541,  Val MRR:0.37419, 	ice00001
 | 
						|
2023-05-21 00:38:28,288 - ice00001 - [INFO] - [E:122| 300]: Train Loss:0.0019538,  Val MRR:0.37419, 	ice00001
 | 
						|
2023-05-21 00:40:09,226 - ice00001 - [INFO] - [E:122| 400]: Train Loss:0.0019523,  Val MRR:0.37419, 	ice00001
 | 
						|
2023-05-21 00:41:47,726 - ice00001 - [INFO] - [E:122| 500]: Train Loss:0.0019538,  Val MRR:0.37419, 	ice00001
 | 
						|
2023-05-21 00:43:19,511 - ice00001 - [INFO] - [E:122| 600]: Train Loss:0.0019549,  Val MRR:0.37419, 	ice00001
 | 
						|
2023-05-21 00:45:00,760 - ice00001 - [INFO] - [E:122| 700]: Train Loss:0.0019549,  Val MRR:0.37419, 	ice00001
 | 
						|
2023-05-21 00:46:42,273 - ice00001 - [INFO] - [E:122| 800]: Train Loss:0.0019556,  Val MRR:0.37419, 	ice00001
 | 
						|
2023-05-21 00:48:23,223 - ice00001 - [INFO] - [E:122| 900]: Train Loss:0.0019558,  Val MRR:0.37419, 	ice00001
 | 
						|
2023-05-21 00:49:34,256 - ice00001 - [INFO] - [Epoch:122]:  Training Loss:0.001957
 | 
						|
 | 
						|
2023-05-21 00:49:34,572 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 00:49:57,371 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 00:50:19,931 - ice00001 - [INFO] - [Evaluating Epoch 122 valid]: 
 | 
						|
	MRR: Tail : 0.39896, Head : 0.34864, Avg : 0.3738
 | 
						|
 | 
						|
2023-05-21 00:50:19,931 - ice00001 - [INFO] - [Epoch 122]:  Training Loss: 0.0019566,  Valid MRR: 0.37419, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 00:50:21,091 - ice00001 - [INFO] - [E:123| 0]: Train Loss:0.0018898,  Val MRR:0.37419, 	ice00001
 | 
						|
2023-05-21 00:51:51,592 - ice00001 - [INFO] - [E:123| 100]: Train Loss:0.0019489,  Val MRR:0.37419, 	ice00001
 | 
						|
2023-05-21 00:53:31,746 - ice00001 - [INFO] - [E:123| 200]: Train Loss:0.0019518,  Val MRR:0.37419, 	ice00001
 | 
						|
2023-05-21 00:55:11,698 - ice00001 - [INFO] - [E:123| 300]: Train Loss:0.0019518,  Val MRR:0.37419, 	ice00001
 | 
						|
2023-05-21 00:56:52,493 - ice00001 - [INFO] - [E:123| 400]: Train Loss:0.0019534,  Val MRR:0.37419, 	ice00001
 | 
						|
2023-05-21 00:58:32,933 - ice00001 - [INFO] - [E:123| 500]: Train Loss:0.001954,  Val MRR:0.37419, 	ice00001
 | 
						|
2023-05-21 01:00:03,467 - ice00001 - [INFO] - [E:123| 600]: Train Loss:0.0019542,  Val MRR:0.37419, 	ice00001
 | 
						|
2023-05-21 01:01:43,066 - ice00001 - [INFO] - [E:123| 700]: Train Loss:0.001955,  Val MRR:0.37419, 	ice00001
 | 
						|
2023-05-21 01:03:23,760 - ice00001 - [INFO] - [E:123| 800]: Train Loss:0.0019548,  Val MRR:0.37419, 	ice00001
 | 
						|
2023-05-21 01:05:05,239 - ice00001 - [INFO] - [E:123| 900]: Train Loss:0.0019548,  Val MRR:0.37419, 	ice00001
 | 
						|
2023-05-21 01:06:16,318 - ice00001 - [INFO] - [Epoch:123]:  Training Loss:0.001955
 | 
						|
 | 
						|
2023-05-21 01:06:16,648 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 01:06:39,832 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 01:07:02,605 - ice00001 - [INFO] - [Evaluating Epoch 123 valid]: 
 | 
						|
	MRR: Tail : 0.40135, Head : 0.34897, Avg : 0.37516
 | 
						|
 | 
						|
2023-05-21 01:07:03,946 - ice00001 - [INFO] - [Epoch 123]:  Training Loss: 0.001955,  Valid MRR: 0.37516, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 01:07:05,343 - ice00001 - [INFO] - [E:124| 0]: Train Loss:0.0019198,  Val MRR:0.37516, 	ice00001
 | 
						|
2023-05-21 01:08:35,873 - ice00001 - [INFO] - [E:124| 100]: Train Loss:0.0019428,  Val MRR:0.37516, 	ice00001
 | 
						|
2023-05-21 01:10:15,338 - ice00001 - [INFO] - [E:124| 200]: Train Loss:0.0019455,  Val MRR:0.37516, 	ice00001
 | 
						|
2023-05-21 01:11:55,212 - ice00001 - [INFO] - [E:124| 300]: Train Loss:0.0019487,  Val MRR:0.37516, 	ice00001
 | 
						|
2023-05-21 01:13:36,264 - ice00001 - [INFO] - [E:124| 400]: Train Loss:0.0019509,  Val MRR:0.37516, 	ice00001
 | 
						|
2023-05-21 01:15:16,123 - ice00001 - [INFO] - [E:124| 500]: Train Loss:0.0019514,  Val MRR:0.37516, 	ice00001
 | 
						|
2023-05-21 01:16:51,570 - ice00001 - [INFO] - [E:124| 600]: Train Loss:0.0019522,  Val MRR:0.37516, 	ice00001
 | 
						|
2023-05-21 01:18:26,828 - ice00001 - [INFO] - [E:124| 700]: Train Loss:0.0019526,  Val MRR:0.37516, 	ice00001
 | 
						|
2023-05-21 01:20:07,541 - ice00001 - [INFO] - [E:124| 800]: Train Loss:0.0019525,  Val MRR:0.37516, 	ice00001
 | 
						|
2023-05-21 01:21:50,261 - ice00001 - [INFO] - [E:124| 900]: Train Loss:0.0019531,  Val MRR:0.37516, 	ice00001
 | 
						|
2023-05-21 01:23:02,203 - ice00001 - [INFO] - [Epoch:124]:  Training Loss:0.001953
 | 
						|
 | 
						|
2023-05-21 01:23:02,708 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 01:23:25,509 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 01:23:48,198 - ice00001 - [INFO] - [Evaluating Epoch 124 valid]: 
 | 
						|
	MRR: Tail : 0.4017, Head : 0.34966, Avg : 0.37568
 | 
						|
 | 
						|
2023-05-21 01:23:49,757 - ice00001 - [INFO] - [Epoch 124]:  Training Loss: 0.0019534,  Valid MRR: 0.37568, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 01:23:50,864 - ice00001 - [INFO] - [E:125| 0]: Train Loss:0.0019065,  Val MRR:0.37568, 	ice00001
 | 
						|
2023-05-21 01:25:30,556 - ice00001 - [INFO] - [E:125| 100]: Train Loss:0.0019509,  Val MRR:0.37568, 	ice00001
 | 
						|
2023-05-21 01:27:00,653 - ice00001 - [INFO] - [E:125| 200]: Train Loss:0.0019504,  Val MRR:0.37568, 	ice00001
 | 
						|
2023-05-21 01:28:41,144 - ice00001 - [INFO] - [E:125| 300]: Train Loss:0.0019528,  Val MRR:0.37568, 	ice00001
 | 
						|
2023-05-21 01:30:21,513 - ice00001 - [INFO] - [E:125| 400]: Train Loss:0.001953,  Val MRR:0.37568, 	ice00001
 | 
						|
2023-05-21 01:32:02,149 - ice00001 - [INFO] - [E:125| 500]: Train Loss:0.0019522,  Val MRR:0.37568, 	ice00001
 | 
						|
2023-05-21 01:33:43,141 - ice00001 - [INFO] - [E:125| 600]: Train Loss:0.0019518,  Val MRR:0.37568, 	ice00001
 | 
						|
2023-05-21 01:35:13,763 - ice00001 - [INFO] - [E:125| 700]: Train Loss:0.0019518,  Val MRR:0.37568, 	ice00001
 | 
						|
2023-05-21 01:36:54,458 - ice00001 - [INFO] - [E:125| 800]: Train Loss:0.001952,  Val MRR:0.37568, 	ice00001
 | 
						|
2023-05-21 01:38:34,742 - ice00001 - [INFO] - [E:125| 900]: Train Loss:0.0019518,  Val MRR:0.37568, 	ice00001
 | 
						|
2023-05-21 01:39:45,112 - ice00001 - [INFO] - [Epoch:125]:  Training Loss:0.001952
 | 
						|
 | 
						|
2023-05-21 01:39:45,543 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 01:40:08,827 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 01:40:31,362 - ice00001 - [INFO] - [Evaluating Epoch 125 valid]: 
 | 
						|
	MRR: Tail : 0.40092, Head : 0.34967, Avg : 0.37529
 | 
						|
 | 
						|
2023-05-21 01:40:31,362 - ice00001 - [INFO] - [Epoch 125]:  Training Loss: 0.0019516,  Valid MRR: 0.37568, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 01:40:32,162 - ice00001 - [INFO] - [E:126| 0]: Train Loss:0.0019249,  Val MRR:0.37568, 	ice00001
 | 
						|
2023-05-21 01:42:13,994 - ice00001 - [INFO] - [E:126| 100]: Train Loss:0.0019459,  Val MRR:0.37568, 	ice00001
 | 
						|
2023-05-21 01:43:44,871 - ice00001 - [INFO] - [E:126| 200]: Train Loss:0.0019429,  Val MRR:0.37568, 	ice00001
 | 
						|
2023-05-21 01:45:26,467 - ice00001 - [INFO] - [E:126| 300]: Train Loss:0.0019458,  Val MRR:0.37568, 	ice00001
 | 
						|
2023-05-21 01:47:07,491 - ice00001 - [INFO] - [E:126| 400]: Train Loss:0.0019467,  Val MRR:0.37568, 	ice00001
 | 
						|
2023-05-21 01:48:48,443 - ice00001 - [INFO] - [E:126| 500]: Train Loss:0.0019463,  Val MRR:0.37568, 	ice00001
 | 
						|
2023-05-21 01:50:29,059 - ice00001 - [INFO] - [E:126| 600]: Train Loss:0.0019475,  Val MRR:0.37568, 	ice00001
 | 
						|
2023-05-21 01:52:03,384 - ice00001 - [INFO] - [E:126| 700]: Train Loss:0.0019482,  Val MRR:0.37568, 	ice00001
 | 
						|
2023-05-21 01:53:40,112 - ice00001 - [INFO] - [E:126| 800]: Train Loss:0.0019491,  Val MRR:0.37568, 	ice00001
 | 
						|
2023-05-21 01:55:21,347 - ice00001 - [INFO] - [E:126| 900]: Train Loss:0.0019497,  Val MRR:0.37568, 	ice00001
 | 
						|
2023-05-21 01:56:32,506 - ice00001 - [INFO] - [Epoch:126]:  Training Loss:0.00195
 | 
						|
 | 
						|
2023-05-21 01:56:32,843 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 01:56:56,475 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 01:57:19,077 - ice00001 - [INFO] - [Evaluating Epoch 126 valid]: 
 | 
						|
	MRR: Tail : 0.40102, Head : 0.3504, Avg : 0.37571
 | 
						|
 | 
						|
2023-05-21 01:57:20,537 - ice00001 - [INFO] - [Epoch 126]:  Training Loss: 0.0019501,  Valid MRR: 0.37571, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 01:57:21,879 - ice00001 - [INFO] - [E:127| 0]: Train Loss:0.0019746,  Val MRR:0.37571, 	ice00001
 | 
						|
2023-05-21 01:59:01,935 - ice00001 - [INFO] - [E:127| 100]: Train Loss:0.0019451,  Val MRR:0.37571, 	ice00001
 | 
						|
2023-05-21 02:00:38,720 - ice00001 - [INFO] - [E:127| 200]: Train Loss:0.0019486,  Val MRR:0.37571, 	ice00001
 | 
						|
2023-05-21 02:02:12,846 - ice00001 - [INFO] - [E:127| 300]: Train Loss:0.0019469,  Val MRR:0.37571, 	ice00001
 | 
						|
2023-05-21 02:03:54,101 - ice00001 - [INFO] - [E:127| 400]: Train Loss:0.0019464,  Val MRR:0.37571, 	ice00001
 | 
						|
2023-05-21 02:05:35,590 - ice00001 - [INFO] - [E:127| 500]: Train Loss:0.0019469,  Val MRR:0.37571, 	ice00001
 | 
						|
2023-05-21 02:07:15,754 - ice00001 - [INFO] - [E:127| 600]: Train Loss:0.0019471,  Val MRR:0.37571, 	ice00001
 | 
						|
2023-05-21 02:08:55,356 - ice00001 - [INFO] - [E:127| 700]: Train Loss:0.0019475,  Val MRR:0.37571, 	ice00001
 | 
						|
2023-05-21 02:10:27,528 - ice00001 - [INFO] - [E:127| 800]: Train Loss:0.0019488,  Val MRR:0.37571, 	ice00001
 | 
						|
2023-05-21 02:12:07,812 - ice00001 - [INFO] - [E:127| 900]: Train Loss:0.0019491,  Val MRR:0.37571, 	ice00001
 | 
						|
2023-05-21 02:13:18,165 - ice00001 - [INFO] - [Epoch:127]:  Training Loss:0.001949
 | 
						|
 | 
						|
2023-05-21 02:13:18,674 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 02:13:41,447 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 02:14:03,967 - ice00001 - [INFO] - [Evaluating Epoch 127 valid]: 
 | 
						|
	MRR: Tail : 0.40443, Head : 0.35004, Avg : 0.37724
 | 
						|
 | 
						|
2023-05-21 02:14:05,396 - ice00001 - [INFO] - [Epoch 127]:  Training Loss: 0.0019491,  Valid MRR: 0.37724, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 02:14:06,537 - ice00001 - [INFO] - [E:128| 0]: Train Loss:0.0019827,  Val MRR:0.37724, 	ice00001
 | 
						|
2023-05-21 02:15:46,449 - ice00001 - [INFO] - [E:128| 100]: Train Loss:0.0019495,  Val MRR:0.37724, 	ice00001
 | 
						|
2023-05-21 02:17:26,844 - ice00001 - [INFO] - [E:128| 200]: Train Loss:0.0019502,  Val MRR:0.37724, 	ice00001
 | 
						|
2023-05-21 02:18:57,306 - ice00001 - [INFO] - [E:128| 300]: Train Loss:0.0019488,  Val MRR:0.37724, 	ice00001
 | 
						|
2023-05-21 02:20:37,742 - ice00001 - [INFO] - [E:128| 400]: Train Loss:0.0019478,  Val MRR:0.37724, 	ice00001
 | 
						|
2023-05-21 02:22:17,486 - ice00001 - [INFO] - [E:128| 500]: Train Loss:0.0019467,  Val MRR:0.37724, 	ice00001
 | 
						|
2023-05-21 02:23:58,485 - ice00001 - [INFO] - [E:128| 600]: Train Loss:0.0019471,  Val MRR:0.37724, 	ice00001
 | 
						|
2023-05-21 02:25:39,855 - ice00001 - [INFO] - [E:128| 700]: Train Loss:0.0019471,  Val MRR:0.37724, 	ice00001
 | 
						|
2023-05-21 02:27:10,629 - ice00001 - [INFO] - [E:128| 800]: Train Loss:0.0019472,  Val MRR:0.37724, 	ice00001
 | 
						|
2023-05-21 02:28:51,058 - ice00001 - [INFO] - [E:128| 900]: Train Loss:0.0019469,  Val MRR:0.37724, 	ice00001
 | 
						|
2023-05-21 02:30:02,556 - ice00001 - [INFO] - [Epoch:128]:  Training Loss:0.001947
 | 
						|
 | 
						|
2023-05-21 02:30:02,811 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 02:30:25,826 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 02:30:48,693 - ice00001 - [INFO] - [Evaluating Epoch 128 valid]: 
 | 
						|
	MRR: Tail : 0.40161, Head : 0.34936, Avg : 0.37549
 | 
						|
 | 
						|
2023-05-21 02:30:48,693 - ice00001 - [INFO] - [Epoch 128]:  Training Loss: 0.0019474,  Valid MRR: 0.37724, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 02:30:49,854 - ice00001 - [INFO] - [E:129| 0]: Train Loss:0.0018981,  Val MRR:0.37724, 	ice00001
 | 
						|
2023-05-21 02:32:31,444 - ice00001 - [INFO] - [E:129| 100]: Train Loss:0.0019462,  Val MRR:0.37724, 	ice00001
 | 
						|
2023-05-21 02:34:12,793 - ice00001 - [INFO] - [E:129| 200]: Train Loss:0.0019435,  Val MRR:0.37724, 	ice00001
 | 
						|
2023-05-21 02:35:47,114 - ice00001 - [INFO] - [E:129| 300]: Train Loss:0.0019447,  Val MRR:0.37724, 	ice00001
 | 
						|
2023-05-21 02:37:23,354 - ice00001 - [INFO] - [E:129| 400]: Train Loss:0.001946,  Val MRR:0.37724, 	ice00001
 | 
						|
2023-05-21 02:39:03,922 - ice00001 - [INFO] - [E:129| 500]: Train Loss:0.0019453,  Val MRR:0.37724, 	ice00001
 | 
						|
2023-05-21 02:40:44,438 - ice00001 - [INFO] - [E:129| 600]: Train Loss:0.0019456,  Val MRR:0.37724, 	ice00001
 | 
						|
2023-05-21 02:42:24,815 - ice00001 - [INFO] - [E:129| 700]: Train Loss:0.0019453,  Val MRR:0.37724, 	ice00001
 | 
						|
2023-05-21 02:44:05,778 - ice00001 - [INFO] - [E:129| 800]: Train Loss:0.0019457,  Val MRR:0.37724, 	ice00001
 | 
						|
2023-05-21 02:45:36,578 - ice00001 - [INFO] - [E:129| 900]: Train Loss:0.0019462,  Val MRR:0.37724, 	ice00001
 | 
						|
2023-05-21 02:46:47,518 - ice00001 - [INFO] - [Epoch:129]:  Training Loss:0.001946
 | 
						|
 | 
						|
2023-05-21 02:46:47,792 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 02:47:10,880 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 02:47:33,413 - ice00001 - [INFO] - [Evaluating Epoch 129 valid]: 
 | 
						|
	MRR: Tail : 0.40323, Head : 0.34982, Avg : 0.37652
 | 
						|
	MR: Tail : 220.88, Head : 262.36, Avg : 241.62
 | 
						|
	Hit-1: Tail : 0.29967, Head : 0.2493, Avg : 0.27449
 | 
						|
	Hit-3: Tail : 0.45382, Head : 0.39556, Avg : 0.42469
 | 
						|
	Hit-10: Tail : 0.60019, Head : 0.54897, Avg : 0.57458
 | 
						|
2023-05-21 02:47:33,413 - ice00001 - [INFO] - [Epoch 129]:  Training Loss: 0.0019462,  Valid MRR: 0.37724, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 02:47:34,591 - ice00001 - [INFO] - [E:130| 0]: Train Loss:0.0019585,  Val MRR:0.37724, 	ice00001
 | 
						|
2023-05-21 02:49:16,175 - ice00001 - [INFO] - [E:130| 100]: Train Loss:0.0019428,  Val MRR:0.37724, 	ice00001
 | 
						|
2023-05-21 02:50:55,722 - ice00001 - [INFO] - [E:130| 200]: Train Loss:0.0019417,  Val MRR:0.37724, 	ice00001
 | 
						|
2023-05-21 02:52:36,069 - ice00001 - [INFO] - [E:130| 300]: Train Loss:0.0019411,  Val MRR:0.37724, 	ice00001
 | 
						|
2023-05-21 02:54:07,269 - ice00001 - [INFO] - [E:130| 400]: Train Loss:0.0019409,  Val MRR:0.37724, 	ice00001
 | 
						|
2023-05-21 02:55:47,579 - ice00001 - [INFO] - [E:130| 500]: Train Loss:0.0019417,  Val MRR:0.37724, 	ice00001
 | 
						|
2023-05-21 02:57:28,176 - ice00001 - [INFO] - [E:130| 600]: Train Loss:0.001943,  Val MRR:0.37724, 	ice00001
 | 
						|
2023-05-21 02:59:11,597 - ice00001 - [INFO] - [E:130| 700]: Train Loss:0.0019437,  Val MRR:0.37724, 	ice00001
 | 
						|
2023-05-21 03:00:52,941 - ice00001 - [INFO] - [E:130| 800]: Train Loss:0.0019444,  Val MRR:0.37724, 	ice00001
 | 
						|
2023-05-21 03:02:23,768 - ice00001 - [INFO] - [E:130| 900]: Train Loss:0.0019446,  Val MRR:0.37724, 	ice00001
 | 
						|
2023-05-21 03:03:34,095 - ice00001 - [INFO] - [Epoch:130]:  Training Loss:0.001945
 | 
						|
 | 
						|
2023-05-21 03:03:34,396 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 03:03:57,146 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 03:04:19,242 - ice00001 - [INFO] - [Evaluating Epoch 130 valid]: 
 | 
						|
	MRR: Tail : 0.40317, Head : 0.35159, Avg : 0.37738
 | 
						|
 | 
						|
2023-05-21 03:04:20,611 - ice00001 - [INFO] - [Epoch 130]:  Training Loss: 0.0019447,  Valid MRR: 0.37738, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 03:04:21,663 - ice00001 - [INFO] - [E:131| 0]: Train Loss:0.001894,  Val MRR:0.37738, 	ice00001
 | 
						|
2023-05-21 03:06:00,996 - ice00001 - [INFO] - [E:131| 100]: Train Loss:0.0019417,  Val MRR:0.37738, 	ice00001
 | 
						|
2023-05-21 03:07:41,389 - ice00001 - [INFO] - [E:131| 200]: Train Loss:0.0019396,  Val MRR:0.37738, 	ice00001
 | 
						|
2023-05-21 03:09:22,324 - ice00001 - [INFO] - [E:131| 300]: Train Loss:0.0019423,  Val MRR:0.37738, 	ice00001
 | 
						|
2023-05-21 03:10:52,915 - ice00001 - [INFO] - [E:131| 400]: Train Loss:0.0019424,  Val MRR:0.37738, 	ice00001
 | 
						|
2023-05-21 03:12:33,340 - ice00001 - [INFO] - [E:131| 500]: Train Loss:0.0019419,  Val MRR:0.37738, 	ice00001
 | 
						|
2023-05-21 03:14:13,544 - ice00001 - [INFO] - [E:131| 600]: Train Loss:0.0019423,  Val MRR:0.37738, 	ice00001
 | 
						|
2023-05-21 03:15:54,052 - ice00001 - [INFO] - [E:131| 700]: Train Loss:0.0019424,  Val MRR:0.37738, 	ice00001
 | 
						|
2023-05-21 03:17:34,899 - ice00001 - [INFO] - [E:131| 800]: Train Loss:0.001943,  Val MRR:0.37738, 	ice00001
 | 
						|
2023-05-21 03:19:13,740 - ice00001 - [INFO] - [E:131| 900]: Train Loss:0.0019436,  Val MRR:0.37738, 	ice00001
 | 
						|
2023-05-21 03:20:15,785 - ice00001 - [INFO] - [Epoch:131]:  Training Loss:0.001943
 | 
						|
 | 
						|
2023-05-21 03:20:16,126 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 03:20:39,358 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 03:21:02,112 - ice00001 - [INFO] - [Evaluating Epoch 131 valid]: 
 | 
						|
	MRR: Tail : 0.4041, Head : 0.35119, Avg : 0.37765
 | 
						|
 | 
						|
2023-05-21 03:21:03,485 - ice00001 - [INFO] - [Epoch 131]:  Training Loss: 0.001943,  Valid MRR: 0.37765, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 03:21:04,659 - ice00001 - [INFO] - [E:132| 0]: Train Loss:0.0018863,  Val MRR:0.37765, 	ice00001
 | 
						|
2023-05-21 03:22:45,699 - ice00001 - [INFO] - [E:132| 100]: Train Loss:0.0019353,  Val MRR:0.37765, 	ice00001
 | 
						|
2023-05-21 03:24:26,715 - ice00001 - [INFO] - [E:132| 200]: Train Loss:0.0019384,  Val MRR:0.37765, 	ice00001
 | 
						|
2023-05-21 03:26:07,397 - ice00001 - [INFO] - [E:132| 300]: Train Loss:0.0019387,  Val MRR:0.37765, 	ice00001
 | 
						|
2023-05-21 03:27:48,051 - ice00001 - [INFO] - [E:132| 400]: Train Loss:0.001939,  Val MRR:0.37765, 	ice00001
 | 
						|
2023-05-21 03:29:18,366 - ice00001 - [INFO] - [E:132| 500]: Train Loss:0.0019398,  Val MRR:0.37765, 	ice00001
 | 
						|
2023-05-21 03:30:58,920 - ice00001 - [INFO] - [E:132| 600]: Train Loss:0.0019403,  Val MRR:0.37765, 	ice00001
 | 
						|
2023-05-21 03:32:39,788 - ice00001 - [INFO] - [E:132| 700]: Train Loss:0.0019405,  Val MRR:0.37765, 	ice00001
 | 
						|
2023-05-21 03:34:19,554 - ice00001 - [INFO] - [E:132| 800]: Train Loss:0.0019411,  Val MRR:0.37765, 	ice00001
 | 
						|
2023-05-21 03:35:58,888 - ice00001 - [INFO] - [E:132| 900]: Train Loss:0.0019419,  Val MRR:0.37765, 	ice00001
 | 
						|
2023-05-21 03:36:59,399 - ice00001 - [INFO] - [Epoch:132]:  Training Loss:0.001942
 | 
						|
 | 
						|
2023-05-21 03:36:59,768 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 03:37:22,926 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 03:37:45,549 - ice00001 - [INFO] - [Evaluating Epoch 132 valid]: 
 | 
						|
	MRR: Tail : 0.40399, Head : 0.35151, Avg : 0.37775
 | 
						|
 | 
						|
2023-05-21 03:37:46,922 - ice00001 - [INFO] - [Epoch 132]:  Training Loss: 0.0019422,  Valid MRR: 0.37775, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 03:37:47,913 - ice00001 - [INFO] - [E:133| 0]: Train Loss:0.0018971,  Val MRR:0.37775, 	ice00001
 | 
						|
2023-05-21 03:39:28,518 - ice00001 - [INFO] - [E:133| 100]: Train Loss:0.001938,  Val MRR:0.37775, 	ice00001
 | 
						|
2023-05-21 03:41:08,470 - ice00001 - [INFO] - [E:133| 200]: Train Loss:0.0019361,  Val MRR:0.37775, 	ice00001
 | 
						|
2023-05-21 03:42:49,057 - ice00001 - [INFO] - [E:133| 300]: Train Loss:0.0019386,  Val MRR:0.37775, 	ice00001
 | 
						|
2023-05-21 03:44:30,310 - ice00001 - [INFO] - [E:133| 400]: Train Loss:0.0019383,  Val MRR:0.37775, 	ice00001
 | 
						|
2023-05-21 03:46:01,171 - ice00001 - [INFO] - [E:133| 500]: Train Loss:0.0019391,  Val MRR:0.37775, 	ice00001
 | 
						|
2023-05-21 03:47:44,174 - ice00001 - [INFO] - [E:133| 600]: Train Loss:0.0019395,  Val MRR:0.37775, 	ice00001
 | 
						|
2023-05-21 03:49:23,138 - ice00001 - [INFO] - [E:133| 700]: Train Loss:0.0019396,  Val MRR:0.37775, 	ice00001
 | 
						|
2023-05-21 03:51:03,032 - ice00001 - [INFO] - [E:133| 800]: Train Loss:0.0019399,  Val MRR:0.37775, 	ice00001
 | 
						|
2023-05-21 03:52:44,572 - ice00001 - [INFO] - [E:133| 900]: Train Loss:0.0019405,  Val MRR:0.37775, 	ice00001
 | 
						|
2023-05-21 03:53:55,945 - ice00001 - [INFO] - [Epoch:133]:  Training Loss:0.001941
 | 
						|
 | 
						|
2023-05-21 03:53:56,332 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 03:54:15,380 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 03:54:30,314 - ice00001 - [INFO] - [Evaluating Epoch 133 valid]: 
 | 
						|
	MRR: Tail : 0.40344, Head : 0.35246, Avg : 0.37795
 | 
						|
 | 
						|
2023-05-21 03:54:31,960 - ice00001 - [INFO] - [Epoch 133]:  Training Loss: 0.0019407,  Valid MRR: 0.37795, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 03:54:33,356 - ice00001 - [INFO] - [E:134| 0]: Train Loss:0.0019521,  Val MRR:0.37795, 	ice00001
 | 
						|
2023-05-21 03:56:14,481 - ice00001 - [INFO] - [E:134| 100]: Train Loss:0.0019383,  Val MRR:0.37795, 	ice00001
 | 
						|
2023-05-21 03:57:56,237 - ice00001 - [INFO] - [E:134| 200]: Train Loss:0.0019377,  Val MRR:0.37795, 	ice00001
 | 
						|
2023-05-21 03:59:37,624 - ice00001 - [INFO] - [E:134| 300]: Train Loss:0.0019367,  Val MRR:0.37795, 	ice00001
 | 
						|
2023-05-21 04:01:18,775 - ice00001 - [INFO] - [E:134| 400]: Train Loss:0.0019366,  Val MRR:0.37795, 	ice00001
 | 
						|
2023-05-21 04:02:57,593 - ice00001 - [INFO] - [E:134| 500]: Train Loss:0.0019369,  Val MRR:0.37795, 	ice00001
 | 
						|
2023-05-21 04:04:27,847 - ice00001 - [INFO] - [E:134| 600]: Train Loss:0.0019379,  Val MRR:0.37795, 	ice00001
 | 
						|
2023-05-21 04:06:08,243 - ice00001 - [INFO] - [E:134| 700]: Train Loss:0.0019389,  Val MRR:0.37795, 	ice00001
 | 
						|
2023-05-21 04:07:48,817 - ice00001 - [INFO] - [E:134| 800]: Train Loss:0.0019391,  Val MRR:0.37795, 	ice00001
 | 
						|
2023-05-21 04:09:29,845 - ice00001 - [INFO] - [E:134| 900]: Train Loss:0.0019392,  Val MRR:0.37795, 	ice00001
 | 
						|
2023-05-21 04:10:40,516 - ice00001 - [INFO] - [Epoch:134]:  Training Loss:0.001939
 | 
						|
 | 
						|
2023-05-21 04:10:40,853 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 04:11:04,143 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 04:11:26,651 - ice00001 - [INFO] - [Evaluating Epoch 134 valid]: 
 | 
						|
	MRR: Tail : 0.40508, Head : 0.35288, Avg : 0.37898
 | 
						|
 | 
						|
2023-05-21 04:11:28,010 - ice00001 - [INFO] - [Epoch 134]:  Training Loss: 0.0019392,  Valid MRR: 0.37898, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 04:11:29,333 - ice00001 - [INFO] - [E:135| 0]: Train Loss:0.0019451,  Val MRR:0.37898, 	ice00001
 | 
						|
2023-05-21 04:12:59,263 - ice00001 - [INFO] - [E:135| 100]: Train Loss:0.001933,  Val MRR:0.37898, 	ice00001
 | 
						|
2023-05-21 04:14:39,319 - ice00001 - [INFO] - [E:135| 200]: Train Loss:0.0019332,  Val MRR:0.37898, 	ice00001
 | 
						|
2023-05-21 04:16:20,218 - ice00001 - [INFO] - [E:135| 300]: Train Loss:0.001933,  Val MRR:0.37898, 	ice00001
 | 
						|
2023-05-21 04:17:58,583 - ice00001 - [INFO] - [E:135| 400]: Train Loss:0.0019359,  Val MRR:0.37898, 	ice00001
 | 
						|
2023-05-21 04:19:38,274 - ice00001 - [INFO] - [E:135| 500]: Train Loss:0.0019361,  Val MRR:0.37898, 	ice00001
 | 
						|
2023-05-21 04:21:08,643 - ice00001 - [INFO] - [E:135| 600]: Train Loss:0.0019366,  Val MRR:0.37898, 	ice00001
 | 
						|
2023-05-21 04:22:49,004 - ice00001 - [INFO] - [E:135| 700]: Train Loss:0.0019375,  Val MRR:0.37898, 	ice00001
 | 
						|
2023-05-21 04:24:29,245 - ice00001 - [INFO] - [E:135| 800]: Train Loss:0.0019385,  Val MRR:0.37898, 	ice00001
 | 
						|
2023-05-21 04:26:10,380 - ice00001 - [INFO] - [E:135| 900]: Train Loss:0.001938,  Val MRR:0.37898, 	ice00001
 | 
						|
2023-05-21 04:27:21,310 - ice00001 - [INFO] - [Epoch:135]:  Training Loss:0.001938
 | 
						|
 | 
						|
2023-05-21 04:27:21,647 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 04:27:45,020 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 04:28:07,428 - ice00001 - [INFO] - [Evaluating Epoch 135 valid]: 
 | 
						|
	MRR: Tail : 0.40367, Head : 0.35382, Avg : 0.37875
 | 
						|
 | 
						|
2023-05-21 04:28:07,429 - ice00001 - [INFO] - [Epoch 135]:  Training Loss: 0.0019379,  Valid MRR: 0.37898, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 04:28:08,587 - ice00001 - [INFO] - [E:136| 0]: Train Loss:0.0019355,  Val MRR:0.37898, 	ice00001
 | 
						|
2023-05-21 04:29:38,956 - ice00001 - [INFO] - [E:136| 100]: Train Loss:0.0019338,  Val MRR:0.37898, 	ice00001
 | 
						|
2023-05-21 04:31:18,563 - ice00001 - [INFO] - [E:136| 200]: Train Loss:0.0019357,  Val MRR:0.37898, 	ice00001
 | 
						|
2023-05-21 04:32:57,643 - ice00001 - [INFO] - [E:136| 300]: Train Loss:0.0019365,  Val MRR:0.37898, 	ice00001
 | 
						|
2023-05-21 04:34:37,737 - ice00001 - [INFO] - [E:136| 400]: Train Loss:0.0019374,  Val MRR:0.37898, 	ice00001
 | 
						|
2023-05-21 04:36:21,404 - ice00001 - [INFO] - [E:136| 500]: Train Loss:0.0019367,  Val MRR:0.37898, 	ice00001
 | 
						|
2023-05-21 04:38:01,364 - ice00001 - [INFO] - [E:136| 600]: Train Loss:0.0019356,  Val MRR:0.37898, 	ice00001
 | 
						|
2023-05-21 04:39:32,791 - ice00001 - [INFO] - [E:136| 700]: Train Loss:0.0019363,  Val MRR:0.37898, 	ice00001
 | 
						|
2023-05-21 04:41:13,690 - ice00001 - [INFO] - [E:136| 800]: Train Loss:0.0019361,  Val MRR:0.37898, 	ice00001
 | 
						|
2023-05-21 04:42:54,683 - ice00001 - [INFO] - [E:136| 900]: Train Loss:0.0019369,  Val MRR:0.37898, 	ice00001
 | 
						|
2023-05-21 04:44:05,377 - ice00001 - [INFO] - [Epoch:136]:  Training Loss:0.001937
 | 
						|
 | 
						|
2023-05-21 04:44:05,778 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 04:44:28,777 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 04:44:51,358 - ice00001 - [INFO] - [Evaluating Epoch 136 valid]: 
 | 
						|
	MRR: Tail : 0.40639, Head : 0.35419, Avg : 0.38029
 | 
						|
 | 
						|
2023-05-21 04:44:53,846 - ice00001 - [INFO] - [Epoch 136]:  Training Loss: 0.001937,  Valid MRR: 0.38029, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 04:44:55,014 - ice00001 - [INFO] - [E:137| 0]: Train Loss:0.0019355,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 04:46:34,669 - ice00001 - [INFO] - [E:137| 100]: Train Loss:0.0019374,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 04:48:04,689 - ice00001 - [INFO] - [E:137| 200]: Train Loss:0.001932,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 04:49:44,677 - ice00001 - [INFO] - [E:137| 300]: Train Loss:0.0019338,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 04:51:25,518 - ice00001 - [INFO] - [E:137| 400]: Train Loss:0.0019343,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 04:53:06,179 - ice00001 - [INFO] - [E:137| 500]: Train Loss:0.0019342,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 04:54:48,097 - ice00001 - [INFO] - [E:137| 600]: Train Loss:0.0019341,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 04:56:18,616 - ice00001 - [INFO] - [E:137| 700]: Train Loss:0.0019348,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 04:57:58,701 - ice00001 - [INFO] - [E:137| 800]: Train Loss:0.0019349,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 04:59:39,041 - ice00001 - [INFO] - [E:137| 900]: Train Loss:0.0019351,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:00:49,119 - ice00001 - [INFO] - [Epoch:137]:  Training Loss:0.001935
 | 
						|
 | 
						|
2023-05-21 05:00:49,457 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 05:01:12,715 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 05:01:34,971 - ice00001 - [INFO] - [Evaluating Epoch 137 valid]: 
 | 
						|
	MRR: Tail : 0.40605, Head : 0.35417, Avg : 0.38011
 | 
						|
 | 
						|
2023-05-21 05:01:34,971 - ice00001 - [INFO] - [Epoch 137]:  Training Loss: 0.0019351,  Valid MRR: 0.38029, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 05:01:36,140 - ice00001 - [INFO] - [E:138| 0]: Train Loss:0.0019455,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:03:15,646 - ice00001 - [INFO] - [E:138| 100]: Train Loss:0.0019296,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:04:46,532 - ice00001 - [INFO] - [E:138| 200]: Train Loss:0.0019318,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:06:27,891 - ice00001 - [INFO] - [E:138| 300]: Train Loss:0.0019327,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:08:08,972 - ice00001 - [INFO] - [E:138| 400]: Train Loss:0.0019324,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:09:50,366 - ice00001 - [INFO] - [E:138| 500]: Train Loss:0.0019323,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:11:31,544 - ice00001 - [INFO] - [E:138| 600]: Train Loss:0.0019316,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:13:06,795 - ice00001 - [INFO] - [E:138| 700]: Train Loss:0.0019333,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:14:41,573 - ice00001 - [INFO] - [E:138| 800]: Train Loss:0.0019339,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:16:20,510 - ice00001 - [INFO] - [E:138| 900]: Train Loss:0.0019338,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:17:31,468 - ice00001 - [INFO] - [Epoch:138]:  Training Loss:0.001934
 | 
						|
 | 
						|
2023-05-21 05:17:31,834 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 05:17:54,862 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 05:18:17,515 - ice00001 - [INFO] - [Evaluating Epoch 138 valid]: 
 | 
						|
	MRR: Tail : 0.40452, Head : 0.35457, Avg : 0.37955
 | 
						|
 | 
						|
2023-05-21 05:18:17,515 - ice00001 - [INFO] - [Epoch 138]:  Training Loss: 0.0019337,  Valid MRR: 0.38029, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 05:18:18,688 - ice00001 - [INFO] - [E:139| 0]: Train Loss:0.001902,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:19:58,849 - ice00001 - [INFO] - [E:139| 100]: Train Loss:0.001931,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:21:38,238 - ice00001 - [INFO] - [E:139| 200]: Train Loss:0.0019302,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:23:09,274 - ice00001 - [INFO] - [E:139| 300]: Train Loss:0.0019323,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:24:52,884 - ice00001 - [INFO] - [E:139| 400]: Train Loss:0.0019328,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:26:34,031 - ice00001 - [INFO] - [E:139| 500]: Train Loss:0.001932,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:28:15,342 - ice00001 - [INFO] - [E:139| 600]: Train Loss:0.0019316,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:29:55,029 - ice00001 - [INFO] - [E:139| 700]: Train Loss:0.0019312,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:31:25,359 - ice00001 - [INFO] - [E:139| 800]: Train Loss:0.0019314,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:33:06,180 - ice00001 - [INFO] - [E:139| 900]: Train Loss:0.001932,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:34:16,563 - ice00001 - [INFO] - [Epoch:139]:  Training Loss:0.001933
 | 
						|
 | 
						|
2023-05-21 05:34:16,950 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 05:34:40,147 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 05:35:02,521 - ice00001 - [INFO] - [Evaluating Epoch 139 valid]: 
 | 
						|
	MRR: Tail : 0.40469, Head : 0.35427, Avg : 0.37948
 | 
						|
	MR: Tail : 228.15, Head : 268.45, Avg : 248.3
 | 
						|
	Hit-1: Tail : 0.30113, Head : 0.25428, Avg : 0.2777
 | 
						|
	Hit-3: Tail : 0.45345, Head : 0.39847, Avg : 0.42596
 | 
						|
	Hit-10: Tail : 0.60384, Head : 0.55152, Avg : 0.57768
 | 
						|
2023-05-21 05:35:02,521 - ice00001 - [INFO] - [Epoch 139]:  Training Loss: 0.0019328,  Valid MRR: 0.38029, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 05:35:03,325 - ice00001 - [INFO] - [E:140| 0]: Train Loss:0.0018814,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:36:44,220 - ice00001 - [INFO] - [E:140| 100]: Train Loss:0.0019303,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:38:25,286 - ice00001 - [INFO] - [E:140| 200]: Train Loss:0.0019324,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:39:55,908 - ice00001 - [INFO] - [E:140| 300]: Train Loss:0.0019324,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:41:36,243 - ice00001 - [INFO] - [E:140| 400]: Train Loss:0.0019319,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:43:16,657 - ice00001 - [INFO] - [E:140| 500]: Train Loss:0.0019314,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:44:56,009 - ice00001 - [INFO] - [E:140| 600]: Train Loss:0.0019313,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:46:36,861 - ice00001 - [INFO] - [E:140| 700]: Train Loss:0.0019305,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:48:08,102 - ice00001 - [INFO] - [E:140| 800]: Train Loss:0.0019306,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:49:48,371 - ice00001 - [INFO] - [E:140| 900]: Train Loss:0.001931,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:50:58,422 - ice00001 - [INFO] - [Epoch:140]:  Training Loss:0.001931
 | 
						|
 | 
						|
2023-05-21 05:50:58,759 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 05:51:21,680 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 05:51:44,224 - ice00001 - [INFO] - [Evaluating Epoch 140 valid]: 
 | 
						|
	MRR: Tail : 0.40509, Head : 0.35358, Avg : 0.37934
 | 
						|
 | 
						|
2023-05-21 05:51:44,224 - ice00001 - [INFO] - [Epoch 140]:  Training Loss: 0.0019313,  Valid MRR: 0.38029, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 05:51:45,428 - ice00001 - [INFO] - [E:141| 0]: Train Loss:0.0019088,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:53:26,222 - ice00001 - [INFO] - [E:141| 100]: Train Loss:0.0019289,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:55:07,395 - ice00001 - [INFO] - [E:141| 200]: Train Loss:0.0019294,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:56:42,343 - ice00001 - [INFO] - [E:141| 300]: Train Loss:0.0019282,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:58:17,638 - ice00001 - [INFO] - [E:141| 400]: Train Loss:0.0019271,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 05:59:56,723 - ice00001 - [INFO] - [E:141| 500]: Train Loss:0.0019276,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 06:01:37,418 - ice00001 - [INFO] - [E:141| 600]: Train Loss:0.0019287,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 06:03:17,438 - ice00001 - [INFO] - [E:141| 700]: Train Loss:0.0019288,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 06:04:58,138 - ice00001 - [INFO] - [E:141| 800]: Train Loss:0.0019298,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 06:06:27,782 - ice00001 - [INFO] - [E:141| 900]: Train Loss:0.0019305,  Val MRR:0.38029, 	ice00001
 | 
						|
2023-05-21 06:07:38,215 - ice00001 - [INFO] - [Epoch:141]:  Training Loss:0.00193
 | 
						|
 | 
						|
2023-05-21 06:07:38,603 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 06:08:01,560 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 06:08:24,099 - ice00001 - [INFO] - [Evaluating Epoch 141 valid]: 
 | 
						|
	MRR: Tail : 0.40637, Head : 0.35593, Avg : 0.38115
 | 
						|
 | 
						|
2023-05-21 06:08:26,257 - ice00001 - [INFO] - [Epoch 141]:  Training Loss: 0.0019304,  Valid MRR: 0.38115, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 06:08:27,423 - ice00001 - [INFO] - [E:142| 0]: Train Loss:0.0019274,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 06:10:07,297 - ice00001 - [INFO] - [E:142| 100]: Train Loss:0.0019312,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 06:11:49,812 - ice00001 - [INFO] - [E:142| 200]: Train Loss:0.0019311,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 06:13:30,059 - ice00001 - [INFO] - [E:142| 300]: Train Loss:0.0019287,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 06:15:00,430 - ice00001 - [INFO] - [E:142| 400]: Train Loss:0.0019292,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 06:16:40,799 - ice00001 - [INFO] - [E:142| 500]: Train Loss:0.001929,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 06:18:20,610 - ice00001 - [INFO] - [E:142| 600]: Train Loss:0.001928,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 06:20:00,555 - ice00001 - [INFO] - [E:142| 700]: Train Loss:0.0019285,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 06:21:40,411 - ice00001 - [INFO] - [E:142| 800]: Train Loss:0.0019289,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 06:23:10,441 - ice00001 - [INFO] - [E:142| 900]: Train Loss:0.0019294,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 06:24:21,085 - ice00001 - [INFO] - [Epoch:142]:  Training Loss:0.001929
 | 
						|
 | 
						|
2023-05-21 06:24:21,353 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 06:24:44,482 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 06:25:06,950 - ice00001 - [INFO] - [Evaluating Epoch 142 valid]: 
 | 
						|
	MRR: Tail : 0.40554, Head : 0.35341, Avg : 0.37948
 | 
						|
 | 
						|
2023-05-21 06:25:06,950 - ice00001 - [INFO] - [Epoch 142]:  Training Loss: 0.001929,  Valid MRR: 0.38115, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 06:25:07,981 - ice00001 - [INFO] - [E:143| 0]: Train Loss:0.0018627,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 06:26:48,383 - ice00001 - [INFO] - [E:143| 100]: Train Loss:0.001925,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 06:28:28,364 - ice00001 - [INFO] - [E:143| 200]: Train Loss:0.0019254,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 06:30:08,722 - ice00001 - [INFO] - [E:143| 300]: Train Loss:0.0019236,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 06:31:38,721 - ice00001 - [INFO] - [E:143| 400]: Train Loss:0.0019245,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 06:33:19,596 - ice00001 - [INFO] - [E:143| 500]: Train Loss:0.0019253,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 06:35:00,461 - ice00001 - [INFO] - [E:143| 600]: Train Loss:0.001926,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 06:36:41,330 - ice00001 - [INFO] - [E:143| 700]: Train Loss:0.0019264,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 06:38:22,766 - ice00001 - [INFO] - [E:143| 800]: Train Loss:0.0019275,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 06:40:03,602 - ice00001 - [INFO] - [E:143| 900]: Train Loss:0.001928,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 06:41:04,574 - ice00001 - [INFO] - [Epoch:143]:  Training Loss:0.001928
 | 
						|
 | 
						|
2023-05-21 06:41:04,914 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 06:41:27,927 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 06:41:50,288 - ice00001 - [INFO] - [Evaluating Epoch 143 valid]: 
 | 
						|
	MRR: Tail : 0.40583, Head : 0.35508, Avg : 0.38046
 | 
						|
 | 
						|
2023-05-21 06:41:50,288 - ice00001 - [INFO] - [Epoch 143]:  Training Loss: 0.0019278,  Valid MRR: 0.38115, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 06:41:51,475 - ice00001 - [INFO] - [E:144| 0]: Train Loss:0.0019229,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 06:43:31,743 - ice00001 - [INFO] - [E:144| 100]: Train Loss:0.0019217,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 06:45:12,268 - ice00001 - [INFO] - [E:144| 200]: Train Loss:0.0019235,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 06:46:53,226 - ice00001 - [INFO] - [E:144| 300]: Train Loss:0.0019241,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 06:48:33,965 - ice00001 - [INFO] - [E:144| 400]: Train Loss:0.0019236,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 06:50:04,492 - ice00001 - [INFO] - [E:144| 500]: Train Loss:0.0019249,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 06:51:45,822 - ice00001 - [INFO] - [E:144| 600]: Train Loss:0.0019258,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 06:53:27,198 - ice00001 - [INFO] - [E:144| 700]: Train Loss:0.001926,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 06:55:07,341 - ice00001 - [INFO] - [E:144| 800]: Train Loss:0.0019262,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 06:56:45,993 - ice00001 - [INFO] - [E:144| 900]: Train Loss:0.0019263,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 06:57:46,175 - ice00001 - [INFO] - [Epoch:144]:  Training Loss:0.001927
 | 
						|
 | 
						|
2023-05-21 06:57:46,513 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 06:58:09,753 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 06:58:32,010 - ice00001 - [INFO] - [Evaluating Epoch 144 valid]: 
 | 
						|
	MRR: Tail : 0.40567, Head : 0.35618, Avg : 0.38093
 | 
						|
 | 
						|
2023-05-21 06:58:32,010 - ice00001 - [INFO] - [Epoch 144]:  Training Loss: 0.0019266,  Valid MRR: 0.38115, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 06:58:33,185 - ice00001 - [INFO] - [E:145| 0]: Train Loss:0.0018529,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 07:00:16,635 - ice00001 - [INFO] - [E:145| 100]: Train Loss:0.0019249,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 07:01:56,187 - ice00001 - [INFO] - [E:145| 200]: Train Loss:0.0019228,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 07:03:36,524 - ice00001 - [INFO] - [E:145| 300]: Train Loss:0.0019222,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 07:05:17,217 - ice00001 - [INFO] - [E:145| 400]: Train Loss:0.0019232,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 07:06:47,083 - ice00001 - [INFO] - [E:145| 500]: Train Loss:0.0019234,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 07:08:27,638 - ice00001 - [INFO] - [E:145| 600]: Train Loss:0.0019228,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 07:10:07,906 - ice00001 - [INFO] - [E:145| 700]: Train Loss:0.001923,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 07:11:47,623 - ice00001 - [INFO] - [E:145| 800]: Train Loss:0.0019241,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 07:13:28,418 - ice00001 - [INFO] - [E:145| 900]: Train Loss:0.0019245,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 07:14:39,003 - ice00001 - [INFO] - [Epoch:145]:  Training Loss:0.001925
 | 
						|
 | 
						|
2023-05-21 07:14:39,498 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 07:14:58,386 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 07:15:13,048 - ice00001 - [INFO] - [Evaluating Epoch 145 valid]: 
 | 
						|
	MRR: Tail : 0.40546, Head : 0.35586, Avg : 0.38066
 | 
						|
 | 
						|
2023-05-21 07:15:13,048 - ice00001 - [INFO] - [Epoch 145]:  Training Loss: 0.0019252,  Valid MRR: 0.38115, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 07:15:14,220 - ice00001 - [INFO] - [E:146| 0]: Train Loss:0.0019919,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 07:16:54,313 - ice00001 - [INFO] - [E:146| 100]: Train Loss:0.0019141,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 07:18:34,585 - ice00001 - [INFO] - [E:146| 200]: Train Loss:0.0019159,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 07:20:15,508 - ice00001 - [INFO] - [E:146| 300]: Train Loss:0.0019197,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 07:21:55,294 - ice00001 - [INFO] - [E:146| 400]: Train Loss:0.0019202,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 07:23:35,715 - ice00001 - [INFO] - [E:146| 500]: Train Loss:0.0019206,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 07:25:05,819 - ice00001 - [INFO] - [E:146| 600]: Train Loss:0.0019215,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 07:26:45,827 - ice00001 - [INFO] - [E:146| 700]: Train Loss:0.0019224,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 07:28:26,160 - ice00001 - [INFO] - [E:146| 800]: Train Loss:0.0019224,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 07:30:06,464 - ice00001 - [INFO] - [E:146| 900]: Train Loss:0.0019234,  Val MRR:0.38115, 	ice00001
 | 
						|
2023-05-21 07:31:16,942 - ice00001 - [INFO] - [Epoch:146]:  Training Loss:0.001924
 | 
						|
 | 
						|
2023-05-21 07:31:17,197 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 07:31:40,160 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 07:32:02,477 - ice00001 - [INFO] - [Evaluating Epoch 146 valid]: 
 | 
						|
	MRR: Tail : 0.40752, Head : 0.35553, Avg : 0.38153
 | 
						|
 | 
						|
2023-05-21 07:32:04,323 - ice00001 - [INFO] - [Epoch 146]:  Training Loss: 0.001924,  Valid MRR: 0.38153, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 07:32:05,537 - ice00001 - [INFO] - [E:147| 0]: Train Loss:0.0019316,  Val MRR:0.38153, 	ice00001
 | 
						|
2023-05-21 07:33:35,764 - ice00001 - [INFO] - [E:147| 100]: Train Loss:0.0019242,  Val MRR:0.38153, 	ice00001
 | 
						|
2023-05-21 07:35:16,539 - ice00001 - [INFO] - [E:147| 200]: Train Loss:0.0019229,  Val MRR:0.38153, 	ice00001
 | 
						|
2023-05-21 07:36:57,264 - ice00001 - [INFO] - [E:147| 300]: Train Loss:0.0019214,  Val MRR:0.38153, 	ice00001
 | 
						|
2023-05-21 07:38:38,187 - ice00001 - [INFO] - [E:147| 400]: Train Loss:0.0019205,  Val MRR:0.38153, 	ice00001
 | 
						|
2023-05-21 07:40:17,451 - ice00001 - [INFO] - [E:147| 500]: Train Loss:0.0019196,  Val MRR:0.38153, 	ice00001
 | 
						|
2023-05-21 07:41:47,472 - ice00001 - [INFO] - [E:147| 600]: Train Loss:0.0019207,  Val MRR:0.38153, 	ice00001
 | 
						|
2023-05-21 07:43:29,267 - ice00001 - [INFO] - [E:147| 700]: Train Loss:0.0019211,  Val MRR:0.38153, 	ice00001
 | 
						|
2023-05-21 07:45:10,571 - ice00001 - [INFO] - [E:147| 800]: Train Loss:0.0019212,  Val MRR:0.38153, 	ice00001
 | 
						|
2023-05-21 07:46:52,011 - ice00001 - [INFO] - [E:147| 900]: Train Loss:0.0019218,  Val MRR:0.38153, 	ice00001
 | 
						|
2023-05-21 07:48:06,698 - ice00001 - [INFO] - [Epoch:147]:  Training Loss:0.001923
 | 
						|
 | 
						|
2023-05-21 07:48:07,053 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 07:48:30,200 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 07:48:52,233 - ice00001 - [INFO] - [Evaluating Epoch 147 valid]: 
 | 
						|
	MRR: Tail : 0.40804, Head : 0.35436, Avg : 0.3812
 | 
						|
 | 
						|
2023-05-21 07:48:52,233 - ice00001 - [INFO] - [Epoch 147]:  Training Loss: 0.0019226,  Valid MRR: 0.38153, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 07:48:53,283 - ice00001 - [INFO] - [E:148| 0]: Train Loss:0.0019119,  Val MRR:0.38153, 	ice00001
 | 
						|
2023-05-21 07:50:23,562 - ice00001 - [INFO] - [E:148| 100]: Train Loss:0.001918,  Val MRR:0.38153, 	ice00001
 | 
						|
2023-05-21 07:52:04,803 - ice00001 - [INFO] - [E:148| 200]: Train Loss:0.001922,  Val MRR:0.38153, 	ice00001
 | 
						|
2023-05-21 07:53:44,704 - ice00001 - [INFO] - [E:148| 300]: Train Loss:0.0019194,  Val MRR:0.38153, 	ice00001
 | 
						|
2023-05-21 07:55:23,798 - ice00001 - [INFO] - [E:148| 400]: Train Loss:0.0019205,  Val MRR:0.38153, 	ice00001
 | 
						|
2023-05-21 07:57:03,732 - ice00001 - [INFO] - [E:148| 500]: Train Loss:0.0019194,  Val MRR:0.38153, 	ice00001
 | 
						|
2023-05-21 07:58:41,328 - ice00001 - [INFO] - [E:148| 600]: Train Loss:0.0019207,  Val MRR:0.38153, 	ice00001
 | 
						|
2023-05-21 08:00:14,586 - ice00001 - [INFO] - [E:148| 700]: Train Loss:0.0019212,  Val MRR:0.38153, 	ice00001
 | 
						|
2023-05-21 08:01:54,778 - ice00001 - [INFO] - [E:148| 800]: Train Loss:0.0019205,  Val MRR:0.38153, 	ice00001
 | 
						|
2023-05-21 08:03:35,743 - ice00001 - [INFO] - [E:148| 900]: Train Loss:0.0019208,  Val MRR:0.38153, 	ice00001
 | 
						|
2023-05-21 08:04:47,008 - ice00001 - [INFO] - [Epoch:148]:  Training Loss:0.001922
 | 
						|
 | 
						|
2023-05-21 08:04:47,263 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 08:05:10,230 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 08:05:32,988 - ice00001 - [INFO] - [Evaluating Epoch 148 valid]: 
 | 
						|
	MRR: Tail : 0.4086, Head : 0.35764, Avg : 0.38312
 | 
						|
 | 
						|
2023-05-21 08:05:35,792 - ice00001 - [INFO] - [Epoch 148]:  Training Loss: 0.0019215,  Valid MRR: 0.38312, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 08:05:36,960 - ice00001 - [INFO] - [E:149| 0]: Train Loss:0.0019442,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:07:17,639 - ice00001 - [INFO] - [E:149| 100]: Train Loss:0.0019213,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:08:47,428 - ice00001 - [INFO] - [E:149| 200]: Train Loss:0.0019183,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:10:28,620 - ice00001 - [INFO] - [E:149| 300]: Train Loss:0.0019187,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:12:09,530 - ice00001 - [INFO] - [E:149| 400]: Train Loss:0.0019201,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:13:50,767 - ice00001 - [INFO] - [E:149| 500]: Train Loss:0.0019193,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:15:32,195 - ice00001 - [INFO] - [E:149| 600]: Train Loss:0.0019197,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:17:03,595 - ice00001 - [INFO] - [E:149| 700]: Train Loss:0.0019196,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:18:44,555 - ice00001 - [INFO] - [E:149| 800]: Train Loss:0.0019195,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:20:25,401 - ice00001 - [INFO] - [E:149| 900]: Train Loss:0.0019202,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:21:36,217 - ice00001 - [INFO] - [Epoch:149]:  Training Loss:0.00192
 | 
						|
 | 
						|
2023-05-21 08:21:36,474 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 08:21:59,380 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 08:22:21,670 - ice00001 - [INFO] - [Evaluating Epoch 149 valid]: 
 | 
						|
	MRR: Tail : 0.4061, Head : 0.35669, Avg : 0.38139
 | 
						|
	MR: Tail : 234.01, Head : 275.47, Avg : 254.74
 | 
						|
	Hit-1: Tail : 0.30064, Head : 0.25586, Avg : 0.27825
 | 
						|
	Hit-3: Tail : 0.45964, Head : 0.39981, Avg : 0.42972
 | 
						|
	Hit-10: Tail : 0.60347, Head : 0.55359, Avg : 0.57853
 | 
						|
2023-05-21 08:22:21,670 - ice00001 - [INFO] - [Epoch 149]:  Training Loss: 0.0019201,  Valid MRR: 0.38312, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 08:22:22,766 - ice00001 - [INFO] - [E:150| 0]: Train Loss:0.0019166,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:24:02,499 - ice00001 - [INFO] - [E:150| 100]: Train Loss:0.0019116,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:25:32,667 - ice00001 - [INFO] - [E:150| 200]: Train Loss:0.0019114,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:27:12,951 - ice00001 - [INFO] - [E:150| 300]: Train Loss:0.001914,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:28:52,959 - ice00001 - [INFO] - [E:150| 400]: Train Loss:0.0019162,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:30:33,899 - ice00001 - [INFO] - [E:150| 500]: Train Loss:0.0019173,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:32:14,899 - ice00001 - [INFO] - [E:150| 600]: Train Loss:0.0019176,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:33:48,816 - ice00001 - [INFO] - [E:150| 700]: Train Loss:0.0019176,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:35:25,518 - ice00001 - [INFO] - [E:150| 800]: Train Loss:0.0019181,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:37:07,866 - ice00001 - [INFO] - [E:150| 900]: Train Loss:0.0019188,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:38:17,697 - ice00001 - [INFO] - [Epoch:150]:  Training Loss:0.001919
 | 
						|
 | 
						|
2023-05-21 08:38:18,202 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 08:38:40,963 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 08:39:03,655 - ice00001 - [INFO] - [Evaluating Epoch 150 valid]: 
 | 
						|
	MRR: Tail : 0.40813, Head : 0.35676, Avg : 0.38244
 | 
						|
 | 
						|
2023-05-21 08:39:03,655 - ice00001 - [INFO] - [Epoch 150]:  Training Loss: 0.0019189,  Valid MRR: 0.38312, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 08:39:04,800 - ice00001 - [INFO] - [E:151| 0]: Train Loss:0.0019492,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:40:46,018 - ice00001 - [INFO] - [E:151| 100]: Train Loss:0.0019146,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:42:26,585 - ice00001 - [INFO] - [E:151| 200]: Train Loss:0.0019139,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:43:56,597 - ice00001 - [INFO] - [E:151| 300]: Train Loss:0.001915,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:45:37,658 - ice00001 - [INFO] - [E:151| 400]: Train Loss:0.0019156,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:47:18,217 - ice00001 - [INFO] - [E:151| 500]: Train Loss:0.001916,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:48:58,734 - ice00001 - [INFO] - [E:151| 600]: Train Loss:0.0019162,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:50:39,104 - ice00001 - [INFO] - [E:151| 700]: Train Loss:0.0019171,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:52:08,420 - ice00001 - [INFO] - [E:151| 800]: Train Loss:0.0019176,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:53:48,845 - ice00001 - [INFO] - [E:151| 900]: Train Loss:0.0019171,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:54:59,474 - ice00001 - [INFO] - [Epoch:151]:  Training Loss:0.001918
 | 
						|
 | 
						|
2023-05-21 08:54:59,969 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 08:55:22,769 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 08:55:45,085 - ice00001 - [INFO] - [Evaluating Epoch 151 valid]: 
 | 
						|
	MRR: Tail : 0.40711, Head : 0.35547, Avg : 0.38129
 | 
						|
 | 
						|
2023-05-21 08:55:45,085 - ice00001 - [INFO] - [Epoch 151]:  Training Loss: 0.001918,  Valid MRR: 0.38312, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 08:55:46,253 - ice00001 - [INFO] - [E:152| 0]: Train Loss:0.0019274,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:57:26,450 - ice00001 - [INFO] - [E:152| 100]: Train Loss:0.0019188,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 08:59:06,948 - ice00001 - [INFO] - [E:152| 200]: Train Loss:0.0019115,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:00:37,128 - ice00001 - [INFO] - [E:152| 300]: Train Loss:0.0019135,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:02:17,208 - ice00001 - [INFO] - [E:152| 400]: Train Loss:0.0019133,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:03:58,096 - ice00001 - [INFO] - [E:152| 500]: Train Loss:0.0019136,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:05:38,166 - ice00001 - [INFO] - [E:152| 600]: Train Loss:0.0019148,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:07:17,531 - ice00001 - [INFO] - [E:152| 700]: Train Loss:0.0019152,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:08:50,273 - ice00001 - [INFO] - [E:152| 800]: Train Loss:0.0019157,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:10:28,480 - ice00001 - [INFO] - [E:152| 900]: Train Loss:0.0019165,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:11:40,169 - ice00001 - [INFO] - [Epoch:152]:  Training Loss:0.001917
 | 
						|
 | 
						|
2023-05-21 09:11:40,661 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 09:12:03,638 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 09:12:26,193 - ice00001 - [INFO] - [Evaluating Epoch 152 valid]: 
 | 
						|
	MRR: Tail : 0.40721, Head : 0.35599, Avg : 0.3816
 | 
						|
 | 
						|
2023-05-21 09:12:26,193 - ice00001 - [INFO] - [Epoch 152]:  Training Loss: 0.0019165,  Valid MRR: 0.38312, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 09:12:27,333 - ice00001 - [INFO] - [E:153| 0]: Train Loss:0.0019314,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:14:08,449 - ice00001 - [INFO] - [E:153| 100]: Train Loss:0.0019045,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:15:50,183 - ice00001 - [INFO] - [E:153| 200]: Train Loss:0.0019087,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:17:29,308 - ice00001 - [INFO] - [E:153| 300]: Train Loss:0.00191,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:19:01,722 - ice00001 - [INFO] - [E:153| 400]: Train Loss:0.0019108,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:20:41,760 - ice00001 - [INFO] - [E:153| 500]: Train Loss:0.0019127,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:22:21,527 - ice00001 - [INFO] - [E:153| 600]: Train Loss:0.0019129,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:24:02,288 - ice00001 - [INFO] - [E:153| 700]: Train Loss:0.0019143,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:25:45,436 - ice00001 - [INFO] - [E:153| 800]: Train Loss:0.0019149,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:27:15,503 - ice00001 - [INFO] - [E:153| 900]: Train Loss:0.0019153,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:28:25,786 - ice00001 - [INFO] - [Epoch:153]:  Training Loss:0.001915
 | 
						|
 | 
						|
2023-05-21 09:28:26,111 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 09:28:48,840 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 09:29:11,358 - ice00001 - [INFO] - [Evaluating Epoch 153 valid]: 
 | 
						|
	MRR: Tail : 0.40821, Head : 0.35713, Avg : 0.38267
 | 
						|
 | 
						|
2023-05-21 09:29:11,358 - ice00001 - [INFO] - [Epoch 153]:  Training Loss: 0.0019153,  Valid MRR: 0.38312, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 09:29:12,532 - ice00001 - [INFO] - [E:154| 0]: Train Loss:0.0019516,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:30:52,144 - ice00001 - [INFO] - [E:154| 100]: Train Loss:0.0019113,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:32:32,061 - ice00001 - [INFO] - [E:154| 200]: Train Loss:0.001911,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:34:11,868 - ice00001 - [INFO] - [E:154| 300]: Train Loss:0.00191,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:35:41,403 - ice00001 - [INFO] - [E:154| 400]: Train Loss:0.0019112,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:37:22,251 - ice00001 - [INFO] - [E:154| 500]: Train Loss:0.001912,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:39:03,012 - ice00001 - [INFO] - [E:154| 600]: Train Loss:0.0019126,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:40:43,863 - ice00001 - [INFO] - [E:154| 700]: Train Loss:0.0019135,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:42:24,544 - ice00001 - [INFO] - [E:154| 800]: Train Loss:0.0019137,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:43:55,444 - ice00001 - [INFO] - [E:154| 900]: Train Loss:0.0019143,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:45:06,118 - ice00001 - [INFO] - [Epoch:154]:  Training Loss:0.001914
 | 
						|
 | 
						|
2023-05-21 09:45:06,621 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 09:45:29,511 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 09:45:51,977 - ice00001 - [INFO] - [Evaluating Epoch 154 valid]: 
 | 
						|
	MRR: Tail : 0.4075, Head : 0.35705, Avg : 0.38227
 | 
						|
 | 
						|
2023-05-21 09:45:51,977 - ice00001 - [INFO] - [Epoch 154]:  Training Loss: 0.0019142,  Valid MRR: 0.38312, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 09:45:52,765 - ice00001 - [INFO] - [E:155| 0]: Train Loss:0.0018948,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:47:33,549 - ice00001 - [INFO] - [E:155| 100]: Train Loss:0.0019146,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:49:13,438 - ice00001 - [INFO] - [E:155| 200]: Train Loss:0.0019131,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:50:53,470 - ice00001 - [INFO] - [E:155| 300]: Train Loss:0.0019123,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:52:26,679 - ice00001 - [INFO] - [E:155| 400]: Train Loss:0.0019128,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:52:52,862 - ice00001 - [INFO] - {'dataset': 'icews14', 'name': 'ice00001', 'gpu': '3', 'train_strategy': 'one_to_n', 'opt': 'adam', 'neg_num': 1000, 'batch_size': 128, 'l2': 1e-05, 'lr': 0.0001, 'max_epochs': 500, 'num_workers': 0, 'seed': 42, 'restore': False, 'lbl_smooth': 0.1, 'embed_dim': 400, 'ent_vec_dim': 400, 'rel_vec_dim': 400, 'bias': False, 'form': 'plain', 'k_w': 10, 'k_h': 20, 'num_filt': 96, 'ker_sz': 9, 'perm': 1, 'hid_drop': 0.5, 'feat_drop': 0.2, 'inp_drop': 0.2, 'drop_path': 0.0, 'drop': 0.0, 'in_channels': 1, 'out_channels': 32, 'filt_h': 1, 'filt_w': 9, 'image_h': 128, 'image_w': 128, 'patch_size': 8, 'mixer_dim': 256, 'expansion_factor': 4, 'expansion_factor_token': 0.5, 'mixer_depth': 16, 'mixer_dropout': 0.2, 'log_dir': './log/', 'config_dir': './config/', 'test_only': False, 'grid_search': False}
 | 
						|
2023-05-21 09:53:01,872 - ice00001 - [INFO] - [E:0| 0]: Train Loss:0.70005,  Val MRR:0.0, 	ice00001
 | 
						|
2023-05-21 09:54:03,997 - ice00001 - [INFO] - [E:155| 500]: Train Loss:0.0019129,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:54:44,438 - ice00001 - [INFO] - [E:0| 100]: Train Loss:0.37088,  Val MRR:0.0, 	ice00001
 | 
						|
2023-05-21 09:55:44,212 - ice00001 - [INFO] - [E:155| 600]: Train Loss:0.0019134,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:56:27,551 - ice00001 - [INFO] - [E:0| 200]: Train Loss:0.24322,  Val MRR:0.0, 	ice00001
 | 
						|
2023-05-21 09:57:24,178 - ice00001 - [INFO] - [E:155| 700]: Train Loss:0.0019124,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:58:10,978 - ice00001 - [INFO] - [E:0| 300]: Train Loss:0.18085,  Val MRR:0.0, 	ice00001
 | 
						|
2023-05-21 09:59:04,224 - ice00001 - [INFO] - [E:155| 800]: Train Loss:0.0019126,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 09:59:54,579 - ice00001 - [INFO] - [E:0| 400]: Train Loss:0.1442,  Val MRR:0.0, 	ice00001
 | 
						|
2023-05-21 10:00:45,107 - ice00001 - [INFO] - [E:155| 900]: Train Loss:0.0019124,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 10:01:28,424 - ice00001 - [INFO] - [E:0| 500]: Train Loss:0.12011,  Val MRR:0.0, 	ice00001
 | 
						|
2023-05-21 10:01:45,345 - ice00001 - [INFO] - [Epoch:155]:  Training Loss:0.001913
 | 
						|
 | 
						|
2023-05-21 10:01:45,837 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 10:02:08,652 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 10:02:31,356 - ice00001 - [INFO] - [Evaluating Epoch 155 valid]: 
 | 
						|
	MRR: Tail : 0.40868, Head : 0.3575, Avg : 0.38309
 | 
						|
 | 
						|
2023-05-21 10:02:31,356 - ice00001 - [INFO] - [Epoch 155]:  Training Loss: 0.0019127,  Valid MRR: 0.38312, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 10:02:32,146 - ice00001 - [INFO] - [E:156| 0]: Train Loss:0.0019592,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 10:03:12,519 - ice00001 - [INFO] - [E:0| 600]: Train Loss:0.10307,  Val MRR:0.0, 	ice00001
 | 
						|
2023-05-21 10:04:11,711 - ice00001 - [INFO] - [E:156| 100]: Train Loss:0.0019125,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 10:04:56,298 - ice00001 - [INFO] - [E:0| 700]: Train Loss:0.090379,  Val MRR:0.0, 	ice00001
 | 
						|
2023-05-21 10:05:52,261 - ice00001 - [INFO] - [E:156| 200]: Train Loss:0.0019122,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 10:06:40,735 - ice00001 - [INFO] - [E:0| 800]: Train Loss:0.080559,  Val MRR:0.0, 	ice00001
 | 
						|
2023-05-21 10:07:32,744 - ice00001 - [INFO] - [E:156| 300]: Train Loss:0.0019107,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 10:08:23,985 - ice00001 - [INFO] - [E:0| 900]: Train Loss:0.072734,  Val MRR:0.0, 	ice00001
 | 
						|
2023-05-21 10:09:13,147 - ice00001 - [INFO] - [E:156| 400]: Train Loss:0.0019108,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 10:09:34,481 - ice00001 - [INFO] - [Epoch:0]:  Training Loss:0.06808
 | 
						|
 | 
						|
2023-05-21 10:09:34,703 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 10:09:48,578 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 10:10:11,618 - ice00001 - [INFO] - [Evaluating Epoch 0 valid]: 
 | 
						|
	MRR: Tail : 0.09185, Head : 0.06626, Avg : 0.07906
 | 
						|
 | 
						|
2023-05-21 10:10:13,843 - ice00001 - [INFO] - [Epoch 0]:  Training Loss: 0.068079,  Valid MRR: 0.07906, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 10:10:15,044 - ice00001 - [INFO] - [E:1| 0]: Train Loss:0.0086623,  Val MRR:0.07906, 	ice00001
 | 
						|
2023-05-21 10:10:42,873 - ice00001 - [INFO] - [E:156| 500]: Train Loss:0.0019111,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 10:11:59,461 - ice00001 - [INFO] - [E:1| 100]: Train Loss:0.0081907,  Val MRR:0.07906, 	ice00001
 | 
						|
2023-05-21 10:12:22,932 - ice00001 - [INFO] - [E:156| 600]: Train Loss:0.0019117,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 10:13:46,290 - ice00001 - [INFO] - [E:1| 200]: Train Loss:0.0078262,  Val MRR:0.07906, 	ice00001
 | 
						|
2023-05-21 10:14:06,064 - ice00001 - [INFO] - [E:156| 700]: Train Loss:0.001912,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 10:15:30,406 - ice00001 - [INFO] - [E:1| 300]: Train Loss:0.007518,  Val MRR:0.07906, 	ice00001
 | 
						|
2023-05-21 10:15:46,597 - ice00001 - [INFO] - [E:156| 800]: Train Loss:0.0019115,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 10:17:14,171 - ice00001 - [INFO] - [E:1| 400]: Train Loss:0.0072515,  Val MRR:0.07906, 	ice00001
 | 
						|
2023-05-21 10:17:26,348 - ice00001 - [INFO] - [E:156| 900]: Train Loss:0.0019115,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 10:18:31,750 - ice00001 - [INFO] - [Epoch:156]:  Training Loss:0.001912
 | 
						|
 | 
						|
2023-05-21 10:18:31,963 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 10:18:46,586 - ice00001 - [INFO] - [E:1| 500]: Train Loss:0.0070207,  Val MRR:0.07906, 	ice00001
 | 
						|
2023-05-21 10:18:47,919 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 10:19:10,529 - ice00001 - [INFO] - [Evaluating Epoch 156 valid]: 
 | 
						|
	MRR: Tail : 0.40915, Head : 0.35651, Avg : 0.38283
 | 
						|
 | 
						|
2023-05-21 10:19:10,529 - ice00001 - [INFO] - [Epoch 156]:  Training Loss: 0.0019121,  Valid MRR: 0.38312, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 10:19:11,525 - ice00001 - [INFO] - [E:157| 0]: Train Loss:0.001895,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 10:20:30,503 - ice00001 - [INFO] - [E:1| 600]: Train Loss:0.0068193,  Val MRR:0.07906, 	ice00001
 | 
						|
2023-05-21 10:20:52,771 - ice00001 - [INFO] - [E:157| 100]: Train Loss:0.0019101,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 10:22:14,353 - ice00001 - [INFO] - [E:1| 700]: Train Loss:0.0066427,  Val MRR:0.07906, 	ice00001
 | 
						|
2023-05-21 10:22:33,540 - ice00001 - [INFO] - [E:157| 200]: Train Loss:0.0019097,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 10:23:57,937 - ice00001 - [INFO] - [E:1| 800]: Train Loss:0.0064861,  Val MRR:0.07906, 	ice00001
 | 
						|
2023-05-21 10:24:14,302 - ice00001 - [INFO] - [E:157| 300]: Train Loss:0.0019087,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 10:25:41,480 - ice00001 - [INFO] - [E:1| 900]: Train Loss:0.0063474,  Val MRR:0.07906, 	ice00001
 | 
						|
2023-05-21 10:25:55,552 - ice00001 - [INFO] - [E:157| 400]: Train Loss:0.0019094,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 10:26:54,276 - ice00001 - [INFO] - [Epoch:1]:  Training Loss:0.006258
 | 
						|
 | 
						|
2023-05-21 10:26:54,798 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 10:27:13,318 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 10:27:26,404 - ice00001 - [INFO] - [E:157| 500]: Train Loss:0.0019095,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 10:27:29,096 - ice00001 - [INFO] - [Evaluating Epoch 1 valid]: 
 | 
						|
	MRR: Tail : 0.09533, Head : 0.06944, Avg : 0.08238
 | 
						|
 | 
						|
2023-05-21 10:27:31,659 - ice00001 - [INFO] - [Epoch 1]:  Training Loss: 0.0062582,  Valid MRR: 0.08238, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 10:27:32,839 - ice00001 - [INFO] - [E:2| 0]: Train Loss:0.005127,  Val MRR:0.08238, 	ice00001
 | 
						|
2023-05-21 10:29:06,986 - ice00001 - [INFO] - [E:157| 600]: Train Loss:0.0019109,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 10:29:16,754 - ice00001 - [INFO] - [E:2| 100]: Train Loss:0.005043,  Val MRR:0.08238, 	ice00001
 | 
						|
2023-05-21 10:30:47,214 - ice00001 - [INFO] - [E:157| 700]: Train Loss:0.001911,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 10:31:01,109 - ice00001 - [INFO] - [E:2| 200]: Train Loss:0.0049924,  Val MRR:0.08238, 	ice00001
 | 
						|
2023-05-21 10:32:26,537 - ice00001 - [INFO] - [E:157| 800]: Train Loss:0.0019112,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 10:32:43,956 - ice00001 - [INFO] - [E:2| 300]: Train Loss:0.0049512,  Val MRR:0.08238, 	ice00001
 | 
						|
2023-05-21 10:34:05,819 - ice00001 - [INFO] - [E:157| 900]: Train Loss:0.0019108,  Val MRR:0.38312, 	ice00001
 | 
						|
2023-05-21 10:34:28,320 - ice00001 - [INFO] - [E:2| 400]: Train Loss:0.0049148,  Val MRR:0.08238, 	ice00001
 | 
						|
2023-05-21 10:35:16,682 - ice00001 - [INFO] - [Epoch:157]:  Training Loss:0.001911
 | 
						|
 | 
						|
2023-05-21 10:35:17,184 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 10:35:39,919 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 10:35:53,515 - ice00001 - [INFO] - [Evaluating Epoch 157 valid]: 
 | 
						|
	MRR: Tail : 0.40837, Head : 0.35802, Avg : 0.38319
 | 
						|
 | 
						|
2023-05-21 10:35:56,091 - ice00001 - [INFO] - [Epoch 157]:  Training Loss: 0.0019112,  Valid MRR: 0.38319, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 10:35:56,745 - ice00001 - [INFO] - [E:158| 0]: Train Loss:0.0019099,  Val MRR:0.38319, 	ice00001
 | 
						|
2023-05-21 10:36:02,300 - ice00001 - [INFO] - [E:2| 500]: Train Loss:0.0048828,  Val MRR:0.08238, 	ice00001
 | 
						|
2023-05-21 10:37:36,115 - ice00001 - [INFO] - [E:158| 100]: Train Loss:0.0019062,  Val MRR:0.38319, 	ice00001
 | 
						|
2023-05-21 10:37:46,510 - ice00001 - [INFO] - [E:2| 600]: Train Loss:0.0048541,  Val MRR:0.08238, 	ice00001
 | 
						|
2023-05-21 10:39:16,365 - ice00001 - [INFO] - [E:158| 200]: Train Loss:0.0019081,  Val MRR:0.38319, 	ice00001
 | 
						|
2023-05-21 10:39:30,314 - ice00001 - [INFO] - [E:2| 700]: Train Loss:0.004827,  Val MRR:0.08238, 	ice00001
 | 
						|
2023-05-21 10:40:56,636 - ice00001 - [INFO] - [E:158| 300]: Train Loss:0.0019084,  Val MRR:0.38319, 	ice00001
 | 
						|
2023-05-21 10:41:12,934 - ice00001 - [INFO] - [E:2| 800]: Train Loss:0.0048034,  Val MRR:0.08238, 	ice00001
 | 
						|
2023-05-21 10:42:37,435 - ice00001 - [INFO] - [E:158| 400]: Train Loss:0.0019083,  Val MRR:0.38319, 	ice00001
 | 
						|
2023-05-21 10:42:56,849 - ice00001 - [INFO] - [E:2| 900]: Train Loss:0.0047815,  Val MRR:0.08238, 	ice00001
 | 
						|
2023-05-21 10:44:09,559 - ice00001 - [INFO] - [Epoch:2]:  Training Loss:0.004768
 | 
						|
 | 
						|
2023-05-21 10:44:10,050 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 10:44:18,900 - ice00001 - [INFO] - [E:158| 500]: Train Loss:0.0019091,  Val MRR:0.38319, 	ice00001
 | 
						|
2023-05-21 10:44:30,836 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 10:44:44,508 - ice00001 - [INFO] - [Evaluating Epoch 2 valid]: 
 | 
						|
	MRR: Tail : 0.09538, Head : 0.0697, Avg : 0.08254
 | 
						|
 | 
						|
2023-05-21 10:44:47,231 - ice00001 - [INFO] - [Epoch 2]:  Training Loss: 0.0047677,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 10:44:48,435 - ice00001 - [INFO] - [E:3| 0]: Train Loss:0.0046149,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 10:45:48,894 - ice00001 - [INFO] - [E:158| 600]: Train Loss:0.0019092,  Val MRR:0.38319, 	ice00001
 | 
						|
2023-05-21 10:46:32,114 - ice00001 - [INFO] - [E:3| 100]: Train Loss:0.0045548,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 10:47:27,248 - ice00001 - [INFO] - [E:158| 700]: Train Loss:0.0019094,  Val MRR:0.38319, 	ice00001
 | 
						|
2023-05-21 10:48:15,563 - ice00001 - [INFO] - [E:3| 200]: Train Loss:0.0045465,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 10:49:06,984 - ice00001 - [INFO] - [E:158| 800]: Train Loss:0.0019092,  Val MRR:0.38319, 	ice00001
 | 
						|
2023-05-21 10:49:59,902 - ice00001 - [INFO] - [E:3| 300]: Train Loss:0.0045373,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 10:50:47,348 - ice00001 - [INFO] - [E:158| 900]: Train Loss:0.0019097,  Val MRR:0.38319, 	ice00001
 | 
						|
2023-05-21 10:51:44,401 - ice00001 - [INFO] - [E:3| 400]: Train Loss:0.004526,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 10:51:57,958 - ice00001 - [INFO] - [Epoch:158]:  Training Loss:0.00191
 | 
						|
 | 
						|
2023-05-21 10:51:58,301 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 10:52:21,281 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 10:52:43,808 - ice00001 - [INFO] - [Evaluating Epoch 158 valid]: 
 | 
						|
	MRR: Tail : 0.4092, Head : 0.35847, Avg : 0.38383
 | 
						|
 | 
						|
2023-05-21 10:52:46,258 - ice00001 - [INFO] - [Epoch 158]:  Training Loss: 0.0019096,  Valid MRR: 0.38383, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 10:52:47,424 - ice00001 - [INFO] - [E:159| 0]: Train Loss:0.0018852,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 10:53:21,290 - ice00001 - [INFO] - [E:3| 500]: Train Loss:0.0045164,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 10:54:17,885 - ice00001 - [INFO] - [E:159| 100]: Train Loss:0.0019046,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 10:55:03,171 - ice00001 - [INFO] - [E:3| 600]: Train Loss:0.0045051,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 10:55:58,588 - ice00001 - [INFO] - [E:159| 200]: Train Loss:0.0019044,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 10:56:47,139 - ice00001 - [INFO] - [E:3| 700]: Train Loss:0.0044952,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 10:57:39,100 - ice00001 - [INFO] - [E:159| 300]: Train Loss:0.0019047,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 10:58:30,656 - ice00001 - [INFO] - [E:3| 800]: Train Loss:0.0044854,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 10:59:20,057 - ice00001 - [INFO] - [E:159| 400]: Train Loss:0.0019066,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:00:14,606 - ice00001 - [INFO] - [E:3| 900]: Train Loss:0.0044741,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:01:03,625 - ice00001 - [INFO] - [E:159| 500]: Train Loss:0.0019061,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:01:29,379 - ice00001 - [INFO] - [Epoch:3]:  Training Loss:0.004467
 | 
						|
 | 
						|
2023-05-21 11:01:29,775 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 11:01:53,167 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 11:02:07,478 - ice00001 - [INFO] - [Evaluating Epoch 3 valid]: 
 | 
						|
	MRR: Tail : 0.09471, Head : 0.07009, Avg : 0.0824
 | 
						|
 | 
						|
2023-05-21 11:02:07,479 - ice00001 - [INFO] - [Epoch 3]:  Training Loss: 0.0044671,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 11:02:08,131 - ice00001 - [INFO] - [E:4| 0]: Train Loss:0.004339,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:02:33,149 - ice00001 - [INFO] - [E:159| 600]: Train Loss:0.0019061,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:03:49,078 - ice00001 - [INFO] - [E:4| 100]: Train Loss:0.0043432,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:04:14,407 - ice00001 - [INFO] - [E:159| 700]: Train Loss:0.0019075,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:05:31,973 - ice00001 - [INFO] - [E:4| 200]: Train Loss:0.0043363,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:05:55,761 - ice00001 - [INFO] - [E:159| 800]: Train Loss:0.0019072,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:07:15,063 - ice00001 - [INFO] - [E:4| 300]: Train Loss:0.0043271,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:07:36,667 - ice00001 - [INFO] - [E:159| 900]: Train Loss:0.0019082,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:08:47,009 - ice00001 - [INFO] - [Epoch:159]:  Training Loss:0.001909
 | 
						|
 | 
						|
2023-05-21 11:08:47,512 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 11:08:59,148 - ice00001 - [INFO] - [E:4| 400]: Train Loss:0.0043174,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:09:10,627 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 11:09:33,159 - ice00001 - [INFO] - [Evaluating Epoch 159 valid]: 
 | 
						|
	MRR: Tail : 0.40784, Head : 0.35744, Avg : 0.38264
 | 
						|
	MR: Tail : 245.99, Head : 285.22, Avg : 265.6
 | 
						|
	Hit-1: Tail : 0.30222, Head : 0.25586, Avg : 0.27904
 | 
						|
	Hit-3: Tail : 0.4594, Head : 0.40527, Avg : 0.43233
 | 
						|
	Hit-10: Tail : 0.60736, Head : 0.55638, Avg : 0.58187
 | 
						|
2023-05-21 11:09:33,159 - ice00001 - [INFO] - [Epoch 159]:  Training Loss: 0.0019088,  Valid MRR: 0.38383, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 11:09:34,176 - ice00001 - [INFO] - [E:160| 0]: Train Loss:0.0018644,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:10:40,820 - ice00001 - [INFO] - [E:4| 500]: Train Loss:0.0043081,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:11:04,439 - ice00001 - [INFO] - [E:160| 100]: Train Loss:0.0018919,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:12:14,049 - ice00001 - [INFO] - [E:4| 600]: Train Loss:0.004297,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:12:45,428 - ice00001 - [INFO] - [E:160| 200]: Train Loss:0.0018994,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:13:55,869 - ice00001 - [INFO] - [E:4| 700]: Train Loss:0.0042864,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:14:26,675 - ice00001 - [INFO] - [E:160| 300]: Train Loss:0.0019011,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:15:36,927 - ice00001 - [INFO] - [E:4| 800]: Train Loss:0.0042748,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:16:06,519 - ice00001 - [INFO] - [E:160| 400]: Train Loss:0.0019023,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:17:17,752 - ice00001 - [INFO] - [E:4| 900]: Train Loss:0.0042641,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:17:46,685 - ice00001 - [INFO] - [E:160| 500]: Train Loss:0.0019028,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:18:29,450 - ice00001 - [INFO] - [Epoch:4]:  Training Loss:0.004257
 | 
						|
 | 
						|
2023-05-21 11:18:29,738 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 11:18:53,236 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 11:19:16,183 - ice00001 - [INFO] - [Evaluating Epoch 4 valid]: 
 | 
						|
	MRR: Tail : 0.09531, Head : 0.06964, Avg : 0.08248
 | 
						|
 | 
						|
2023-05-21 11:19:16,184 - ice00001 - [INFO] - [Epoch 4]:  Training Loss: 0.0042571,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 11:19:17,347 - ice00001 - [INFO] - [E:5| 0]: Train Loss:0.0041452,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:19:24,820 - ice00001 - [INFO] - [E:160| 600]: Train Loss:0.0019044,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:20:48,345 - ice00001 - [INFO] - [E:5| 100]: Train Loss:0.0041406,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:20:58,234 - ice00001 - [INFO] - [E:160| 700]: Train Loss:0.001906,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:22:29,161 - ice00001 - [INFO] - [E:5| 200]: Train Loss:0.0041292,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:22:38,688 - ice00001 - [INFO] - [E:160| 800]: Train Loss:0.0019062,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:24:09,842 - ice00001 - [INFO] - [E:5| 300]: Train Loss:0.0041189,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:24:19,499 - ice00001 - [INFO] - [E:160| 900]: Train Loss:0.0019071,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:25:31,004 - ice00001 - [INFO] - [Epoch:160]:  Training Loss:0.001907
 | 
						|
 | 
						|
2023-05-21 11:25:31,275 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 11:25:50,519 - ice00001 - [INFO] - [E:5| 400]: Train Loss:0.004107,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:25:53,993 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 11:26:16,510 - ice00001 - [INFO] - [Evaluating Epoch 160 valid]: 
 | 
						|
	MRR: Tail : 0.40772, Head : 0.35833, Avg : 0.38302
 | 
						|
 | 
						|
2023-05-21 11:26:16,510 - ice00001 - [INFO] - [Epoch 160]:  Training Loss: 0.0019075,  Valid MRR: 0.38383, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 11:26:17,580 - ice00001 - [INFO] - [E:161| 0]: Train Loss:0.0019012,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:27:30,891 - ice00001 - [INFO] - [E:5| 500]: Train Loss:0.0040962,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:27:57,756 - ice00001 - [INFO] - [E:161| 100]: Train Loss:0.0018978,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:28:59,921 - ice00001 - [INFO] - [E:5| 600]: Train Loss:0.0040854,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:29:27,473 - ice00001 - [INFO] - [E:161| 200]: Train Loss:0.0018993,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:30:38,373 - ice00001 - [INFO] - [E:5| 700]: Train Loss:0.0040746,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:31:06,426 - ice00001 - [INFO] - [E:161| 300]: Train Loss:0.0019026,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:32:16,776 - ice00001 - [INFO] - [E:5| 800]: Train Loss:0.0040639,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:32:46,981 - ice00001 - [INFO] - [E:161| 400]: Train Loss:0.0019039,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:33:55,332 - ice00001 - [INFO] - [E:5| 900]: Train Loss:0.0040538,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:34:28,202 - ice00001 - [INFO] - [E:161| 500]: Train Loss:0.0019049,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:35:04,425 - ice00001 - [INFO] - [Epoch:5]:  Training Loss:0.004046
 | 
						|
 | 
						|
2023-05-21 11:35:04,795 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 11:35:27,193 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 11:35:49,621 - ice00001 - [INFO] - [Evaluating Epoch 5 valid]: 
 | 
						|
	MRR: Tail : 0.0947, Head : 0.06993, Avg : 0.08232
 | 
						|
 | 
						|
2023-05-21 11:35:49,621 - ice00001 - [INFO] - [Epoch 5]:  Training Loss: 0.0040463,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 11:35:50,708 - ice00001 - [INFO] - [E:6| 0]: Train Loss:0.0039617,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:36:09,093 - ice00001 - [INFO] - [E:161| 600]: Train Loss:0.0019056,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:37:19,419 - ice00001 - [INFO] - [E:6| 100]: Train Loss:0.0039326,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:37:40,122 - ice00001 - [INFO] - [E:161| 700]: Train Loss:0.0019058,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:38:58,296 - ice00001 - [INFO] - [E:6| 200]: Train Loss:0.0039224,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:39:21,076 - ice00001 - [INFO] - [E:161| 800]: Train Loss:0.0019061,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:40:37,813 - ice00001 - [INFO] - [E:6| 300]: Train Loss:0.0039121,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:41:01,463 - ice00001 - [INFO] - [E:161| 900]: Train Loss:0.0019064,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:42:11,906 - ice00001 - [INFO] - [Epoch:161]:  Training Loss:0.001907
 | 
						|
 | 
						|
2023-05-21 11:42:12,419 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 11:42:16,823 - ice00001 - [INFO] - [E:6| 400]: Train Loss:0.0039036,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:42:35,523 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 11:42:58,207 - ice00001 - [INFO] - [Evaluating Epoch 161 valid]: 
 | 
						|
	MRR: Tail : 0.40762, Head : 0.35828, Avg : 0.38295
 | 
						|
 | 
						|
2023-05-21 11:42:58,207 - ice00001 - [INFO] - [Epoch 161]:  Training Loss: 0.0019065,  Valid MRR: 0.38383, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 11:42:59,332 - ice00001 - [INFO] - [E:162| 0]: Train Loss:0.0019513,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:43:55,666 - ice00001 - [INFO] - [E:6| 500]: Train Loss:0.0038937,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:44:38,784 - ice00001 - [INFO] - [E:162| 100]: Train Loss:0.0018987,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:45:27,875 - ice00001 - [INFO] - [E:6| 600]: Train Loss:0.0038836,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:46:08,097 - ice00001 - [INFO] - [E:162| 200]: Train Loss:0.0019016,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:47:03,007 - ice00001 - [INFO] - [E:6| 700]: Train Loss:0.003874,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:47:48,530 - ice00001 - [INFO] - [E:162| 300]: Train Loss:0.0019004,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:48:42,374 - ice00001 - [INFO] - [E:6| 800]: Train Loss:0.0038642,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:49:32,325 - ice00001 - [INFO] - [E:162| 400]: Train Loss:0.0019012,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:50:23,883 - ice00001 - [INFO] - [E:6| 900]: Train Loss:0.0038548,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:51:12,389 - ice00001 - [INFO] - [E:162| 500]: Train Loss:0.0019025,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:51:32,688 - ice00001 - [INFO] - [Epoch:6]:  Training Loss:0.003848
 | 
						|
 | 
						|
2023-05-21 11:51:33,179 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 11:51:55,826 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 11:52:18,347 - ice00001 - [INFO] - [Evaluating Epoch 6 valid]: 
 | 
						|
	MRR: Tail : 0.095, Head : 0.06919, Avg : 0.0821
 | 
						|
 | 
						|
2023-05-21 11:52:18,347 - ice00001 - [INFO] - [Epoch 6]:  Training Loss: 0.0038482,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 11:52:19,541 - ice00001 - [INFO] - [E:7| 0]: Train Loss:0.003808,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:52:52,764 - ice00001 - [INFO] - [E:162| 600]: Train Loss:0.0019039,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:53:58,392 - ice00001 - [INFO] - [E:7| 100]: Train Loss:0.0037455,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:54:26,428 - ice00001 - [INFO] - [E:162| 700]: Train Loss:0.0019047,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:55:26,930 - ice00001 - [INFO] - [E:7| 200]: Train Loss:0.0037388,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:56:03,603 - ice00001 - [INFO] - [E:162| 800]: Train Loss:0.0019048,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:57:05,191 - ice00001 - [INFO] - [E:7| 300]: Train Loss:0.0037298,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:57:44,182 - ice00001 - [INFO] - [E:162| 900]: Train Loss:0.0019055,  Val MRR:0.38383, 	ice00001
 | 
						|
2023-05-21 11:58:42,642 - ice00001 - [INFO] - [E:7| 400]: Train Loss:0.0037213,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 11:58:54,363 - ice00001 - [INFO] - [Epoch:162]:  Training Loss:0.001905
 | 
						|
 | 
						|
2023-05-21 11:58:54,618 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 11:59:17,560 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 11:59:39,575 - ice00001 - [INFO] - [Evaluating Epoch 162 valid]: 
 | 
						|
	MRR: Tail : 0.41044, Head : 0.3594, Avg : 0.38492
 | 
						|
 | 
						|
2023-05-21 11:59:42,228 - ice00001 - [INFO] - [Epoch 162]:  Training Loss: 0.001905,  Valid MRR: 0.38492, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 11:59:43,395 - ice00001 - [INFO] - [E:163| 0]: Train Loss:0.0018803,  Val MRR:0.38492, 	ice00001
 | 
						|
2023-05-21 12:00:19,349 - ice00001 - [INFO] - [E:7| 500]: Train Loss:0.0037134,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:01:23,896 - ice00001 - [INFO] - [E:163| 100]: Train Loss:0.0019027,  Val MRR:0.38492, 	ice00001
 | 
						|
2023-05-21 12:01:57,308 - ice00001 - [INFO] - [E:7| 600]: Train Loss:0.0037056,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:02:59,392 - ice00001 - [INFO] - [E:163| 200]: Train Loss:0.001904,  Val MRR:0.38492, 	ice00001
 | 
						|
2023-05-21 12:03:25,507 - ice00001 - [INFO] - [E:7| 700]: Train Loss:0.0036984,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:04:35,458 - ice00001 - [INFO] - [E:163| 300]: Train Loss:0.0019037,  Val MRR:0.38492, 	ice00001
 | 
						|
2023-05-21 12:05:04,485 - ice00001 - [INFO] - [E:7| 800]: Train Loss:0.0036902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:06:15,500 - ice00001 - [INFO] - [E:163| 400]: Train Loss:0.0019027,  Val MRR:0.38492, 	ice00001
 | 
						|
2023-05-21 12:06:43,144 - ice00001 - [INFO] - [E:7| 900]: Train Loss:0.0036828,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:07:52,561 - ice00001 - [INFO] - [Epoch:7]:  Training Loss:0.003677
 | 
						|
 | 
						|
2023-05-21 12:07:52,893 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 12:07:56,003 - ice00001 - [INFO] - [E:163| 500]: Train Loss:0.0019027,  Val MRR:0.38492, 	ice00001
 | 
						|
2023-05-21 12:08:15,679 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 12:08:37,763 - ice00001 - [INFO] - [Evaluating Epoch 7 valid]: 
 | 
						|
	MRR: Tail : 0.09535, Head : 0.0697, Avg : 0.08253
 | 
						|
 | 
						|
2023-05-21 12:08:37,763 - ice00001 - [INFO] - [Epoch 7]:  Training Loss: 0.003677,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 12:08:38,858 - ice00001 - [INFO] - [E:8| 0]: Train Loss:0.0035613,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:09:36,848 - ice00001 - [INFO] - [E:163| 600]: Train Loss:0.0019035,  Val MRR:0.38492, 	ice00001
 | 
						|
2023-05-21 12:10:17,514 - ice00001 - [INFO] - [E:8| 100]: Train Loss:0.0035953,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:11:17,299 - ice00001 - [INFO] - [E:163| 700]: Train Loss:0.0019023,  Val MRR:0.38492, 	ice00001
 | 
						|
2023-05-21 12:11:48,568 - ice00001 - [INFO] - [E:8| 200]: Train Loss:0.0035904,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:12:47,506 - ice00001 - [INFO] - [E:163| 800]: Train Loss:0.0019033,  Val MRR:0.38492, 	ice00001
 | 
						|
2023-05-21 12:13:23,658 - ice00001 - [INFO] - [E:8| 300]: Train Loss:0.0035823,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:14:26,584 - ice00001 - [INFO] - [E:163| 900]: Train Loss:0.0019043,  Val MRR:0.38492, 	ice00001
 | 
						|
2023-05-21 12:15:02,437 - ice00001 - [INFO] - [E:8| 400]: Train Loss:0.0035763,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:15:36,683 - ice00001 - [INFO] - [Epoch:163]:  Training Loss:0.001904
 | 
						|
 | 
						|
2023-05-21 12:15:37,070 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 12:15:59,907 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 12:16:22,193 - ice00001 - [INFO] - [Evaluating Epoch 163 valid]: 
 | 
						|
	MRR: Tail : 0.4102, Head : 0.35867, Avg : 0.38444
 | 
						|
 | 
						|
2023-05-21 12:16:22,193 - ice00001 - [INFO] - [Epoch 163]:  Training Loss: 0.0019045,  Valid MRR: 0.38492, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 12:16:23,368 - ice00001 - [INFO] - [E:164| 0]: Train Loss:0.0018275,  Val MRR:0.38492, 	ice00001
 | 
						|
2023-05-21 12:16:41,155 - ice00001 - [INFO] - [E:8| 500]: Train Loss:0.0035697,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:18:03,521 - ice00001 - [INFO] - [E:164| 100]: Train Loss:0.0019023,  Val MRR:0.38492, 	ice00001
 | 
						|
2023-05-21 12:18:20,787 - ice00001 - [INFO] - [E:8| 600]: Train Loss:0.0035635,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:19:43,495 - ice00001 - [INFO] - [E:164| 200]: Train Loss:0.0019037,  Val MRR:0.38492, 	ice00001
 | 
						|
2023-05-21 12:19:59,626 - ice00001 - [INFO] - [E:8| 700]: Train Loss:0.0035568,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:21:13,863 - ice00001 - [INFO] - [E:164| 300]: Train Loss:0.0019013,  Val MRR:0.38492, 	ice00001
 | 
						|
2023-05-21 12:21:28,328 - ice00001 - [INFO] - [E:8| 800]: Train Loss:0.0035503,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:22:54,015 - ice00001 - [INFO] - [E:164| 400]: Train Loss:0.0019026,  Val MRR:0.38492, 	ice00001
 | 
						|
2023-05-21 12:23:07,150 - ice00001 - [INFO] - [E:8| 900]: Train Loss:0.0035439,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:24:16,719 - ice00001 - [INFO] - [Epoch:8]:  Training Loss:0.00354
 | 
						|
 | 
						|
2023-05-21 12:24:17,218 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 12:24:34,387 - ice00001 - [INFO] - [E:164| 500]: Train Loss:0.0019032,  Val MRR:0.38492, 	ice00001
 | 
						|
2023-05-21 12:24:39,757 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 12:25:02,054 - ice00001 - [INFO] - [Evaluating Epoch 8 valid]: 
 | 
						|
	MRR: Tail : 0.09419, Head : 0.07002, Avg : 0.0821
 | 
						|
 | 
						|
2023-05-21 12:25:02,054 - ice00001 - [INFO] - [Epoch 8]:  Training Loss: 0.0035399,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 12:25:02,823 - ice00001 - [INFO] - [E:9| 0]: Train Loss:0.0034489,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:26:14,638 - ice00001 - [INFO] - [E:164| 600]: Train Loss:0.0019031,  Val MRR:0.38492, 	ice00001
 | 
						|
2023-05-21 12:26:42,251 - ice00001 - [INFO] - [E:9| 100]: Train Loss:0.003475,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:27:54,759 - ice00001 - [INFO] - [E:164| 700]: Train Loss:0.0019033,  Val MRR:0.38492, 	ice00001
 | 
						|
2023-05-21 12:28:19,934 - ice00001 - [INFO] - [E:9| 200]: Train Loss:0.003473,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:29:24,274 - ice00001 - [INFO] - [E:164| 800]: Train Loss:0.0019034,  Val MRR:0.38492, 	ice00001
 | 
						|
2023-05-21 12:29:48,480 - ice00001 - [INFO] - [E:9| 300]: Train Loss:0.0034693,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:31:04,164 - ice00001 - [INFO] - [E:164| 900]: Train Loss:0.001904,  Val MRR:0.38492, 	ice00001
 | 
						|
2023-05-21 12:31:26,915 - ice00001 - [INFO] - [E:9| 400]: Train Loss:0.0034656,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:32:14,070 - ice00001 - [INFO] - [Epoch:164]:  Training Loss:0.001904
 | 
						|
 | 
						|
2023-05-21 12:32:14,572 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 12:32:37,427 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 12:32:59,764 - ice00001 - [INFO] - [Evaluating Epoch 164 valid]: 
 | 
						|
	MRR: Tail : 0.41014, Head : 0.36048, Avg : 0.38531
 | 
						|
 | 
						|
2023-05-21 12:33:02,198 - ice00001 - [INFO] - [Epoch 164]:  Training Loss: 0.0019036,  Valid MRR: 0.38531, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 12:33:03,152 - ice00001 - [INFO] - [E:165| 0]: Train Loss:0.0018717,  Val MRR:0.38531, 	ice00001
 | 
						|
2023-05-21 12:33:05,316 - ice00001 - [INFO] - [E:9| 500]: Train Loss:0.0034602,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:34:42,740 - ice00001 - [INFO] - [E:165| 100]: Train Loss:0.0018916,  Val MRR:0.38531, 	ice00001
 | 
						|
2023-05-21 12:34:43,710 - ice00001 - [INFO] - [E:9| 600]: Train Loss:0.0034562,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:36:22,151 - ice00001 - [INFO] - [E:9| 700]: Train Loss:0.003451,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:36:22,249 - ice00001 - [INFO] - [E:165| 200]: Train Loss:0.001896,  Val MRR:0.38531, 	ice00001
 | 
						|
2023-05-21 12:37:55,684 - ice00001 - [INFO] - [E:9| 800]: Train Loss:0.003447,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:37:56,727 - ice00001 - [INFO] - [E:165| 300]: Train Loss:0.0018965,  Val MRR:0.38531, 	ice00001
 | 
						|
2023-05-21 12:39:32,168 - ice00001 - [INFO] - [E:9| 900]: Train Loss:0.0034423,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:39:35,048 - ice00001 - [INFO] - [E:165| 400]: Train Loss:0.0018982,  Val MRR:0.38531, 	ice00001
 | 
						|
2023-05-21 12:40:41,104 - ice00001 - [INFO] - [Epoch:9]:  Training Loss:0.003439
 | 
						|
 | 
						|
2023-05-21 12:40:41,611 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 12:41:04,276 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 12:41:14,830 - ice00001 - [INFO] - [E:165| 500]: Train Loss:0.0018984,  Val MRR:0.38531, 	ice00001
 | 
						|
2023-05-21 12:41:26,123 - ice00001 - [INFO] - [Evaluating Epoch 9 valid]: 
 | 
						|
	MRR: Tail : 0.09494, Head : 0.06954, Avg : 0.08224
 | 
						|
	MR: Tail : 782.83, Head : 966.23, Avg : 874.53
 | 
						|
	Hit-1: Tail : 0.03848, Head : 0.02779, Avg : 0.03314
 | 
						|
	Hit-3: Tail : 0.09868, Head : 0.06202, Avg : 0.08035
 | 
						|
	Hit-10: Tail : 0.21083, Head : 0.15754, Avg : 0.18418
 | 
						|
2023-05-21 12:41:26,123 - ice00001 - [INFO] - [Epoch 9]:  Training Loss: 0.0034393,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 12:41:27,266 - ice00001 - [INFO] - [E:10| 0]: Train Loss:0.0034043,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:42:53,646 - ice00001 - [INFO] - [E:165| 600]: Train Loss:0.0018988,  Val MRR:0.38531, 	ice00001
 | 
						|
2023-05-21 12:43:04,474 - ice00001 - [INFO] - [E:10| 100]: Train Loss:0.0033925,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:44:33,913 - ice00001 - [INFO] - [E:165| 700]: Train Loss:0.0019001,  Val MRR:0.38531, 	ice00001
 | 
						|
2023-05-21 12:44:42,878 - ice00001 - [INFO] - [E:10| 200]: Train Loss:0.0033955,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:46:14,171 - ice00001 - [INFO] - [E:165| 800]: Train Loss:0.0019006,  Val MRR:0.38531, 	ice00001
 | 
						|
2023-05-21 12:46:20,500 - ice00001 - [INFO] - [E:10| 300]: Train Loss:0.0033925,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:47:44,646 - ice00001 - [INFO] - [E:165| 900]: Train Loss:0.0019015,  Val MRR:0.38531, 	ice00001
 | 
						|
2023-05-21 12:47:49,303 - ice00001 - [INFO] - [E:10| 400]: Train Loss:0.0033878,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:48:55,337 - ice00001 - [INFO] - [Epoch:165]:  Training Loss:0.001902
 | 
						|
 | 
						|
2023-05-21 12:48:55,845 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 12:49:18,652 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 12:49:28,222 - ice00001 - [INFO] - [E:10| 500]: Train Loss:0.0033864,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:49:40,978 - ice00001 - [INFO] - [Evaluating Epoch 165 valid]: 
 | 
						|
	MRR: Tail : 0.41133, Head : 0.35946, Avg : 0.38539
 | 
						|
 | 
						|
2023-05-21 12:49:43,599 - ice00001 - [INFO] - [Epoch 165]:  Training Loss: 0.0019021,  Valid MRR: 0.38539, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 12:49:44,757 - ice00001 - [INFO] - [E:166| 0]: Train Loss:0.0019015,  Val MRR:0.38539, 	ice00001
 | 
						|
2023-05-21 12:51:06,916 - ice00001 - [INFO] - [E:10| 600]: Train Loss:0.0033843,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:51:25,560 - ice00001 - [INFO] - [E:166| 100]: Train Loss:0.0018963,  Val MRR:0.38539, 	ice00001
 | 
						|
2023-05-21 12:52:45,372 - ice00001 - [INFO] - [E:10| 700]: Train Loss:0.0033821,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:53:05,894 - ice00001 - [INFO] - [E:166| 200]: Train Loss:0.0018982,  Val MRR:0.38539, 	ice00001
 | 
						|
2023-05-21 12:54:24,217 - ice00001 - [INFO] - [E:10| 800]: Train Loss:0.0033796,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:54:46,084 - ice00001 - [INFO] - [E:166| 300]: Train Loss:0.0018992,  Val MRR:0.38539, 	ice00001
 | 
						|
2023-05-21 12:55:52,217 - ice00001 - [INFO] - [E:10| 900]: Train Loss:0.0033773,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:56:16,014 - ice00001 - [INFO] - [E:166| 400]: Train Loss:0.0018997,  Val MRR:0.38539, 	ice00001
 | 
						|
2023-05-21 12:57:00,352 - ice00001 - [INFO] - [Epoch:10]:  Training Loss:0.003376
 | 
						|
 | 
						|
2023-05-21 12:57:00,604 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 12:57:23,091 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 12:57:44,929 - ice00001 - [INFO] - [Evaluating Epoch 10 valid]: 
 | 
						|
	MRR: Tail : 0.0953, Head : 0.06934, Avg : 0.08232
 | 
						|
 | 
						|
2023-05-21 12:57:44,930 - ice00001 - [INFO] - [Epoch 10]:  Training Loss: 0.0033761,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 12:57:46,071 - ice00001 - [INFO] - [E:11| 0]: Train Loss:0.0034035,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:57:55,681 - ice00001 - [INFO] - [E:166| 500]: Train Loss:0.0018991,  Val MRR:0.38539, 	ice00001
 | 
						|
2023-05-21 12:59:23,741 - ice00001 - [INFO] - [E:11| 100]: Train Loss:0.0033487,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 12:59:35,864 - ice00001 - [INFO] - [E:166| 600]: Train Loss:0.0018995,  Val MRR:0.38539, 	ice00001
 | 
						|
2023-05-21 13:01:01,833 - ice00001 - [INFO] - [E:11| 200]: Train Loss:0.0033478,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:01:16,329 - ice00001 - [INFO] - [E:166| 700]: Train Loss:0.0018994,  Val MRR:0.38539, 	ice00001
 | 
						|
2023-05-21 13:02:40,157 - ice00001 - [INFO] - [E:11| 300]: Train Loss:0.0033482,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:02:56,464 - ice00001 - [INFO] - [E:166| 800]: Train Loss:0.0019,  Val MRR:0.38539, 	ice00001
 | 
						|
2023-05-21 13:04:07,911 - ice00001 - [INFO] - [E:11| 400]: Train Loss:0.0033474,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:04:27,113 - ice00001 - [INFO] - [E:166| 900]: Train Loss:0.0019003,  Val MRR:0.38539, 	ice00001
 | 
						|
2023-05-21 13:05:37,977 - ice00001 - [INFO] - [Epoch:166]:  Training Loss:0.001901
 | 
						|
 | 
						|
2023-05-21 13:05:38,322 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 13:05:46,145 - ice00001 - [INFO] - [E:11| 500]: Train Loss:0.0033455,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:06:01,537 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 13:06:24,293 - ice00001 - [INFO] - [Evaluating Epoch 166 valid]: 
 | 
						|
	MRR: Tail : 0.40963, Head : 0.35971, Avg : 0.38467
 | 
						|
 | 
						|
2023-05-21 13:06:24,294 - ice00001 - [INFO] - [Epoch 166]:  Training Loss: 0.0019009,  Valid MRR: 0.38539, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 13:06:25,458 - ice00001 - [INFO] - [E:167| 0]: Train Loss:0.0018385,  Val MRR:0.38539, 	ice00001
 | 
						|
2023-05-21 13:07:24,390 - ice00001 - [INFO] - [E:11| 600]: Train Loss:0.0033436,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:08:05,672 - ice00001 - [INFO] - [E:167| 100]: Train Loss:0.0018988,  Val MRR:0.38539, 	ice00001
 | 
						|
2023-05-21 13:09:01,678 - ice00001 - [INFO] - [E:11| 700]: Train Loss:0.0033418,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:09:46,310 - ice00001 - [INFO] - [E:167| 200]: Train Loss:0.0018974,  Val MRR:0.38539, 	ice00001
 | 
						|
2023-05-21 13:10:39,655 - ice00001 - [INFO] - [E:11| 800]: Train Loss:0.003341,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:11:25,857 - ice00001 - [INFO] - [E:167| 300]: Train Loss:0.0018985,  Val MRR:0.38539, 	ice00001
 | 
						|
2023-05-21 13:12:16,177 - ice00001 - [INFO] - [E:11| 900]: Train Loss:0.0033398,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:12:55,728 - ice00001 - [INFO] - [E:167| 400]: Train Loss:0.001898,  Val MRR:0.38539, 	ice00001
 | 
						|
2023-05-21 13:13:15,009 - ice00001 - [INFO] - [Epoch:11]:  Training Loss:0.003339
 | 
						|
 | 
						|
2023-05-21 13:13:15,397 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 13:13:37,675 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 13:13:59,912 - ice00001 - [INFO] - [Evaluating Epoch 11 valid]: 
 | 
						|
	MRR: Tail : 0.09543, Head : 0.06931, Avg : 0.08237
 | 
						|
 | 
						|
2023-05-21 13:13:59,912 - ice00001 - [INFO] - [Epoch 11]:  Training Loss: 0.0033394,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 13:14:00,856 - ice00001 - [INFO] - [E:12| 0]: Train Loss:0.0033223,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:14:36,815 - ice00001 - [INFO] - [E:167| 500]: Train Loss:0.0018992,  Val MRR:0.38539, 	ice00001
 | 
						|
2023-05-21 13:15:39,420 - ice00001 - [INFO] - [E:12| 100]: Train Loss:0.0033282,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:16:18,121 - ice00001 - [INFO] - [E:167| 600]: Train Loss:0.0019,  Val MRR:0.38539, 	ice00001
 | 
						|
2023-05-21 13:17:17,386 - ice00001 - [INFO] - [E:12| 200]: Train Loss:0.0033261,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:17:58,667 - ice00001 - [INFO] - [E:167| 700]: Train Loss:0.0019,  Val MRR:0.38539, 	ice00001
 | 
						|
2023-05-21 13:18:55,626 - ice00001 - [INFO] - [E:12| 300]: Train Loss:0.0033229,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:19:39,142 - ice00001 - [INFO] - [E:167| 800]: Train Loss:0.0018993,  Val MRR:0.38539, 	ice00001
 | 
						|
2023-05-21 13:20:33,919 - ice00001 - [INFO] - [E:12| 400]: Train Loss:0.0033222,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:21:15,182 - ice00001 - [INFO] - [E:167| 900]: Train Loss:0.0018995,  Val MRR:0.38539, 	ice00001
 | 
						|
2023-05-21 13:22:02,122 - ice00001 - [INFO] - [E:12| 500]: Train Loss:0.0033217,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:22:20,875 - ice00001 - [INFO] - [Epoch:167]:  Training Loss:0.0019
 | 
						|
 | 
						|
2023-05-21 13:22:21,209 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 13:22:44,049 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 13:23:06,471 - ice00001 - [INFO] - [Evaluating Epoch 167 valid]: 
 | 
						|
	MRR: Tail : 0.40979, Head : 0.36117, Avg : 0.38548
 | 
						|
 | 
						|
2023-05-21 13:23:08,819 - ice00001 - [INFO] - [Epoch 167]:  Training Loss: 0.0019001,  Valid MRR: 0.38548, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 13:23:10,043 - ice00001 - [INFO] - [E:168| 0]: Train Loss:0.0018888,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 13:23:40,409 - ice00001 - [INFO] - [E:12| 600]: Train Loss:0.0033209,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:24:50,348 - ice00001 - [INFO] - [E:168| 100]: Train Loss:0.0018947,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 13:25:22,010 - ice00001 - [INFO] - [E:12| 700]: Train Loss:0.00332,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:26:32,296 - ice00001 - [INFO] - [E:168| 200]: Train Loss:0.0018959,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 13:26:59,198 - ice00001 - [INFO] - [E:12| 800]: Train Loss:0.0033187,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:28:12,558 - ice00001 - [INFO] - [E:168| 300]: Train Loss:0.0018975,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 13:28:37,246 - ice00001 - [INFO] - [E:12| 900]: Train Loss:0.0033174,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:29:45,812 - ice00001 - [INFO] - [Epoch:12]:  Training Loss:0.003317
 | 
						|
 | 
						|
2023-05-21 13:29:46,131 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 13:29:53,654 - ice00001 - [INFO] - [E:168| 400]: Train Loss:0.0018969,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 13:30:03,856 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 13:30:19,212 - ice00001 - [INFO] - [Evaluating Epoch 12 valid]: 
 | 
						|
	MRR: Tail : 0.09463, Head : 0.06961, Avg : 0.08212
 | 
						|
 | 
						|
2023-05-21 13:30:19,212 - ice00001 - [INFO] - [Epoch 12]:  Training Loss: 0.003317,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 13:30:20,012 - ice00001 - [INFO] - [E:13| 0]: Train Loss:0.0032687,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:31:24,252 - ice00001 - [INFO] - [E:168| 500]: Train Loss:0.0018967,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 13:31:57,064 - ice00001 - [INFO] - [E:13| 100]: Train Loss:0.0033006,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:33:04,439 - ice00001 - [INFO] - [E:168| 600]: Train Loss:0.0018984,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 13:33:34,394 - ice00001 - [INFO] - [E:13| 200]: Train Loss:0.0033028,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:34:44,830 - ice00001 - [INFO] - [E:168| 700]: Train Loss:0.0018983,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 13:35:11,753 - ice00001 - [INFO] - [E:13| 300]: Train Loss:0.0033027,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:36:26,506 - ice00001 - [INFO] - [E:168| 800]: Train Loss:0.0018985,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 13:36:49,282 - ice00001 - [INFO] - [E:13| 400]: Train Loss:0.0033032,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:38:06,581 - ice00001 - [INFO] - [E:168| 900]: Train Loss:0.0018983,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 13:38:27,089 - ice00001 - [INFO] - [E:13| 500]: Train Loss:0.0033019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:39:07,201 - ice00001 - [INFO] - [Epoch:168]:  Training Loss:0.001899
 | 
						|
 | 
						|
2023-05-21 13:39:07,455 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 13:39:30,360 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 13:39:52,550 - ice00001 - [INFO] - [Evaluating Epoch 168 valid]: 
 | 
						|
	MRR: Tail : 0.41055, Head : 0.36034, Avg : 0.38545
 | 
						|
 | 
						|
2023-05-21 13:39:52,550 - ice00001 - [INFO] - [Epoch 168]:  Training Loss: 0.0018989,  Valid MRR: 0.38548, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 13:39:53,345 - ice00001 - [INFO] - [E:13| 600]: Train Loss:0.0033001,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:39:53,696 - ice00001 - [INFO] - [E:169| 0]: Train Loss:0.0019165,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 13:41:30,035 - ice00001 - [INFO] - [E:13| 700]: Train Loss:0.0032986,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:41:32,877 - ice00001 - [INFO] - [E:169| 100]: Train Loss:0.0018971,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 13:43:07,873 - ice00001 - [INFO] - [E:13| 800]: Train Loss:0.0032979,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:43:12,751 - ice00001 - [INFO] - [E:169| 200]: Train Loss:0.0018972,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 13:44:45,695 - ice00001 - [INFO] - [E:13| 900]: Train Loss:0.0032974,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:44:53,683 - ice00001 - [INFO] - [E:169| 300]: Train Loss:0.0018964,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 13:45:53,682 - ice00001 - [INFO] - [Epoch:13]:  Training Loss:0.003297
 | 
						|
 | 
						|
2023-05-21 13:45:53,930 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 13:46:16,527 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 13:46:34,521 - ice00001 - [INFO] - [E:169| 400]: Train Loss:0.0018961,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 13:46:38,926 - ice00001 - [INFO] - [Evaluating Epoch 13 valid]: 
 | 
						|
	MRR: Tail : 0.09549, Head : 0.06896, Avg : 0.08223
 | 
						|
 | 
						|
2023-05-21 13:46:38,926 - ice00001 - [INFO] - [Epoch 13]:  Training Loss: 0.0032971,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 13:46:40,061 - ice00001 - [INFO] - [E:14| 0]: Train Loss:0.0032637,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:48:04,820 - ice00001 - [INFO] - [E:169| 500]: Train Loss:0.0018967,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 13:48:07,301 - ice00001 - [INFO] - [E:14| 100]: Train Loss:0.0032856,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:49:44,929 - ice00001 - [INFO] - [E:14| 200]: Train Loss:0.0032864,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:49:45,283 - ice00001 - [INFO] - [E:169| 600]: Train Loss:0.0018965,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 13:51:22,722 - ice00001 - [INFO] - [E:14| 300]: Train Loss:0.0032856,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:51:25,649 - ice00001 - [INFO] - [E:169| 700]: Train Loss:0.0018972,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 13:53:00,317 - ice00001 - [INFO] - [E:14| 400]: Train Loss:0.0032844,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:53:05,355 - ice00001 - [INFO] - [E:169| 800]: Train Loss:0.0018985,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 13:54:36,502 - ice00001 - [INFO] - [E:14| 500]: Train Loss:0.0032841,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:54:44,377 - ice00001 - [INFO] - [E:169| 900]: Train Loss:0.0018982,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 13:55:53,899 - ice00001 - [INFO] - [Epoch:169]:  Training Loss:0.001898
 | 
						|
 | 
						|
2023-05-21 13:55:54,153 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 13:56:06,964 - ice00001 - [INFO] - [E:14| 600]: Train Loss:0.0032819,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:56:09,050 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 13:56:28,303 - ice00001 - [INFO] - [Evaluating Epoch 169 valid]: 
 | 
						|
	MRR: Tail : 0.4105, Head : 0.36044, Avg : 0.38547
 | 
						|
	MR: Tail : 244.76, Head : 282.06, Avg : 263.41
 | 
						|
	Hit-1: Tail : 0.30441, Head : 0.25841, Avg : 0.28141
 | 
						|
	Hit-3: Tail : 0.4651, Head : 0.40587, Avg : 0.43549
 | 
						|
	Hit-10: Tail : 0.61027, Head : 0.5616, Avg : 0.58593
 | 
						|
2023-05-21 13:56:28,303 - ice00001 - [INFO] - [Epoch 169]:  Training Loss: 0.0018979,  Valid MRR: 0.38548, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 13:56:29,149 - ice00001 - [INFO] - [E:170| 0]: Train Loss:0.0018865,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 13:57:39,842 - ice00001 - [INFO] - [E:14| 700]: Train Loss:0.0032802,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:58:09,525 - ice00001 - [INFO] - [E:170| 100]: Train Loss:0.0018958,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 13:59:16,916 - ice00001 - [INFO] - [E:14| 800]: Train Loss:0.003279,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 13:59:49,758 - ice00001 - [INFO] - [E:170| 200]: Train Loss:0.0018913,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 14:00:54,760 - ice00001 - [INFO] - [E:14| 900]: Train Loss:0.0032777,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:01:30,862 - ice00001 - [INFO] - [E:170| 300]: Train Loss:0.0018951,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 14:02:03,440 - ice00001 - [INFO] - [Epoch:14]:  Training Loss:0.003278
 | 
						|
 | 
						|
2023-05-21 14:02:03,764 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 14:02:26,415 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 14:02:48,384 - ice00001 - [INFO] - [Evaluating Epoch 14 valid]: 
 | 
						|
	MRR: Tail : 0.09339, Head : 0.07015, Avg : 0.08177
 | 
						|
 | 
						|
2023-05-21 14:02:48,384 - ice00001 - [INFO] - [Epoch 14]:  Training Loss: 0.0032776,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 14:02:49,460 - ice00001 - [INFO] - [E:15| 0]: Train Loss:0.0032531,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:03:12,073 - ice00001 - [INFO] - [E:170| 400]: Train Loss:0.0018951,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 14:04:27,108 - ice00001 - [INFO] - [E:15| 100]: Train Loss:0.0032686,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:04:51,415 - ice00001 - [INFO] - [E:170| 500]: Train Loss:0.0018951,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 14:05:54,219 - ice00001 - [INFO] - [E:15| 200]: Train Loss:0.0032687,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:06:24,007 - ice00001 - [INFO] - [E:170| 600]: Train Loss:0.0018958,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 14:07:32,258 - ice00001 - [INFO] - [E:15| 300]: Train Loss:0.0032686,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:08:03,803 - ice00001 - [INFO] - [E:170| 700]: Train Loss:0.0018958,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 14:09:09,197 - ice00001 - [INFO] - [E:15| 400]: Train Loss:0.0032658,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:09:42,618 - ice00001 - [INFO] - [E:170| 800]: Train Loss:0.0018963,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 14:10:45,766 - ice00001 - [INFO] - [E:15| 500]: Train Loss:0.0032636,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:11:22,604 - ice00001 - [INFO] - [E:170| 900]: Train Loss:0.0018968,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 14:12:22,795 - ice00001 - [INFO] - [E:15| 600]: Train Loss:0.0032624,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:12:33,214 - ice00001 - [INFO] - [Epoch:170]:  Training Loss:0.001897
 | 
						|
 | 
						|
2023-05-21 14:12:33,529 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 14:12:56,673 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 14:13:22,870 - ice00001 - [INFO] - [Evaluating Epoch 170 valid]: 
 | 
						|
	MRR: Tail : 0.4113, Head : 0.35888, Avg : 0.38509
 | 
						|
 | 
						|
2023-05-21 14:13:22,870 - ice00001 - [INFO] - [Epoch 170]:  Training Loss: 0.0018968,  Valid MRR: 0.38548, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 14:13:24,047 - ice00001 - [INFO] - [E:171| 0]: Train Loss:0.0019337,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 14:13:53,133 - ice00001 - [INFO] - [E:15| 700]: Train Loss:0.0032614,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:14:53,668 - ice00001 - [INFO] - [E:171| 100]: Train Loss:0.0018926,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 14:15:30,256 - ice00001 - [INFO] - [E:15| 800]: Train Loss:0.0032596,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:16:33,726 - ice00001 - [INFO] - [E:171| 200]: Train Loss:0.001895,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 14:17:06,892 - ice00001 - [INFO] - [E:15| 900]: Train Loss:0.0032587,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:18:13,956 - ice00001 - [INFO] - [E:171| 300]: Train Loss:0.0018935,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 14:18:15,410 - ice00001 - [INFO] - [Epoch:15]:  Training Loss:0.003258
 | 
						|
 | 
						|
2023-05-21 14:18:15,900 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 14:18:38,460 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 14:19:00,182 - ice00001 - [INFO] - [Evaluating Epoch 15 valid]: 
 | 
						|
	MRR: Tail : 0.09201, Head : 0.06502, Avg : 0.07852
 | 
						|
 | 
						|
2023-05-21 14:19:00,183 - ice00001 - [INFO] - [Epoch 15]:  Training Loss: 0.003258,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 14:19:01,195 - ice00001 - [INFO] - [E:16| 0]: Train Loss:0.0032393,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:19:54,253 - ice00001 - [INFO] - [E:171| 400]: Train Loss:0.0018933,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 14:20:38,549 - ice00001 - [INFO] - [E:16| 100]: Train Loss:0.0032428,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:21:34,977 - ice00001 - [INFO] - [E:171| 500]: Train Loss:0.0018945,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 14:22:15,499 - ice00001 - [INFO] - [E:16| 200]: Train Loss:0.0032447,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:23:04,256 - ice00001 - [INFO] - [E:171| 600]: Train Loss:0.0018945,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 14:23:41,717 - ice00001 - [INFO] - [E:16| 300]: Train Loss:0.0032435,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:24:43,449 - ice00001 - [INFO] - [E:171| 700]: Train Loss:0.0018954,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 14:25:18,118 - ice00001 - [INFO] - [E:16| 400]: Train Loss:0.00324,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:26:23,816 - ice00001 - [INFO] - [E:171| 800]: Train Loss:0.0018956,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 14:26:54,929 - ice00001 - [INFO] - [E:16| 500]: Train Loss:0.0032372,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:28:04,151 - ice00001 - [INFO] - [E:171| 900]: Train Loss:0.0018957,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 14:28:32,536 - ice00001 - [INFO] - [E:16| 600]: Train Loss:0.0032335,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:29:14,436 - ice00001 - [INFO] - [Epoch:171]:  Training Loss:0.001896
 | 
						|
 | 
						|
2023-05-21 14:29:14,780 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 14:29:37,994 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 14:30:00,614 - ice00001 - [INFO] - [Evaluating Epoch 171 valid]: 
 | 
						|
	MRR: Tail : 0.41053, Head : 0.36017, Avg : 0.38535
 | 
						|
 | 
						|
2023-05-21 14:30:00,614 - ice00001 - [INFO] - [Epoch 171]:  Training Loss: 0.0018962,  Valid MRR: 0.38548, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 14:30:01,787 - ice00001 - [INFO] - [E:172| 0]: Train Loss:0.0019417,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 14:30:09,704 - ice00001 - [INFO] - [E:16| 700]: Train Loss:0.0032298,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:31:31,740 - ice00001 - [INFO] - [E:172| 100]: Train Loss:0.001893,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 14:31:37,070 - ice00001 - [INFO] - [E:16| 800]: Train Loss:0.0032249,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:33:13,478 - ice00001 - [INFO] - [E:172| 200]: Train Loss:0.001892,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 14:33:14,520 - ice00001 - [INFO] - [E:16| 900]: Train Loss:0.0032189,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:34:23,163 - ice00001 - [INFO] - [Epoch:16]:  Training Loss:0.003214
 | 
						|
 | 
						|
2023-05-21 14:34:23,475 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 14:34:45,871 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 14:34:54,471 - ice00001 - [INFO] - [E:172| 300]: Train Loss:0.0018908,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 14:35:07,768 - ice00001 - [INFO] - [Evaluating Epoch 16 valid]: 
 | 
						|
	MRR: Tail : 0.0953, Head : 0.06896, Avg : 0.08213
 | 
						|
 | 
						|
2023-05-21 14:35:07,768 - ice00001 - [INFO] - [Epoch 16]:  Training Loss: 0.0032141,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 14:35:08,541 - ice00001 - [INFO] - [E:17| 0]: Train Loss:0.0031859,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:36:35,540 - ice00001 - [INFO] - [E:172| 400]: Train Loss:0.0018918,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 14:36:46,415 - ice00001 - [INFO] - [E:17| 100]: Train Loss:0.0031358,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:38:14,575 - ice00001 - [INFO] - [E:172| 500]: Train Loss:0.0018936,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 14:38:22,746 - ice00001 - [INFO] - [E:17| 200]: Train Loss:0.0031304,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:39:48,640 - ice00001 - [INFO] - [E:172| 600]: Train Loss:0.0018946,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 14:39:51,751 - ice00001 - [INFO] - [E:17| 300]: Train Loss:0.0031197,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:41:24,846 - ice00001 - [INFO] - [E:172| 700]: Train Loss:0.0018952,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 14:41:27,210 - ice00001 - [INFO] - [E:17| 400]: Train Loss:0.003106,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:43:05,126 - ice00001 - [INFO] - [E:17| 500]: Train Loss:0.003095,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:43:05,538 - ice00001 - [INFO] - [E:172| 800]: Train Loss:0.0018951,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 14:44:42,121 - ice00001 - [INFO] - [E:17| 600]: Train Loss:0.0030859,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:44:46,176 - ice00001 - [INFO] - [E:172| 900]: Train Loss:0.0018951,  Val MRR:0.38548, 	ice00001
 | 
						|
2023-05-21 14:45:57,322 - ice00001 - [INFO] - [Epoch:172]:  Training Loss:0.001896
 | 
						|
 | 
						|
2023-05-21 14:45:57,658 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 14:46:20,110 - ice00001 - [INFO] - [E:17| 700]: Train Loss:0.0030778,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:46:21,397 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 14:46:43,999 - ice00001 - [INFO] - [Evaluating Epoch 172 valid]: 
 | 
						|
	MRR: Tail : 0.41135, Head : 0.36149, Avg : 0.38642
 | 
						|
 | 
						|
2023-05-21 14:46:46,781 - ice00001 - [INFO] - [Epoch 172]:  Training Loss: 0.0018955,  Valid MRR: 0.38642, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 14:46:47,947 - ice00001 - [INFO] - [E:173| 0]: Train Loss:0.0018867,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 14:47:58,328 - ice00001 - [INFO] - [E:17| 800]: Train Loss:0.0030697,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:48:27,499 - ice00001 - [INFO] - [E:173| 100]: Train Loss:0.0018943,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 14:49:25,730 - ice00001 - [INFO] - [E:17| 900]: Train Loss:0.0030638,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:49:58,654 - ice00001 - [INFO] - [E:173| 200]: Train Loss:0.0018943,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 14:50:34,189 - ice00001 - [INFO] - [Epoch:17]:  Training Loss:0.003059
 | 
						|
 | 
						|
2023-05-21 14:50:34,633 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 14:50:57,145 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 14:51:18,886 - ice00001 - [INFO] - [Evaluating Epoch 17 valid]: 
 | 
						|
	MRR: Tail : 0.09432, Head : 0.06985, Avg : 0.08209
 | 
						|
 | 
						|
2023-05-21 14:51:18,886 - ice00001 - [INFO] - [Epoch 17]:  Training Loss: 0.0030591,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 14:51:19,902 - ice00001 - [INFO] - [E:18| 0]: Train Loss:0.0029766,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:51:39,097 - ice00001 - [INFO] - [E:173| 300]: Train Loss:0.0018929,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 14:52:56,407 - ice00001 - [INFO] - [E:18| 100]: Train Loss:0.0029949,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:53:17,984 - ice00001 - [INFO] - [E:173| 400]: Train Loss:0.0018938,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 14:54:33,715 - ice00001 - [INFO] - [E:18| 200]: Train Loss:0.0029904,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:54:58,250 - ice00001 - [INFO] - [E:173| 500]: Train Loss:0.001893,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 14:56:10,725 - ice00001 - [INFO] - [E:18| 300]: Train Loss:0.0029864,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:56:39,049 - ice00001 - [INFO] - [E:173| 600]: Train Loss:0.0018928,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 14:57:38,073 - ice00001 - [INFO] - [E:18| 400]: Train Loss:0.0029837,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:58:09,122 - ice00001 - [INFO] - [E:173| 700]: Train Loss:0.0018937,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 14:59:16,083 - ice00001 - [INFO] - [E:18| 500]: Train Loss:0.0029796,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 14:59:50,571 - ice00001 - [INFO] - [E:173| 800]: Train Loss:0.0018932,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:00:53,464 - ice00001 - [INFO] - [E:18| 600]: Train Loss:0.0029768,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:01:34,354 - ice00001 - [INFO] - [E:173| 900]: Train Loss:0.0018936,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:02:34,235 - ice00001 - [INFO] - [E:18| 700]: Train Loss:0.0029743,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:02:45,602 - ice00001 - [INFO] - [Epoch:173]:  Training Loss:0.001894
 | 
						|
 | 
						|
2023-05-21 15:02:45,941 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 15:03:08,712 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 15:03:31,510 - ice00001 - [INFO] - [Evaluating Epoch 173 valid]: 
 | 
						|
	MRR: Tail : 0.41167, Head : 0.3607, Avg : 0.38619
 | 
						|
 | 
						|
2023-05-21 15:03:31,510 - ice00001 - [INFO] - [Epoch 173]:  Training Loss: 0.0018938,  Valid MRR: 0.38642, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 15:03:32,679 - ice00001 - [INFO] - [E:174| 0]: Train Loss:0.0018459,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:04:11,774 - ice00001 - [INFO] - [E:18| 800]: Train Loss:0.0029723,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:05:14,263 - ice00001 - [INFO] - [E:174| 100]: Train Loss:0.0018947,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:05:50,082 - ice00001 - [INFO] - [E:18| 900]: Train Loss:0.0029697,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:06:43,877 - ice00001 - [INFO] - [E:174| 200]: Train Loss:0.0018919,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:06:47,837 - ice00001 - [INFO] - [Epoch:18]:  Training Loss:0.002968
 | 
						|
 | 
						|
2023-05-21 15:06:48,198 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 15:07:10,213 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 15:07:32,242 - ice00001 - [INFO] - [Evaluating Epoch 18 valid]: 
 | 
						|
	MRR: Tail : 0.09511, Head : 0.06947, Avg : 0.08229
 | 
						|
 | 
						|
2023-05-21 15:07:32,242 - ice00001 - [INFO] - [Epoch 18]:  Training Loss: 0.0029676,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 15:07:33,142 - ice00001 - [INFO] - [E:19| 0]: Train Loss:0.0029467,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:08:23,948 - ice00001 - [INFO] - [E:174| 300]: Train Loss:0.001891,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:09:10,026 - ice00001 - [INFO] - [E:19| 100]: Train Loss:0.0029418,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:10:04,561 - ice00001 - [INFO] - [E:174| 400]: Train Loss:0.0018918,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:10:47,338 - ice00001 - [INFO] - [E:19| 200]: Train Loss:0.0029384,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:11:44,735 - ice00001 - [INFO] - [E:174| 500]: Train Loss:0.0018909,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:12:25,506 - ice00001 - [INFO] - [E:19| 300]: Train Loss:0.0029368,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:13:25,619 - ice00001 - [INFO] - [E:174| 600]: Train Loss:0.0018915,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:14:03,535 - ice00001 - [INFO] - [E:19| 400]: Train Loss:0.0029352,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:14:56,532 - ice00001 - [INFO] - [E:174| 700]: Train Loss:0.0018922,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:15:30,683 - ice00001 - [INFO] - [E:19| 500]: Train Loss:0.0029333,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:16:37,038 - ice00001 - [INFO] - [E:174| 800]: Train Loss:0.0018925,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:17:08,264 - ice00001 - [INFO] - [E:19| 600]: Train Loss:0.0029324,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:18:17,283 - ice00001 - [INFO] - [E:174| 900]: Train Loss:0.001893,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:18:45,762 - ice00001 - [INFO] - [E:19| 700]: Train Loss:0.0029306,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:19:28,352 - ice00001 - [INFO] - [Epoch:174]:  Training Loss:0.001893
 | 
						|
 | 
						|
2023-05-21 15:19:28,684 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 15:19:51,827 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 15:20:14,434 - ice00001 - [INFO] - [Evaluating Epoch 174 valid]: 
 | 
						|
	MRR: Tail : 0.41177, Head : 0.36107, Avg : 0.38642
 | 
						|
 | 
						|
2023-05-21 15:20:14,435 - ice00001 - [INFO] - [Epoch 174]:  Training Loss: 0.0018934,  Valid MRR: 0.38642, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 15:20:15,376 - ice00001 - [INFO] - [E:175| 0]: Train Loss:0.0018774,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:20:23,314 - ice00001 - [INFO] - [E:19| 800]: Train Loss:0.002929,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:21:54,614 - ice00001 - [INFO] - [E:175| 100]: Train Loss:0.0018938,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:22:00,170 - ice00001 - [INFO] - [E:19| 900]: Train Loss:0.0029268,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:23:08,462 - ice00001 - [INFO] - [Epoch:19]:  Training Loss:0.002926
 | 
						|
 | 
						|
2023-05-21 15:23:08,720 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 15:23:25,971 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 15:23:28,717 - ice00001 - [INFO] - [E:175| 200]: Train Loss:0.0018905,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:23:41,517 - ice00001 - [INFO] - [Evaluating Epoch 19 valid]: 
 | 
						|
	MRR: Tail : 0.09501, Head : 0.06922, Avg : 0.08211
 | 
						|
	MR: Tail : 876.26, Head : 1038.9, Avg : 957.57
 | 
						|
	Hit-1: Tail : 0.03848, Head : 0.02779, Avg : 0.03314
 | 
						|
	Hit-3: Tail : 0.10001, Head : 0.06263, Avg : 0.08132
 | 
						|
	Hit-10: Tail : 0.21544, Head : 0.15463, Avg : 0.18503
 | 
						|
2023-05-21 15:23:41,517 - ice00001 - [INFO] - [Epoch 19]:  Training Loss: 0.0029255,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 15:23:42,572 - ice00001 - [INFO] - [E:20| 0]: Train Loss:0.0028917,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:25:05,334 - ice00001 - [INFO] - [E:175| 300]: Train Loss:0.0018912,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:25:20,166 - ice00001 - [INFO] - [E:20| 100]: Train Loss:0.0029105,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:26:45,982 - ice00001 - [INFO] - [E:175| 400]: Train Loss:0.0018903,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:26:57,884 - ice00001 - [INFO] - [E:20| 200]: Train Loss:0.0029121,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:28:26,784 - ice00001 - [INFO] - [E:175| 500]: Train Loss:0.0018899,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:28:35,602 - ice00001 - [INFO] - [E:20| 300]: Train Loss:0.0029114,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:30:07,131 - ice00001 - [INFO] - [E:175| 600]: Train Loss:0.0018898,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:30:12,819 - ice00001 - [INFO] - [E:20| 400]: Train Loss:0.0029099,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:31:47,947 - ice00001 - [INFO] - [E:175| 700]: Train Loss:0.0018908,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:31:50,186 - ice00001 - [INFO] - [E:20| 500]: Train Loss:0.0029097,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:33:17,384 - ice00001 - [INFO] - [E:20| 600]: Train Loss:0.0029086,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:33:18,837 - ice00001 - [INFO] - [E:175| 800]: Train Loss:0.0018908,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:34:54,823 - ice00001 - [INFO] - [E:20| 700]: Train Loss:0.0029082,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:34:59,352 - ice00001 - [INFO] - [E:175| 900]: Train Loss:0.0018914,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:36:08,687 - ice00001 - [INFO] - [Epoch:175]:  Training Loss:0.001892
 | 
						|
 | 
						|
2023-05-21 15:36:09,033 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 15:36:31,037 - ice00001 - [INFO] - [E:20| 800]: Train Loss:0.002908,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:36:31,992 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 15:36:53,925 - ice00001 - [INFO] - [Evaluating Epoch 175 valid]: 
 | 
						|
	MRR: Tail : 0.41094, Head : 0.35975, Avg : 0.38534
 | 
						|
 | 
						|
2023-05-21 15:36:53,925 - ice00001 - [INFO] - [Epoch 175]:  Training Loss: 0.0018918,  Valid MRR: 0.38642, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 15:36:55,104 - ice00001 - [INFO] - [E:176| 0]: Train Loss:0.0019094,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:38:08,352 - ice00001 - [INFO] - [E:20| 900]: Train Loss:0.0029076,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:38:35,303 - ice00001 - [INFO] - [E:176| 100]: Train Loss:0.0018896,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:39:17,153 - ice00001 - [INFO] - [Epoch:20]:  Training Loss:0.002907
 | 
						|
 | 
						|
2023-05-21 15:39:17,532 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 15:39:40,230 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 15:40:02,535 - ice00001 - [INFO] - [Evaluating Epoch 20 valid]: 
 | 
						|
	MRR: Tail : 0.09516, Head : 0.06952, Avg : 0.08234
 | 
						|
 | 
						|
2023-05-21 15:40:02,536 - ice00001 - [INFO] - [Epoch 20]:  Training Loss: 0.0029072,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 15:40:03,676 - ice00001 - [INFO] - [E:21| 0]: Train Loss:0.0029024,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:40:16,300 - ice00001 - [INFO] - [E:176| 200]: Train Loss:0.0018875,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:41:31,198 - ice00001 - [INFO] - [E:21| 100]: Train Loss:0.0028943,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:41:46,492 - ice00001 - [INFO] - [E:176| 300]: Train Loss:0.0018879,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:43:08,014 - ice00001 - [INFO] - [E:21| 200]: Train Loss:0.0028966,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:43:26,603 - ice00001 - [INFO] - [E:176| 400]: Train Loss:0.0018885,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:44:46,317 - ice00001 - [INFO] - [E:21| 300]: Train Loss:0.0028958,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:45:07,520 - ice00001 - [INFO] - [E:176| 500]: Train Loss:0.0018887,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:46:23,562 - ice00001 - [INFO] - [E:21| 400]: Train Loss:0.0029001,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:46:48,551 - ice00001 - [INFO] - [E:176| 600]: Train Loss:0.0018888,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:48:01,193 - ice00001 - [INFO] - [E:21| 500]: Train Loss:0.0029006,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:48:29,758 - ice00001 - [INFO] - [E:176| 700]: Train Loss:0.0018889,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:49:33,969 - ice00001 - [INFO] - [E:21| 600]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:50:01,437 - ice00001 - [INFO] - [E:176| 800]: Train Loss:0.0018893,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:51:06,906 - ice00001 - [INFO] - [E:21| 700]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:51:40,598 - ice00001 - [INFO] - [E:176| 900]: Train Loss:0.0018904,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:52:43,921 - ice00001 - [INFO] - [E:21| 800]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:52:51,271 - ice00001 - [INFO] - [Epoch:176]:  Training Loss:0.001891
 | 
						|
 | 
						|
2023-05-21 15:52:51,609 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 15:53:14,719 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 15:53:37,175 - ice00001 - [INFO] - [Evaluating Epoch 176 valid]: 
 | 
						|
	MRR: Tail : 0.41198, Head : 0.36029, Avg : 0.38613
 | 
						|
 | 
						|
2023-05-21 15:53:37,175 - ice00001 - [INFO] - [Epoch 176]:  Training Loss: 0.0018907,  Valid MRR: 0.38642, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 15:53:38,347 - ice00001 - [INFO] - [E:177| 0]: Train Loss:0.0018981,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:54:21,757 - ice00001 - [INFO] - [E:21| 900]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:55:18,938 - ice00001 - [INFO] - [E:177| 100]: Train Loss:0.0018916,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:55:30,435 - ice00001 - [INFO] - [Epoch:21]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-21 15:55:30,930 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 15:55:53,482 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 15:56:15,431 - ice00001 - [INFO] - [Evaluating Epoch 21 valid]: 
 | 
						|
	MRR: Tail : 0.0955, Head : 0.06894, Avg : 0.08222
 | 
						|
 | 
						|
2023-05-21 15:56:15,431 - ice00001 - [INFO] - [Epoch 21]:  Training Loss: 0.0029022,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 15:56:16,441 - ice00001 - [INFO] - [E:22| 0]: Train Loss:0.0028676,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:56:59,586 - ice00001 - [INFO] - [E:177| 200]: Train Loss:0.0018887,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:57:54,408 - ice00001 - [INFO] - [E:22| 100]: Train Loss:0.002906,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 15:58:32,653 - ice00001 - [INFO] - [E:177| 300]: Train Loss:0.0018868,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 15:59:21,360 - ice00001 - [INFO] - [E:22| 200]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:00:10,809 - ice00001 - [INFO] - [E:177| 400]: Train Loss:0.0018865,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 16:00:59,149 - ice00001 - [INFO] - [E:22| 300]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:01:51,579 - ice00001 - [INFO] - [E:177| 500]: Train Loss:0.0018876,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 16:02:36,140 - ice00001 - [INFO] - [E:22| 400]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:03:32,194 - ice00001 - [INFO] - [E:177| 600]: Train Loss:0.001888,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 16:04:13,763 - ice00001 - [INFO] - [E:22| 500]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:05:11,318 - ice00001 - [INFO] - [E:177| 700]: Train Loss:0.0018887,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 16:05:49,991 - ice00001 - [INFO] - [E:22| 600]: Train Loss:0.0029002,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:06:51,858 - ice00001 - [INFO] - [E:177| 800]: Train Loss:0.0018887,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 16:07:17,036 - ice00001 - [INFO] - [E:22| 700]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:08:22,431 - ice00001 - [INFO] - [E:177| 900]: Train Loss:0.001889,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 16:08:54,526 - ice00001 - [INFO] - [E:22| 800]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:09:33,743 - ice00001 - [INFO] - [Epoch:177]:  Training Loss:0.00189
 | 
						|
 | 
						|
2023-05-21 16:09:34,000 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 16:09:56,921 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 16:10:19,263 - ice00001 - [INFO] - [Evaluating Epoch 177 valid]: 
 | 
						|
	MRR: Tail : 0.41021, Head : 0.36236, Avg : 0.38629
 | 
						|
 | 
						|
2023-05-21 16:10:19,263 - ice00001 - [INFO] - [Epoch 177]:  Training Loss: 0.0018896,  Valid MRR: 0.38642, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 16:10:20,389 - ice00001 - [INFO] - [E:178| 0]: Train Loss:0.001901,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 16:10:32,547 - ice00001 - [INFO] - [E:22| 900]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:11:41,294 - ice00001 - [INFO] - [Epoch:22]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-21 16:11:41,672 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 16:12:00,490 - ice00001 - [INFO] - [E:178| 100]: Train Loss:0.0018886,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 16:12:04,483 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 16:12:26,652 - ice00001 - [INFO] - [Evaluating Epoch 22 valid]: 
 | 
						|
	MRR: Tail : 0.09475, Head : 0.06939, Avg : 0.08207
 | 
						|
 | 
						|
2023-05-21 16:12:26,652 - ice00001 - [INFO] - [Epoch 22]:  Training Loss: 0.0029017,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 16:12:27,793 - ice00001 - [INFO] - [E:23| 0]: Train Loss:0.0029466,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:13:40,898 - ice00001 - [INFO] - [E:178| 200]: Train Loss:0.0018871,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 16:14:05,276 - ice00001 - [INFO] - [E:23| 100]: Train Loss:0.002905,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:15:21,541 - ice00001 - [INFO] - [E:178| 300]: Train Loss:0.0018859,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 16:15:42,723 - ice00001 - [INFO] - [E:23| 200]: Train Loss:0.0029032,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:16:51,499 - ice00001 - [INFO] - [E:178| 400]: Train Loss:0.0018856,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 16:17:10,001 - ice00001 - [INFO] - [E:23| 300]: Train Loss:0.0029028,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:18:31,979 - ice00001 - [INFO] - [E:178| 500]: Train Loss:0.0018873,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 16:18:47,010 - ice00001 - [INFO] - [E:23| 400]: Train Loss:0.0029027,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:20:11,148 - ice00001 - [INFO] - [E:178| 600]: Train Loss:0.0018881,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 16:20:23,142 - ice00001 - [INFO] - [E:23| 500]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:21:51,983 - ice00001 - [INFO] - [E:178| 700]: Train Loss:0.0018884,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 16:22:00,733 - ice00001 - [INFO] - [E:23| 600]: Train Loss:0.0029004,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:23:33,391 - ice00001 - [INFO] - [E:178| 800]: Train Loss:0.0018889,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 16:23:37,705 - ice00001 - [INFO] - [E:23| 700]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:25:03,453 - ice00001 - [INFO] - [E:178| 900]: Train Loss:0.0018884,  Val MRR:0.38642, 	ice00001
 | 
						|
2023-05-21 16:25:04,521 - ice00001 - [INFO] - [E:23| 800]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:26:14,774 - ice00001 - [INFO] - [Epoch:178]:  Training Loss:0.001889
 | 
						|
 | 
						|
2023-05-21 16:26:15,029 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 16:26:37,940 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 16:26:42,152 - ice00001 - [INFO] - [E:23| 900]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:27:00,660 - ice00001 - [INFO] - [Evaluating Epoch 178 valid]: 
 | 
						|
	MRR: Tail : 0.41098, Head : 0.36252, Avg : 0.38675
 | 
						|
 | 
						|
2023-05-21 16:27:01,982 - ice00001 - [INFO] - [Epoch 178]:  Training Loss: 0.0018891,  Valid MRR: 0.38675, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 16:27:02,739 - ice00001 - [INFO] - [E:179| 0]: Train Loss:0.0019075,  Val MRR:0.38675, 	ice00001
 | 
						|
2023-05-21 16:27:50,728 - ice00001 - [INFO] - [Epoch:23]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-21 16:27:51,106 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 16:28:14,016 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 16:28:36,181 - ice00001 - [INFO] - [Evaluating Epoch 23 valid]: 
 | 
						|
	MRR: Tail : 0.09357, Head : 0.06961, Avg : 0.08159
 | 
						|
 | 
						|
2023-05-21 16:28:36,181 - ice00001 - [INFO] - [Epoch 23]:  Training Loss: 0.0029014,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 16:28:37,305 - ice00001 - [INFO] - [E:24| 0]: Train Loss:0.0030078,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:28:44,004 - ice00001 - [INFO] - [E:179| 100]: Train Loss:0.0018842,  Val MRR:0.38675, 	ice00001
 | 
						|
2023-05-21 16:30:14,967 - ice00001 - [INFO] - [E:24| 100]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:30:24,758 - ice00001 - [INFO] - [E:179| 200]: Train Loss:0.0018857,  Val MRR:0.38675, 	ice00001
 | 
						|
2023-05-21 16:31:52,717 - ice00001 - [INFO] - [E:24| 200]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:32:05,798 - ice00001 - [INFO] - [E:179| 300]: Train Loss:0.0018857,  Val MRR:0.38675, 	ice00001
 | 
						|
2023-05-21 16:33:22,121 - ice00001 - [INFO] - [E:24| 300]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:33:35,652 - ice00001 - [INFO] - [E:179| 400]: Train Loss:0.0018846,  Val MRR:0.38675, 	ice00001
 | 
						|
2023-05-21 16:34:55,675 - ice00001 - [INFO] - [E:24| 400]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:35:15,336 - ice00001 - [INFO] - [E:179| 500]: Train Loss:0.001885,  Val MRR:0.38675, 	ice00001
 | 
						|
2023-05-21 16:36:33,477 - ice00001 - [INFO] - [E:24| 500]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:36:56,061 - ice00001 - [INFO] - [E:179| 600]: Train Loss:0.0018857,  Val MRR:0.38675, 	ice00001
 | 
						|
2023-05-21 16:38:13,459 - ice00001 - [INFO] - [E:24| 600]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:38:39,185 - ice00001 - [INFO] - [E:179| 700]: Train Loss:0.0018857,  Val MRR:0.38675, 	ice00001
 | 
						|
2023-05-21 16:39:51,536 - ice00001 - [INFO] - [E:24| 700]: Train Loss:0.0029025,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:40:19,887 - ice00001 - [INFO] - [E:179| 800]: Train Loss:0.0018864,  Val MRR:0.38675, 	ice00001
 | 
						|
2023-05-21 16:41:29,489 - ice00001 - [INFO] - [E:24| 800]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:42:00,476 - ice00001 - [INFO] - [E:179| 900]: Train Loss:0.0018876,  Val MRR:0.38675, 	ice00001
 | 
						|
2023-05-21 16:42:56,229 - ice00001 - [INFO] - [E:24| 900]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:43:00,702 - ice00001 - [INFO] - [Epoch:179]:  Training Loss:0.001888
 | 
						|
 | 
						|
2023-05-21 16:43:00,958 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 16:43:23,643 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 16:43:46,302 - ice00001 - [INFO] - [Evaluating Epoch 179 valid]: 
 | 
						|
	MRR: Tail : 0.41283, Head : 0.36146, Avg : 0.38715
 | 
						|
	MR: Tail : 252.82, Head : 286.91, Avg : 269.86
 | 
						|
	Hit-1: Tail : 0.30635, Head : 0.25792, Avg : 0.28213
 | 
						|
	Hit-3: Tail : 0.46778, Head : 0.41134, Avg : 0.43956
 | 
						|
	Hit-10: Tail : 0.61439, Head : 0.56572, Avg : 0.59006
 | 
						|
2023-05-21 16:43:47,688 - ice00001 - [INFO] - [Epoch 179]:  Training Loss: 0.0018879,  Valid MRR: 0.38715, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 16:43:48,609 - ice00001 - [INFO] - [E:180| 0]: Train Loss:0.0018869,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 16:44:04,489 - ice00001 - [INFO] - [Epoch:24]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-21 16:44:04,942 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 16:44:27,883 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 16:44:50,068 - ice00001 - [INFO] - [Evaluating Epoch 24 valid]: 
 | 
						|
	MRR: Tail : 0.09564, Head : 0.0691, Avg : 0.08237
 | 
						|
 | 
						|
2023-05-21 16:44:50,068 - ice00001 - [INFO] - [Epoch 24]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 16:44:50,990 - ice00001 - [INFO] - [E:25| 0]: Train Loss:0.0028768,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:45:29,011 - ice00001 - [INFO] - [E:180| 100]: Train Loss:0.0018834,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 16:46:28,955 - ice00001 - [INFO] - [E:25| 100]: Train Loss:0.0029036,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:47:09,091 - ice00001 - [INFO] - [E:180| 200]: Train Loss:0.0018838,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 16:48:06,048 - ice00001 - [INFO] - [E:25| 200]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:48:48,030 - ice00001 - [INFO] - [E:180| 300]: Train Loss:0.0018839,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 16:49:42,705 - ice00001 - [INFO] - [E:25| 300]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:50:28,103 - ice00001 - [INFO] - [E:180| 400]: Train Loss:0.0018842,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 16:51:09,552 - ice00001 - [INFO] - [E:25| 400]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:51:58,596 - ice00001 - [INFO] - [E:180| 500]: Train Loss:0.0018844,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 16:52:47,068 - ice00001 - [INFO] - [E:25| 500]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:53:38,865 - ice00001 - [INFO] - [E:180| 600]: Train Loss:0.0018853,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 16:54:24,714 - ice00001 - [INFO] - [E:25| 600]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:55:19,252 - ice00001 - [INFO] - [E:180| 700]: Train Loss:0.0018861,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 16:56:02,266 - ice00001 - [INFO] - [E:25| 700]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:56:59,782 - ice00001 - [INFO] - [E:180| 800]: Train Loss:0.001886,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 16:57:40,237 - ice00001 - [INFO] - [E:25| 800]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:58:40,736 - ice00001 - [INFO] - [E:180| 900]: Train Loss:0.0018866,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 16:59:17,706 - ice00001 - [INFO] - [E:25| 900]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 16:59:42,068 - ice00001 - [INFO] - [Epoch:180]:  Training Loss:0.001887
 | 
						|
 | 
						|
2023-05-21 16:59:42,289 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 17:00:04,234 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 17:00:16,094 - ice00001 - [INFO] - [Epoch:25]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-21 17:00:16,596 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 17:00:26,656 - ice00001 - [INFO] - [Evaluating Epoch 180 valid]: 
 | 
						|
	MRR: Tail : 0.41165, Head : 0.36203, Avg : 0.38684
 | 
						|
 | 
						|
2023-05-21 17:00:26,656 - ice00001 - [INFO] - [Epoch 180]:  Training Loss: 0.001887,  Valid MRR: 0.38715, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 17:00:27,833 - ice00001 - [INFO] - [E:181| 0]: Train Loss:0.0018951,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:00:39,166 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 17:01:01,374 - ice00001 - [INFO] - [Evaluating Epoch 25 valid]: 
 | 
						|
	MRR: Tail : 0.09421, Head : 0.06878, Avg : 0.0815
 | 
						|
 | 
						|
2023-05-21 17:01:01,374 - ice00001 - [INFO] - [Epoch 25]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 17:01:02,148 - ice00001 - [INFO] - [E:26| 0]: Train Loss:0.0028624,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:02:08,012 - ice00001 - [INFO] - [E:181| 100]: Train Loss:0.0018829,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:02:39,222 - ice00001 - [INFO] - [E:26| 100]: Train Loss:0.0028994,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:03:47,035 - ice00001 - [INFO] - [E:181| 200]: Train Loss:0.0018802,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:04:17,459 - ice00001 - [INFO] - [E:26| 200]: Train Loss:0.0028995,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:05:27,902 - ice00001 - [INFO] - [E:181| 300]: Train Loss:0.0018782,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:05:55,499 - ice00001 - [INFO] - [E:26| 300]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:07:08,585 - ice00001 - [INFO] - [E:181| 400]: Train Loss:0.0018801,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:07:34,123 - ice00001 - [INFO] - [E:26| 400]: Train Loss:0.0029005,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:08:38,937 - ice00001 - [INFO] - [E:181| 500]: Train Loss:0.0018816,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:09:01,203 - ice00001 - [INFO] - [E:26| 500]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:10:19,819 - ice00001 - [INFO] - [E:181| 600]: Train Loss:0.0018827,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:10:39,083 - ice00001 - [INFO] - [E:26| 600]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:12:00,265 - ice00001 - [INFO] - [E:181| 700]: Train Loss:0.0018835,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:12:17,118 - ice00001 - [INFO] - [E:26| 700]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:13:41,396 - ice00001 - [INFO] - [E:181| 800]: Train Loss:0.0018846,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:13:54,787 - ice00001 - [INFO] - [E:26| 800]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:15:22,247 - ice00001 - [INFO] - [E:181| 900]: Train Loss:0.0018854,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:15:32,304 - ice00001 - [INFO] - [E:26| 900]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:16:33,135 - ice00001 - [INFO] - [Epoch:181]:  Training Loss:0.001886
 | 
						|
 | 
						|
2023-05-21 17:16:33,519 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 17:16:40,568 - ice00001 - [INFO] - [Epoch:26]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-21 17:16:40,902 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 17:16:52,042 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 17:16:56,221 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 17:17:06,985 - ice00001 - [INFO] - [Evaluating Epoch 181 valid]: 
 | 
						|
	MRR: Tail : 0.41118, Head : 0.3605, Avg : 0.38584
 | 
						|
 | 
						|
2023-05-21 17:17:06,985 - ice00001 - [INFO] - [Epoch 181]:  Training Loss: 0.0018856,  Valid MRR: 0.38715, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 17:17:08,117 - ice00001 - [INFO] - [E:182| 0]: Train Loss:0.0019089,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:17:13,262 - ice00001 - [INFO] - [Evaluating Epoch 26 valid]: 
 | 
						|
	MRR: Tail : 0.09302, Head : 0.06981, Avg : 0.08141
 | 
						|
 | 
						|
2023-05-21 17:17:13,262 - ice00001 - [INFO] - [Epoch 26]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 17:17:14,094 - ice00001 - [INFO] - [E:27| 0]: Train Loss:0.002913,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:18:47,870 - ice00001 - [INFO] - [E:182| 100]: Train Loss:0.0018795,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:18:51,712 - ice00001 - [INFO] - [E:27| 100]: Train Loss:0.0029035,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:20:29,053 - ice00001 - [INFO] - [E:182| 200]: Train Loss:0.0018817,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:20:30,112 - ice00001 - [INFO] - [E:27| 200]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:22:08,170 - ice00001 - [INFO] - [E:27| 300]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:22:09,810 - ice00001 - [INFO] - [E:182| 300]: Train Loss:0.0018809,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:23:45,764 - ice00001 - [INFO] - [E:27| 400]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:23:50,354 - ice00001 - [INFO] - [E:182| 400]: Train Loss:0.0018828,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:25:22,984 - ice00001 - [INFO] - [E:27| 500]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:25:29,823 - ice00001 - [INFO] - [E:182| 500]: Train Loss:0.0018832,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:26:53,463 - ice00001 - [INFO] - [E:27| 600]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:27:03,598 - ice00001 - [INFO] - [E:182| 600]: Train Loss:0.0018836,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:28:31,227 - ice00001 - [INFO] - [E:27| 700]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:28:44,308 - ice00001 - [INFO] - [E:182| 700]: Train Loss:0.0018834,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:30:08,814 - ice00001 - [INFO] - [E:27| 800]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:30:25,363 - ice00001 - [INFO] - [E:182| 800]: Train Loss:0.0018842,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:31:45,161 - ice00001 - [INFO] - [E:27| 900]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:32:04,667 - ice00001 - [INFO] - [E:182| 900]: Train Loss:0.0018849,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:32:52,804 - ice00001 - [INFO] - [Epoch:27]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-21 17:32:53,159 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 17:33:14,750 - ice00001 - [INFO] - [Epoch:182]:  Training Loss:0.001885
 | 
						|
 | 
						|
2023-05-21 17:33:15,084 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 17:33:15,750 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 17:33:37,748 - ice00001 - [INFO] - [Evaluating Epoch 27 valid]: 
 | 
						|
	MRR: Tail : 0.09524, Head : 0.06918, Avg : 0.08221
 | 
						|
 | 
						|
2023-05-21 17:33:37,748 - ice00001 - [INFO] - [Epoch 27]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 17:33:38,219 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 17:33:38,886 - ice00001 - [INFO] - [E:28| 0]: Train Loss:0.0028744,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:34:01,103 - ice00001 - [INFO] - [Evaluating Epoch 182 valid]: 
 | 
						|
	MRR: Tail : 0.41191, Head : 0.3609, Avg : 0.38641
 | 
						|
 | 
						|
2023-05-21 17:34:01,103 - ice00001 - [INFO] - [Epoch 182]:  Training Loss: 0.0018851,  Valid MRR: 0.38715, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 17:34:01,998 - ice00001 - [INFO] - [E:183| 0]: Train Loss:0.0019454,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:35:05,625 - ice00001 - [INFO] - [E:28| 100]: Train Loss:0.0028962,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:35:32,329 - ice00001 - [INFO] - [E:183| 100]: Train Loss:0.0018835,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:36:43,530 - ice00001 - [INFO] - [E:28| 200]: Train Loss:0.0028957,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:37:12,482 - ice00001 - [INFO] - [E:183| 200]: Train Loss:0.0018824,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:38:21,744 - ice00001 - [INFO] - [E:28| 300]: Train Loss:0.0028967,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:38:53,275 - ice00001 - [INFO] - [E:183| 300]: Train Loss:0.0018799,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:39:58,900 - ice00001 - [INFO] - [E:28| 400]: Train Loss:0.0028982,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:40:33,988 - ice00001 - [INFO] - [E:183| 400]: Train Loss:0.0018808,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:41:36,048 - ice00001 - [INFO] - [E:28| 500]: Train Loss:0.0028992,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:42:14,819 - ice00001 - [INFO] - [E:183| 500]: Train Loss:0.0018815,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:43:08,699 - ice00001 - [INFO] - [E:28| 600]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:43:44,375 - ice00001 - [INFO] - [E:183| 600]: Train Loss:0.0018827,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:44:41,247 - ice00001 - [INFO] - [E:28| 700]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:45:24,276 - ice00001 - [INFO] - [E:183| 700]: Train Loss:0.0018831,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:46:17,854 - ice00001 - [INFO] - [E:28| 800]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:47:03,565 - ice00001 - [INFO] - [E:183| 800]: Train Loss:0.0018837,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:47:54,606 - ice00001 - [INFO] - [E:28| 900]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:48:44,266 - ice00001 - [INFO] - [E:183| 900]: Train Loss:0.0018841,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:49:03,571 - ice00001 - [INFO] - [Epoch:28]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-21 17:49:03,839 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 17:49:26,284 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 17:49:48,806 - ice00001 - [INFO] - [Evaluating Epoch 28 valid]: 
 | 
						|
	MRR: Tail : 0.09487, Head : 0.06903, Avg : 0.08195
 | 
						|
 | 
						|
2023-05-21 17:49:48,806 - ice00001 - [INFO] - [Epoch 28]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 17:49:49,932 - ice00001 - [INFO] - [E:29| 0]: Train Loss:0.0029188,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:49:54,647 - ice00001 - [INFO] - [Epoch:183]:  Training Loss:0.001884
 | 
						|
 | 
						|
2023-05-21 17:49:54,979 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 17:50:18,284 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 17:50:40,889 - ice00001 - [INFO] - [Evaluating Epoch 183 valid]: 
 | 
						|
	MRR: Tail : 0.41175, Head : 0.36131, Avg : 0.38653
 | 
						|
 | 
						|
2023-05-21 17:50:40,889 - ice00001 - [INFO] - [Epoch 183]:  Training Loss: 0.0018837,  Valid MRR: 0.38715, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 17:50:42,102 - ice00001 - [INFO] - [E:184| 0]: Train Loss:0.0018643,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:51:27,630 - ice00001 - [INFO] - [E:29| 100]: Train Loss:0.0028995,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:52:12,258 - ice00001 - [INFO] - [E:184| 100]: Train Loss:0.0018828,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:52:55,349 - ice00001 - [INFO] - [E:29| 200]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:53:52,751 - ice00001 - [INFO] - [E:184| 200]: Train Loss:0.0018795,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:54:32,755 - ice00001 - [INFO] - [E:29| 300]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:55:32,593 - ice00001 - [INFO] - [E:184| 300]: Train Loss:0.0018813,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:56:10,163 - ice00001 - [INFO] - [E:29| 400]: Train Loss:0.0029039,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:57:13,040 - ice00001 - [INFO] - [E:184| 400]: Train Loss:0.0018817,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:57:47,884 - ice00001 - [INFO] - [E:29| 500]: Train Loss:0.0029031,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 17:58:53,673 - ice00001 - [INFO] - [E:184| 500]: Train Loss:0.0018823,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 17:59:25,272 - ice00001 - [INFO] - [E:29| 600]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:00:28,506 - ice00001 - [INFO] - [E:184| 600]: Train Loss:0.0018818,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 18:00:51,501 - ice00001 - [INFO] - [E:29| 700]: Train Loss:0.0029024,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:02:02,934 - ice00001 - [INFO] - [E:184| 700]: Train Loss:0.0018817,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 18:02:28,732 - ice00001 - [INFO] - [E:29| 800]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:03:43,777 - ice00001 - [INFO] - [E:184| 800]: Train Loss:0.0018821,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 18:04:06,575 - ice00001 - [INFO] - [E:29| 900]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:05:15,259 - ice00001 - [INFO] - [Epoch:29]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-21 18:05:15,595 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 18:05:24,606 - ice00001 - [INFO] - [E:184| 900]: Train Loss:0.001883,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 18:05:38,412 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 18:06:00,335 - ice00001 - [INFO] - [Evaluating Epoch 29 valid]: 
 | 
						|
	MRR: Tail : 0.09311, Head : 0.06965, Avg : 0.08138
 | 
						|
	MR: Tail : 834.87, Head : 983.42, Avg : 909.15
 | 
						|
	Hit-1: Tail : 0.03848, Head : 0.02779, Avg : 0.03314
 | 
						|
	Hit-3: Tail : 0.08181, Head : 0.06506, Avg : 0.07343
 | 
						|
	Hit-10: Tail : 0.21022, Head : 0.15706, Avg : 0.18364
 | 
						|
2023-05-21 18:06:00,335 - ice00001 - [INFO] - [Epoch 29]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 18:06:01,377 - ice00001 - [INFO] - [E:30| 0]: Train Loss:0.0029383,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:06:34,925 - ice00001 - [INFO] - [Epoch:184]:  Training Loss:0.001883
 | 
						|
 | 
						|
2023-05-21 18:06:35,429 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 18:06:58,472 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 18:07:21,092 - ice00001 - [INFO] - [Evaluating Epoch 184 valid]: 
 | 
						|
	MRR: Tail : 0.41269, Head : 0.36138, Avg : 0.38703
 | 
						|
 | 
						|
2023-05-21 18:07:21,092 - ice00001 - [INFO] - [Epoch 184]:  Training Loss: 0.0018831,  Valid MRR: 0.38715, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 18:07:22,263 - ice00001 - [INFO] - [E:185| 0]: Train Loss:0.0018078,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 18:07:39,416 - ice00001 - [INFO] - [E:30| 100]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:09:02,905 - ice00001 - [INFO] - [E:185| 100]: Train Loss:0.0018836,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 18:09:12,402 - ice00001 - [INFO] - [E:30| 200]: Train Loss:0.0029006,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:10:33,460 - ice00001 - [INFO] - [E:185| 200]: Train Loss:0.0018795,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 18:10:44,050 - ice00001 - [INFO] - [E:30| 300]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:12:14,651 - ice00001 - [INFO] - [E:185| 300]: Train Loss:0.001879,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 18:12:21,406 - ice00001 - [INFO] - [E:30| 400]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:13:55,014 - ice00001 - [INFO] - [E:185| 400]: Train Loss:0.0018816,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 18:13:58,764 - ice00001 - [INFO] - [E:30| 500]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:15:36,513 - ice00001 - [INFO] - [E:185| 500]: Train Loss:0.0018813,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 18:15:37,262 - ice00001 - [INFO] - [E:30| 600]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:17:15,141 - ice00001 - [INFO] - [E:30| 700]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:17:16,819 - ice00001 - [INFO] - [E:185| 600]: Train Loss:0.001881,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 18:18:42,184 - ice00001 - [INFO] - [E:30| 800]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:18:47,749 - ice00001 - [INFO] - [E:185| 700]: Train Loss:0.0018819,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 18:20:20,118 - ice00001 - [INFO] - [E:30| 900]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:20:28,838 - ice00001 - [INFO] - [E:185| 800]: Train Loss:0.001882,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 18:21:28,434 - ice00001 - [INFO] - [Epoch:30]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-21 18:21:28,812 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 18:21:51,392 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 18:22:09,466 - ice00001 - [INFO] - [E:185| 900]: Train Loss:0.001882,  Val MRR:0.38715, 	ice00001
 | 
						|
2023-05-21 18:22:13,261 - ice00001 - [INFO] - [Evaluating Epoch 30 valid]: 
 | 
						|
	MRR: Tail : 0.09253, Head : 0.07025, Avg : 0.08139
 | 
						|
 | 
						|
2023-05-21 18:22:13,261 - ice00001 - [INFO] - [Epoch 30]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 18:22:14,403 - ice00001 - [INFO] - [E:31| 0]: Train Loss:0.0029163,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:23:19,901 - ice00001 - [INFO] - [Epoch:185]:  Training Loss:0.001882
 | 
						|
 | 
						|
2023-05-21 18:23:20,247 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 18:23:43,534 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 18:23:51,171 - ice00001 - [INFO] - [E:31| 100]: Train Loss:0.0028996,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:24:06,288 - ice00001 - [INFO] - [Evaluating Epoch 185 valid]: 
 | 
						|
	MRR: Tail : 0.41226, Head : 0.36254, Avg : 0.3874
 | 
						|
 | 
						|
2023-05-21 18:24:07,697 - ice00001 - [INFO] - [Epoch 185]:  Training Loss: 0.0018823,  Valid MRR: 0.3874, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 18:24:09,053 - ice00001 - [INFO] - [E:186| 0]: Train Loss:0.0019075,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 18:25:29,438 - ice00001 - [INFO] - [E:31| 200]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:25:50,363 - ice00001 - [INFO] - [E:186| 100]: Train Loss:0.0018838,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 18:26:56,223 - ice00001 - [INFO] - [E:31| 300]: Train Loss:0.0028991,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:27:20,678 - ice00001 - [INFO] - [E:186| 200]: Train Loss:0.0018806,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 18:28:33,188 - ice00001 - [INFO] - [E:31| 400]: Train Loss:0.0029001,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:29:00,216 - ice00001 - [INFO] - [E:186| 300]: Train Loss:0.0018809,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 18:30:09,953 - ice00001 - [INFO] - [E:31| 500]: Train Loss:0.0028995,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:30:39,568 - ice00001 - [INFO] - [E:186| 400]: Train Loss:0.0018814,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 18:31:47,033 - ice00001 - [INFO] - [E:31| 600]: Train Loss:0.0029002,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:32:20,378 - ice00001 - [INFO] - [E:186| 500]: Train Loss:0.0018809,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 18:33:24,313 - ice00001 - [INFO] - [E:31| 700]: Train Loss:0.0029002,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:34:01,514 - ice00001 - [INFO] - [E:186| 600]: Train Loss:0.0018802,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 18:35:02,455 - ice00001 - [INFO] - [E:31| 800]: Train Loss:0.0029005,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:35:32,428 - ice00001 - [INFO] - [E:186| 700]: Train Loss:0.00188,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 18:36:30,394 - ice00001 - [INFO] - [E:31| 900]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:37:12,538 - ice00001 - [INFO] - [E:186| 800]: Train Loss:0.0018802,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 18:37:39,058 - ice00001 - [INFO] - [Epoch:31]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-21 18:37:39,553 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 18:38:02,098 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 18:38:24,019 - ice00001 - [INFO] - [Evaluating Epoch 31 valid]: 
 | 
						|
	MRR: Tail : 0.09474, Head : 0.06924, Avg : 0.08199
 | 
						|
 | 
						|
2023-05-21 18:38:24,020 - ice00001 - [INFO] - [Epoch 31]:  Training Loss: 0.0029014,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 18:38:25,079 - ice00001 - [INFO] - [E:32| 0]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:38:52,843 - ice00001 - [INFO] - [E:186| 900]: Train Loss:0.001881,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 18:40:02,812 - ice00001 - [INFO] - [E:32| 100]: Train Loss:0.002903,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:40:03,936 - ice00001 - [INFO] - [Epoch:186]:  Training Loss:0.001881
 | 
						|
 | 
						|
2023-05-21 18:40:04,326 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 18:40:27,430 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 18:40:49,862 - ice00001 - [INFO] - [Evaluating Epoch 186 valid]: 
 | 
						|
	MRR: Tail : 0.41246, Head : 0.36131, Avg : 0.38688
 | 
						|
 | 
						|
2023-05-21 18:40:49,862 - ice00001 - [INFO] - [Epoch 186]:  Training Loss: 0.0018812,  Valid MRR: 0.3874, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 18:40:50,878 - ice00001 - [INFO] - [E:187| 0]: Train Loss:0.0018638,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 18:41:40,029 - ice00001 - [INFO] - [E:32| 200]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:42:31,942 - ice00001 - [INFO] - [E:187| 100]: Train Loss:0.0018736,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 18:43:17,110 - ice00001 - [INFO] - [E:32| 300]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:44:06,442 - ice00001 - [INFO] - [E:187| 200]: Train Loss:0.0018769,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 18:44:43,532 - ice00001 - [INFO] - [E:32| 400]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:45:41,131 - ice00001 - [INFO] - [E:187| 300]: Train Loss:0.0018768,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 18:46:21,260 - ice00001 - [INFO] - [E:32| 500]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:47:21,522 - ice00001 - [INFO] - [E:187| 400]: Train Loss:0.0018771,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 18:47:58,764 - ice00001 - [INFO] - [E:32| 600]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:49:02,199 - ice00001 - [INFO] - [E:187| 500]: Train Loss:0.0018779,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 18:49:36,749 - ice00001 - [INFO] - [E:32| 700]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:50:42,752 - ice00001 - [INFO] - [E:187| 600]: Train Loss:0.0018777,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 18:51:14,479 - ice00001 - [INFO] - [E:32| 800]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:52:24,018 - ice00001 - [INFO] - [E:187| 700]: Train Loss:0.0018778,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 18:52:48,436 - ice00001 - [INFO] - [E:32| 900]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:53:51,067 - ice00001 - [INFO] - [Epoch:32]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-21 18:53:51,571 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 18:53:54,564 - ice00001 - [INFO] - [E:187| 800]: Train Loss:0.0018789,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 18:54:13,946 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 18:54:36,292 - ice00001 - [INFO] - [Evaluating Epoch 32 valid]: 
 | 
						|
	MRR: Tail : 0.0949, Head : 0.06939, Avg : 0.08215
 | 
						|
 | 
						|
2023-05-21 18:54:36,292 - ice00001 - [INFO] - [Epoch 32]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 18:54:37,099 - ice00001 - [INFO] - [E:33| 0]: Train Loss:0.0029128,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:55:34,307 - ice00001 - [INFO] - [E:187| 900]: Train Loss:0.0018798,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 18:56:14,830 - ice00001 - [INFO] - [E:33| 100]: Train Loss:0.0029051,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:56:44,830 - ice00001 - [INFO] - [Epoch:187]:  Training Loss:0.00188
 | 
						|
 | 
						|
2023-05-21 18:56:45,268 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 18:57:08,403 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 18:57:30,521 - ice00001 - [INFO] - [Evaluating Epoch 187 valid]: 
 | 
						|
	MRR: Tail : 0.41275, Head : 0.36088, Avg : 0.38682
 | 
						|
 | 
						|
2023-05-21 18:57:30,521 - ice00001 - [INFO] - [Epoch 187]:  Training Loss: 0.0018805,  Valid MRR: 0.3874, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 18:57:31,702 - ice00001 - [INFO] - [E:188| 0]: Train Loss:0.0018488,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 18:57:52,327 - ice00001 - [INFO] - [E:33| 200]: Train Loss:0.0029029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 18:59:10,223 - ice00001 - [INFO] - [E:188| 100]: Train Loss:0.0018756,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 18:59:28,977 - ice00001 - [INFO] - [E:33| 300]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:00:50,823 - ice00001 - [INFO] - [E:188| 200]: Train Loss:0.0018778,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 19:01:06,781 - ice00001 - [INFO] - [E:33| 400]: Train Loss:0.0029024,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:02:21,684 - ice00001 - [INFO] - [E:188| 300]: Train Loss:0.0018763,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 19:02:35,963 - ice00001 - [INFO] - [E:33| 500]: Train Loss:0.0029033,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:04:04,737 - ice00001 - [INFO] - [E:188| 400]: Train Loss:0.0018773,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 19:04:13,501 - ice00001 - [INFO] - [E:33| 600]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:05:45,211 - ice00001 - [INFO] - [E:188| 500]: Train Loss:0.0018788,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 19:05:51,047 - ice00001 - [INFO] - [E:33| 700]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:07:25,626 - ice00001 - [INFO] - [E:188| 600]: Train Loss:0.0018782,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 19:07:29,147 - ice00001 - [INFO] - [E:33| 800]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:09:05,804 - ice00001 - [INFO] - [E:188| 700]: Train Loss:0.0018789,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 19:09:06,273 - ice00001 - [INFO] - [E:33| 900]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:10:14,437 - ice00001 - [INFO] - [Epoch:33]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-21 19:10:14,646 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 19:10:27,957 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 19:10:36,163 - ice00001 - [INFO] - [E:188| 800]: Train Loss:0.0018789,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 19:10:49,238 - ice00001 - [INFO] - [Evaluating Epoch 33 valid]: 
 | 
						|
	MRR: Tail : 0.09495, Head : 0.06898, Avg : 0.08197
 | 
						|
 | 
						|
2023-05-21 19:10:49,238 - ice00001 - [INFO] - [Epoch 33]:  Training Loss: 0.0029017,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 19:10:50,033 - ice00001 - [INFO] - [E:34| 0]: Train Loss:0.0029805,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:12:16,260 - ice00001 - [INFO] - [E:188| 900]: Train Loss:0.0018784,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 19:12:27,633 - ice00001 - [INFO] - [E:34| 100]: Train Loss:0.0028954,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:13:25,745 - ice00001 - [INFO] - [Epoch:188]:  Training Loss:0.001879
 | 
						|
 | 
						|
2023-05-21 19:13:26,080 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 19:13:49,005 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 19:14:04,678 - ice00001 - [INFO] - [E:34| 200]: Train Loss:0.0028986,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:14:11,577 - ice00001 - [INFO] - [Evaluating Epoch 188 valid]: 
 | 
						|
	MRR: Tail : 0.41342, Head : 0.36123, Avg : 0.38733
 | 
						|
 | 
						|
2023-05-21 19:14:11,577 - ice00001 - [INFO] - [Epoch 188]:  Training Loss: 0.0018792,  Valid MRR: 0.3874, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 19:14:12,737 - ice00001 - [INFO] - [E:189| 0]: Train Loss:0.0018513,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 19:15:42,655 - ice00001 - [INFO] - [E:34| 300]: Train Loss:0.0028997,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:15:52,654 - ice00001 - [INFO] - [E:189| 100]: Train Loss:0.0018695,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 19:17:20,033 - ice00001 - [INFO] - [E:34| 400]: Train Loss:0.0028996,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:17:32,774 - ice00001 - [INFO] - [E:189| 200]: Train Loss:0.0018729,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 19:18:54,804 - ice00001 - [INFO] - [E:34| 500]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:19:04,521 - ice00001 - [INFO] - [E:189| 300]: Train Loss:0.0018755,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 19:20:25,630 - ice00001 - [INFO] - [E:34| 600]: Train Loss:0.0029003,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:20:44,650 - ice00001 - [INFO] - [E:189| 400]: Train Loss:0.0018771,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 19:22:03,876 - ice00001 - [INFO] - [E:34| 700]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:22:25,471 - ice00001 - [INFO] - [E:189| 500]: Train Loss:0.0018768,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 19:23:41,523 - ice00001 - [INFO] - [E:34| 800]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:24:06,288 - ice00001 - [INFO] - [E:189| 600]: Train Loss:0.0018776,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 19:25:19,608 - ice00001 - [INFO] - [E:34| 900]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:25:46,610 - ice00001 - [INFO] - [E:189| 700]: Train Loss:0.0018775,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 19:26:28,524 - ice00001 - [INFO] - [Epoch:34]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-21 19:26:28,860 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 19:26:50,711 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 19:27:12,781 - ice00001 - [INFO] - [Evaluating Epoch 34 valid]: 
 | 
						|
	MRR: Tail : 0.09317, Head : 0.06954, Avg : 0.08135
 | 
						|
 | 
						|
2023-05-21 19:27:12,782 - ice00001 - [INFO] - [Epoch 34]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 19:27:13,906 - ice00001 - [INFO] - [E:35| 0]: Train Loss:0.0028627,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:27:26,104 - ice00001 - [INFO] - [E:189| 800]: Train Loss:0.0018774,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 19:28:40,592 - ice00001 - [INFO] - [E:35| 100]: Train Loss:0.0028976,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:28:56,293 - ice00001 - [INFO] - [E:189| 900]: Train Loss:0.0018777,  Val MRR:0.3874, 	ice00001
 | 
						|
2023-05-21 19:30:07,818 - ice00001 - [INFO] - [Epoch:189]:  Training Loss:0.001878
 | 
						|
 | 
						|
2023-05-21 19:30:08,155 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 19:30:17,993 - ice00001 - [INFO] - [E:35| 200]: Train Loss:0.0029005,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:30:31,088 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 19:30:53,648 - ice00001 - [INFO] - [Evaluating Epoch 189 valid]: 
 | 
						|
	MRR: Tail : 0.41434, Head : 0.36271, Avg : 0.38853
 | 
						|
	MR: Tail : 257.37, Head : 286.92, Avg : 272.15
 | 
						|
	Hit-1: Tail : 0.30829, Head : 0.25962, Avg : 0.28395
 | 
						|
	Hit-3: Tail : 0.46668, Head : 0.41097, Avg : 0.43883
 | 
						|
	Hit-10: Tail : 0.61609, Head : 0.56669, Avg : 0.59139
 | 
						|
2023-05-21 19:30:55,056 - ice00001 - [INFO] - [Epoch 189]:  Training Loss: 0.0018781,  Valid MRR: 0.38853, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 19:30:56,417 - ice00001 - [INFO] - [E:190| 0]: Train Loss:0.0019077,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 19:31:55,872 - ice00001 - [INFO] - [E:35| 300]: Train Loss:0.0029005,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:32:37,557 - ice00001 - [INFO] - [E:190| 100]: Train Loss:0.0018722,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 19:33:33,198 - ice00001 - [INFO] - [E:35| 400]: Train Loss:0.0029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:34:18,159 - ice00001 - [INFO] - [E:190| 200]: Train Loss:0.0018736,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 19:35:10,852 - ice00001 - [INFO] - [E:35| 500]: Train Loss:0.0029005,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:35:59,235 - ice00001 - [INFO] - [E:190| 300]: Train Loss:0.0018733,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 19:36:38,132 - ice00001 - [INFO] - [E:35| 600]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:37:29,953 - ice00001 - [INFO] - [E:190| 400]: Train Loss:0.0018743,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 19:38:15,357 - ice00001 - [INFO] - [E:35| 700]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:39:10,948 - ice00001 - [INFO] - [E:190| 500]: Train Loss:0.0018752,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 19:39:52,871 - ice00001 - [INFO] - [E:35| 800]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:40:51,891 - ice00001 - [INFO] - [E:190| 600]: Train Loss:0.0018754,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 19:41:29,885 - ice00001 - [INFO] - [E:35| 900]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:42:31,308 - ice00001 - [INFO] - [E:190| 700]: Train Loss:0.0018759,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 19:42:38,062 - ice00001 - [INFO] - [Epoch:35]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-21 19:42:38,517 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 19:43:00,786 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 19:43:23,340 - ice00001 - [INFO] - [Evaluating Epoch 35 valid]: 
 | 
						|
	MRR: Tail : 0.09582, Head : 0.06892, Avg : 0.08237
 | 
						|
 | 
						|
2023-05-21 19:43:23,340 - ice00001 - [INFO] - [Epoch 35]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 19:43:24,443 - ice00001 - [INFO] - [E:36| 0]: Train Loss:0.0030218,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:44:12,277 - ice00001 - [INFO] - [E:190| 800]: Train Loss:0.0018763,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 19:44:57,852 - ice00001 - [INFO] - [E:36| 100]: Train Loss:0.0029062,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:45:42,810 - ice00001 - [INFO] - [E:190| 900]: Train Loss:0.0018767,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 19:46:29,497 - ice00001 - [INFO] - [E:36| 200]: Train Loss:0.0029057,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:46:53,000 - ice00001 - [INFO] - [Epoch:190]:  Training Loss:0.001877
 | 
						|
 | 
						|
2023-05-21 19:46:53,396 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 19:47:16,767 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 19:47:39,259 - ice00001 - [INFO] - [Evaluating Epoch 190 valid]: 
 | 
						|
	MRR: Tail : 0.4136, Head : 0.36324, Avg : 0.38842
 | 
						|
 | 
						|
2023-05-21 19:47:39,259 - ice00001 - [INFO] - [Epoch 190]:  Training Loss: 0.0018774,  Valid MRR: 0.38853, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 19:47:40,291 - ice00001 - [INFO] - [E:191| 0]: Train Loss:0.0018255,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 19:48:06,714 - ice00001 - [INFO] - [E:36| 300]: Train Loss:0.0029046,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:49:20,878 - ice00001 - [INFO] - [E:191| 100]: Train Loss:0.0018753,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 19:49:44,411 - ice00001 - [INFO] - [E:36| 400]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:51:03,812 - ice00001 - [INFO] - [E:191| 200]: Train Loss:0.0018753,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 19:51:24,435 - ice00001 - [INFO] - [E:36| 500]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:52:44,590 - ice00001 - [INFO] - [E:191| 300]: Train Loss:0.0018746,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 19:53:01,869 - ice00001 - [INFO] - [E:36| 600]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:54:14,749 - ice00001 - [INFO] - [E:191| 400]: Train Loss:0.0018748,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 19:54:29,284 - ice00001 - [INFO] - [E:36| 700]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:55:53,282 - ice00001 - [INFO] - [E:191| 500]: Train Loss:0.0018743,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 19:56:06,153 - ice00001 - [INFO] - [E:36| 800]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:57:32,181 - ice00001 - [INFO] - [E:191| 600]: Train Loss:0.0018744,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 19:57:43,226 - ice00001 - [INFO] - [E:36| 900]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 19:58:52,024 - ice00001 - [INFO] - [Epoch:36]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-21 19:58:52,525 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 19:59:12,918 - ice00001 - [INFO] - [E:191| 700]: Train Loss:0.0018748,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 19:59:15,174 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 19:59:37,240 - ice00001 - [INFO] - [Evaluating Epoch 36 valid]: 
 | 
						|
	MRR: Tail : 0.09537, Head : 0.06908, Avg : 0.08223
 | 
						|
 | 
						|
2023-05-21 19:59:37,240 - ice00001 - [INFO] - [Epoch 36]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 19:59:38,260 - ice00001 - [INFO] - [E:37| 0]: Train Loss:0.0028665,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:00:54,094 - ice00001 - [INFO] - [E:191| 800]: Train Loss:0.0018752,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:01:15,936 - ice00001 - [INFO] - [E:37| 100]: Train Loss:0.0028992,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:02:30,916 - ice00001 - [INFO] - [E:191| 900]: Train Loss:0.0018762,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:02:43,193 - ice00001 - [INFO] - [E:37| 200]: Train Loss:0.0028998,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:03:35,174 - ice00001 - [INFO] - [Epoch:191]:  Training Loss:0.001876
 | 
						|
 | 
						|
2023-05-21 20:03:35,430 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 20:03:57,912 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 20:04:20,394 - ice00001 - [INFO] - [Evaluating Epoch 191 valid]: 
 | 
						|
	MRR: Tail : 0.41077, Head : 0.36133, Avg : 0.38605
 | 
						|
 | 
						|
2023-05-21 20:04:20,395 - ice00001 - [INFO] - [Epoch 191]:  Training Loss: 0.0018764,  Valid MRR: 0.38853, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 20:04:20,440 - ice00001 - [INFO] - [E:37| 300]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:04:21,555 - ice00001 - [INFO] - [E:192| 0]: Train Loss:0.0018783,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:05:58,441 - ice00001 - [INFO] - [E:37| 400]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:06:01,838 - ice00001 - [INFO] - [E:192| 100]: Train Loss:0.0018735,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:07:36,385 - ice00001 - [INFO] - [E:37| 500]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:07:42,497 - ice00001 - [INFO] - [E:192| 200]: Train Loss:0.0018767,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:09:13,456 - ice00001 - [INFO] - [E:37| 600]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:09:23,363 - ice00001 - [INFO] - [E:192| 300]: Train Loss:0.0018781,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:10:49,902 - ice00001 - [INFO] - [E:37| 700]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:11:02,969 - ice00001 - [INFO] - [E:192| 400]: Train Loss:0.0018766,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:12:16,694 - ice00001 - [INFO] - [E:37| 800]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:12:32,726 - ice00001 - [INFO] - [E:192| 500]: Train Loss:0.0018758,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:13:54,672 - ice00001 - [INFO] - [E:37| 900]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:14:13,694 - ice00001 - [INFO] - [E:192| 600]: Train Loss:0.001876,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:15:03,353 - ice00001 - [INFO] - [Epoch:37]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-21 20:15:03,686 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 20:15:26,516 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 20:15:48,641 - ice00001 - [INFO] - [Evaluating Epoch 37 valid]: 
 | 
						|
	MRR: Tail : 0.09435, Head : 0.06937, Avg : 0.08186
 | 
						|
 | 
						|
2023-05-21 20:15:48,641 - ice00001 - [INFO] - [Epoch 37]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 20:15:49,696 - ice00001 - [INFO] - [E:38| 0]: Train Loss:0.0029496,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:15:54,325 - ice00001 - [INFO] - [E:192| 700]: Train Loss:0.0018757,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:17:26,382 - ice00001 - [INFO] - [E:38| 100]: Train Loss:0.0029049,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:17:34,774 - ice00001 - [INFO] - [E:192| 800]: Train Loss:0.0018757,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:19:03,781 - ice00001 - [INFO] - [E:38| 200]: Train Loss:0.0029035,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:19:15,722 - ice00001 - [INFO] - [E:192| 900]: Train Loss:0.0018761,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:20:16,873 - ice00001 - [INFO] - [Epoch:192]:  Training Loss:0.001876
 | 
						|
 | 
						|
2023-05-21 20:20:17,229 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 20:20:31,142 - ice00001 - [INFO] - [E:38| 300]: Train Loss:0.0029046,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:20:40,106 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 20:21:02,571 - ice00001 - [INFO] - [Evaluating Epoch 192 valid]: 
 | 
						|
	MRR: Tail : 0.41371, Head : 0.36235, Avg : 0.38803
 | 
						|
 | 
						|
2023-05-21 20:21:02,571 - ice00001 - [INFO] - [Epoch 192]:  Training Loss: 0.001876,  Valid MRR: 0.38853, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 20:21:03,604 - ice00001 - [INFO] - [E:193| 0]: Train Loss:0.0018565,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:22:08,753 - ice00001 - [INFO] - [E:38| 400]: Train Loss:0.0029039,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:22:44,154 - ice00001 - [INFO] - [E:193| 100]: Train Loss:0.0018692,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:23:46,036 - ice00001 - [INFO] - [E:38| 500]: Train Loss:0.0029028,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:24:24,028 - ice00001 - [INFO] - [E:193| 200]: Train Loss:0.0018711,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:25:22,237 - ice00001 - [INFO] - [E:38| 600]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:26:03,325 - ice00001 - [INFO] - [E:193| 300]: Train Loss:0.0018717,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:26:59,719 - ice00001 - [INFO] - [E:38| 700]: Train Loss:0.0029025,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:27:43,545 - ice00001 - [INFO] - [E:193| 400]: Train Loss:0.0018725,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:28:35,137 - ice00001 - [INFO] - [E:38| 800]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:29:14,203 - ice00001 - [INFO] - [E:193| 500]: Train Loss:0.0018736,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:30:04,872 - ice00001 - [INFO] - [E:38| 900]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:30:55,236 - ice00001 - [INFO] - [E:193| 600]: Train Loss:0.0018729,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:31:13,715 - ice00001 - [INFO] - [Epoch:38]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-21 20:31:14,064 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 20:31:36,889 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 20:31:58,883 - ice00001 - [INFO] - [Evaluating Epoch 38 valid]: 
 | 
						|
	MRR: Tail : 0.09472, Head : 0.06953, Avg : 0.08212
 | 
						|
 | 
						|
2023-05-21 20:31:58,883 - ice00001 - [INFO] - [Epoch 38]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 20:31:59,919 - ice00001 - [INFO] - [E:39| 0]: Train Loss:0.002941,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:32:35,585 - ice00001 - [INFO] - [E:193| 700]: Train Loss:0.0018734,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:33:37,142 - ice00001 - [INFO] - [E:39| 100]: Train Loss:0.0028984,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:34:16,518 - ice00001 - [INFO] - [E:193| 800]: Train Loss:0.0018741,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:35:14,717 - ice00001 - [INFO] - [E:39| 200]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:35:57,679 - ice00001 - [INFO] - [E:193| 900]: Train Loss:0.0018744,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:36:52,565 - ice00001 - [INFO] - [E:39| 300]: Train Loss:0.0029037,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:37:08,050 - ice00001 - [INFO] - [Epoch:193]:  Training Loss:0.001875
 | 
						|
 | 
						|
2023-05-21 20:37:08,555 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 20:37:25,836 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 20:37:42,292 - ice00001 - [INFO] - [Evaluating Epoch 193 valid]: 
 | 
						|
	MRR: Tail : 0.41321, Head : 0.36318, Avg : 0.38819
 | 
						|
 | 
						|
2023-05-21 20:37:42,293 - ice00001 - [INFO] - [Epoch 193]:  Training Loss: 0.0018746,  Valid MRR: 0.38853, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 20:37:43,413 - ice00001 - [INFO] - [E:194| 0]: Train Loss:0.0019311,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:38:19,649 - ice00001 - [INFO] - [E:39| 400]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:39:25,191 - ice00001 - [INFO] - [E:194| 100]: Train Loss:0.0018679,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:39:58,421 - ice00001 - [INFO] - [E:39| 500]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:41:04,239 - ice00001 - [INFO] - [E:194| 200]: Train Loss:0.0018688,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:41:36,862 - ice00001 - [INFO] - [E:39| 600]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:42:44,934 - ice00001 - [INFO] - [E:194| 300]: Train Loss:0.0018719,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:43:14,635 - ice00001 - [INFO] - [E:39| 700]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:44:25,478 - ice00001 - [INFO] - [E:194| 400]: Train Loss:0.0018723,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:44:52,362 - ice00001 - [INFO] - [E:39| 800]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:46:05,515 - ice00001 - [INFO] - [E:194| 500]: Train Loss:0.0018727,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:46:20,152 - ice00001 - [INFO] - [E:39| 900]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:47:27,964 - ice00001 - [INFO] - [Epoch:39]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-21 20:47:28,215 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 20:47:36,374 - ice00001 - [INFO] - [E:194| 600]: Train Loss:0.0018734,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:47:50,565 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 20:48:12,833 - ice00001 - [INFO] - [Evaluating Epoch 39 valid]: 
 | 
						|
	MRR: Tail : 0.09427, Head : 0.0695, Avg : 0.08188
 | 
						|
	MR: Tail : 828.91, Head : 1009.2, Avg : 919.04
 | 
						|
	Hit-1: Tail : 0.03848, Head : 0.02779, Avg : 0.03314
 | 
						|
	Hit-3: Tail : 0.09868, Head : 0.06202, Avg : 0.08035
 | 
						|
	Hit-10: Tail : 0.20002, Head : 0.15949, Avg : 0.17975
 | 
						|
2023-05-21 20:48:12,833 - ice00001 - [INFO] - [Epoch 39]:  Training Loss: 0.0029014,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 20:48:13,952 - ice00001 - [INFO] - [E:40| 0]: Train Loss:0.0028476,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:49:16,875 - ice00001 - [INFO] - [E:194| 700]: Train Loss:0.0018735,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:49:52,238 - ice00001 - [INFO] - [E:40| 100]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:50:58,419 - ice00001 - [INFO] - [E:194| 800]: Train Loss:0.0018734,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:51:30,047 - ice00001 - [INFO] - [E:40| 200]: Train Loss:0.0029059,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:52:39,378 - ice00001 - [INFO] - [E:194| 900]: Train Loss:0.0018738,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:53:07,382 - ice00001 - [INFO] - [E:40| 300]: Train Loss:0.002904,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:53:49,239 - ice00001 - [INFO] - [Epoch:194]:  Training Loss:0.001874
 | 
						|
 | 
						|
2023-05-21 20:53:49,583 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 20:54:12,485 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 20:54:34,684 - ice00001 - [INFO] - [Evaluating Epoch 194 valid]: 
 | 
						|
	MRR: Tail : 0.4129, Head : 0.36348, Avg : 0.38819
 | 
						|
 | 
						|
2023-05-21 20:54:34,684 - ice00001 - [INFO] - [Epoch 194]:  Training Loss: 0.0018737,  Valid MRR: 0.38853, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 20:54:35,789 - ice00001 - [INFO] - [E:195| 0]: Train Loss:0.0018272,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:54:42,970 - ice00001 - [INFO] - [E:40| 400]: Train Loss:0.0029027,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:56:05,901 - ice00001 - [INFO] - [E:195| 100]: Train Loss:0.0018667,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:56:11,108 - ice00001 - [INFO] - [E:40| 500]: Train Loss:0.0029025,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:57:46,311 - ice00001 - [INFO] - [E:195| 200]: Train Loss:0.0018704,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 20:57:49,075 - ice00001 - [INFO] - [E:40| 600]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:59:26,990 - ice00001 - [INFO] - [E:40| 700]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 20:59:27,240 - ice00001 - [INFO] - [E:195| 300]: Train Loss:0.0018694,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:01:04,770 - ice00001 - [INFO] - [E:40| 800]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:01:07,634 - ice00001 - [INFO] - [E:195| 400]: Train Loss:0.0018702,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:02:41,922 - ice00001 - [INFO] - [E:40| 900]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:02:47,966 - ice00001 - [INFO] - [E:195| 500]: Train Loss:0.0018701,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:03:42,707 - ice00001 - [INFO] - [Epoch:40]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-21 21:03:42,916 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 21:04:03,135 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 21:04:18,772 - ice00001 - [INFO] - [E:195| 600]: Train Loss:0.0018709,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:04:25,439 - ice00001 - [INFO] - [Evaluating Epoch 40 valid]: 
 | 
						|
	MRR: Tail : 0.09494, Head : 0.06884, Avg : 0.08189
 | 
						|
 | 
						|
2023-05-21 21:04:25,439 - ice00001 - [INFO] - [Epoch 40]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 21:04:26,340 - ice00001 - [INFO] - [E:41| 0]: Train Loss:0.0029511,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:05:59,052 - ice00001 - [INFO] - [E:195| 700]: Train Loss:0.0018715,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:06:04,033 - ice00001 - [INFO] - [E:41| 100]: Train Loss:0.0029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:07:39,362 - ice00001 - [INFO] - [E:195| 800]: Train Loss:0.001872,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:07:41,223 - ice00001 - [INFO] - [E:41| 200]: Train Loss:0.0029027,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:09:17,882 - ice00001 - [INFO] - [E:41| 300]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:09:18,324 - ice00001 - [INFO] - [E:195| 900]: Train Loss:0.0018727,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:10:28,680 - ice00001 - [INFO] - [Epoch:195]:  Training Loss:0.001873
 | 
						|
 | 
						|
2023-05-21 21:10:29,067 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 21:10:51,784 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 21:10:55,382 - ice00001 - [INFO] - [E:41| 400]: Train Loss:0.0028998,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:11:14,308 - ice00001 - [INFO] - [Evaluating Epoch 195 valid]: 
 | 
						|
	MRR: Tail : 0.4129, Head : 0.36301, Avg : 0.38796
 | 
						|
 | 
						|
2023-05-21 21:11:14,308 - ice00001 - [INFO] - [Epoch 195]:  Training Loss: 0.001873,  Valid MRR: 0.38853, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 21:11:15,471 - ice00001 - [INFO] - [E:196| 0]: Train Loss:0.0019497,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:12:22,059 - ice00001 - [INFO] - [E:41| 500]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:12:45,502 - ice00001 - [INFO] - [E:196| 100]: Train Loss:0.0018702,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:13:59,471 - ice00001 - [INFO] - [E:41| 600]: Train Loss:0.0029005,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:14:25,737 - ice00001 - [INFO] - [E:196| 200]: Train Loss:0.001871,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:15:37,018 - ice00001 - [INFO] - [E:41| 700]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:16:06,267 - ice00001 - [INFO] - [E:196| 300]: Train Loss:0.001869,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:17:14,943 - ice00001 - [INFO] - [E:41| 800]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:17:47,460 - ice00001 - [INFO] - [E:196| 400]: Train Loss:0.0018686,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:18:52,614 - ice00001 - [INFO] - [E:41| 900]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:19:28,247 - ice00001 - [INFO] - [E:196| 500]: Train Loss:0.0018701,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:20:01,052 - ice00001 - [INFO] - [Epoch:41]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-21 21:20:01,433 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 21:20:24,179 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 21:20:46,576 - ice00001 - [INFO] - [Evaluating Epoch 41 valid]: 
 | 
						|
	MRR: Tail : 0.09463, Head : 0.06896, Avg : 0.08179
 | 
						|
 | 
						|
2023-05-21 21:20:46,576 - ice00001 - [INFO] - [Epoch 41]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 21:20:47,784 - ice00001 - [INFO] - [E:42| 0]: Train Loss:0.0029098,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:21:02,404 - ice00001 - [INFO] - [E:196| 600]: Train Loss:0.0018701,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:22:14,252 - ice00001 - [INFO] - [E:42| 100]: Train Loss:0.0029038,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:22:38,749 - ice00001 - [INFO] - [E:196| 700]: Train Loss:0.0018708,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:23:50,782 - ice00001 - [INFO] - [E:42| 200]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:24:18,523 - ice00001 - [INFO] - [E:196| 800]: Train Loss:0.0018713,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:25:28,413 - ice00001 - [INFO] - [E:42| 300]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:25:59,040 - ice00001 - [INFO] - [E:196| 900]: Train Loss:0.0018713,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:27:08,079 - ice00001 - [INFO] - [E:42| 400]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:27:11,901 - ice00001 - [INFO] - [Epoch:196]:  Training Loss:0.001872
 | 
						|
 | 
						|
2023-05-21 21:27:12,325 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 21:27:35,438 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 21:27:57,854 - ice00001 - [INFO] - [Evaluating Epoch 196 valid]: 
 | 
						|
	MRR: Tail : 0.41208, Head : 0.36351, Avg : 0.38779
 | 
						|
 | 
						|
2023-05-21 21:27:57,854 - ice00001 - [INFO] - [Epoch 196]:  Training Loss: 0.0018718,  Valid MRR: 0.38853, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 21:27:58,694 - ice00001 - [INFO] - [E:197| 0]: Train Loss:0.0018324,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:28:45,813 - ice00001 - [INFO] - [E:42| 500]: Train Loss:0.0029006,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:29:38,432 - ice00001 - [INFO] - [E:197| 100]: Train Loss:0.0018667,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:30:12,898 - ice00001 - [INFO] - [E:42| 600]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:31:09,445 - ice00001 - [INFO] - [E:197| 200]: Train Loss:0.0018695,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:31:50,625 - ice00001 - [INFO] - [E:42| 700]: Train Loss:0.0029002,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:32:50,195 - ice00001 - [INFO] - [E:197| 300]: Train Loss:0.0018702,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:33:28,457 - ice00001 - [INFO] - [E:42| 800]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:34:30,546 - ice00001 - [INFO] - [E:197| 400]: Train Loss:0.0018703,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:35:06,301 - ice00001 - [INFO] - [E:42| 900]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:36:10,817 - ice00001 - [INFO] - [E:197| 500]: Train Loss:0.0018701,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:36:15,205 - ice00001 - [INFO] - [Epoch:42]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-21 21:36:15,457 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 21:36:37,748 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 21:36:59,858 - ice00001 - [INFO] - [Evaluating Epoch 42 valid]: 
 | 
						|
	MRR: Tail : 0.09179, Head : 0.06491, Avg : 0.07835
 | 
						|
 | 
						|
2023-05-21 21:36:59,858 - ice00001 - [INFO] - [Epoch 42]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 21:37:00,798 - ice00001 - [INFO] - [E:43| 0]: Train Loss:0.0029293,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:37:50,002 - ice00001 - [INFO] - [E:197| 600]: Train Loss:0.0018704,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:38:28,770 - ice00001 - [INFO] - [E:43| 100]: Train Loss:0.002899,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:39:19,556 - ice00001 - [INFO] - [E:197| 700]: Train Loss:0.0018707,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:40:04,856 - ice00001 - [INFO] - [E:43| 200]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:41:00,145 - ice00001 - [INFO] - [E:197| 800]: Train Loss:0.0018707,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:41:42,993 - ice00001 - [INFO] - [E:43| 300]: Train Loss:0.0029025,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:42:40,090 - ice00001 - [INFO] - [E:197| 900]: Train Loss:0.0018706,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:43:20,804 - ice00001 - [INFO] - [E:43| 400]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:43:50,186 - ice00001 - [INFO] - [Epoch:197]:  Training Loss:0.001871
 | 
						|
 | 
						|
2023-05-21 21:43:50,567 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 21:44:13,483 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 21:44:36,118 - ice00001 - [INFO] - [Evaluating Epoch 197 valid]: 
 | 
						|
	MRR: Tail : 0.4132, Head : 0.36171, Avg : 0.38746
 | 
						|
 | 
						|
2023-05-21 21:44:36,118 - ice00001 - [INFO] - [Epoch 197]:  Training Loss: 0.001871,  Valid MRR: 0.38853, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 21:44:37,086 - ice00001 - [INFO] - [E:198| 0]: Train Loss:0.0019692,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:44:58,685 - ice00001 - [INFO] - [E:43| 500]: Train Loss:0.0029025,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:46:17,984 - ice00001 - [INFO] - [E:198| 100]: Train Loss:0.0018731,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:46:35,527 - ice00001 - [INFO] - [E:43| 600]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:47:47,950 - ice00001 - [INFO] - [E:198| 200]: Train Loss:0.0018694,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:48:03,069 - ice00001 - [INFO] - [E:43| 700]: Train Loss:0.0029024,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:49:28,742 - ice00001 - [INFO] - [E:198| 300]: Train Loss:0.0018698,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:49:41,014 - ice00001 - [INFO] - [E:43| 800]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:51:08,796 - ice00001 - [INFO] - [E:198| 400]: Train Loss:0.0018696,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:51:18,088 - ice00001 - [INFO] - [E:43| 900]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:52:25,963 - ice00001 - [INFO] - [Epoch:43]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-21 21:52:26,297 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 21:52:48,021 - ice00001 - [INFO] - [E:198| 500]: Train Loss:0.0018689,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:52:48,666 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 21:53:10,890 - ice00001 - [INFO] - [Evaluating Epoch 43 valid]: 
 | 
						|
	MRR: Tail : 0.09512, Head : 0.06938, Avg : 0.08225
 | 
						|
 | 
						|
2023-05-21 21:53:10,890 - ice00001 - [INFO] - [Epoch 43]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 21:53:12,001 - ice00001 - [INFO] - [E:44| 0]: Train Loss:0.0029032,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:54:28,592 - ice00001 - [INFO] - [E:198| 600]: Train Loss:0.0018685,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:54:49,643 - ice00001 - [INFO] - [E:44| 100]: Train Loss:0.0029004,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:55:59,323 - ice00001 - [INFO] - [E:198| 700]: Train Loss:0.001869,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:56:17,344 - ice00001 - [INFO] - [E:44| 200]: Train Loss:0.0029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:57:40,087 - ice00001 - [INFO] - [E:198| 800]: Train Loss:0.0018697,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:57:54,681 - ice00001 - [INFO] - [E:44| 300]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 21:59:20,138 - ice00001 - [INFO] - [E:198| 900]: Train Loss:0.0018701,  Val MRR:0.38853, 	ice00001
 | 
						|
2023-05-21 21:59:32,675 - ice00001 - [INFO] - [E:44| 400]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:00:30,812 - ice00001 - [INFO] - [Epoch:198]:  Training Loss:0.00187
 | 
						|
 | 
						|
2023-05-21 22:00:31,193 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 22:00:53,991 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 22:01:10,197 - ice00001 - [INFO] - [E:44| 500]: Train Loss:0.0029005,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:01:16,571 - ice00001 - [INFO] - [Evaluating Epoch 198 valid]: 
 | 
						|
	MRR: Tail : 0.41504, Head : 0.36243, Avg : 0.38874
 | 
						|
 | 
						|
2023-05-21 22:01:18,013 - ice00001 - [INFO] - [Epoch 198]:  Training Loss: 0.0018705,  Valid MRR: 0.38874, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 22:01:19,185 - ice00001 - [INFO] - [E:199| 0]: Train Loss:0.0018363,  Val MRR:0.38874, 	ice00001
 | 
						|
2023-05-21 22:02:47,599 - ice00001 - [INFO] - [E:44| 600]: Train Loss:0.0029005,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:02:59,468 - ice00001 - [INFO] - [E:199| 100]: Train Loss:0.0018719,  Val MRR:0.38874, 	ice00001
 | 
						|
2023-05-21 22:04:25,015 - ice00001 - [INFO] - [E:44| 700]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:04:34,851 - ice00001 - [INFO] - [E:199| 200]: Train Loss:0.0018682,  Val MRR:0.38874, 	ice00001
 | 
						|
2023-05-21 22:05:51,698 - ice00001 - [INFO] - [E:44| 800]: Train Loss:0.0029004,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:06:09,561 - ice00001 - [INFO] - [E:199| 300]: Train Loss:0.0018694,  Val MRR:0.38874, 	ice00001
 | 
						|
2023-05-21 22:07:28,050 - ice00001 - [INFO] - [E:44| 900]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:07:49,319 - ice00001 - [INFO] - [E:199| 400]: Train Loss:0.0018695,  Val MRR:0.38874, 	ice00001
 | 
						|
2023-05-21 22:08:36,470 - ice00001 - [INFO] - [Epoch:44]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-21 22:08:36,848 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 22:08:59,366 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 22:09:21,270 - ice00001 - [INFO] - [Evaluating Epoch 44 valid]: 
 | 
						|
	MRR: Tail : 0.09188, Head : 0.07011, Avg : 0.08099
 | 
						|
 | 
						|
2023-05-21 22:09:21,270 - ice00001 - [INFO] - [Epoch 44]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 22:09:22,392 - ice00001 - [INFO] - [E:45| 0]: Train Loss:0.0028829,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:09:29,365 - ice00001 - [INFO] - [E:199| 500]: Train Loss:0.0018689,  Val MRR:0.38874, 	ice00001
 | 
						|
2023-05-21 22:11:00,141 - ice00001 - [INFO] - [E:45| 100]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:11:10,301 - ice00001 - [INFO] - [E:199| 600]: Train Loss:0.0018683,  Val MRR:0.38874, 	ice00001
 | 
						|
2023-05-21 22:12:37,609 - ice00001 - [INFO] - [E:45| 200]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:12:50,573 - ice00001 - [INFO] - [E:199| 700]: Train Loss:0.0018686,  Val MRR:0.38874, 	ice00001
 | 
						|
2023-05-21 22:14:05,151 - ice00001 - [INFO] - [E:45| 300]: Train Loss:0.0028997,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:14:21,065 - ice00001 - [INFO] - [E:199| 800]: Train Loss:0.0018693,  Val MRR:0.38874, 	ice00001
 | 
						|
2023-05-21 22:15:44,872 - ice00001 - [INFO] - [E:45| 400]: Train Loss:0.0029004,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:16:04,059 - ice00001 - [INFO] - [E:199| 900]: Train Loss:0.0018695,  Val MRR:0.38874, 	ice00001
 | 
						|
2023-05-21 22:17:14,659 - ice00001 - [INFO] - [Epoch:199]:  Training Loss:0.00187
 | 
						|
 | 
						|
2023-05-21 22:17:15,166 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 22:17:23,261 - ice00001 - [INFO] - [E:45| 500]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:17:37,944 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 22:18:00,375 - ice00001 - [INFO] - [Evaluating Epoch 199 valid]: 
 | 
						|
	MRR: Tail : 0.41435, Head : 0.36261, Avg : 0.38848
 | 
						|
	MR: Tail : 262.86, Head : 293.92, Avg : 278.39
 | 
						|
	Hit-1: Tail : 0.30695, Head : 0.25816, Avg : 0.28256
 | 
						|
	Hit-3: Tail : 0.46693, Head : 0.40927, Avg : 0.4381
 | 
						|
	Hit-10: Tail : 0.61889, Head : 0.56718, Avg : 0.59303
 | 
						|
2023-05-21 22:18:00,375 - ice00001 - [INFO] - [Epoch 199]:  Training Loss: 0.0018696,  Valid MRR: 0.38874, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 22:18:01,511 - ice00001 - [INFO] - [E:200| 0]: Train Loss:0.0018051,  Val MRR:0.38874, 	ice00001
 | 
						|
2023-05-21 22:19:00,959 - ice00001 - [INFO] - [E:45| 600]: Train Loss:0.0029005,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:19:41,711 - ice00001 - [INFO] - [E:200| 100]: Train Loss:0.0018678,  Val MRR:0.38874, 	ice00001
 | 
						|
2023-05-21 22:20:37,398 - ice00001 - [INFO] - [E:45| 700]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:21:20,951 - ice00001 - [INFO] - [E:200| 200]: Train Loss:0.001866,  Val MRR:0.38874, 	ice00001
 | 
						|
2023-05-21 22:22:04,289 - ice00001 - [INFO] - [E:45| 800]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:22:50,008 - ice00001 - [INFO] - [E:200| 300]: Train Loss:0.0018657,  Val MRR:0.38874, 	ice00001
 | 
						|
2023-05-21 22:23:41,431 - ice00001 - [INFO] - [E:45| 900]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:24:30,753 - ice00001 - [INFO] - [E:200| 400]: Train Loss:0.0018651,  Val MRR:0.38874, 	ice00001
 | 
						|
2023-05-21 22:24:50,446 - ice00001 - [INFO] - [Epoch:45]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-21 22:24:50,697 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 22:25:13,446 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 22:25:35,742 - ice00001 - [INFO] - [Evaluating Epoch 45 valid]: 
 | 
						|
	MRR: Tail : 0.09496, Head : 0.06927, Avg : 0.08211
 | 
						|
 | 
						|
2023-05-21 22:25:35,742 - ice00001 - [INFO] - [Epoch 45]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 22:25:36,858 - ice00001 - [INFO] - [E:46| 0]: Train Loss:0.0028528,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:26:11,657 - ice00001 - [INFO] - [E:200| 500]: Train Loss:0.0018653,  Val MRR:0.38874, 	ice00001
 | 
						|
2023-05-21 22:27:14,947 - ice00001 - [INFO] - [E:46| 100]: Train Loss:0.0029029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:27:52,127 - ice00001 - [INFO] - [E:200| 600]: Train Loss:0.0018655,  Val MRR:0.38874, 	ice00001
 | 
						|
2023-05-21 22:28:53,074 - ice00001 - [INFO] - [E:46| 200]: Train Loss:0.0029032,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:29:32,970 - ice00001 - [INFO] - [E:200| 700]: Train Loss:0.0018662,  Val MRR:0.38874, 	ice00001
 | 
						|
2023-05-21 22:30:31,541 - ice00001 - [INFO] - [E:46| 300]: Train Loss:0.0029024,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:31:03,968 - ice00001 - [INFO] - [E:200| 800]: Train Loss:0.0018674,  Val MRR:0.38874, 	ice00001
 | 
						|
2023-05-21 22:31:58,825 - ice00001 - [INFO] - [E:46| 400]: Train Loss:0.0029028,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:32:44,635 - ice00001 - [INFO] - [E:200| 900]: Train Loss:0.0018677,  Val MRR:0.38874, 	ice00001
 | 
						|
2023-05-21 22:33:36,560 - ice00001 - [INFO] - [E:46| 500]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:33:55,481 - ice00001 - [INFO] - [Epoch:200]:  Training Loss:0.001868
 | 
						|
 | 
						|
2023-05-21 22:33:55,986 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 22:34:18,676 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 22:34:41,171 - ice00001 - [INFO] - [Evaluating Epoch 200 valid]: 
 | 
						|
	MRR: Tail : 0.41464, Head : 0.36376, Avg : 0.3892
 | 
						|
 | 
						|
2023-05-21 22:34:42,557 - ice00001 - [INFO] - [Epoch 200]:  Training Loss: 0.0018684,  Valid MRR: 0.3892, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 22:34:43,638 - ice00001 - [INFO] - [E:201| 0]: Train Loss:0.0018664,  Val MRR:0.3892, 	ice00001
 | 
						|
2023-05-21 22:35:13,183 - ice00001 - [INFO] - [E:46| 600]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:36:22,997 - ice00001 - [INFO] - [E:201| 100]: Train Loss:0.0018607,  Val MRR:0.3892, 	ice00001
 | 
						|
2023-05-21 22:36:50,442 - ice00001 - [INFO] - [E:46| 700]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:38:03,862 - ice00001 - [INFO] - [E:201| 200]: Train Loss:0.0018648,  Val MRR:0.3892, 	ice00001
 | 
						|
2023-05-21 22:38:27,601 - ice00001 - [INFO] - [E:46| 800]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:39:33,640 - ice00001 - [INFO] - [E:201| 300]: Train Loss:0.0018666,  Val MRR:0.3892, 	ice00001
 | 
						|
2023-05-21 22:39:54,987 - ice00001 - [INFO] - [E:46| 900]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:41:03,746 - ice00001 - [INFO] - [Epoch:46]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-21 22:41:04,208 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 22:41:14,203 - ice00001 - [INFO] - [E:201| 400]: Train Loss:0.0018659,  Val MRR:0.3892, 	ice00001
 | 
						|
2023-05-21 22:41:26,817 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 22:41:49,299 - ice00001 - [INFO] - [Evaluating Epoch 46 valid]: 
 | 
						|
	MRR: Tail : 0.09498, Head : 0.06893, Avg : 0.08196
 | 
						|
 | 
						|
2023-05-21 22:41:49,299 - ice00001 - [INFO] - [Epoch 46]:  Training Loss: 0.0029014,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 22:41:50,207 - ice00001 - [INFO] - [E:47| 0]: Train Loss:0.0028679,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:42:55,239 - ice00001 - [INFO] - [E:201| 500]: Train Loss:0.0018654,  Val MRR:0.3892, 	ice00001
 | 
						|
2023-05-21 22:43:27,978 - ice00001 - [INFO] - [E:47| 100]: Train Loss:0.0029037,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:44:35,916 - ice00001 - [INFO] - [E:201| 600]: Train Loss:0.0018654,  Val MRR:0.3892, 	ice00001
 | 
						|
2023-05-21 22:45:05,880 - ice00001 - [INFO] - [E:47| 200]: Train Loss:0.0028999,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:46:15,955 - ice00001 - [INFO] - [E:201| 700]: Train Loss:0.0018662,  Val MRR:0.3892, 	ice00001
 | 
						|
2023-05-21 22:46:43,348 - ice00001 - [INFO] - [E:47| 300]: Train Loss:0.0028998,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:47:57,379 - ice00001 - [INFO] - [E:201| 800]: Train Loss:0.0018666,  Val MRR:0.3892, 	ice00001
 | 
						|
2023-05-21 22:48:13,379 - ice00001 - [INFO] - [E:47| 400]: Train Loss:0.0028997,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:49:26,456 - ice00001 - [INFO] - [E:201| 900]: Train Loss:0.0018671,  Val MRR:0.3892, 	ice00001
 | 
						|
2023-05-21 22:49:47,596 - ice00001 - [INFO] - [E:47| 500]: Train Loss:0.0029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:50:36,125 - ice00001 - [INFO] - [Epoch:201]:  Training Loss:0.001868
 | 
						|
 | 
						|
2023-05-21 22:50:36,407 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 22:50:59,395 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 22:51:21,734 - ice00001 - [INFO] - [Evaluating Epoch 201 valid]: 
 | 
						|
	MRR: Tail : 0.4142, Head : 0.36436, Avg : 0.38928
 | 
						|
 | 
						|
2023-05-21 22:51:23,103 - ice00001 - [INFO] - [Epoch 201]:  Training Loss: 0.0018678,  Valid MRR: 0.38928, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 22:51:24,278 - ice00001 - [INFO] - [E:202| 0]: Train Loss:0.0018279,  Val MRR:0.38928, 	ice00001
 | 
						|
2023-05-21 22:51:24,755 - ice00001 - [INFO] - [E:47| 600]: Train Loss:0.0029002,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:53:02,384 - ice00001 - [INFO] - [E:47| 700]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:53:04,298 - ice00001 - [INFO] - [E:202| 100]: Train Loss:0.0018627,  Val MRR:0.38928, 	ice00001
 | 
						|
2023-05-21 22:54:39,857 - ice00001 - [INFO] - [E:47| 800]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:54:45,326 - ice00001 - [INFO] - [E:202| 200]: Train Loss:0.0018626,  Val MRR:0.38928, 	ice00001
 | 
						|
2023-05-21 22:56:17,638 - ice00001 - [INFO] - [E:47| 900]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:56:26,833 - ice00001 - [INFO] - [E:202| 300]: Train Loss:0.0018627,  Val MRR:0.38928, 	ice00001
 | 
						|
2023-05-21 22:57:15,629 - ice00001 - [INFO] - [Epoch:47]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-21 22:57:16,121 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 22:57:38,576 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 22:57:56,936 - ice00001 - [INFO] - [E:202| 400]: Train Loss:0.0018643,  Val MRR:0.38928, 	ice00001
 | 
						|
2023-05-21 22:58:00,364 - ice00001 - [INFO] - [Evaluating Epoch 47 valid]: 
 | 
						|
	MRR: Tail : 0.09369, Head : 0.0688, Avg : 0.08125
 | 
						|
 | 
						|
2023-05-21 22:58:00,364 - ice00001 - [INFO] - [Epoch 47]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 22:58:01,508 - ice00001 - [INFO] - [E:48| 0]: Train Loss:0.002916,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 22:59:37,860 - ice00001 - [INFO] - [E:202| 500]: Train Loss:0.0018651,  Val MRR:0.38928, 	ice00001
 | 
						|
2023-05-21 22:59:38,543 - ice00001 - [INFO] - [E:48| 100]: Train Loss:0.0029056,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:01:16,405 - ice00001 - [INFO] - [E:48| 200]: Train Loss:0.0029045,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:01:18,173 - ice00001 - [INFO] - [E:202| 600]: Train Loss:0.0018652,  Val MRR:0.38928, 	ice00001
 | 
						|
2023-05-21 23:02:53,715 - ice00001 - [INFO] - [E:48| 300]: Train Loss:0.0029049,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:02:58,365 - ice00001 - [INFO] - [E:202| 700]: Train Loss:0.0018665,  Val MRR:0.38928, 	ice00001
 | 
						|
2023-05-21 23:04:32,521 - ice00001 - [INFO] - [E:48| 400]: Train Loss:0.0029036,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:04:39,337 - ice00001 - [INFO] - [E:202| 800]: Train Loss:0.0018667,  Val MRR:0.38928, 	ice00001
 | 
						|
2023-05-21 23:05:59,311 - ice00001 - [INFO] - [E:48| 500]: Train Loss:0.0029029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:06:08,887 - ice00001 - [INFO] - [E:202| 900]: Train Loss:0.001867,  Val MRR:0.38928, 	ice00001
 | 
						|
2023-05-21 23:07:19,818 - ice00001 - [INFO] - [Epoch:202]:  Training Loss:0.001867
 | 
						|
 | 
						|
2023-05-21 23:07:20,323 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 23:07:36,977 - ice00001 - [INFO] - [E:48| 600]: Train Loss:0.0029037,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:07:42,899 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 23:08:05,490 - ice00001 - [INFO] - [Evaluating Epoch 202 valid]: 
 | 
						|
	MRR: Tail : 0.4158, Head : 0.36476, Avg : 0.39028
 | 
						|
 | 
						|
2023-05-21 23:08:06,847 - ice00001 - [INFO] - [Epoch 202]:  Training Loss: 0.0018669,  Valid MRR: 0.39028, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 23:08:08,232 - ice00001 - [INFO] - [E:203| 0]: Train Loss:0.0019108,  Val MRR:0.39028, 	ice00001
 | 
						|
2023-05-21 23:09:14,913 - ice00001 - [INFO] - [E:48| 700]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:09:49,098 - ice00001 - [INFO] - [E:203| 100]: Train Loss:0.0018574,  Val MRR:0.39028, 	ice00001
 | 
						|
2023-05-21 23:10:52,619 - ice00001 - [INFO] - [E:48| 800]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:11:29,760 - ice00001 - [INFO] - [E:203| 200]: Train Loss:0.00186,  Val MRR:0.39028, 	ice00001
 | 
						|
2023-05-21 23:12:30,558 - ice00001 - [INFO] - [E:48| 900]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:13:10,858 - ice00001 - [INFO] - [E:203| 300]: Train Loss:0.0018627,  Val MRR:0.39028, 	ice00001
 | 
						|
2023-05-21 23:13:39,487 - ice00001 - [INFO] - [Epoch:48]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-21 23:13:39,800 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 23:14:02,075 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 23:14:18,727 - ice00001 - [INFO] - [Evaluating Epoch 48 valid]: 
 | 
						|
	MRR: Tail : 0.09298, Head : 0.0643, Avg : 0.07864
 | 
						|
 | 
						|
2023-05-21 23:14:18,727 - ice00001 - [INFO] - [Epoch 48]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 23:14:19,370 - ice00001 - [INFO] - [E:49| 0]: Train Loss:0.0029104,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:14:41,217 - ice00001 - [INFO] - [E:203| 400]: Train Loss:0.0018634,  Val MRR:0.39028, 	ice00001
 | 
						|
2023-05-21 23:15:51,547 - ice00001 - [INFO] - [E:49| 100]: Train Loss:0.0028999,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:16:22,669 - ice00001 - [INFO] - [E:203| 500]: Train Loss:0.001863,  Val MRR:0.39028, 	ice00001
 | 
						|
2023-05-21 23:17:28,764 - ice00001 - [INFO] - [E:49| 200]: Train Loss:0.0028988,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:18:02,797 - ice00001 - [INFO] - [E:203| 600]: Train Loss:0.0018642,  Val MRR:0.39028, 	ice00001
 | 
						|
2023-05-21 23:19:05,375 - ice00001 - [INFO] - [E:49| 300]: Train Loss:0.0028984,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:19:41,921 - ice00001 - [INFO] - [E:203| 700]: Train Loss:0.0018648,  Val MRR:0.39028, 	ice00001
 | 
						|
2023-05-21 23:20:42,561 - ice00001 - [INFO] - [E:49| 400]: Train Loss:0.0028994,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:21:22,769 - ice00001 - [INFO] - [E:203| 800]: Train Loss:0.0018651,  Val MRR:0.39028, 	ice00001
 | 
						|
2023-05-21 23:22:20,530 - ice00001 - [INFO] - [E:49| 500]: Train Loss:0.0028996,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:22:58,762 - ice00001 - [INFO] - [E:203| 900]: Train Loss:0.0018651,  Val MRR:0.39028, 	ice00001
 | 
						|
2023-05-21 23:23:47,849 - ice00001 - [INFO] - [E:49| 600]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:24:04,577 - ice00001 - [INFO] - [Epoch:203]:  Training Loss:0.001866
 | 
						|
 | 
						|
2023-05-21 23:24:04,906 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 23:24:27,761 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 23:24:50,528 - ice00001 - [INFO] - [Evaluating Epoch 203 valid]: 
 | 
						|
	MRR: Tail : 0.41689, Head : 0.36401, Avg : 0.39045
 | 
						|
 | 
						|
2023-05-21 23:24:51,926 - ice00001 - [INFO] - [Epoch 203]:  Training Loss: 0.0018657,  Valid MRR: 0.39045, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 23:24:53,075 - ice00001 - [INFO] - [E:204| 0]: Train Loss:0.0018437,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-21 23:25:25,141 - ice00001 - [INFO] - [E:49| 700]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:26:33,869 - ice00001 - [INFO] - [E:204| 100]: Train Loss:0.0018583,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-21 23:27:02,355 - ice00001 - [INFO] - [E:49| 800]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:28:14,109 - ice00001 - [INFO] - [E:204| 200]: Train Loss:0.0018579,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-21 23:28:40,500 - ice00001 - [INFO] - [E:49| 900]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:29:48,723 - ice00001 - [INFO] - [Epoch:49]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-21 23:29:49,103 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 23:29:54,712 - ice00001 - [INFO] - [E:204| 300]: Train Loss:0.0018612,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-21 23:30:11,763 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 23:30:33,968 - ice00001 - [INFO] - [Evaluating Epoch 49 valid]: 
 | 
						|
	MRR: Tail : 0.0941, Head : 0.06977, Avg : 0.08193
 | 
						|
	MR: Tail : 767.31, Head : 922.11, Avg : 844.71
 | 
						|
	Hit-1: Tail : 0.03848, Head : 0.02779, Avg : 0.03314
 | 
						|
	Hit-3: Tail : 0.09868, Head : 0.06202, Avg : 0.08035
 | 
						|
	Hit-10: Tail : 0.20706, Head : 0.16021, Avg : 0.18364
 | 
						|
2023-05-21 23:30:33,968 - ice00001 - [INFO] - [Epoch 49]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 23:30:35,169 - ice00001 - [INFO] - [E:50| 0]: Train Loss:0.0029099,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:31:35,217 - ice00001 - [INFO] - [E:204| 400]: Train Loss:0.0018628,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-21 23:32:02,269 - ice00001 - [INFO] - [E:50| 100]: Train Loss:0.0029032,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:33:04,687 - ice00001 - [INFO] - [E:204| 500]: Train Loss:0.0018628,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-21 23:33:38,420 - ice00001 - [INFO] - [E:50| 200]: Train Loss:0.0028995,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:34:44,278 - ice00001 - [INFO] - [E:204| 600]: Train Loss:0.0018633,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-21 23:35:15,769 - ice00001 - [INFO] - [E:50| 300]: Train Loss:0.0028995,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:36:24,672 - ice00001 - [INFO] - [E:204| 700]: Train Loss:0.0018643,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-21 23:36:53,353 - ice00001 - [INFO] - [E:50| 400]: Train Loss:0.0029004,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:38:05,763 - ice00001 - [INFO] - [E:204| 800]: Train Loss:0.0018647,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-21 23:38:31,416 - ice00001 - [INFO] - [E:50| 500]: Train Loss:0.0029006,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:39:45,727 - ice00001 - [INFO] - [E:204| 900]: Train Loss:0.0018651,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-21 23:40:09,163 - ice00001 - [INFO] - [E:50| 600]: Train Loss:0.0029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:40:46,450 - ice00001 - [INFO] - [Epoch:204]:  Training Loss:0.001865
 | 
						|
 | 
						|
2023-05-21 23:40:46,955 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 23:41:09,830 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 23:41:32,244 - ice00001 - [INFO] - [Evaluating Epoch 204 valid]: 
 | 
						|
	MRR: Tail : 0.4165, Head : 0.3639, Avg : 0.3902
 | 
						|
 | 
						|
2023-05-21 23:41:32,244 - ice00001 - [INFO] - [Epoch 204]:  Training Loss: 0.0018652,  Valid MRR: 0.39045, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 23:41:33,411 - ice00001 - [INFO] - [E:205| 0]: Train Loss:0.0018925,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-21 23:41:36,334 - ice00001 - [INFO] - [E:50| 700]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:43:13,991 - ice00001 - [INFO] - [E:205| 100]: Train Loss:0.0018561,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-21 23:43:14,551 - ice00001 - [INFO] - [E:50| 800]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:44:52,414 - ice00001 - [INFO] - [E:50| 900]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:44:54,471 - ice00001 - [INFO] - [E:205| 200]: Train Loss:0.0018609,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-21 23:46:01,098 - ice00001 - [INFO] - [Epoch:50]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-21 23:46:01,477 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 23:46:23,802 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 23:46:35,288 - ice00001 - [INFO] - [E:205| 300]: Train Loss:0.001863,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-21 23:46:45,702 - ice00001 - [INFO] - [Evaluating Epoch 50 valid]: 
 | 
						|
	MRR: Tail : 0.0955, Head : 0.06875, Avg : 0.08212
 | 
						|
 | 
						|
2023-05-21 23:46:45,702 - ice00001 - [INFO] - [Epoch 50]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 23:46:46,808 - ice00001 - [INFO] - [E:51| 0]: Train Loss:0.0029667,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:48:14,206 - ice00001 - [INFO] - [E:205| 400]: Train Loss:0.001864,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-21 23:48:23,437 - ice00001 - [INFO] - [E:51| 100]: Train Loss:0.002907,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:49:44,384 - ice00001 - [INFO] - [E:205| 500]: Train Loss:0.0018626,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-21 23:49:50,458 - ice00001 - [INFO] - [E:51| 200]: Train Loss:0.0029037,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:51:26,776 - ice00001 - [INFO] - [E:205| 600]: Train Loss:0.0018616,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-21 23:51:30,589 - ice00001 - [INFO] - [E:51| 300]: Train Loss:0.0029024,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:53:07,345 - ice00001 - [INFO] - [E:205| 700]: Train Loss:0.0018625,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-21 23:53:08,045 - ice00001 - [INFO] - [E:51| 400]: Train Loss:0.0029028,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:54:45,749 - ice00001 - [INFO] - [E:51| 500]: Train Loss:0.0029033,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:54:47,757 - ice00001 - [INFO] - [E:205| 800]: Train Loss:0.0018638,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-21 23:56:23,816 - ice00001 - [INFO] - [E:51| 600]: Train Loss:0.0029033,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:56:28,199 - ice00001 - [INFO] - [E:205| 900]: Train Loss:0.0018637,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-21 23:57:38,760 - ice00001 - [INFO] - [Epoch:205]:  Training Loss:0.001864
 | 
						|
 | 
						|
2023-05-21 23:57:39,240 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-21 23:57:55,405 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-21 23:57:55,683 - ice00001 - [INFO] - [E:51| 700]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:58:13,045 - ice00001 - [INFO] - [Evaluating Epoch 205 valid]: 
 | 
						|
	MRR: Tail : 0.41573, Head : 0.36338, Avg : 0.38955
 | 
						|
 | 
						|
2023-05-21 23:58:13,045 - ice00001 - [INFO] - [Epoch 205]:  Training Loss: 0.0018641,  Valid MRR: 0.39045, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-21 23:58:14,255 - ice00001 - [INFO] - [E:206| 0]: Train Loss:0.0018679,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-21 23:59:28,935 - ice00001 - [INFO] - [E:51| 800]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-21 23:59:54,281 - ice00001 - [INFO] - [E:206| 100]: Train Loss:0.0018628,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:01:06,592 - ice00001 - [INFO] - [E:51| 900]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:01:33,634 - ice00001 - [INFO] - [E:206| 200]: Train Loss:0.0018616,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:02:14,219 - ice00001 - [INFO] - [Epoch:51]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 00:02:14,598 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 00:02:36,888 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 00:02:58,773 - ice00001 - [INFO] - [Evaluating Epoch 51 valid]: 
 | 
						|
	MRR: Tail : 0.09388, Head : 0.06987, Avg : 0.08188
 | 
						|
 | 
						|
2023-05-22 00:02:58,773 - ice00001 - [INFO] - [Epoch 51]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 00:02:59,907 - ice00001 - [INFO] - [E:52| 0]: Train Loss:0.002908,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:03:12,657 - ice00001 - [INFO] - [E:206| 300]: Train Loss:0.0018605,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:04:37,236 - ice00001 - [INFO] - [E:52| 100]: Train Loss:0.0028993,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:04:53,836 - ice00001 - [INFO] - [E:206| 400]: Train Loss:0.0018619,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:06:14,463 - ice00001 - [INFO] - [E:52| 200]: Train Loss:0.0028985,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:06:30,198 - ice00001 - [INFO] - [E:206| 500]: Train Loss:0.0018614,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:07:41,182 - ice00001 - [INFO] - [E:52| 300]: Train Loss:0.0028997,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:08:04,587 - ice00001 - [INFO] - [E:206| 600]: Train Loss:0.0018615,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:09:18,943 - ice00001 - [INFO] - [E:52| 400]: Train Loss:0.0029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:09:45,841 - ice00001 - [INFO] - [E:206| 700]: Train Loss:0.0018621,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:10:56,892 - ice00001 - [INFO] - [E:52| 500]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:11:27,196 - ice00001 - [INFO] - [E:206| 800]: Train Loss:0.0018636,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:12:34,820 - ice00001 - [INFO] - [E:52| 600]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:13:07,100 - ice00001 - [INFO] - [E:206| 900]: Train Loss:0.0018632,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:14:12,628 - ice00001 - [INFO] - [E:52| 700]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:14:17,935 - ice00001 - [INFO] - [Epoch:206]:  Training Loss:0.001864
 | 
						|
 | 
						|
2023-05-22 00:14:18,232 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 00:14:40,853 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 00:15:03,295 - ice00001 - [INFO] - [Evaluating Epoch 206 valid]: 
 | 
						|
	MRR: Tail : 0.41541, Head : 0.36259, Avg : 0.389
 | 
						|
 | 
						|
2023-05-22 00:15:03,295 - ice00001 - [INFO] - [Epoch 206]:  Training Loss: 0.0018637,  Valid MRR: 0.39045, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 00:15:04,431 - ice00001 - [INFO] - [E:207| 0]: Train Loss:0.0018718,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:15:39,839 - ice00001 - [INFO] - [E:52| 800]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:16:33,912 - ice00001 - [INFO] - [E:207| 100]: Train Loss:0.0018557,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:17:16,778 - ice00001 - [INFO] - [E:52| 900]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:18:14,116 - ice00001 - [INFO] - [E:207| 200]: Train Loss:0.0018582,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:18:25,716 - ice00001 - [INFO] - [Epoch:52]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 00:18:26,047 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 00:18:48,896 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 00:19:11,118 - ice00001 - [INFO] - [Evaluating Epoch 52 valid]: 
 | 
						|
	MRR: Tail : 0.09493, Head : 0.06935, Avg : 0.08214
 | 
						|
 | 
						|
2023-05-22 00:19:11,118 - ice00001 - [INFO] - [Epoch 52]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 00:19:12,179 - ice00001 - [INFO] - [E:53| 0]: Train Loss:0.0028624,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:19:54,375 - ice00001 - [INFO] - [E:207| 300]: Train Loss:0.0018571,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:20:49,875 - ice00001 - [INFO] - [E:53| 100]: Train Loss:0.0028987,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:21:35,594 - ice00001 - [INFO] - [E:207| 400]: Train Loss:0.0018584,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:22:27,567 - ice00001 - [INFO] - [E:53| 200]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:23:16,004 - ice00001 - [INFO] - [E:207| 500]: Train Loss:0.00186,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:23:59,881 - ice00001 - [INFO] - [E:53| 300]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:24:46,598 - ice00001 - [INFO] - [E:207| 600]: Train Loss:0.0018605,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:25:32,668 - ice00001 - [INFO] - [E:53| 400]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:26:27,187 - ice00001 - [INFO] - [E:207| 700]: Train Loss:0.0018609,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:27:10,678 - ice00001 - [INFO] - [E:53| 500]: Train Loss:0.0029028,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:28:07,581 - ice00001 - [INFO] - [E:207| 800]: Train Loss:0.001862,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:28:47,756 - ice00001 - [INFO] - [E:53| 600]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:29:48,185 - ice00001 - [INFO] - [E:207| 900]: Train Loss:0.0018625,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:30:24,597 - ice00001 - [INFO] - [E:53| 700]: Train Loss:0.0029025,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:30:58,134 - ice00001 - [INFO] - [Epoch:207]:  Training Loss:0.001863
 | 
						|
 | 
						|
2023-05-22 00:30:58,514 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 00:31:21,119 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 00:31:43,429 - ice00001 - [INFO] - [Evaluating Epoch 207 valid]: 
 | 
						|
	MRR: Tail : 0.41544, Head : 0.36434, Avg : 0.38989
 | 
						|
 | 
						|
2023-05-22 00:31:43,429 - ice00001 - [INFO] - [Epoch 207]:  Training Loss: 0.0018625,  Valid MRR: 0.39045, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 00:31:44,523 - ice00001 - [INFO] - [E:208| 0]: Train Loss:0.0018503,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:32:00,796 - ice00001 - [INFO] - [E:53| 800]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:33:15,019 - ice00001 - [INFO] - [E:208| 100]: Train Loss:0.0018555,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:33:27,969 - ice00001 - [INFO] - [E:53| 900]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:34:36,976 - ice00001 - [INFO] - [Epoch:53]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 00:34:37,230 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 00:34:54,661 - ice00001 - [INFO] - [E:208| 200]: Train Loss:0.0018568,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:34:59,666 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 00:35:22,307 - ice00001 - [INFO] - [Evaluating Epoch 53 valid]: 
 | 
						|
	MRR: Tail : 0.09509, Head : 0.06937, Avg : 0.08223
 | 
						|
 | 
						|
2023-05-22 00:35:22,307 - ice00001 - [INFO] - [Epoch 53]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 00:35:23,427 - ice00001 - [INFO] - [E:54| 0]: Train Loss:0.0029331,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:36:35,400 - ice00001 - [INFO] - [E:208| 300]: Train Loss:0.0018595,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:37:01,197 - ice00001 - [INFO] - [E:54| 100]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:38:15,892 - ice00001 - [INFO] - [E:208| 400]: Train Loss:0.0018603,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:38:38,964 - ice00001 - [INFO] - [E:54| 200]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:39:58,703 - ice00001 - [INFO] - [E:208| 500]: Train Loss:0.0018608,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:40:18,723 - ice00001 - [INFO] - [E:54| 300]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:41:31,454 - ice00001 - [INFO] - [E:208| 600]: Train Loss:0.0018612,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:41:46,275 - ice00001 - [INFO] - [E:54| 400]: Train Loss:0.0029006,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:43:09,133 - ice00001 - [INFO] - [E:208| 700]: Train Loss:0.0018617,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:43:24,226 - ice00001 - [INFO] - [E:54| 500]: Train Loss:0.0029006,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:44:48,990 - ice00001 - [INFO] - [E:208| 800]: Train Loss:0.0018617,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:45:02,234 - ice00001 - [INFO] - [E:54| 600]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:46:28,417 - ice00001 - [INFO] - [E:208| 900]: Train Loss:0.0018615,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:46:38,835 - ice00001 - [INFO] - [E:54| 700]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:47:39,222 - ice00001 - [INFO] - [Epoch:208]:  Training Loss:0.001862
 | 
						|
 | 
						|
2023-05-22 00:47:39,716 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 00:48:02,869 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 00:48:16,325 - ice00001 - [INFO] - [E:54| 800]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:48:25,314 - ice00001 - [INFO] - [Evaluating Epoch 208 valid]: 
 | 
						|
	MRR: Tail : 0.41651, Head : 0.3627, Avg : 0.3896
 | 
						|
 | 
						|
2023-05-22 00:48:25,314 - ice00001 - [INFO] - [Epoch 208]:  Training Loss: 0.0018619,  Valid MRR: 0.39045, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 00:48:26,313 - ice00001 - [INFO] - [E:209| 0]: Train Loss:0.0018633,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:49:54,363 - ice00001 - [INFO] - [E:54| 900]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:50:03,412 - ice00001 - [INFO] - [E:209| 100]: Train Loss:0.0018562,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:50:52,333 - ice00001 - [INFO] - [Epoch:54]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 00:50:52,791 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 00:51:15,345 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 00:51:37,458 - ice00001 - [INFO] - [E:209| 200]: Train Loss:0.0018549,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:51:37,790 - ice00001 - [INFO] - [Evaluating Epoch 54 valid]: 
 | 
						|
	MRR: Tail : 0.09424, Head : 0.069, Avg : 0.08162
 | 
						|
 | 
						|
2023-05-22 00:51:37,790 - ice00001 - [INFO] - [Epoch 54]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 00:51:38,845 - ice00001 - [INFO] - [E:55| 0]: Train Loss:0.0029055,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:53:16,452 - ice00001 - [INFO] - [E:55| 100]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:53:18,303 - ice00001 - [INFO] - [E:209| 300]: Train Loss:0.0018567,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:54:53,838 - ice00001 - [INFO] - [E:55| 200]: Train Loss:0.0029001,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:54:59,004 - ice00001 - [INFO] - [E:209| 400]: Train Loss:0.0018583,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:56:31,437 - ice00001 - [INFO] - [E:55| 300]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:56:39,703 - ice00001 - [INFO] - [E:209| 500]: Train Loss:0.0018597,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:58:09,157 - ice00001 - [INFO] - [E:55| 400]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:58:20,919 - ice00001 - [INFO] - [E:209| 600]: Train Loss:0.0018601,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 00:59:35,604 - ice00001 - [INFO] - [E:55| 500]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 00:59:50,296 - ice00001 - [INFO] - [E:209| 700]: Train Loss:0.0018598,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:01:12,118 - ice00001 - [INFO] - [E:55| 600]: Train Loss:0.0029002,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:01:30,584 - ice00001 - [INFO] - [E:209| 800]: Train Loss:0.0018599,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:02:49,972 - ice00001 - [INFO] - [E:55| 700]: Train Loss:0.0029002,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:03:11,729 - ice00001 - [INFO] - [E:209| 900]: Train Loss:0.0018605,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:04:22,607 - ice00001 - [INFO] - [Epoch:209]:  Training Loss:0.001861
 | 
						|
 | 
						|
2023-05-22 01:04:22,862 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 01:04:27,498 - ice00001 - [INFO] - [E:55| 800]: Train Loss:0.0029005,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:04:45,762 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 01:05:08,257 - ice00001 - [INFO] - [Evaluating Epoch 209 valid]: 
 | 
						|
	MRR: Tail : 0.41588, Head : 0.36359, Avg : 0.38973
 | 
						|
	MR: Tail : 268.46, Head : 297.9, Avg : 283.18
 | 
						|
	Hit-1: Tail : 0.30962, Head : 0.25889, Avg : 0.28426
 | 
						|
	Hit-3: Tail : 0.46814, Head : 0.41267, Avg : 0.44041
 | 
						|
	Hit-10: Tail : 0.61864, Head : 0.56912, Avg : 0.59388
 | 
						|
2023-05-22 01:05:08,257 - ice00001 - [INFO] - [Epoch 209]:  Training Loss: 0.0018607,  Valid MRR: 0.39045, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 01:05:09,421 - ice00001 - [INFO] - [E:210| 0]: Train Loss:0.0018094,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:06:04,926 - ice00001 - [INFO] - [E:55| 900]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:06:49,702 - ice00001 - [INFO] - [E:210| 100]: Train Loss:0.0018568,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:07:13,603 - ice00001 - [INFO] - [Epoch:55]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 01:07:14,129 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 01:07:32,282 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 01:07:46,711 - ice00001 - [INFO] - [Evaluating Epoch 55 valid]: 
 | 
						|
	MRR: Tail : 0.09588, Head : 0.06875, Avg : 0.08231
 | 
						|
 | 
						|
2023-05-22 01:07:46,711 - ice00001 - [INFO] - [Epoch 55]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 01:07:47,797 - ice00001 - [INFO] - [E:56| 0]: Train Loss:0.0028953,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:08:20,408 - ice00001 - [INFO] - [E:210| 200]: Train Loss:0.0018541,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:09:25,609 - ice00001 - [INFO] - [E:56| 100]: Train Loss:0.0029024,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:10:01,592 - ice00001 - [INFO] - [E:210| 300]: Train Loss:0.001856,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:11:03,388 - ice00001 - [INFO] - [E:56| 200]: Train Loss:0.0029038,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:11:42,857 - ice00001 - [INFO] - [E:210| 400]: Train Loss:0.0018576,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:12:41,227 - ice00001 - [INFO] - [E:56| 300]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:13:23,056 - ice00001 - [INFO] - [E:210| 500]: Train Loss:0.0018578,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:14:18,006 - ice00001 - [INFO] - [E:56| 400]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:15:02,339 - ice00001 - [INFO] - [E:210| 600]: Train Loss:0.001859,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:15:54,723 - ice00001 - [INFO] - [E:56| 500]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:16:32,243 - ice00001 - [INFO] - [E:210| 700]: Train Loss:0.0018594,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:17:21,889 - ice00001 - [INFO] - [E:56| 600]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:18:12,666 - ice00001 - [INFO] - [E:210| 800]: Train Loss:0.0018601,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:18:59,563 - ice00001 - [INFO] - [E:56| 700]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:19:53,452 - ice00001 - [INFO] - [E:210| 900]: Train Loss:0.0018601,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:20:37,247 - ice00001 - [INFO] - [E:56| 800]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:21:04,408 - ice00001 - [INFO] - [Epoch:210]:  Training Loss:0.00186
 | 
						|
 | 
						|
2023-05-22 01:21:04,712 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 01:21:27,956 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 01:21:50,579 - ice00001 - [INFO] - [Evaluating Epoch 210 valid]: 
 | 
						|
	MRR: Tail : 0.41572, Head : 0.36517, Avg : 0.39044
 | 
						|
 | 
						|
2023-05-22 01:21:50,579 - ice00001 - [INFO] - [Epoch 210]:  Training Loss: 0.0018603,  Valid MRR: 0.39045, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 01:21:51,547 - ice00001 - [INFO] - [E:211| 0]: Train Loss:0.0018715,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:22:14,685 - ice00001 - [INFO] - [E:56| 900]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:23:23,174 - ice00001 - [INFO] - [Epoch:56]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 01:23:23,510 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 01:23:31,717 - ice00001 - [INFO] - [E:211| 100]: Train Loss:0.0018597,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:23:46,304 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 01:24:08,496 - ice00001 - [INFO] - [Evaluating Epoch 56 valid]: 
 | 
						|
	MRR: Tail : 0.09503, Head : 0.06881, Avg : 0.08192
 | 
						|
 | 
						|
2023-05-22 01:24:08,496 - ice00001 - [INFO] - [Epoch 56]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 01:24:09,620 - ice00001 - [INFO] - [E:57| 0]: Train Loss:0.002919,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:25:03,776 - ice00001 - [INFO] - [E:211| 200]: Train Loss:0.0018551,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:25:36,785 - ice00001 - [INFO] - [E:57| 100]: Train Loss:0.0029047,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:26:42,987 - ice00001 - [INFO] - [E:211| 300]: Train Loss:0.0018577,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:27:14,363 - ice00001 - [INFO] - [E:57| 200]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:28:24,937 - ice00001 - [INFO] - [E:211| 400]: Train Loss:0.0018578,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:28:52,838 - ice00001 - [INFO] - [E:57| 300]: Train Loss:0.0029002,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:30:04,514 - ice00001 - [INFO] - [E:211| 500]: Train Loss:0.0018584,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:30:29,228 - ice00001 - [INFO] - [E:57| 400]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:31:45,019 - ice00001 - [INFO] - [E:211| 600]: Train Loss:0.0018583,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:32:06,652 - ice00001 - [INFO] - [E:57| 500]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:33:25,779 - ice00001 - [INFO] - [E:211| 700]: Train Loss:0.0018589,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:33:41,649 - ice00001 - [INFO] - [E:57| 600]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:34:56,462 - ice00001 - [INFO] - [E:211| 800]: Train Loss:0.0018591,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:35:11,845 - ice00001 - [INFO] - [E:57| 700]: Train Loss:0.0029006,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:36:37,185 - ice00001 - [INFO] - [E:211| 900]: Train Loss:0.0018598,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:36:49,404 - ice00001 - [INFO] - [E:57| 800]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:37:48,256 - ice00001 - [INFO] - [Epoch:211]:  Training Loss:0.001859
 | 
						|
 | 
						|
2023-05-22 01:37:48,511 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 01:38:11,281 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 01:38:27,347 - ice00001 - [INFO] - [E:57| 900]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:38:33,718 - ice00001 - [INFO] - [Evaluating Epoch 211 valid]: 
 | 
						|
	MRR: Tail : 0.41542, Head : 0.36479, Avg : 0.39011
 | 
						|
 | 
						|
2023-05-22 01:38:33,718 - ice00001 - [INFO] - [Epoch 211]:  Training Loss: 0.0018592,  Valid MRR: 0.39045, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 01:38:34,861 - ice00001 - [INFO] - [E:212| 0]: Train Loss:0.0018231,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:39:36,021 - ice00001 - [INFO] - [Epoch:57]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 01:39:36,356 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 01:39:59,032 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 01:40:15,435 - ice00001 - [INFO] - [E:212| 100]: Train Loss:0.0018538,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:40:21,351 - ice00001 - [INFO] - [Evaluating Epoch 57 valid]: 
 | 
						|
	MRR: Tail : 0.09573, Head : 0.06903, Avg : 0.08238
 | 
						|
 | 
						|
2023-05-22 01:40:21,351 - ice00001 - [INFO] - [Epoch 57]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 01:40:22,475 - ice00001 - [INFO] - [E:58| 0]: Train Loss:0.0028566,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:41:56,595 - ice00001 - [INFO] - [E:212| 200]: Train Loss:0.0018542,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:42:00,409 - ice00001 - [INFO] - [E:58| 100]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:43:26,564 - ice00001 - [INFO] - [E:212| 300]: Train Loss:0.0018541,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:43:26,672 - ice00001 - [INFO] - [E:58| 200]: Train Loss:0.0029031,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:45:03,747 - ice00001 - [INFO] - [E:58| 300]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:45:06,364 - ice00001 - [INFO] - [E:212| 400]: Train Loss:0.0018556,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:46:42,195 - ice00001 - [INFO] - [E:58| 400]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:46:47,402 - ice00001 - [INFO] - [E:212| 500]: Train Loss:0.0018551,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:48:20,464 - ice00001 - [INFO] - [E:58| 500]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:48:28,329 - ice00001 - [INFO] - [E:212| 600]: Train Loss:0.0018558,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:49:57,647 - ice00001 - [INFO] - [E:58| 600]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:50:08,241 - ice00001 - [INFO] - [E:212| 700]: Train Loss:0.001856,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:51:24,853 - ice00001 - [INFO] - [E:58| 700]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:51:38,516 - ice00001 - [INFO] - [E:212| 800]: Train Loss:0.001857,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:53:02,522 - ice00001 - [INFO] - [E:58| 800]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:53:19,077 - ice00001 - [INFO] - [E:212| 900]: Train Loss:0.0018575,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:54:30,156 - ice00001 - [INFO] - [Epoch:212]:  Training Loss:0.001858
 | 
						|
 | 
						|
2023-05-22 01:54:30,485 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 01:54:39,538 - ice00001 - [INFO] - [E:58| 900]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:54:53,552 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 01:55:16,212 - ice00001 - [INFO] - [Evaluating Epoch 212 valid]: 
 | 
						|
	MRR: Tail : 0.41491, Head : 0.36535, Avg : 0.39013
 | 
						|
 | 
						|
2023-05-22 01:55:16,212 - ice00001 - [INFO] - [Epoch 212]:  Training Loss: 0.0018584,  Valid MRR: 0.39045, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 01:55:17,389 - ice00001 - [INFO] - [E:213| 0]: Train Loss:0.0018361,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:55:48,408 - ice00001 - [INFO] - [Epoch:58]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 01:55:48,659 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 01:56:11,299 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 01:56:33,311 - ice00001 - [INFO] - [Evaluating Epoch 58 valid]: 
 | 
						|
	MRR: Tail : 0.09439, Head : 0.06883, Avg : 0.08161
 | 
						|
 | 
						|
2023-05-22 01:56:33,311 - ice00001 - [INFO] - [Epoch 58]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 01:56:34,432 - ice00001 - [INFO] - [E:59| 0]: Train Loss:0.0029333,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:56:57,417 - ice00001 - [INFO] - [E:213| 100]: Train Loss:0.0018529,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:58:10,869 - ice00001 - [INFO] - [E:59| 100]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 01:58:36,457 - ice00001 - [INFO] - [E:213| 200]: Train Loss:0.0018545,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 01:59:46,871 - ice00001 - [INFO] - [E:59| 200]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:00:07,096 - ice00001 - [INFO] - [E:213| 300]: Train Loss:0.0018557,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 02:01:15,269 - ice00001 - [INFO] - [E:59| 300]: Train Loss:0.0029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:01:47,503 - ice00001 - [INFO] - [E:213| 400]: Train Loss:0.0018563,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 02:02:53,188 - ice00001 - [INFO] - [E:59| 400]: Train Loss:0.0028999,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:03:29,332 - ice00001 - [INFO] - [E:213| 500]: Train Loss:0.0018567,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 02:04:31,246 - ice00001 - [INFO] - [E:59| 500]: Train Loss:0.0029005,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:05:10,133 - ice00001 - [INFO] - [E:213| 600]: Train Loss:0.001857,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 02:06:08,787 - ice00001 - [INFO] - [E:59| 600]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:06:51,235 - ice00001 - [INFO] - [E:213| 700]: Train Loss:0.0018572,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 02:07:46,332 - ice00001 - [INFO] - [E:59| 700]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:08:31,745 - ice00001 - [INFO] - [E:213| 800]: Train Loss:0.001857,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 02:09:13,809 - ice00001 - [INFO] - [E:59| 800]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:10:01,964 - ice00001 - [INFO] - [E:213| 900]: Train Loss:0.0018578,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 02:10:51,719 - ice00001 - [INFO] - [E:59| 900]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:11:11,879 - ice00001 - [INFO] - [Epoch:213]:  Training Loss:0.001858
 | 
						|
 | 
						|
2023-05-22 02:11:12,388 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 02:11:34,834 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 02:11:57,134 - ice00001 - [INFO] - [Evaluating Epoch 213 valid]: 
 | 
						|
	MRR: Tail : 0.41619, Head : 0.36467, Avg : 0.39043
 | 
						|
 | 
						|
2023-05-22 02:11:57,134 - ice00001 - [INFO] - [Epoch 213]:  Training Loss: 0.0018576,  Valid MRR: 0.39045, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 02:11:58,172 - ice00001 - [INFO] - [E:214| 0]: Train Loss:0.0018657,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 02:11:59,391 - ice00001 - [INFO] - [Epoch:59]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 02:11:59,693 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 02:12:21,585 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 02:12:43,627 - ice00001 - [INFO] - [Evaluating Epoch 59 valid]: 
 | 
						|
	MRR: Tail : 0.09539, Head : 0.0684, Avg : 0.08189
 | 
						|
	MR: Tail : 850.62, Head : 1041.6, Avg : 946.09
 | 
						|
	Hit-1: Tail : 0.03848, Head : 0.02779, Avg : 0.03314
 | 
						|
	Hit-3: Tail : 0.09892, Head : 0.06178, Avg : 0.08035
 | 
						|
	Hit-10: Tail : 0.21556, Head : 0.15463, Avg : 0.1851
 | 
						|
2023-05-22 02:12:43,627 - ice00001 - [INFO] - [Epoch 59]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 02:12:44,518 - ice00001 - [INFO] - [E:60| 0]: Train Loss:0.0029434,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:13:37,400 - ice00001 - [INFO] - [E:214| 100]: Train Loss:0.0018547,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 02:14:21,498 - ice00001 - [INFO] - [E:60| 100]: Train Loss:0.002903,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:15:17,194 - ice00001 - [INFO] - [E:214| 200]: Train Loss:0.001854,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 02:16:00,670 - ice00001 - [INFO] - [E:60| 200]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:16:59,868 - ice00001 - [INFO] - [E:214| 300]: Train Loss:0.001855,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 02:17:28,742 - ice00001 - [INFO] - [E:60| 300]: Train Loss:0.0029001,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:18:30,524 - ice00001 - [INFO] - [E:214| 400]: Train Loss:0.0018548,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 02:19:05,102 - ice00001 - [INFO] - [E:60| 400]: Train Loss:0.0029002,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:20:11,172 - ice00001 - [INFO] - [E:214| 500]: Train Loss:0.0018547,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 02:20:42,432 - ice00001 - [INFO] - [E:60| 500]: Train Loss:0.0029006,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:21:52,147 - ice00001 - [INFO] - [E:214| 600]: Train Loss:0.0018564,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 02:22:20,216 - ice00001 - [INFO] - [E:60| 600]: Train Loss:0.0029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:23:33,439 - ice00001 - [INFO] - [E:214| 700]: Train Loss:0.0018558,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 02:23:57,659 - ice00001 - [INFO] - [E:60| 700]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:25:13,706 - ice00001 - [INFO] - [E:214| 800]: Train Loss:0.0018558,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 02:25:35,652 - ice00001 - [INFO] - [E:60| 800]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:26:43,150 - ice00001 - [INFO] - [E:214| 900]: Train Loss:0.0018568,  Val MRR:0.39045, 	ice00001
 | 
						|
2023-05-22 02:27:02,183 - ice00001 - [INFO] - [E:60| 900]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:27:53,311 - ice00001 - [INFO] - [Epoch:214]:  Training Loss:0.001857
 | 
						|
 | 
						|
2023-05-22 02:27:53,702 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 02:28:10,440 - ice00001 - [INFO] - [Epoch:60]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 02:28:10,691 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 02:28:16,644 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 02:28:33,042 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 02:28:39,177 - ice00001 - [INFO] - [Evaluating Epoch 214 valid]: 
 | 
						|
	MRR: Tail : 0.41658, Head : 0.36619, Avg : 0.39139
 | 
						|
 | 
						|
2023-05-22 02:28:40,498 - ice00001 - [INFO] - [Epoch 214]:  Training Loss: 0.0018571,  Valid MRR: 0.39139, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 02:28:41,291 - ice00001 - [INFO] - [E:215| 0]: Train Loss:0.0018295,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 02:28:55,025 - ice00001 - [INFO] - [Evaluating Epoch 60 valid]: 
 | 
						|
	MRR: Tail : 0.09537, Head : 0.06902, Avg : 0.0822
 | 
						|
 | 
						|
2023-05-22 02:28:55,025 - ice00001 - [INFO] - [Epoch 60]:  Training Loss: 0.0029014,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 02:28:56,158 - ice00001 - [INFO] - [E:61| 0]: Train Loss:0.0029474,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:30:22,242 - ice00001 - [INFO] - [E:215| 100]: Train Loss:0.0018525,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 02:30:33,086 - ice00001 - [INFO] - [E:61| 100]: Train Loss:0.0029042,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:32:02,771 - ice00001 - [INFO] - [E:215| 200]: Train Loss:0.00185,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 02:32:10,090 - ice00001 - [INFO] - [E:61| 200]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:33:43,981 - ice00001 - [INFO] - [E:215| 300]: Train Loss:0.0018529,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 02:33:46,944 - ice00001 - [INFO] - [E:61| 300]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:35:14,944 - ice00001 - [INFO] - [E:61| 400]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:35:15,128 - ice00001 - [INFO] - [E:215| 400]: Train Loss:0.0018539,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 02:36:52,186 - ice00001 - [INFO] - [E:61| 500]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:36:55,840 - ice00001 - [INFO] - [E:215| 500]: Train Loss:0.0018533,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 02:38:29,326 - ice00001 - [INFO] - [E:61| 600]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:38:36,156 - ice00001 - [INFO] - [E:215| 600]: Train Loss:0.0018532,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 02:40:06,084 - ice00001 - [INFO] - [E:61| 700]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:40:16,648 - ice00001 - [INFO] - [E:215| 700]: Train Loss:0.0018543,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 02:41:42,529 - ice00001 - [INFO] - [E:61| 800]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:41:55,503 - ice00001 - [INFO] - [E:215| 800]: Train Loss:0.0018548,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 02:43:19,055 - ice00001 - [INFO] - [E:61| 900]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:43:29,215 - ice00001 - [INFO] - [E:215| 900]: Train Loss:0.0018555,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 02:44:18,726 - ice00001 - [INFO] - [Epoch:61]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 02:44:18,976 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 02:44:37,081 - ice00001 - [INFO] - [Epoch:215]:  Training Loss:0.001856
 | 
						|
 | 
						|
2023-05-22 02:44:37,583 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 02:44:41,440 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 02:45:00,523 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 02:45:03,819 - ice00001 - [INFO] - [Evaluating Epoch 61 valid]: 
 | 
						|
	MRR: Tail : 0.09421, Head : 0.06944, Avg : 0.08182
 | 
						|
 | 
						|
2023-05-22 02:45:03,819 - ice00001 - [INFO] - [Epoch 61]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 02:45:04,931 - ice00001 - [INFO] - [E:62| 0]: Train Loss:0.0028606,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:45:22,971 - ice00001 - [INFO] - [Evaluating Epoch 215 valid]: 
 | 
						|
	MRR: Tail : 0.4164, Head : 0.36499, Avg : 0.39069
 | 
						|
 | 
						|
2023-05-22 02:45:22,972 - ice00001 - [INFO] - [Epoch 215]:  Training Loss: 0.0018559,  Valid MRR: 0.39139, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 02:45:23,871 - ice00001 - [INFO] - [E:216| 0]: Train Loss:0.0018555,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 02:46:42,213 - ice00001 - [INFO] - [E:62| 100]: Train Loss:0.002903,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:47:03,897 - ice00001 - [INFO] - [E:216| 100]: Train Loss:0.0018495,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 02:48:19,510 - ice00001 - [INFO] - [E:62| 200]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:48:44,042 - ice00001 - [INFO] - [E:216| 200]: Train Loss:0.0018515,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 02:49:56,912 - ice00001 - [INFO] - [E:62| 300]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:50:23,937 - ice00001 - [INFO] - [E:216| 300]: Train Loss:0.0018527,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 02:51:34,815 - ice00001 - [INFO] - [E:62| 400]: Train Loss:0.0029031,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:52:02,689 - ice00001 - [INFO] - [E:216| 400]: Train Loss:0.0018535,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 02:53:01,499 - ice00001 - [INFO] - [E:62| 500]: Train Loss:0.0029025,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:53:33,844 - ice00001 - [INFO] - [E:216| 500]: Train Loss:0.0018538,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 02:54:38,233 - ice00001 - [INFO] - [E:62| 600]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:55:13,834 - ice00001 - [INFO] - [E:216| 600]: Train Loss:0.0018537,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 02:56:14,271 - ice00001 - [INFO] - [E:62| 700]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:56:53,867 - ice00001 - [INFO] - [E:216| 700]: Train Loss:0.0018534,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 02:57:51,604 - ice00001 - [INFO] - [E:62| 800]: Train Loss:0.0029025,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 02:58:34,910 - ice00001 - [INFO] - [E:216| 800]: Train Loss:0.0018542,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 02:59:29,111 - ice00001 - [INFO] - [E:62| 900]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:00:15,700 - ice00001 - [INFO] - [E:216| 900]: Train Loss:0.0018548,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:00:37,461 - ice00001 - [INFO] - [Epoch:62]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 03:00:37,669 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 03:00:50,976 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 03:01:11,274 - ice00001 - [INFO] - [Evaluating Epoch 62 valid]: 
 | 
						|
	MRR: Tail : 0.09536, Head : 0.06883, Avg : 0.08209
 | 
						|
 | 
						|
2023-05-22 03:01:11,274 - ice00001 - [INFO] - [Epoch 62]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 03:01:12,419 - ice00001 - [INFO] - [E:63| 0]: Train Loss:0.0029855,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:01:15,831 - ice00001 - [INFO] - [Epoch:216]:  Training Loss:0.001855
 | 
						|
 | 
						|
2023-05-22 03:01:16,087 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 03:01:38,884 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 03:02:01,235 - ice00001 - [INFO] - [Evaluating Epoch 216 valid]: 
 | 
						|
	MRR: Tail : 0.41577, Head : 0.36588, Avg : 0.39083
 | 
						|
 | 
						|
2023-05-22 03:02:01,235 - ice00001 - [INFO] - [Epoch 216]:  Training Loss: 0.0018552,  Valid MRR: 0.39139, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 03:02:02,383 - ice00001 - [INFO] - [E:217| 0]: Train Loss:0.0019127,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:02:49,325 - ice00001 - [INFO] - [E:63| 100]: Train Loss:0.0029055,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:03:42,795 - ice00001 - [INFO] - [E:217| 100]: Train Loss:0.00185,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:04:28,774 - ice00001 - [INFO] - [E:63| 200]: Train Loss:0.0029049,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:05:25,823 - ice00001 - [INFO] - [E:217| 200]: Train Loss:0.0018511,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:06:06,197 - ice00001 - [INFO] - [E:63| 300]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:07:06,658 - ice00001 - [INFO] - [E:217| 300]: Train Loss:0.0018532,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:07:43,257 - ice00001 - [INFO] - [E:63| 400]: Train Loss:0.0029029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:08:48,103 - ice00001 - [INFO] - [E:217| 400]: Train Loss:0.0018531,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:09:21,275 - ice00001 - [INFO] - [E:63| 500]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:10:18,046 - ice00001 - [INFO] - [E:217| 500]: Train Loss:0.0018532,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:10:47,773 - ice00001 - [INFO] - [E:63| 600]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:11:58,496 - ice00001 - [INFO] - [E:217| 600]: Train Loss:0.0018533,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:12:24,542 - ice00001 - [INFO] - [E:63| 700]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:13:39,753 - ice00001 - [INFO] - [E:217| 700]: Train Loss:0.0018539,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:14:01,909 - ice00001 - [INFO] - [E:63| 800]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:15:20,588 - ice00001 - [INFO] - [E:217| 800]: Train Loss:0.0018544,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:15:38,608 - ice00001 - [INFO] - [E:63| 900]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:16:46,437 - ice00001 - [INFO] - [Epoch:63]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 03:16:46,938 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 03:17:01,783 - ice00001 - [INFO] - [E:217| 900]: Train Loss:0.0018545,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:17:09,502 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 03:17:31,301 - ice00001 - [INFO] - [Evaluating Epoch 63 valid]: 
 | 
						|
	MRR: Tail : 0.0946, Head : 0.06909, Avg : 0.08184
 | 
						|
 | 
						|
2023-05-22 03:17:31,301 - ice00001 - [INFO] - [Epoch 63]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 03:17:32,255 - ice00001 - [INFO] - [E:64| 0]: Train Loss:0.0029395,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:18:12,616 - ice00001 - [INFO] - [Epoch:217]:  Training Loss:0.001854
 | 
						|
 | 
						|
2023-05-22 03:18:13,119 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 03:18:27,180 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 03:18:46,756 - ice00001 - [INFO] - [Evaluating Epoch 217 valid]: 
 | 
						|
	MRR: Tail : 0.41607, Head : 0.36506, Avg : 0.39057
 | 
						|
 | 
						|
2023-05-22 03:18:46,756 - ice00001 - [INFO] - [Epoch 217]:  Training Loss: 0.0018543,  Valid MRR: 0.39139, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 03:18:47,928 - ice00001 - [INFO] - [E:218| 0]: Train Loss:0.0018874,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:18:59,638 - ice00001 - [INFO] - [E:64| 100]: Train Loss:0.0029039,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:20:28,281 - ice00001 - [INFO] - [E:218| 100]: Train Loss:0.0018546,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:20:37,711 - ice00001 - [INFO] - [E:64| 200]: Train Loss:0.0029024,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:22:09,212 - ice00001 - [INFO] - [E:218| 200]: Train Loss:0.0018531,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:22:15,632 - ice00001 - [INFO] - [E:64| 300]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:23:50,070 - ice00001 - [INFO] - [E:218| 300]: Train Loss:0.0018531,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:23:53,043 - ice00001 - [INFO] - [E:64| 400]: Train Loss:0.0029027,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:25:29,048 - ice00001 - [INFO] - [E:218| 400]: Train Loss:0.0018527,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:25:29,713 - ice00001 - [INFO] - [E:64| 500]: Train Loss:0.0029027,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:27:01,700 - ice00001 - [INFO] - [E:64| 600]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:27:03,640 - ice00001 - [INFO] - [E:218| 500]: Train Loss:0.0018531,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:28:33,835 - ice00001 - [INFO] - [E:64| 700]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:28:40,514 - ice00001 - [INFO] - [E:218| 600]: Train Loss:0.0018538,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:30:11,141 - ice00001 - [INFO] - [E:64| 800]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:30:20,977 - ice00001 - [INFO] - [E:218| 700]: Train Loss:0.0018541,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:31:47,796 - ice00001 - [INFO] - [E:64| 900]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:32:01,747 - ice00001 - [INFO] - [E:218| 800]: Train Loss:0.0018541,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:32:56,506 - ice00001 - [INFO] - [Epoch:64]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 03:32:57,003 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 03:33:19,689 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 03:33:41,784 - ice00001 - [INFO] - [Evaluating Epoch 64 valid]: 
 | 
						|
	MRR: Tail : 0.09488, Head : 0.06956, Avg : 0.08222
 | 
						|
 | 
						|
2023-05-22 03:33:41,784 - ice00001 - [INFO] - [Epoch 64]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 03:33:42,521 - ice00001 - [INFO] - [E:218| 900]: Train Loss:0.0018538,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:33:42,571 - ice00001 - [INFO] - [E:65| 0]: Train Loss:0.002908,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:34:54,004 - ice00001 - [INFO] - [Epoch:218]:  Training Loss:0.001854
 | 
						|
 | 
						|
2023-05-22 03:34:54,509 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 03:35:17,597 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 03:35:20,264 - ice00001 - [INFO] - [E:65| 100]: Train Loss:0.0028967,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:35:39,410 - ice00001 - [INFO] - [Evaluating Epoch 218 valid]: 
 | 
						|
	MRR: Tail : 0.41636, Head : 0.36499, Avg : 0.39068
 | 
						|
 | 
						|
2023-05-22 03:35:39,410 - ice00001 - [INFO] - [Epoch 218]:  Training Loss: 0.0018541,  Valid MRR: 0.39139, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 03:35:40,047 - ice00001 - [INFO] - [E:219| 0]: Train Loss:0.0017831,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:36:47,932 - ice00001 - [INFO] - [E:65| 200]: Train Loss:0.0028995,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:37:12,329 - ice00001 - [INFO] - [E:219| 100]: Train Loss:0.001848,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:38:25,001 - ice00001 - [INFO] - [E:65| 300]: Train Loss:0.0029003,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:38:52,045 - ice00001 - [INFO] - [E:219| 200]: Train Loss:0.0018512,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:40:01,195 - ice00001 - [INFO] - [E:65| 400]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:40:32,645 - ice00001 - [INFO] - [E:219| 300]: Train Loss:0.0018503,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:41:38,651 - ice00001 - [INFO] - [E:65| 500]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:42:13,530 - ice00001 - [INFO] - [E:219| 400]: Train Loss:0.0018511,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:43:17,022 - ice00001 - [INFO] - [E:65| 600]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:43:53,901 - ice00001 - [INFO] - [E:219| 500]: Train Loss:0.0018525,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:44:44,830 - ice00001 - [INFO] - [E:65| 700]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:45:24,817 - ice00001 - [INFO] - [E:219| 600]: Train Loss:0.0018526,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:46:22,950 - ice00001 - [INFO] - [E:65| 800]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:47:05,206 - ice00001 - [INFO] - [E:219| 700]: Train Loss:0.0018522,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:48:00,793 - ice00001 - [INFO] - [E:65| 900]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:48:45,685 - ice00001 - [INFO] - [E:219| 800]: Train Loss:0.0018522,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:49:09,064 - ice00001 - [INFO] - [Epoch:65]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 03:49:09,401 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 03:49:32,192 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 03:49:54,699 - ice00001 - [INFO] - [Evaluating Epoch 65 valid]: 
 | 
						|
	MRR: Tail : 0.09546, Head : 0.06933, Avg : 0.08239
 | 
						|
 | 
						|
2023-05-22 03:49:54,699 - ice00001 - [INFO] - [Epoch 65]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 03:49:55,800 - ice00001 - [INFO] - [E:66| 0]: Train Loss:0.0029381,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:50:26,504 - ice00001 - [INFO] - [E:219| 900]: Train Loss:0.0018526,  Val MRR:0.39139, 	ice00001
 | 
						|
2023-05-22 03:51:33,318 - ice00001 - [INFO] - [E:66| 100]: Train Loss:0.0029061,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:51:37,509 - ice00001 - [INFO] - [Epoch:219]:  Training Loss:0.001852
 | 
						|
 | 
						|
2023-05-22 03:51:37,786 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 03:52:01,173 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 03:52:25,403 - ice00001 - [INFO] - [Evaluating Epoch 219 valid]: 
 | 
						|
	MRR: Tail : 0.41684, Head : 0.36636, Avg : 0.3916
 | 
						|
	MR: Tail : 285.56, Head : 312.43, Avg : 298.99
 | 
						|
	Hit-1: Tail : 0.31181, Head : 0.26241, Avg : 0.28711
 | 
						|
	Hit-3: Tail : 0.46875, Head : 0.4134, Avg : 0.44107
 | 
						|
	Hit-10: Tail : 0.61743, Head : 0.57276, Avg : 0.5951
 | 
						|
2023-05-22 03:52:27,919 - ice00001 - [INFO] - [Epoch 219]:  Training Loss: 0.0018523,  Valid MRR: 0.3916, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 03:52:29,106 - ice00001 - [INFO] - [E:220| 0]: Train Loss:0.001866,  Val MRR:0.3916, 	ice00001
 | 
						|
2023-05-22 03:53:10,459 - ice00001 - [INFO] - [E:66| 200]: Train Loss:0.0029036,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:53:58,519 - ice00001 - [INFO] - [E:220| 100]: Train Loss:0.001848,  Val MRR:0.3916, 	ice00001
 | 
						|
2023-05-22 03:54:38,820 - ice00001 - [INFO] - [E:66| 300]: Train Loss:0.0029045,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:55:38,722 - ice00001 - [INFO] - [E:220| 200]: Train Loss:0.0018473,  Val MRR:0.3916, 	ice00001
 | 
						|
2023-05-22 03:56:16,482 - ice00001 - [INFO] - [E:66| 400]: Train Loss:0.002903,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:57:18,893 - ice00001 - [INFO] - [E:220| 300]: Train Loss:0.0018484,  Val MRR:0.3916, 	ice00001
 | 
						|
2023-05-22 03:57:54,208 - ice00001 - [INFO] - [E:66| 500]: Train Loss:0.0029024,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 03:58:59,359 - ice00001 - [INFO] - [E:220| 400]: Train Loss:0.0018489,  Val MRR:0.3916, 	ice00001
 | 
						|
2023-05-22 03:59:32,065 - ice00001 - [INFO] - [E:66| 600]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:00:40,639 - ice00001 - [INFO] - [E:220| 500]: Train Loss:0.0018498,  Val MRR:0.3916, 	ice00001
 | 
						|
2023-05-22 04:01:09,683 - ice00001 - [INFO] - [E:66| 700]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:02:11,354 - ice00001 - [INFO] - [E:220| 600]: Train Loss:0.0018505,  Val MRR:0.3916, 	ice00001
 | 
						|
2023-05-22 04:02:37,447 - ice00001 - [INFO] - [E:66| 800]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:03:52,007 - ice00001 - [INFO] - [E:220| 700]: Train Loss:0.0018505,  Val MRR:0.3916, 	ice00001
 | 
						|
2023-05-22 04:04:15,472 - ice00001 - [INFO] - [E:66| 900]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:05:24,301 - ice00001 - [INFO] - [Epoch:66]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 04:05:24,553 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 04:05:32,572 - ice00001 - [INFO] - [E:220| 800]: Train Loss:0.0018511,  Val MRR:0.3916, 	ice00001
 | 
						|
2023-05-22 04:05:47,357 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 04:06:09,688 - ice00001 - [INFO] - [Evaluating Epoch 66 valid]: 
 | 
						|
	MRR: Tail : 0.09528, Head : 0.06922, Avg : 0.08225
 | 
						|
 | 
						|
2023-05-22 04:06:09,688 - ice00001 - [INFO] - [Epoch 66]:  Training Loss: 0.0029014,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 04:06:10,805 - ice00001 - [INFO] - [E:67| 0]: Train Loss:0.0028498,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:07:12,928 - ice00001 - [INFO] - [E:220| 900]: Train Loss:0.0018519,  Val MRR:0.3916, 	ice00001
 | 
						|
2023-05-22 04:07:47,827 - ice00001 - [INFO] - [E:67| 100]: Train Loss:0.0029053,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:08:22,459 - ice00001 - [INFO] - [Epoch:220]:  Training Loss:0.001852
 | 
						|
 | 
						|
2023-05-22 04:08:22,962 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 04:08:45,472 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 04:09:07,735 - ice00001 - [INFO] - [Evaluating Epoch 220 valid]: 
 | 
						|
	MRR: Tail : 0.41713, Head : 0.36607, Avg : 0.3916
 | 
						|
 | 
						|
2023-05-22 04:09:07,735 - ice00001 - [INFO] - [Epoch 220]:  Training Loss: 0.001852,  Valid MRR: 0.3916, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 04:09:08,781 - ice00001 - [INFO] - [E:221| 0]: Train Loss:0.0018401,  Val MRR:0.3916, 	ice00001
 | 
						|
2023-05-22 04:09:25,449 - ice00001 - [INFO] - [E:67| 200]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:10:40,007 - ice00001 - [INFO] - [E:221| 100]: Train Loss:0.0018497,  Val MRR:0.3916, 	ice00001
 | 
						|
2023-05-22 04:10:52,484 - ice00001 - [INFO] - [E:67| 300]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:12:20,721 - ice00001 - [INFO] - [E:221| 200]: Train Loss:0.0018477,  Val MRR:0.3916, 	ice00001
 | 
						|
2023-05-22 04:12:29,385 - ice00001 - [INFO] - [E:67| 400]: Train Loss:0.0029001,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:14:02,695 - ice00001 - [INFO] - [E:221| 300]: Train Loss:0.0018477,  Val MRR:0.3916, 	ice00001
 | 
						|
2023-05-22 04:14:06,712 - ice00001 - [INFO] - [E:67| 500]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:15:43,440 - ice00001 - [INFO] - [E:67| 600]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:15:44,311 - ice00001 - [INFO] - [E:221| 400]: Train Loss:0.0018487,  Val MRR:0.3916, 	ice00001
 | 
						|
2023-05-22 04:17:21,047 - ice00001 - [INFO] - [E:67| 700]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:17:26,226 - ice00001 - [INFO] - [E:221| 500]: Train Loss:0.0018484,  Val MRR:0.3916, 	ice00001
 | 
						|
2023-05-22 04:18:58,649 - ice00001 - [INFO] - [E:67| 800]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:19:06,725 - ice00001 - [INFO] - [E:221| 600]: Train Loss:0.0018485,  Val MRR:0.3916, 	ice00001
 | 
						|
2023-05-22 04:20:26,583 - ice00001 - [INFO] - [E:67| 900]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:20:37,925 - ice00001 - [INFO] - [E:221| 700]: Train Loss:0.0018491,  Val MRR:0.3916, 	ice00001
 | 
						|
2023-05-22 04:21:35,405 - ice00001 - [INFO] - [Epoch:67]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 04:21:35,656 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 04:21:57,693 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 04:22:17,390 - ice00001 - [INFO] - [E:221| 800]: Train Loss:0.0018499,  Val MRR:0.3916, 	ice00001
 | 
						|
2023-05-22 04:22:19,832 - ice00001 - [INFO] - [Evaluating Epoch 67 valid]: 
 | 
						|
	MRR: Tail : 0.09508, Head : 0.06945, Avg : 0.08227
 | 
						|
 | 
						|
2023-05-22 04:22:19,832 - ice00001 - [INFO] - [Epoch 67]:  Training Loss: 0.0029014,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 04:22:20,737 - ice00001 - [INFO] - [E:68| 0]: Train Loss:0.0028235,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:23:57,505 - ice00001 - [INFO] - [E:68| 100]: Train Loss:0.0029055,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:23:57,570 - ice00001 - [INFO] - [E:221| 900]: Train Loss:0.0018507,  Val MRR:0.3916, 	ice00001
 | 
						|
2023-05-22 04:25:09,347 - ice00001 - [INFO] - [Epoch:221]:  Training Loss:0.001851
 | 
						|
 | 
						|
2023-05-22 04:25:09,851 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 04:25:33,178 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 04:25:34,535 - ice00001 - [INFO] - [E:68| 200]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:25:55,818 - ice00001 - [INFO] - [Evaluating Epoch 221 valid]: 
 | 
						|
	MRR: Tail : 0.41672, Head : 0.36535, Avg : 0.39104
 | 
						|
 | 
						|
2023-05-22 04:25:55,818 - ice00001 - [INFO] - [Epoch 221]:  Training Loss: 0.001851,  Valid MRR: 0.3916, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 04:25:56,841 - ice00001 - [INFO] - [E:222| 0]: Train Loss:0.0018555,  Val MRR:0.3916, 	ice00001
 | 
						|
2023-05-22 04:27:12,243 - ice00001 - [INFO] - [E:68| 300]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:27:38,853 - ice00001 - [INFO] - [E:222| 100]: Train Loss:0.0018482,  Val MRR:0.3916, 	ice00001
 | 
						|
2023-05-22 04:28:38,934 - ice00001 - [INFO] - [E:68| 400]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:29:10,101 - ice00001 - [INFO] - [E:222| 200]: Train Loss:0.0018495,  Val MRR:0.3916, 	ice00001
 | 
						|
2023-05-22 04:30:16,381 - ice00001 - [INFO] - [E:68| 500]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:30:51,397 - ice00001 - [INFO] - [E:222| 300]: Train Loss:0.0018495,  Val MRR:0.3916, 	ice00001
 | 
						|
2023-05-22 04:31:54,126 - ice00001 - [INFO] - [E:68| 600]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:32:33,618 - ice00001 - [INFO] - [E:222| 400]: Train Loss:0.0018499,  Val MRR:0.3916, 	ice00001
 | 
						|
2023-05-22 04:33:31,690 - ice00001 - [INFO] - [E:68| 700]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:34:15,163 - ice00001 - [INFO] - [E:222| 500]: Train Loss:0.0018501,  Val MRR:0.3916, 	ice00001
 | 
						|
2023-05-22 04:35:10,283 - ice00001 - [INFO] - [E:68| 800]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:35:56,159 - ice00001 - [INFO] - [E:222| 600]: Train Loss:0.0018502,  Val MRR:0.3916, 	ice00001
 | 
						|
2023-05-22 04:36:44,507 - ice00001 - [INFO] - [E:68| 900]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:37:25,186 - ice00001 - [INFO] - [E:222| 700]: Train Loss:0.001851,  Val MRR:0.3916, 	ice00001
 | 
						|
2023-05-22 04:37:45,652 - ice00001 - [INFO] - [Epoch:68]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 04:37:45,902 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 04:38:08,553 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 04:38:30,852 - ice00001 - [INFO] - [Evaluating Epoch 68 valid]: 
 | 
						|
	MRR: Tail : 0.09521, Head : 0.06885, Avg : 0.08203
 | 
						|
 | 
						|
2023-05-22 04:38:30,852 - ice00001 - [INFO] - [Epoch 68]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 04:38:31,961 - ice00001 - [INFO] - [E:69| 0]: Train Loss:0.0028792,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:39:06,350 - ice00001 - [INFO] - [E:222| 800]: Train Loss:0.0018511,  Val MRR:0.3916, 	ice00001
 | 
						|
2023-05-22 04:40:10,510 - ice00001 - [INFO] - [E:69| 100]: Train Loss:0.0029036,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:40:50,008 - ice00001 - [INFO] - [E:222| 900]: Train Loss:0.0018511,  Val MRR:0.3916, 	ice00001
 | 
						|
2023-05-22 04:41:49,910 - ice00001 - [INFO] - [E:69| 200]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:42:01,134 - ice00001 - [INFO] - [Epoch:222]:  Training Loss:0.001851
 | 
						|
 | 
						|
2023-05-22 04:42:01,631 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 04:42:24,936 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 04:42:47,645 - ice00001 - [INFO] - [Evaluating Epoch 222 valid]: 
 | 
						|
	MRR: Tail : 0.41819, Head : 0.36683, Avg : 0.39251
 | 
						|
 | 
						|
2023-05-22 04:42:49,071 - ice00001 - [INFO] - [Epoch 222]:  Training Loss: 0.0018507,  Valid MRR: 0.39251, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 04:42:50,224 - ice00001 - [INFO] - [E:223| 0]: Train Loss:0.0018649,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 04:43:26,950 - ice00001 - [INFO] - [E:69| 300]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:44:31,989 - ice00001 - [INFO] - [E:223| 100]: Train Loss:0.0018445,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 04:45:04,803 - ice00001 - [INFO] - [E:69| 400]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:46:03,272 - ice00001 - [INFO] - [E:223| 200]: Train Loss:0.0018434,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 04:46:32,408 - ice00001 - [INFO] - [E:69| 500]: Train Loss:0.0029029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:47:43,964 - ice00001 - [INFO] - [E:223| 300]: Train Loss:0.0018467,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 04:48:10,307 - ice00001 - [INFO] - [E:69| 600]: Train Loss:0.0029024,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:49:24,963 - ice00001 - [INFO] - [E:223| 400]: Train Loss:0.0018473,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 04:49:47,519 - ice00001 - [INFO] - [E:69| 700]: Train Loss:0.0029027,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:51:05,123 - ice00001 - [INFO] - [E:223| 500]: Train Loss:0.0018475,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 04:51:24,262 - ice00001 - [INFO] - [E:69| 800]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:52:44,883 - ice00001 - [INFO] - [E:223| 600]: Train Loss:0.0018474,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 04:53:01,740 - ice00001 - [INFO] - [E:69| 900]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:54:08,502 - ice00001 - [INFO] - [Epoch:69]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 04:54:08,711 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 04:54:18,181 - ice00001 - [INFO] - [E:223| 700]: Train Loss:0.001848,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 04:54:22,045 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 04:54:44,386 - ice00001 - [INFO] - [Evaluating Epoch 69 valid]: 
 | 
						|
	MRR: Tail : 0.0942, Head : 0.06943, Avg : 0.08181
 | 
						|
	MR: Tail : 829.65, Head : 990.71, Avg : 910.18
 | 
						|
	Hit-1: Tail : 0.03848, Head : 0.02779, Avg : 0.03314
 | 
						|
	Hit-3: Tail : 0.0903, Head : 0.06044, Avg : 0.07537
 | 
						|
	Hit-10: Tail : 0.20803, Head : 0.15572, Avg : 0.18188
 | 
						|
2023-05-22 04:54:44,386 - ice00001 - [INFO] - [Epoch 69]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 04:54:45,511 - ice00001 - [INFO] - [E:70| 0]: Train Loss:0.0029215,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:55:56,361 - ice00001 - [INFO] - [E:223| 800]: Train Loss:0.0018489,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 04:56:23,036 - ice00001 - [INFO] - [E:70| 100]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:57:36,569 - ice00001 - [INFO] - [E:223| 900]: Train Loss:0.0018496,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 04:58:00,782 - ice00001 - [INFO] - [E:70| 200]: Train Loss:0.0029001,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 04:58:47,345 - ice00001 - [INFO] - [Epoch:223]:  Training Loss:0.00185
 | 
						|
 | 
						|
2023-05-22 04:58:47,854 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 04:59:10,887 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 04:59:33,446 - ice00001 - [INFO] - [Evaluating Epoch 223 valid]: 
 | 
						|
	MRR: Tail : 0.41721, Head : 0.36535, Avg : 0.39128
 | 
						|
 | 
						|
2023-05-22 04:59:33,446 - ice00001 - [INFO] - [Epoch 223]:  Training Loss: 0.00185,  Valid MRR: 0.39251, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 04:59:34,512 - ice00001 - [INFO] - [E:224| 0]: Train Loss:0.0018699,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 04:59:38,973 - ice00001 - [INFO] - [E:70| 300]: Train Loss:0.0029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:01:15,864 - ice00001 - [INFO] - [E:224| 100]: Train Loss:0.0018451,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:01:17,322 - ice00001 - [INFO] - [E:70| 400]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:02:53,937 - ice00001 - [INFO] - [E:70| 500]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:02:54,955 - ice00001 - [INFO] - [E:224| 200]: Train Loss:0.0018461,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:04:23,020 - ice00001 - [INFO] - [E:70| 600]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:04:27,731 - ice00001 - [INFO] - [E:224| 300]: Train Loss:0.0018461,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:06:00,236 - ice00001 - [INFO] - [E:70| 700]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:06:07,072 - ice00001 - [INFO] - [E:224| 400]: Train Loss:0.0018457,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:07:37,602 - ice00001 - [INFO] - [E:70| 800]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:07:47,106 - ice00001 - [INFO] - [E:224| 500]: Train Loss:0.0018469,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:09:15,887 - ice00001 - [INFO] - [E:70| 900]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:09:27,443 - ice00001 - [INFO] - [E:224| 600]: Train Loss:0.0018474,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:10:25,077 - ice00001 - [INFO] - [Epoch:70]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 05:10:25,499 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 05:10:47,860 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 05:11:08,080 - ice00001 - [INFO] - [E:224| 700]: Train Loss:0.0018473,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:11:10,163 - ice00001 - [INFO] - [Evaluating Epoch 70 valid]: 
 | 
						|
	MRR: Tail : 0.09172, Head : 0.07038, Avg : 0.08105
 | 
						|
 | 
						|
2023-05-22 05:11:10,163 - ice00001 - [INFO] - [Epoch 70]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 05:11:11,103 - ice00001 - [INFO] - [E:71| 0]: Train Loss:0.0028736,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:12:38,915 - ice00001 - [INFO] - [E:224| 800]: Train Loss:0.0018479,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:12:38,960 - ice00001 - [INFO] - [E:71| 100]: Train Loss:0.0028957,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:14:16,481 - ice00001 - [INFO] - [E:71| 200]: Train Loss:0.0029002,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:14:19,438 - ice00001 - [INFO] - [E:224| 900]: Train Loss:0.0018482,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:15:29,976 - ice00001 - [INFO] - [Epoch:224]:  Training Loss:0.001849
 | 
						|
 | 
						|
2023-05-22 05:15:30,299 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 05:15:53,138 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 05:15:54,225 - ice00001 - [INFO] - [E:71| 300]: Train Loss:0.0029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:16:15,918 - ice00001 - [INFO] - [Evaluating Epoch 224 valid]: 
 | 
						|
	MRR: Tail : 0.41491, Head : 0.36646, Avg : 0.39068
 | 
						|
 | 
						|
2023-05-22 05:16:15,918 - ice00001 - [INFO] - [Epoch 224]:  Training Loss: 0.0018487,  Valid MRR: 0.39251, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 05:16:17,120 - ice00001 - [INFO] - [E:225| 0]: Train Loss:0.0018486,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:17:30,994 - ice00001 - [INFO] - [E:71| 400]: Train Loss:0.0028996,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:17:58,205 - ice00001 - [INFO] - [E:225| 100]: Train Loss:0.0018462,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:19:08,772 - ice00001 - [INFO] - [E:71| 500]: Train Loss:0.0029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:19:39,370 - ice00001 - [INFO] - [E:225| 200]: Train Loss:0.0018446,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:20:35,109 - ice00001 - [INFO] - [E:71| 600]: Train Loss:0.0029006,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:21:09,143 - ice00001 - [INFO] - [E:225| 300]: Train Loss:0.0018461,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:22:11,991 - ice00001 - [INFO] - [E:71| 700]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:22:50,692 - ice00001 - [INFO] - [E:225| 400]: Train Loss:0.0018468,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:23:49,537 - ice00001 - [INFO] - [E:71| 800]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:24:31,959 - ice00001 - [INFO] - [E:225| 500]: Train Loss:0.0018461,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:25:27,061 - ice00001 - [INFO] - [E:71| 900]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:26:13,832 - ice00001 - [INFO] - [E:225| 600]: Train Loss:0.0018464,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:26:35,769 - ice00001 - [INFO] - [Epoch:71]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 05:26:36,266 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 05:26:58,834 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 05:27:20,501 - ice00001 - [INFO] - [Evaluating Epoch 71 valid]: 
 | 
						|
	MRR: Tail : 0.09474, Head : 0.06926, Avg : 0.082
 | 
						|
 | 
						|
2023-05-22 05:27:20,501 - ice00001 - [INFO] - [Epoch 71]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 05:27:21,492 - ice00001 - [INFO] - [E:72| 0]: Train Loss:0.0029166,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:27:55,122 - ice00001 - [INFO] - [E:225| 700]: Train Loss:0.0018465,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:29:00,640 - ice00001 - [INFO] - [E:72| 100]: Train Loss:0.0029029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:29:28,628 - ice00001 - [INFO] - [E:225| 800]: Train Loss:0.0018478,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:30:28,459 - ice00001 - [INFO] - [E:72| 200]: Train Loss:0.0029006,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:31:10,167 - ice00001 - [INFO] - [E:225| 900]: Train Loss:0.0018481,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:32:06,128 - ice00001 - [INFO] - [E:72| 300]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:32:21,708 - ice00001 - [INFO] - [Epoch:225]:  Training Loss:0.001848
 | 
						|
 | 
						|
2023-05-22 05:32:22,216 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 05:32:45,131 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 05:33:07,639 - ice00001 - [INFO] - [Evaluating Epoch 225 valid]: 
 | 
						|
	MRR: Tail : 0.4176, Head : 0.36595, Avg : 0.39177
 | 
						|
 | 
						|
2023-05-22 05:33:07,639 - ice00001 - [INFO] - [Epoch 225]:  Training Loss: 0.0018482,  Valid MRR: 0.39251, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 05:33:08,673 - ice00001 - [INFO] - [E:226| 0]: Train Loss:0.0018413,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:33:43,033 - ice00001 - [INFO] - [E:72| 400]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:34:49,426 - ice00001 - [INFO] - [E:226| 100]: Train Loss:0.0018519,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:35:19,378 - ice00001 - [INFO] - [E:72| 500]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:36:29,003 - ice00001 - [INFO] - [E:226| 200]: Train Loss:0.0018473,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:36:57,306 - ice00001 - [INFO] - [E:72| 600]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:38:00,028 - ice00001 - [INFO] - [E:226| 300]: Train Loss:0.0018463,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:38:24,767 - ice00001 - [INFO] - [E:72| 700]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:39:42,258 - ice00001 - [INFO] - [E:226| 400]: Train Loss:0.0018474,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:40:02,612 - ice00001 - [INFO] - [E:72| 800]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:41:24,147 - ice00001 - [INFO] - [E:226| 500]: Train Loss:0.0018476,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:41:40,173 - ice00001 - [INFO] - [E:72| 900]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:42:49,034 - ice00001 - [INFO] - [Epoch:72]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 05:42:49,371 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 05:43:04,875 - ice00001 - [INFO] - [E:226| 600]: Train Loss:0.0018469,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:43:12,016 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 05:43:34,332 - ice00001 - [INFO] - [Evaluating Epoch 72 valid]: 
 | 
						|
	MRR: Tail : 0.09447, Head : 0.06951, Avg : 0.08199
 | 
						|
 | 
						|
2023-05-22 05:43:34,332 - ice00001 - [INFO] - [Epoch 72]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 05:43:35,384 - ice00001 - [INFO] - [E:73| 0]: Train Loss:0.0028697,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:44:45,571 - ice00001 - [INFO] - [E:226| 700]: Train Loss:0.0018471,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:45:14,039 - ice00001 - [INFO] - [E:73| 100]: Train Loss:0.0029028,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:46:26,376 - ice00001 - [INFO] - [E:226| 800]: Train Loss:0.001847,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:46:41,955 - ice00001 - [INFO] - [E:73| 200]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:47:58,274 - ice00001 - [INFO] - [E:226| 900]: Train Loss:0.0018469,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:48:19,364 - ice00001 - [INFO] - [E:73| 300]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:49:08,287 - ice00001 - [INFO] - [Epoch:226]:  Training Loss:0.001847
 | 
						|
 | 
						|
2023-05-22 05:49:08,631 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 05:49:31,740 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 05:49:54,030 - ice00001 - [INFO] - [Evaluating Epoch 226 valid]: 
 | 
						|
	MRR: Tail : 0.4181, Head : 0.366, Avg : 0.39205
 | 
						|
 | 
						|
2023-05-22 05:49:54,031 - ice00001 - [INFO] - [Epoch 226]:  Training Loss: 0.0018473,  Valid MRR: 0.39251, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 05:49:55,241 - ice00001 - [INFO] - [E:227| 0]: Train Loss:0.0019029,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:49:55,690 - ice00001 - [INFO] - [E:73| 400]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:51:32,820 - ice00001 - [INFO] - [E:73| 500]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:51:35,726 - ice00001 - [INFO] - [E:227| 100]: Train Loss:0.0018385,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:53:10,410 - ice00001 - [INFO] - [E:73| 600]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:53:17,374 - ice00001 - [INFO] - [E:227| 200]: Train Loss:0.0018428,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:54:47,996 - ice00001 - [INFO] - [E:73| 700]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:54:58,706 - ice00001 - [INFO] - [E:227| 300]: Train Loss:0.0018455,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:56:15,319 - ice00001 - [INFO] - [E:73| 800]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:56:29,059 - ice00001 - [INFO] - [E:227| 400]: Train Loss:0.0018456,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:57:52,975 - ice00001 - [INFO] - [E:73| 900]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:58:10,238 - ice00001 - [INFO] - [E:227| 500]: Train Loss:0.0018458,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 05:59:01,414 - ice00001 - [INFO] - [Epoch:73]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 05:59:01,745 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 05:59:24,599 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 05:59:47,011 - ice00001 - [INFO] - [Evaluating Epoch 73 valid]: 
 | 
						|
	MRR: Tail : 0.09486, Head : 0.06848, Avg : 0.08167
 | 
						|
 | 
						|
2023-05-22 05:59:47,011 - ice00001 - [INFO] - [Epoch 73]:  Training Loss: 0.0029014,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 05:59:48,146 - ice00001 - [INFO] - [E:74| 0]: Train Loss:0.0028683,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 05:59:50,288 - ice00001 - [INFO] - [E:227| 600]: Train Loss:0.001845,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 06:01:26,457 - ice00001 - [INFO] - [E:74| 100]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:01:30,549 - ice00001 - [INFO] - [E:227| 700]: Train Loss:0.001846,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 06:03:05,072 - ice00001 - [INFO] - [E:74| 200]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:03:10,720 - ice00001 - [INFO] - [E:227| 800]: Train Loss:0.0018455,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 06:04:31,841 - ice00001 - [INFO] - [E:74| 300]: Train Loss:0.0029001,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:04:39,614 - ice00001 - [INFO] - [E:227| 900]: Train Loss:0.0018461,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 06:05:50,445 - ice00001 - [INFO] - [Epoch:227]:  Training Loss:0.001847
 | 
						|
 | 
						|
2023-05-22 06:05:50,831 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 06:06:09,193 - ice00001 - [INFO] - [E:74| 400]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:06:14,310 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 06:06:36,932 - ice00001 - [INFO] - [Evaluating Epoch 227 valid]: 
 | 
						|
	MRR: Tail : 0.41751, Head : 0.36491, Avg : 0.39121
 | 
						|
 | 
						|
2023-05-22 06:06:36,932 - ice00001 - [INFO] - [Epoch 227]:  Training Loss: 0.0018466,  Valid MRR: 0.39251, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 06:06:37,832 - ice00001 - [INFO] - [E:228| 0]: Train Loss:0.0017954,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 06:07:46,404 - ice00001 - [INFO] - [E:74| 500]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:08:19,910 - ice00001 - [INFO] - [E:228| 100]: Train Loss:0.0018455,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 06:09:23,975 - ice00001 - [INFO] - [E:74| 600]: Train Loss:0.0029006,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:10:01,987 - ice00001 - [INFO] - [E:228| 200]: Train Loss:0.0018442,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 06:11:01,635 - ice00001 - [INFO] - [E:74| 700]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:11:43,388 - ice00001 - [INFO] - [E:228| 300]: Train Loss:0.0018439,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 06:12:38,096 - ice00001 - [INFO] - [E:74| 800]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:13:14,720 - ice00001 - [INFO] - [E:228| 400]: Train Loss:0.0018439,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 06:14:06,412 - ice00001 - [INFO] - [E:74| 900]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:14:56,136 - ice00001 - [INFO] - [E:228| 500]: Train Loss:0.0018451,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 06:15:14,642 - ice00001 - [INFO] - [Epoch:74]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 06:15:15,141 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 06:15:37,978 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 06:16:00,346 - ice00001 - [INFO] - [Evaluating Epoch 74 valid]: 
 | 
						|
	MRR: Tail : 0.0948, Head : 0.0695, Avg : 0.08215
 | 
						|
 | 
						|
2023-05-22 06:16:00,346 - ice00001 - [INFO] - [Epoch 74]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 06:16:01,401 - ice00001 - [INFO] - [E:75| 0]: Train Loss:0.0029101,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:16:37,645 - ice00001 - [INFO] - [E:228| 600]: Train Loss:0.0018461,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 06:17:40,390 - ice00001 - [INFO] - [E:75| 100]: Train Loss:0.0029038,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:18:19,274 - ice00001 - [INFO] - [E:228| 700]: Train Loss:0.0018451,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 06:19:16,472 - ice00001 - [INFO] - [E:75| 200]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:19:58,772 - ice00001 - [INFO] - [E:228| 800]: Train Loss:0.001846,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 06:20:54,304 - ice00001 - [INFO] - [E:75| 300]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:21:34,591 - ice00001 - [INFO] - [E:228| 900]: Train Loss:0.0018463,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 06:22:21,039 - ice00001 - [INFO] - [E:75| 400]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:22:40,004 - ice00001 - [INFO] - [Epoch:228]:  Training Loss:0.001846
 | 
						|
 | 
						|
2023-05-22 06:22:40,343 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 06:23:03,534 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 06:23:25,923 - ice00001 - [INFO] - [Evaluating Epoch 228 valid]: 
 | 
						|
	MRR: Tail : 0.41742, Head : 0.36708, Avg : 0.39225
 | 
						|
 | 
						|
2023-05-22 06:23:25,923 - ice00001 - [INFO] - [Epoch 228]:  Training Loss: 0.0018462,  Valid MRR: 0.39251, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 06:23:27,100 - ice00001 - [INFO] - [E:229| 0]: Train Loss:0.0018601,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 06:23:58,734 - ice00001 - [INFO] - [E:75| 500]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:25:08,431 - ice00001 - [INFO] - [E:229| 100]: Train Loss:0.0018465,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 06:25:37,012 - ice00001 - [INFO] - [E:75| 600]: Train Loss:0.0029025,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:26:50,424 - ice00001 - [INFO] - [E:229| 200]: Train Loss:0.0018441,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 06:27:15,189 - ice00001 - [INFO] - [E:75| 700]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:28:31,594 - ice00001 - [INFO] - [E:229| 300]: Train Loss:0.001845,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 06:28:52,518 - ice00001 - [INFO] - [E:75| 800]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:30:12,652 - ice00001 - [INFO] - [E:229| 400]: Train Loss:0.0018443,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 06:30:23,166 - ice00001 - [INFO] - [E:75| 900]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:31:28,233 - ice00001 - [INFO] - [Epoch:75]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 06:31:28,516 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 06:31:42,907 - ice00001 - [INFO] - [E:229| 500]: Train Loss:0.0018448,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 06:31:50,439 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 06:32:12,501 - ice00001 - [INFO] - [Evaluating Epoch 75 valid]: 
 | 
						|
	MRR: Tail : 0.09552, Head : 0.06911, Avg : 0.08232
 | 
						|
 | 
						|
2023-05-22 06:32:12,502 - ice00001 - [INFO] - [Epoch 75]:  Training Loss: 0.0029014,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 06:32:13,396 - ice00001 - [INFO] - [E:76| 0]: Train Loss:0.0028787,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:33:22,115 - ice00001 - [INFO] - [E:229| 600]: Train Loss:0.0018446,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 06:33:49,463 - ice00001 - [INFO] - [E:76| 100]: Train Loss:0.0028964,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:35:03,774 - ice00001 - [INFO] - [E:229| 700]: Train Loss:0.001845,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 06:35:27,789 - ice00001 - [INFO] - [E:76| 200]: Train Loss:0.0028958,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:36:44,728 - ice00001 - [INFO] - [E:229| 800]: Train Loss:0.0018443,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 06:37:06,140 - ice00001 - [INFO] - [E:76| 300]: Train Loss:0.002899,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:38:25,012 - ice00001 - [INFO] - [E:229| 900]: Train Loss:0.0018448,  Val MRR:0.39251, 	ice00001
 | 
						|
2023-05-22 06:38:44,498 - ice00001 - [INFO] - [E:76| 400]: Train Loss:0.0029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:39:25,731 - ice00001 - [INFO] - [Epoch:229]:  Training Loss:0.001845
 | 
						|
 | 
						|
2023-05-22 06:39:26,020 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 06:39:49,041 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 06:40:11,429 - ice00001 - [INFO] - [Evaluating Epoch 229 valid]: 
 | 
						|
	MRR: Tail : 0.41936, Head : 0.3671, Avg : 0.39323
 | 
						|
	MR: Tail : 278.48, Head : 305.37, Avg : 291.93
 | 
						|
	Hit-1: Tail : 0.31302, Head : 0.26095, Avg : 0.28699
 | 
						|
	Hit-3: Tail : 0.47093, Head : 0.41656, Avg : 0.44374
 | 
						|
	Hit-10: Tail : 0.62265, Head : 0.57386, Avg : 0.59825
 | 
						|
2023-05-22 06:40:12,504 - ice00001 - [INFO] - [E:76| 500]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:40:12,848 - ice00001 - [INFO] - [Epoch 229]:  Training Loss: 0.0018451,  Valid MRR: 0.39323, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 06:40:14,018 - ice00001 - [INFO] - [E:230| 0]: Train Loss:0.001845,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 06:41:50,374 - ice00001 - [INFO] - [E:76| 600]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:41:54,802 - ice00001 - [INFO] - [E:230| 100]: Train Loss:0.0018422,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 06:43:27,876 - ice00001 - [INFO] - [E:76| 700]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:43:36,061 - ice00001 - [INFO] - [E:230| 200]: Train Loss:0.001844,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 06:45:05,207 - ice00001 - [INFO] - [E:76| 800]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:45:16,885 - ice00001 - [INFO] - [E:230| 300]: Train Loss:0.0018438,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 06:46:42,468 - ice00001 - [INFO] - [E:76| 900]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:46:57,289 - ice00001 - [INFO] - [E:230| 400]: Train Loss:0.0018428,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 06:47:45,452 - ice00001 - [INFO] - [Epoch:76]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 06:47:45,661 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 06:48:01,870 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 06:48:23,944 - ice00001 - [INFO] - [Evaluating Epoch 76 valid]: 
 | 
						|
	MRR: Tail : 0.09494, Head : 0.06947, Avg : 0.0822
 | 
						|
 | 
						|
2023-05-22 06:48:23,944 - ice00001 - [INFO] - [Epoch 76]:  Training Loss: 0.0029014,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 06:48:24,728 - ice00001 - [INFO] - [E:77| 0]: Train Loss:0.0028417,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:48:26,836 - ice00001 - [INFO] - [E:230| 500]: Train Loss:0.0018425,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 06:50:02,401 - ice00001 - [INFO] - [E:77| 100]: Train Loss:0.002899,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:50:07,867 - ice00001 - [INFO] - [E:230| 600]: Train Loss:0.001843,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 06:51:39,807 - ice00001 - [INFO] - [E:77| 200]: Train Loss:0.0028989,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:51:47,769 - ice00001 - [INFO] - [E:230| 700]: Train Loss:0.0018433,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 06:53:17,332 - ice00001 - [INFO] - [E:77| 300]: Train Loss:0.0029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:53:27,931 - ice00001 - [INFO] - [E:230| 800]: Train Loss:0.0018438,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 06:54:55,373 - ice00001 - [INFO] - [E:77| 400]: Train Loss:0.0029004,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:55:08,356 - ice00001 - [INFO] - [E:230| 900]: Train Loss:0.001844,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 06:56:18,924 - ice00001 - [INFO] - [Epoch:230]:  Training Loss:0.001844
 | 
						|
 | 
						|
2023-05-22 06:56:19,181 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 06:56:29,185 - ice00001 - [INFO] - [E:77| 500]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:56:34,036 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 06:56:53,247 - ice00001 - [INFO] - [Evaluating Epoch 230 valid]: 
 | 
						|
	MRR: Tail : 0.4173, Head : 0.36663, Avg : 0.39197
 | 
						|
 | 
						|
2023-05-22 06:56:53,248 - ice00001 - [INFO] - [Epoch 230]:  Training Loss: 0.0018441,  Valid MRR: 0.39323, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 06:56:54,386 - ice00001 - [INFO] - [E:231| 0]: Train Loss:0.0018104,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 06:58:01,003 - ice00001 - [INFO] - [E:77| 600]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 06:58:34,844 - ice00001 - [INFO] - [E:231| 100]: Train Loss:0.0018328,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 06:59:38,950 - ice00001 - [INFO] - [E:77| 700]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:00:15,385 - ice00001 - [INFO] - [E:231| 200]: Train Loss:0.0018387,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:01:16,530 - ice00001 - [INFO] - [E:77| 800]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:01:54,996 - ice00001 - [INFO] - [E:231| 300]: Train Loss:0.00184,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:02:52,755 - ice00001 - [INFO] - [E:77| 900]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:03:35,672 - ice00001 - [INFO] - [E:231| 400]: Train Loss:0.0018413,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:04:01,116 - ice00001 - [INFO] - [Epoch:77]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 07:04:01,613 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 07:04:24,200 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 07:04:46,223 - ice00001 - [INFO] - [Evaluating Epoch 77 valid]: 
 | 
						|
	MRR: Tail : 0.09398, Head : 0.06916, Avg : 0.08157
 | 
						|
 | 
						|
2023-05-22 07:04:46,223 - ice00001 - [INFO] - [Epoch 77]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 07:04:47,364 - ice00001 - [INFO] - [E:78| 0]: Train Loss:0.0028966,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:05:16,179 - ice00001 - [INFO] - [E:231| 500]: Train Loss:0.0018413,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:06:17,655 - ice00001 - [INFO] - [E:78| 100]: Train Loss:0.0028983,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:06:49,657 - ice00001 - [INFO] - [E:231| 600]: Train Loss:0.0018417,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:07:56,037 - ice00001 - [INFO] - [E:78| 200]: Train Loss:0.0028974,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:08:30,176 - ice00001 - [INFO] - [E:231| 700]: Train Loss:0.0018414,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:09:33,990 - ice00001 - [INFO] - [E:78| 300]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:10:11,013 - ice00001 - [INFO] - [E:231| 800]: Train Loss:0.0018425,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:11:11,740 - ice00001 - [INFO] - [E:78| 400]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:11:51,751 - ice00001 - [INFO] - [E:231| 900]: Train Loss:0.0018438,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:12:49,654 - ice00001 - [INFO] - [E:78| 500]: Train Loss:0.0029025,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:13:02,319 - ice00001 - [INFO] - [Epoch:231]:  Training Loss:0.001844
 | 
						|
 | 
						|
2023-05-22 07:13:02,621 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 07:13:25,741 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 07:13:48,525 - ice00001 - [INFO] - [Evaluating Epoch 231 valid]: 
 | 
						|
	MRR: Tail : 0.41758, Head : 0.36721, Avg : 0.39239
 | 
						|
 | 
						|
2023-05-22 07:13:48,525 - ice00001 - [INFO] - [Epoch 231]:  Training Loss: 0.0018439,  Valid MRR: 0.39323, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 07:13:49,683 - ice00001 - [INFO] - [E:232| 0]: Train Loss:0.0018192,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:14:17,337 - ice00001 - [INFO] - [E:78| 600]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:15:20,462 - ice00001 - [INFO] - [E:232| 100]: Train Loss:0.0018362,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:15:54,339 - ice00001 - [INFO] - [E:78| 700]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:17:00,228 - ice00001 - [INFO] - [E:232| 200]: Train Loss:0.0018369,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:17:30,898 - ice00001 - [INFO] - [E:78| 800]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:18:40,824 - ice00001 - [INFO] - [E:232| 300]: Train Loss:0.0018388,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:19:08,619 - ice00001 - [INFO] - [E:78| 900]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:20:17,682 - ice00001 - [INFO] - [Epoch:78]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 07:20:17,933 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 07:20:21,662 - ice00001 - [INFO] - [E:232| 400]: Train Loss:0.0018386,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:20:40,813 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 07:21:03,130 - ice00001 - [INFO] - [Evaluating Epoch 78 valid]: 
 | 
						|
	MRR: Tail : 0.09558, Head : 0.06865, Avg : 0.08211
 | 
						|
 | 
						|
2023-05-22 07:21:03,130 - ice00001 - [INFO] - [Epoch 78]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 07:21:04,257 - ice00001 - [INFO] - [E:79| 0]: Train Loss:0.0028986,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:22:02,699 - ice00001 - [INFO] - [E:232| 500]: Train Loss:0.0018393,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:22:38,782 - ice00001 - [INFO] - [E:79| 100]: Train Loss:0.0028998,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:23:33,584 - ice00001 - [INFO] - [E:232| 600]: Train Loss:0.00184,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:24:09,304 - ice00001 - [INFO] - [E:79| 200]: Train Loss:0.0029005,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:25:14,621 - ice00001 - [INFO] - [E:232| 700]: Train Loss:0.001841,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:25:47,119 - ice00001 - [INFO] - [E:79| 300]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:26:56,046 - ice00001 - [INFO] - [E:232| 800]: Train Loss:0.0018417,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:27:24,536 - ice00001 - [INFO] - [E:79| 400]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:28:37,716 - ice00001 - [INFO] - [E:232| 900]: Train Loss:0.0018426,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:29:01,757 - ice00001 - [INFO] - [E:79| 500]: Train Loss:0.0029027,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:29:48,492 - ice00001 - [INFO] - [Epoch:232]:  Training Loss:0.001843
 | 
						|
 | 
						|
2023-05-22 07:29:48,962 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 07:30:11,352 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 07:30:33,748 - ice00001 - [INFO] - [Evaluating Epoch 232 valid]: 
 | 
						|
	MRR: Tail : 0.41826, Head : 0.36777, Avg : 0.39302
 | 
						|
 | 
						|
2023-05-22 07:30:33,748 - ice00001 - [INFO] - [Epoch 232]:  Training Loss: 0.001843,  Valid MRR: 0.39323, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 07:30:34,797 - ice00001 - [INFO] - [E:233| 0]: Train Loss:0.0018329,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:30:38,222 - ice00001 - [INFO] - [E:79| 600]: Train Loss:0.0029025,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:32:04,894 - ice00001 - [INFO] - [E:79| 700]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:32:05,318 - ice00001 - [INFO] - [E:233| 100]: Train Loss:0.0018368,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:33:42,599 - ice00001 - [INFO] - [E:79| 800]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:33:46,420 - ice00001 - [INFO] - [E:233| 200]: Train Loss:0.0018387,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:35:20,490 - ice00001 - [INFO] - [E:79| 900]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:35:27,785 - ice00001 - [INFO] - [E:233| 300]: Train Loss:0.0018385,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:36:28,647 - ice00001 - [INFO] - [Epoch:79]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 07:36:29,030 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 07:36:51,682 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 07:37:09,509 - ice00001 - [INFO] - [E:233| 400]: Train Loss:0.0018387,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:37:14,070 - ice00001 - [INFO] - [Evaluating Epoch 79 valid]: 
 | 
						|
	MRR: Tail : 0.09554, Head : 0.06888, Avg : 0.08221
 | 
						|
	MR: Tail : 846.06, Head : 1014.1, Avg : 930.07
 | 
						|
	Hit-1: Tail : 0.03848, Head : 0.02779, Avg : 0.03314
 | 
						|
	Hit-3: Tail : 0.09831, Head : 0.06142, Avg : 0.07986
 | 
						|
	Hit-10: Tail : 0.21544, Head : 0.15487, Avg : 0.18516
 | 
						|
2023-05-22 07:37:14,070 - ice00001 - [INFO] - [Epoch 79]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 07:37:15,253 - ice00001 - [INFO] - [E:80| 0]: Train Loss:0.0028767,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:38:51,216 - ice00001 - [INFO] - [E:233| 500]: Train Loss:0.00184,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:38:52,856 - ice00001 - [INFO] - [E:80| 100]: Train Loss:0.0029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:40:20,327 - ice00001 - [INFO] - [E:80| 200]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:40:22,561 - ice00001 - [INFO] - [E:233| 600]: Train Loss:0.0018408,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:41:57,474 - ice00001 - [INFO] - [E:80| 300]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:42:03,783 - ice00001 - [INFO] - [E:233| 700]: Train Loss:0.0018412,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:43:34,722 - ice00001 - [INFO] - [E:80| 400]: Train Loss:0.0028999,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:43:45,381 - ice00001 - [INFO] - [E:233| 800]: Train Loss:0.0018419,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:45:11,610 - ice00001 - [INFO] - [E:80| 500]: Train Loss:0.0028991,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:45:25,620 - ice00001 - [INFO] - [E:233| 900]: Train Loss:0.0018421,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:46:36,248 - ice00001 - [INFO] - [Epoch:233]:  Training Loss:0.001842
 | 
						|
 | 
						|
2023-05-22 07:46:36,720 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 07:46:47,961 - ice00001 - [INFO] - [E:80| 600]: Train Loss:0.0028994,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:46:59,895 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 07:47:22,349 - ice00001 - [INFO] - [Evaluating Epoch 233 valid]: 
 | 
						|
	MRR: Tail : 0.41801, Head : 0.36633, Avg : 0.39217
 | 
						|
 | 
						|
2023-05-22 07:47:22,350 - ice00001 - [INFO] - [Epoch 233]:  Training Loss: 0.0018425,  Valid MRR: 0.39323, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 07:47:23,374 - ice00001 - [INFO] - [E:234| 0]: Train Loss:0.0018103,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:48:25,212 - ice00001 - [INFO] - [E:80| 700]: Train Loss:0.0028998,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:48:54,905 - ice00001 - [INFO] - [E:234| 100]: Train Loss:0.0018414,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:49:52,698 - ice00001 - [INFO] - [E:80| 800]: Train Loss:0.0029002,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:50:35,184 - ice00001 - [INFO] - [E:234| 200]: Train Loss:0.001838,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:51:31,248 - ice00001 - [INFO] - [E:80| 900]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:52:16,506 - ice00001 - [INFO] - [E:234| 300]: Train Loss:0.0018387,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:52:39,977 - ice00001 - [INFO] - [Epoch:80]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 07:52:40,358 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 07:53:02,874 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 07:53:27,789 - ice00001 - [INFO] - [Evaluating Epoch 80 valid]: 
 | 
						|
	MRR: Tail : 0.09496, Head : 0.06958, Avg : 0.08227
 | 
						|
 | 
						|
2023-05-22 07:53:27,789 - ice00001 - [INFO] - [Epoch 80]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 07:53:28,904 - ice00001 - [INFO] - [E:81| 0]: Train Loss:0.0029108,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:53:59,656 - ice00001 - [INFO] - [E:234| 400]: Train Loss:0.0018394,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:55:06,756 - ice00001 - [INFO] - [E:81| 100]: Train Loss:0.0028954,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:55:40,505 - ice00001 - [INFO] - [E:234| 500]: Train Loss:0.0018394,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:56:44,677 - ice00001 - [INFO] - [E:81| 200]: Train Loss:0.0028979,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:57:21,422 - ice00001 - [INFO] - [E:234| 600]: Train Loss:0.0018398,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:58:12,821 - ice00001 - [INFO] - [E:81| 300]: Train Loss:0.0028985,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 07:58:51,547 - ice00001 - [INFO] - [E:234| 700]: Train Loss:0.0018402,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 07:59:49,025 - ice00001 - [INFO] - [E:81| 400]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:00:30,996 - ice00001 - [INFO] - [E:234| 800]: Train Loss:0.0018406,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:01:25,846 - ice00001 - [INFO] - [E:81| 500]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:02:11,938 - ice00001 - [INFO] - [E:234| 900]: Train Loss:0.0018414,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:03:03,041 - ice00001 - [INFO] - [E:81| 600]: Train Loss:0.0029024,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:03:23,049 - ice00001 - [INFO] - [Epoch:234]:  Training Loss:0.001842
 | 
						|
 | 
						|
2023-05-22 08:03:23,336 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 08:03:46,575 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 08:04:09,160 - ice00001 - [INFO] - [Evaluating Epoch 234 valid]: 
 | 
						|
	MRR: Tail : 0.41738, Head : 0.36888, Avg : 0.39313
 | 
						|
 | 
						|
2023-05-22 08:04:09,160 - ice00001 - [INFO] - [Epoch 234]:  Training Loss: 0.0018417,  Valid MRR: 0.39323, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 08:04:10,325 - ice00001 - [INFO] - [E:235| 0]: Train Loss:0.0018552,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:04:40,326 - ice00001 - [INFO] - [E:81| 700]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:05:50,880 - ice00001 - [INFO] - [E:235| 100]: Train Loss:0.0018411,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:06:15,902 - ice00001 - [INFO] - [E:81| 800]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:07:22,081 - ice00001 - [INFO] - [E:235| 200]: Train Loss:0.0018389,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:07:45,574 - ice00001 - [INFO] - [E:81| 900]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:08:54,455 - ice00001 - [INFO] - [Epoch:81]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 08:08:54,837 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 08:09:02,820 - ice00001 - [INFO] - [E:235| 300]: Train Loss:0.0018375,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:09:17,389 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 08:09:39,580 - ice00001 - [INFO] - [Evaluating Epoch 81 valid]: 
 | 
						|
	MRR: Tail : 0.09462, Head : 0.06942, Avg : 0.08202
 | 
						|
 | 
						|
2023-05-22 08:09:39,580 - ice00001 - [INFO] - [Epoch 81]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 08:09:40,725 - ice00001 - [INFO] - [E:82| 0]: Train Loss:0.0028476,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:10:44,730 - ice00001 - [INFO] - [E:235| 400]: Train Loss:0.001839,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:11:18,108 - ice00001 - [INFO] - [E:82| 100]: Train Loss:0.0029004,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:12:26,605 - ice00001 - [INFO] - [E:235| 500]: Train Loss:0.0018403,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:12:55,362 - ice00001 - [INFO] - [E:82| 200]: Train Loss:0.0028971,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:14:07,276 - ice00001 - [INFO] - [E:235| 600]: Train Loss:0.0018397,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:14:32,309 - ice00001 - [INFO] - [E:82| 300]: Train Loss:0.002899,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:15:37,538 - ice00001 - [INFO] - [E:235| 700]: Train Loss:0.0018402,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:15:58,911 - ice00001 - [INFO] - [E:82| 400]: Train Loss:0.0029001,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:17:19,131 - ice00001 - [INFO] - [E:235| 800]: Train Loss:0.00184,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:17:36,429 - ice00001 - [INFO] - [E:82| 500]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:19:00,506 - ice00001 - [INFO] - [E:235| 900]: Train Loss:0.0018407,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:19:13,984 - ice00001 - [INFO] - [E:82| 600]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:20:12,185 - ice00001 - [INFO] - [Epoch:235]:  Training Loss:0.001841
 | 
						|
 | 
						|
2023-05-22 08:20:12,534 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 08:20:35,100 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 08:20:50,717 - ice00001 - [INFO] - [E:82| 700]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:20:57,693 - ice00001 - [INFO] - [Evaluating Epoch 235 valid]: 
 | 
						|
	MRR: Tail : 0.4165, Head : 0.36759, Avg : 0.39204
 | 
						|
 | 
						|
2023-05-22 08:20:57,693 - ice00001 - [INFO] - [Epoch 235]:  Training Loss: 0.0018407,  Valid MRR: 0.39323, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 08:20:58,855 - ice00001 - [INFO] - [E:236| 0]: Train Loss:0.0018643,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:22:28,124 - ice00001 - [INFO] - [E:82| 800]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:22:40,247 - ice00001 - [INFO] - [E:236| 100]: Train Loss:0.0018367,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:23:55,156 - ice00001 - [INFO] - [E:82| 900]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:24:11,074 - ice00001 - [INFO] - [E:236| 200]: Train Loss:0.0018356,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:25:03,226 - ice00001 - [INFO] - [Epoch:82]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 08:25:03,604 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 08:25:26,119 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 08:25:47,943 - ice00001 - [INFO] - [Evaluating Epoch 82 valid]: 
 | 
						|
	MRR: Tail : 0.09452, Head : 0.06991, Avg : 0.08222
 | 
						|
 | 
						|
2023-05-22 08:25:47,944 - ice00001 - [INFO] - [Epoch 82]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 08:25:49,097 - ice00001 - [INFO] - [E:83| 0]: Train Loss:0.0028863,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:25:50,593 - ice00001 - [INFO] - [E:236| 300]: Train Loss:0.0018368,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:27:26,790 - ice00001 - [INFO] - [E:83| 100]: Train Loss:0.0029058,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:27:30,502 - ice00001 - [INFO] - [E:236| 400]: Train Loss:0.0018358,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:29:02,864 - ice00001 - [INFO] - [E:83| 200]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:29:09,935 - ice00001 - [INFO] - [E:236| 500]: Train Loss:0.0018368,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:30:39,801 - ice00001 - [INFO] - [E:83| 300]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:30:49,899 - ice00001 - [INFO] - [E:236| 600]: Train Loss:0.0018375,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:32:17,007 - ice00001 - [INFO] - [E:83| 400]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:32:24,968 - ice00001 - [INFO] - [E:236| 700]: Train Loss:0.0018385,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:33:46,017 - ice00001 - [INFO] - [E:83| 500]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:34:01,796 - ice00001 - [INFO] - [E:236| 800]: Train Loss:0.0018388,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:35:23,520 - ice00001 - [INFO] - [E:83| 600]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:35:42,929 - ice00001 - [INFO] - [E:236| 900]: Train Loss:0.0018394,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:36:54,044 - ice00001 - [INFO] - [Epoch:236]:  Training Loss:0.00184
 | 
						|
 | 
						|
2023-05-22 08:36:54,342 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 08:37:01,390 - ice00001 - [INFO] - [E:83| 700]: Train Loss:0.0029024,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:37:17,176 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 08:37:39,709 - ice00001 - [INFO] - [Evaluating Epoch 236 valid]: 
 | 
						|
	MRR: Tail : 0.41758, Head : 0.36694, Avg : 0.39226
 | 
						|
 | 
						|
2023-05-22 08:37:39,709 - ice00001 - [INFO] - [Epoch 236]:  Training Loss: 0.00184,  Valid MRR: 0.39323, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 08:37:40,834 - ice00001 - [INFO] - [E:237| 0]: Train Loss:0.0019052,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:38:38,569 - ice00001 - [INFO] - [E:83| 800]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:39:21,943 - ice00001 - [INFO] - [E:237| 100]: Train Loss:0.0018374,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:40:15,697 - ice00001 - [INFO] - [E:83| 900]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:41:02,335 - ice00001 - [INFO] - [E:237| 200]: Train Loss:0.0018404,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:41:15,304 - ice00001 - [INFO] - [Epoch:83]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 08:41:15,513 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 08:41:39,047 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 08:42:01,372 - ice00001 - [INFO] - [Evaluating Epoch 83 valid]: 
 | 
						|
	MRR: Tail : 0.09308, Head : 0.06971, Avg : 0.0814
 | 
						|
 | 
						|
2023-05-22 08:42:01,372 - ice00001 - [INFO] - [Epoch 83]:  Training Loss: 0.0029014,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 08:42:02,191 - ice00001 - [INFO] - [E:84| 0]: Train Loss:0.0028778,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:42:36,178 - ice00001 - [INFO] - [E:237| 300]: Train Loss:0.0018409,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:43:38,897 - ice00001 - [INFO] - [E:84| 100]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:44:16,357 - ice00001 - [INFO] - [E:237| 400]: Train Loss:0.0018406,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:45:16,276 - ice00001 - [INFO] - [E:84| 200]: Train Loss:0.0029006,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:45:57,322 - ice00001 - [INFO] - [E:237| 500]: Train Loss:0.0018394,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:46:54,461 - ice00001 - [INFO] - [E:84| 300]: Train Loss:0.0028993,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:47:37,918 - ice00001 - [INFO] - [E:237| 600]: Train Loss:0.0018392,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:48:32,251 - ice00001 - [INFO] - [E:84| 400]: Train Loss:0.0029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:49:18,572 - ice00001 - [INFO] - [E:237| 700]: Train Loss:0.0018391,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:50:00,989 - ice00001 - [INFO] - [E:84| 500]: Train Loss:0.0029006,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:50:49,802 - ice00001 - [INFO] - [E:237| 800]: Train Loss:0.0018396,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:51:38,214 - ice00001 - [INFO] - [E:84| 600]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:52:30,092 - ice00001 - [INFO] - [E:237| 900]: Train Loss:0.0018392,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:53:15,292 - ice00001 - [INFO] - [E:84| 700]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:53:41,119 - ice00001 - [INFO] - [Epoch:237]:  Training Loss:0.001839
 | 
						|
 | 
						|
2023-05-22 08:53:41,375 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 08:54:04,392 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 08:54:27,163 - ice00001 - [INFO] - [Evaluating Epoch 237 valid]: 
 | 
						|
	MRR: Tail : 0.41689, Head : 0.36796, Avg : 0.39243
 | 
						|
 | 
						|
2023-05-22 08:54:27,164 - ice00001 - [INFO] - [Epoch 237]:  Training Loss: 0.0018394,  Valid MRR: 0.39323, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 08:54:28,340 - ice00001 - [INFO] - [E:238| 0]: Train Loss:0.0018272,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:54:53,210 - ice00001 - [INFO] - [E:84| 800]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:56:08,548 - ice00001 - [INFO] - [E:238| 100]: Train Loss:0.001837,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:56:30,761 - ice00001 - [INFO] - [E:84| 900]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:57:38,399 - ice00001 - [INFO] - [Epoch:84]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 08:57:38,734 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 08:57:47,568 - ice00001 - [INFO] - [E:238| 200]: Train Loss:0.0018388,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:58:01,008 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 08:58:23,021 - ice00001 - [INFO] - [Evaluating Epoch 84 valid]: 
 | 
						|
	MRR: Tail : 0.095, Head : 0.06941, Avg : 0.08221
 | 
						|
 | 
						|
2023-05-22 08:58:23,021 - ice00001 - [INFO] - [Epoch 84]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 08:58:23,691 - ice00001 - [INFO] - [E:85| 0]: Train Loss:0.0029048,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 08:59:17,716 - ice00001 - [INFO] - [E:238| 300]: Train Loss:0.0018387,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 08:59:51,102 - ice00001 - [INFO] - [E:85| 100]: Train Loss:0.0029027,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:00:59,112 - ice00001 - [INFO] - [E:238| 400]: Train Loss:0.0018385,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:01:28,624 - ice00001 - [INFO] - [E:85| 200]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:02:39,647 - ice00001 - [INFO] - [E:238| 500]: Train Loss:0.0018385,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:03:06,221 - ice00001 - [INFO] - [E:85| 300]: Train Loss:0.0029028,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:04:19,389 - ice00001 - [INFO] - [E:238| 600]: Train Loss:0.0018387,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:04:43,982 - ice00001 - [INFO] - [E:85| 400]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:06:00,067 - ice00001 - [INFO] - [E:238| 700]: Train Loss:0.0018386,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:06:22,288 - ice00001 - [INFO] - [E:85| 500]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:07:30,615 - ice00001 - [INFO] - [E:238| 800]: Train Loss:0.0018387,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:07:49,320 - ice00001 - [INFO] - [E:85| 600]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:09:11,514 - ice00001 - [INFO] - [E:238| 900]: Train Loss:0.0018383,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:09:27,531 - ice00001 - [INFO] - [E:85| 700]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:10:23,014 - ice00001 - [INFO] - [Epoch:238]:  Training Loss:0.001839
 | 
						|
 | 
						|
2023-05-22 09:10:23,312 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 09:10:46,421 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 09:11:05,679 - ice00001 - [INFO] - [E:85| 800]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:11:08,565 - ice00001 - [INFO] - [Evaluating Epoch 238 valid]: 
 | 
						|
	MRR: Tail : 0.41859, Head : 0.36684, Avg : 0.39271
 | 
						|
 | 
						|
2023-05-22 09:11:08,565 - ice00001 - [INFO] - [Epoch 238]:  Training Loss: 0.0018386,  Valid MRR: 0.39323, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 09:11:09,617 - ice00001 - [INFO] - [E:239| 0]: Train Loss:0.0018277,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:12:42,118 - ice00001 - [INFO] - [E:85| 900]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:12:49,119 - ice00001 - [INFO] - [E:239| 100]: Train Loss:0.0018335,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:13:50,465 - ice00001 - [INFO] - [Epoch:85]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 09:13:50,970 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 09:14:13,417 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 09:14:30,295 - ice00001 - [INFO] - [E:239| 200]: Train Loss:0.001835,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:14:35,592 - ice00001 - [INFO] - [Evaluating Epoch 85 valid]: 
 | 
						|
	MRR: Tail : 0.0942, Head : 0.06863, Avg : 0.08142
 | 
						|
 | 
						|
2023-05-22 09:14:35,592 - ice00001 - [INFO] - [Epoch 85]:  Training Loss: 0.0029014,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 09:14:36,392 - ice00001 - [INFO] - [E:86| 0]: Train Loss:0.0029098,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:16:01,747 - ice00001 - [INFO] - [E:239| 300]: Train Loss:0.0018348,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:16:04,160 - ice00001 - [INFO] - [E:86| 100]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:17:41,076 - ice00001 - [INFO] - [E:239| 400]: Train Loss:0.0018357,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:17:41,112 - ice00001 - [INFO] - [E:86| 200]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:19:18,160 - ice00001 - [INFO] - [E:86| 300]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:19:21,598 - ice00001 - [INFO] - [E:239| 500]: Train Loss:0.0018365,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:20:55,660 - ice00001 - [INFO] - [E:86| 400]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:21:02,814 - ice00001 - [INFO] - [E:239| 600]: Train Loss:0.0018364,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:22:33,148 - ice00001 - [INFO] - [E:86| 500]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:22:44,340 - ice00001 - [INFO] - [E:239| 700]: Train Loss:0.0018366,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:24:10,280 - ice00001 - [INFO] - [E:86| 600]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:24:25,575 - ice00001 - [INFO] - [E:239| 800]: Train Loss:0.0018369,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:25:36,876 - ice00001 - [INFO] - [E:86| 700]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:25:56,051 - ice00001 - [INFO] - [E:239| 900]: Train Loss:0.0018374,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:27:06,194 - ice00001 - [INFO] - [Epoch:239]:  Training Loss:0.001838
 | 
						|
 | 
						|
2023-05-22 09:27:06,707 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 09:27:12,908 - ice00001 - [INFO] - [E:86| 800]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:27:29,483 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 09:27:52,128 - ice00001 - [INFO] - [Evaluating Epoch 239 valid]: 
 | 
						|
	MRR: Tail : 0.41838, Head : 0.36749, Avg : 0.39294
 | 
						|
	MR: Tail : 283.33, Head : 310.35, Avg : 296.84
 | 
						|
	Hit-1: Tail : 0.31169, Head : 0.2618, Avg : 0.28675
 | 
						|
	Hit-3: Tail : 0.4685, Head : 0.41364, Avg : 0.44107
 | 
						|
	Hit-10: Tail : 0.62216, Head : 0.57471, Avg : 0.59843
 | 
						|
2023-05-22 09:27:52,128 - ice00001 - [INFO] - [Epoch 239]:  Training Loss: 0.0018376,  Valid MRR: 0.39323, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 09:27:52,920 - ice00001 - [INFO] - [E:240| 0]: Train Loss:0.0018441,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:28:49,944 - ice00001 - [INFO] - [E:86| 900]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:29:37,331 - ice00001 - [INFO] - [E:240| 100]: Train Loss:0.0018365,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:30:01,320 - ice00001 - [INFO] - [Epoch:86]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 09:30:01,683 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 09:30:24,220 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 09:30:46,354 - ice00001 - [INFO] - [Evaluating Epoch 86 valid]: 
 | 
						|
	MRR: Tail : 0.09475, Head : 0.06924, Avg : 0.082
 | 
						|
 | 
						|
2023-05-22 09:30:46,354 - ice00001 - [INFO] - [Epoch 86]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 09:30:47,135 - ice00001 - [INFO] - [E:87| 0]: Train Loss:0.0029186,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:31:18,424 - ice00001 - [INFO] - [E:240| 200]: Train Loss:0.0018349,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:32:24,511 - ice00001 - [INFO] - [E:87| 100]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:33:00,043 - ice00001 - [INFO] - [E:240| 300]: Train Loss:0.0018339,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:33:51,610 - ice00001 - [INFO] - [E:87| 200]: Train Loss:0.0029005,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:34:31,123 - ice00001 - [INFO] - [E:240| 400]: Train Loss:0.001835,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:35:29,136 - ice00001 - [INFO] - [E:87| 300]: Train Loss:0.0029005,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:36:11,746 - ice00001 - [INFO] - [E:240| 500]: Train Loss:0.0018345,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:37:06,690 - ice00001 - [INFO] - [E:87| 400]: Train Loss:0.0029002,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:37:53,290 - ice00001 - [INFO] - [E:240| 600]: Train Loss:0.0018347,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:38:43,965 - ice00001 - [INFO] - [E:87| 500]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:39:33,973 - ice00001 - [INFO] - [E:240| 700]: Train Loss:0.0018351,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:40:21,431 - ice00001 - [INFO] - [E:87| 600]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:41:12,998 - ice00001 - [INFO] - [E:240| 800]: Train Loss:0.001836,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:41:57,537 - ice00001 - [INFO] - [E:87| 700]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:42:42,245 - ice00001 - [INFO] - [E:240| 900]: Train Loss:0.001837,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:43:25,040 - ice00001 - [INFO] - [E:87| 800]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:43:53,204 - ice00001 - [INFO] - [Epoch:240]:  Training Loss:0.001837
 | 
						|
 | 
						|
2023-05-22 09:43:53,592 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 09:44:16,735 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 09:44:39,226 - ice00001 - [INFO] - [Evaluating Epoch 240 valid]: 
 | 
						|
	MRR: Tail : 0.41872, Head : 0.36707, Avg : 0.39289
 | 
						|
 | 
						|
2023-05-22 09:44:39,226 - ice00001 - [INFO] - [Epoch 240]:  Training Loss: 0.0018373,  Valid MRR: 0.39323, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 09:44:39,996 - ice00001 - [INFO] - [E:241| 0]: Train Loss:0.0017655,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:45:02,570 - ice00001 - [INFO] - [E:87| 900]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:46:11,732 - ice00001 - [INFO] - [Epoch:87]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 09:46:11,984 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 09:46:20,596 - ice00001 - [INFO] - [E:241| 100]: Train Loss:0.0018299,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:46:34,422 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 09:46:56,652 - ice00001 - [INFO] - [Evaluating Epoch 87 valid]: 
 | 
						|
	MRR: Tail : 0.09559, Head : 0.06892, Avg : 0.08226
 | 
						|
 | 
						|
2023-05-22 09:46:56,652 - ice00001 - [INFO] - [Epoch 87]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 09:46:57,775 - ice00001 - [INFO] - [E:88| 0]: Train Loss:0.0029367,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:48:01,915 - ice00001 - [INFO] - [E:241| 200]: Train Loss:0.0018297,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:48:35,337 - ice00001 - [INFO] - [E:88| 100]: Train Loss:0.0028998,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:49:43,413 - ice00001 - [INFO] - [E:241| 300]: Train Loss:0.0018319,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:50:13,128 - ice00001 - [INFO] - [E:88| 200]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:51:14,664 - ice00001 - [INFO] - [E:241| 400]: Train Loss:0.001833,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:51:40,775 - ice00001 - [INFO] - [E:88| 300]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:52:55,202 - ice00001 - [INFO] - [E:241| 500]: Train Loss:0.0018336,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:53:17,518 - ice00001 - [INFO] - [E:88| 400]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:54:35,561 - ice00001 - [INFO] - [E:241| 600]: Train Loss:0.0018352,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:54:54,655 - ice00001 - [INFO] - [E:88| 500]: Train Loss:0.0029004,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:56:14,682 - ice00001 - [INFO] - [E:241| 700]: Train Loss:0.0018351,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:56:30,881 - ice00001 - [INFO] - [E:88| 600]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:57:54,706 - ice00001 - [INFO] - [E:241| 800]: Train Loss:0.001836,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:58:08,530 - ice00001 - [INFO] - [E:88| 700]: Train Loss:0.0029006,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 09:59:29,825 - ice00001 - [INFO] - [E:241| 900]: Train Loss:0.001836,  Val MRR:0.39323, 	ice00001
 | 
						|
2023-05-22 09:59:36,490 - ice00001 - [INFO] - [E:88| 800]: Train Loss:0.0029004,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:00:36,635 - ice00001 - [INFO] - [Epoch:241]:  Training Loss:0.001837
 | 
						|
 | 
						|
2023-05-22 10:00:36,891 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 10:00:59,880 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 10:01:13,361 - ice00001 - [INFO] - [E:88| 900]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:01:22,747 - ice00001 - [INFO] - [Evaluating Epoch 241 valid]: 
 | 
						|
	MRR: Tail : 0.41754, Head : 0.36937, Avg : 0.39346
 | 
						|
 | 
						|
2023-05-22 10:01:25,038 - ice00001 - [INFO] - [Epoch 241]:  Training Loss: 0.0018366,  Valid MRR: 0.39346, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 10:01:26,205 - ice00001 - [INFO] - [E:242| 0]: Train Loss:0.0018896,  Val MRR:0.39346, 	ice00001
 | 
						|
2023-05-22 10:02:21,782 - ice00001 - [INFO] - [Epoch:88]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 10:02:22,141 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 10:02:44,869 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 10:03:06,949 - ice00001 - [INFO] - [Evaluating Epoch 88 valid]: 
 | 
						|
	MRR: Tail : 0.0945, Head : 0.06921, Avg : 0.08186
 | 
						|
 | 
						|
2023-05-22 10:03:06,949 - ice00001 - [INFO] - [Epoch 88]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 10:03:07,343 - ice00001 - [INFO] - [E:242| 100]: Train Loss:0.0018236,  Val MRR:0.39346, 	ice00001
 | 
						|
2023-05-22 10:03:07,969 - ice00001 - [INFO] - [E:89| 0]: Train Loss:0.0028683,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:04:45,154 - ice00001 - [INFO] - [E:89| 100]: Train Loss:0.0029024,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:04:47,851 - ice00001 - [INFO] - [E:242| 200]: Train Loss:0.0018281,  Val MRR:0.39346, 	ice00001
 | 
						|
2023-05-22 10:06:23,092 - ice00001 - [INFO] - [E:89| 200]: Train Loss:0.002904,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:06:28,070 - ice00001 - [INFO] - [E:242| 300]: Train Loss:0.0018325,  Val MRR:0.39346, 	ice00001
 | 
						|
2023-05-22 10:08:01,909 - ice00001 - [INFO] - [E:89| 300]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:08:08,768 - ice00001 - [INFO] - [E:242| 400]: Train Loss:0.0018335,  Val MRR:0.39346, 	ice00001
 | 
						|
2023-05-22 10:09:28,775 - ice00001 - [INFO] - [E:89| 400]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:09:38,710 - ice00001 - [INFO] - [E:242| 500]: Train Loss:0.0018348,  Val MRR:0.39346, 	ice00001
 | 
						|
2023-05-22 10:11:04,983 - ice00001 - [INFO] - [E:89| 500]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:11:18,741 - ice00001 - [INFO] - [E:242| 600]: Train Loss:0.0018348,  Val MRR:0.39346, 	ice00001
 | 
						|
2023-05-22 10:12:42,394 - ice00001 - [INFO] - [E:89| 600]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:12:59,638 - ice00001 - [INFO] - [E:242| 700]: Train Loss:0.0018348,  Val MRR:0.39346, 	ice00001
 | 
						|
2023-05-22 10:14:21,025 - ice00001 - [INFO] - [E:89| 700]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:14:41,034 - ice00001 - [INFO] - [E:242| 800]: Train Loss:0.0018346,  Val MRR:0.39346, 	ice00001
 | 
						|
2023-05-22 10:15:58,467 - ice00001 - [INFO] - [E:89| 800]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:16:22,914 - ice00001 - [INFO] - [E:242| 900]: Train Loss:0.0018352,  Val MRR:0.39346, 	ice00001
 | 
						|
2023-05-22 10:17:24,009 - ice00001 - [INFO] - [Epoch:242]:  Training Loss:0.001836
 | 
						|
 | 
						|
2023-05-22 10:17:24,484 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 10:17:26,330 - ice00001 - [INFO] - [E:89| 900]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:17:47,368 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 10:18:12,757 - ice00001 - [INFO] - [Evaluating Epoch 242 valid]: 
 | 
						|
	MRR: Tail : 0.41841, Head : 0.36806, Avg : 0.39324
 | 
						|
 | 
						|
2023-05-22 10:18:12,757 - ice00001 - [INFO] - [Epoch 242]:  Training Loss: 0.0018358,  Valid MRR: 0.39346, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 10:18:13,885 - ice00001 - [INFO] - [E:243| 0]: Train Loss:0.0018273,  Val MRR:0.39346, 	ice00001
 | 
						|
2023-05-22 10:18:37,691 - ice00001 - [INFO] - [Epoch:89]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 10:18:38,189 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 10:19:00,829 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 10:19:23,228 - ice00001 - [INFO] - [Evaluating Epoch 89 valid]: 
 | 
						|
	MRR: Tail : 0.09248, Head : 0.07016, Avg : 0.08132
 | 
						|
	MR: Tail : 842.91, Head : 1005.7, Avg : 924.29
 | 
						|
	Hit-1: Tail : 0.03848, Head : 0.02779, Avg : 0.03314
 | 
						|
	Hit-3: Tail : 0.08181, Head : 0.06506, Avg : 0.07343
 | 
						|
	Hit-10: Tail : 0.20379, Head : 0.16021, Avg : 0.182
 | 
						|
2023-05-22 10:19:23,228 - ice00001 - [INFO] - [Epoch 89]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 10:19:24,194 - ice00001 - [INFO] - [E:90| 0]: Train Loss:0.0029032,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:19:54,214 - ice00001 - [INFO] - [E:243| 100]: Train Loss:0.0018299,  Val MRR:0.39346, 	ice00001
 | 
						|
2023-05-22 10:21:02,367 - ice00001 - [INFO] - [E:90| 100]: Train Loss:0.0029071,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:21:35,306 - ice00001 - [INFO] - [E:243| 200]: Train Loss:0.0018322,  Val MRR:0.39346, 	ice00001
 | 
						|
2023-05-22 10:22:40,371 - ice00001 - [INFO] - [E:90| 200]: Train Loss:0.0029055,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:23:15,760 - ice00001 - [INFO] - [E:243| 300]: Train Loss:0.0018326,  Val MRR:0.39346, 	ice00001
 | 
						|
2023-05-22 10:24:17,597 - ice00001 - [INFO] - [E:90| 300]: Train Loss:0.0029058,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:24:54,609 - ice00001 - [INFO] - [E:243| 400]: Train Loss:0.001833,  Val MRR:0.39346, 	ice00001
 | 
						|
2023-05-22 10:25:48,349 - ice00001 - [INFO] - [E:90| 400]: Train Loss:0.0029048,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:26:24,869 - ice00001 - [INFO] - [E:243| 500]: Train Loss:0.0018324,  Val MRR:0.39346, 	ice00001
 | 
						|
2023-05-22 10:27:21,874 - ice00001 - [INFO] - [E:90| 500]: Train Loss:0.0029047,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:28:06,320 - ice00001 - [INFO] - [E:243| 600]: Train Loss:0.0018333,  Val MRR:0.39346, 	ice00001
 | 
						|
2023-05-22 10:28:59,236 - ice00001 - [INFO] - [E:90| 600]: Train Loss:0.0029036,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:29:47,360 - ice00001 - [INFO] - [E:243| 700]: Train Loss:0.001834,  Val MRR:0.39346, 	ice00001
 | 
						|
2023-05-22 10:30:36,684 - ice00001 - [INFO] - [E:90| 700]: Train Loss:0.002903,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:31:29,153 - ice00001 - [INFO] - [E:243| 800]: Train Loss:0.001834,  Val MRR:0.39346, 	ice00001
 | 
						|
2023-05-22 10:32:14,560 - ice00001 - [INFO] - [E:90| 800]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:33:09,833 - ice00001 - [INFO] - [E:243| 900]: Train Loss:0.0018342,  Val MRR:0.39346, 	ice00001
 | 
						|
2023-05-22 10:33:51,866 - ice00001 - [INFO] - [E:90| 900]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:34:20,812 - ice00001 - [INFO] - [Epoch:243]:  Training Loss:0.001834
 | 
						|
 | 
						|
2023-05-22 10:34:21,200 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 10:34:35,797 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 10:34:50,342 - ice00001 - [INFO] - [Epoch:90]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 10:34:50,840 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 10:34:54,830 - ice00001 - [INFO] - [Evaluating Epoch 243 valid]: 
 | 
						|
	MRR: Tail : 0.41928, Head : 0.36925, Avg : 0.39426
 | 
						|
 | 
						|
2023-05-22 10:34:57,367 - ice00001 - [INFO] - [Epoch 243]:  Training Loss: 0.0018344,  Valid MRR: 0.39426, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 10:34:58,656 - ice00001 - [INFO] - [E:244| 0]: Train Loss:0.0018364,  Val MRR:0.39426, 	ice00001
 | 
						|
2023-05-22 10:35:13,229 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 10:35:35,001 - ice00001 - [INFO] - [Evaluating Epoch 90 valid]: 
 | 
						|
	MRR: Tail : 0.09459, Head : 0.06939, Avg : 0.08199
 | 
						|
 | 
						|
2023-05-22 10:35:35,002 - ice00001 - [INFO] - [Epoch 90]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 10:35:36,037 - ice00001 - [INFO] - [E:91| 0]: Train Loss:0.0029225,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:36:39,664 - ice00001 - [INFO] - [E:244| 100]: Train Loss:0.0018339,  Val MRR:0.39426, 	ice00001
 | 
						|
2023-05-22 10:37:13,117 - ice00001 - [INFO] - [E:91| 100]: Train Loss:0.0028989,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:38:20,769 - ice00001 - [INFO] - [E:244| 200]: Train Loss:0.0018315,  Val MRR:0.39426, 	ice00001
 | 
						|
2023-05-22 10:38:49,551 - ice00001 - [INFO] - [E:91| 200]: Train Loss:0.0028995,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:39:59,837 - ice00001 - [INFO] - [E:244| 300]: Train Loss:0.0018305,  Val MRR:0.39426, 	ice00001
 | 
						|
2023-05-22 10:40:25,972 - ice00001 - [INFO] - [E:91| 300]: Train Loss:0.0028994,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:41:40,987 - ice00001 - [INFO] - [E:244| 400]: Train Loss:0.0018309,  Val MRR:0.39426, 	ice00001
 | 
						|
2023-05-22 10:42:03,315 - ice00001 - [INFO] - [E:91| 400]: Train Loss:0.0028988,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:43:14,693 - ice00001 - [INFO] - [E:244| 500]: Train Loss:0.0018314,  Val MRR:0.39426, 	ice00001
 | 
						|
2023-05-22 10:43:30,481 - ice00001 - [INFO] - [E:91| 500]: Train Loss:0.0028996,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:44:53,175 - ice00001 - [INFO] - [E:244| 600]: Train Loss:0.0018324,  Val MRR:0.39426, 	ice00001
 | 
						|
2023-05-22 10:45:08,903 - ice00001 - [INFO] - [E:91| 600]: Train Loss:0.0029002,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:46:33,712 - ice00001 - [INFO] - [E:244| 700]: Train Loss:0.0018328,  Val MRR:0.39426, 	ice00001
 | 
						|
2023-05-22 10:46:46,821 - ice00001 - [INFO] - [E:91| 700]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:48:13,965 - ice00001 - [INFO] - [E:244| 800]: Train Loss:0.0018337,  Val MRR:0.39426, 	ice00001
 | 
						|
2023-05-22 10:48:24,111 - ice00001 - [INFO] - [E:91| 800]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:49:54,246 - ice00001 - [INFO] - [E:244| 900]: Train Loss:0.0018342,  Val MRR:0.39426, 	ice00001
 | 
						|
2023-05-22 10:50:01,729 - ice00001 - [INFO] - [E:91| 900]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:51:05,002 - ice00001 - [INFO] - [Epoch:244]:  Training Loss:0.001834
 | 
						|
 | 
						|
2023-05-22 10:51:05,341 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 10:51:10,403 - ice00001 - [INFO] - [Epoch:91]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 10:51:10,654 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 10:51:28,459 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 10:51:33,186 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 10:51:49,383 - ice00001 - [INFO] - [Evaluating Epoch 244 valid]: 
 | 
						|
	MRR: Tail : 0.41863, Head : 0.36803, Avg : 0.39333
 | 
						|
 | 
						|
2023-05-22 10:51:49,383 - ice00001 - [INFO] - [Epoch 244]:  Training Loss: 0.0018344,  Valid MRR: 0.39426, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 10:51:50,021 - ice00001 - [INFO] - [E:245| 0]: Train Loss:0.0018441,  Val MRR:0.39426, 	ice00001
 | 
						|
2023-05-22 10:51:51,997 - ice00001 - [INFO] - [Evaluating Epoch 91 valid]: 
 | 
						|
	MRR: Tail : 0.09551, Head : 0.06914, Avg : 0.08232
 | 
						|
 | 
						|
2023-05-22 10:51:51,997 - ice00001 - [INFO] - [Epoch 91]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 10:51:52,628 - ice00001 - [INFO] - [E:92| 0]: Train Loss:0.0028792,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:53:21,851 - ice00001 - [INFO] - [E:245| 100]: Train Loss:0.0018321,  Val MRR:0.39426, 	ice00001
 | 
						|
2023-05-22 10:53:22,202 - ice00001 - [INFO] - [E:92| 100]: Train Loss:0.0028912,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:54:58,748 - ice00001 - [INFO] - [E:92| 200]: Train Loss:0.0028997,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:55:01,500 - ice00001 - [INFO] - [E:245| 200]: Train Loss:0.0018311,  Val MRR:0.39426, 	ice00001
 | 
						|
2023-05-22 10:56:36,611 - ice00001 - [INFO] - [E:92| 300]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:56:42,593 - ice00001 - [INFO] - [E:245| 300]: Train Loss:0.0018307,  Val MRR:0.39426, 	ice00001
 | 
						|
2023-05-22 10:58:14,603 - ice00001 - [INFO] - [E:92| 400]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 10:58:22,783 - ice00001 - [INFO] - [E:245| 400]: Train Loss:0.0018308,  Val MRR:0.39426, 	ice00001
 | 
						|
2023-05-22 10:59:51,772 - ice00001 - [INFO] - [E:92| 500]: Train Loss:0.0029025,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:00:03,348 - ice00001 - [INFO] - [E:245| 500]: Train Loss:0.0018315,  Val MRR:0.39426, 	ice00001
 | 
						|
2023-05-22 11:01:18,860 - ice00001 - [INFO] - [E:92| 600]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:01:34,010 - ice00001 - [INFO] - [E:245| 600]: Train Loss:0.0018319,  Val MRR:0.39426, 	ice00001
 | 
						|
2023-05-22 11:02:56,342 - ice00001 - [INFO] - [E:92| 700]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:03:15,816 - ice00001 - [INFO] - [E:245| 700]: Train Loss:0.0018325,  Val MRR:0.39426, 	ice00001
 | 
						|
2023-05-22 11:04:34,058 - ice00001 - [INFO] - [E:92| 800]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:04:56,597 - ice00001 - [INFO] - [E:245| 800]: Train Loss:0.0018334,  Val MRR:0.39426, 	ice00001
 | 
						|
2023-05-22 11:06:14,032 - ice00001 - [INFO] - [E:92| 900]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:06:40,176 - ice00001 - [INFO] - [E:245| 900]: Train Loss:0.0018331,  Val MRR:0.39426, 	ice00001
 | 
						|
2023-05-22 11:07:22,344 - ice00001 - [INFO] - [Epoch:92]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 11:07:22,842 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 11:07:44,863 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 11:07:50,075 - ice00001 - [INFO] - [Epoch:245]:  Training Loss:0.001834
 | 
						|
 | 
						|
2023-05-22 11:07:50,461 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 11:08:06,722 - ice00001 - [INFO] - [Evaluating Epoch 92 valid]: 
 | 
						|
	MRR: Tail : 0.09476, Head : 0.06905, Avg : 0.0819
 | 
						|
 | 
						|
2023-05-22 11:08:06,723 - ice00001 - [INFO] - [Epoch 92]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 11:08:07,844 - ice00001 - [INFO] - [E:93| 0]: Train Loss:0.0029509,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:08:13,140 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 11:08:35,381 - ice00001 - [INFO] - [Evaluating Epoch 245 valid]: 
 | 
						|
	MRR: Tail : 0.42007, Head : 0.3685, Avg : 0.39429
 | 
						|
 | 
						|
2023-05-22 11:08:37,293 - ice00001 - [INFO] - [Epoch 245]:  Training Loss: 0.0018337,  Valid MRR: 0.39429, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 11:08:38,067 - ice00001 - [INFO] - [E:246| 0]: Train Loss:0.0018069,  Val MRR:0.39429, 	ice00001
 | 
						|
2023-05-22 11:09:34,826 - ice00001 - [INFO] - [E:93| 100]: Train Loss:0.002903,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:10:09,250 - ice00001 - [INFO] - [E:246| 100]: Train Loss:0.0018288,  Val MRR:0.39429, 	ice00001
 | 
						|
2023-05-22 11:11:12,265 - ice00001 - [INFO] - [E:93| 200]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:11:50,500 - ice00001 - [INFO] - [E:246| 200]: Train Loss:0.0018278,  Val MRR:0.39429, 	ice00001
 | 
						|
2023-05-22 11:12:50,243 - ice00001 - [INFO] - [E:93| 300]: Train Loss:0.0029004,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:13:31,109 - ice00001 - [INFO] - [E:246| 300]: Train Loss:0.0018314,  Val MRR:0.39429, 	ice00001
 | 
						|
2023-05-22 11:14:28,439 - ice00001 - [INFO] - [E:93| 400]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:15:11,367 - ice00001 - [INFO] - [E:246| 400]: Train Loss:0.0018325,  Val MRR:0.39429, 	ice00001
 | 
						|
2023-05-22 11:16:05,892 - ice00001 - [INFO] - [E:93| 500]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:16:52,402 - ice00001 - [INFO] - [E:246| 500]: Train Loss:0.0018325,  Val MRR:0.39429, 	ice00001
 | 
						|
2023-05-22 11:17:43,394 - ice00001 - [INFO] - [E:93| 600]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:18:22,762 - ice00001 - [INFO] - [E:246| 600]: Train Loss:0.0018321,  Val MRR:0.39429, 	ice00001
 | 
						|
2023-05-22 11:19:10,758 - ice00001 - [INFO] - [E:93| 700]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:20:02,556 - ice00001 - [INFO] - [E:246| 700]: Train Loss:0.0018327,  Val MRR:0.39429, 	ice00001
 | 
						|
2023-05-22 11:20:48,753 - ice00001 - [INFO] - [E:93| 800]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:21:42,657 - ice00001 - [INFO] - [E:246| 800]: Train Loss:0.0018329,  Val MRR:0.39429, 	ice00001
 | 
						|
2023-05-22 11:22:25,935 - ice00001 - [INFO] - [E:93| 900]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:23:21,279 - ice00001 - [INFO] - [E:246| 900]: Train Loss:0.0018327,  Val MRR:0.39429, 	ice00001
 | 
						|
2023-05-22 11:23:34,124 - ice00001 - [INFO] - [Epoch:93]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 11:23:34,508 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 11:23:57,233 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 11:24:19,265 - ice00001 - [INFO] - [Evaluating Epoch 93 valid]: 
 | 
						|
	MRR: Tail : 0.09448, Head : 0.06874, Avg : 0.08161
 | 
						|
 | 
						|
2023-05-22 11:24:19,265 - ice00001 - [INFO] - [Epoch 93]:  Training Loss: 0.0029014,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 11:24:20,473 - ice00001 - [INFO] - [E:94| 0]: Train Loss:0.0029823,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:24:31,564 - ice00001 - [INFO] - [Epoch:246]:  Training Loss:0.001833
 | 
						|
 | 
						|
2023-05-22 11:24:31,819 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 11:24:54,431 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 11:25:17,127 - ice00001 - [INFO] - [Evaluating Epoch 246 valid]: 
 | 
						|
	MRR: Tail : 0.41875, Head : 0.36858, Avg : 0.39366
 | 
						|
 | 
						|
2023-05-22 11:25:17,127 - ice00001 - [INFO] - [Epoch 246]:  Training Loss: 0.001833,  Valid MRR: 0.39429, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 11:25:18,276 - ice00001 - [INFO] - [E:247| 0]: Train Loss:0.0018354,  Val MRR:0.39429, 	ice00001
 | 
						|
2023-05-22 11:25:58,471 - ice00001 - [INFO] - [E:94| 100]: Train Loss:0.0029056,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:26:50,176 - ice00001 - [INFO] - [E:247| 100]: Train Loss:0.001831,  Val MRR:0.39429, 	ice00001
 | 
						|
2023-05-22 11:27:25,910 - ice00001 - [INFO] - [E:94| 200]: Train Loss:0.002903,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:28:28,567 - ice00001 - [INFO] - [E:247| 200]: Train Loss:0.0018284,  Val MRR:0.39429, 	ice00001
 | 
						|
2023-05-22 11:29:03,353 - ice00001 - [INFO] - [E:94| 300]: Train Loss:0.0029029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:30:08,977 - ice00001 - [INFO] - [E:247| 300]: Train Loss:0.0018281,  Val MRR:0.39429, 	ice00001
 | 
						|
2023-05-22 11:30:40,900 - ice00001 - [INFO] - [E:94| 400]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:31:49,564 - ice00001 - [INFO] - [E:247| 400]: Train Loss:0.0018281,  Val MRR:0.39429, 	ice00001
 | 
						|
2023-05-22 11:32:18,246 - ice00001 - [INFO] - [E:94| 500]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:33:30,995 - ice00001 - [INFO] - [E:247| 500]: Train Loss:0.0018287,  Val MRR:0.39429, 	ice00001
 | 
						|
2023-05-22 11:33:55,788 - ice00001 - [INFO] - [E:94| 600]: Train Loss:0.0029006,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:35:12,433 - ice00001 - [INFO] - [E:247| 600]: Train Loss:0.00183,  Val MRR:0.39429, 	ice00001
 | 
						|
2023-05-22 11:35:29,439 - ice00001 - [INFO] - [E:94| 700]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:36:41,596 - ice00001 - [INFO] - [E:247| 700]: Train Loss:0.0018303,  Val MRR:0.39429, 	ice00001
 | 
						|
2023-05-22 11:37:00,119 - ice00001 - [INFO] - [E:94| 800]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:38:20,592 - ice00001 - [INFO] - [E:247| 800]: Train Loss:0.0018304,  Val MRR:0.39429, 	ice00001
 | 
						|
2023-05-22 11:38:37,296 - ice00001 - [INFO] - [E:94| 900]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:39:46,083 - ice00001 - [INFO] - [Epoch:94]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 11:39:46,334 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 11:40:01,117 - ice00001 - [INFO] - [E:247| 900]: Train Loss:0.0018315,  Val MRR:0.39429, 	ice00001
 | 
						|
2023-05-22 11:40:09,106 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 11:40:31,383 - ice00001 - [INFO] - [Evaluating Epoch 94 valid]: 
 | 
						|
	MRR: Tail : 0.09529, Head : 0.06928, Avg : 0.08229
 | 
						|
 | 
						|
2023-05-22 11:40:31,383 - ice00001 - [INFO] - [Epoch 94]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 11:40:32,489 - ice00001 - [INFO] - [E:95| 0]: Train Loss:0.0029417,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:41:12,140 - ice00001 - [INFO] - [Epoch:247]:  Training Loss:0.001832
 | 
						|
 | 
						|
2023-05-22 11:41:12,641 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 11:41:35,620 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 11:41:58,283 - ice00001 - [INFO] - [Evaluating Epoch 247 valid]: 
 | 
						|
	MRR: Tail : 0.41723, Head : 0.3691, Avg : 0.39317
 | 
						|
 | 
						|
2023-05-22 11:41:58,283 - ice00001 - [INFO] - [Epoch 247]:  Training Loss: 0.0018321,  Valid MRR: 0.39429, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 11:41:59,419 - ice00001 - [INFO] - [E:248| 0]: Train Loss:0.0017999,  Val MRR:0.39429, 	ice00001
 | 
						|
2023-05-22 11:42:09,891 - ice00001 - [INFO] - [E:95| 100]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:43:40,279 - ice00001 - [INFO] - [E:248| 100]: Train Loss:0.0018298,  Val MRR:0.39429, 	ice00001
 | 
						|
2023-05-22 11:43:47,330 - ice00001 - [INFO] - [E:95| 200]: Train Loss:0.0029039,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:45:11,148 - ice00001 - [INFO] - [E:248| 200]: Train Loss:0.0018302,  Val MRR:0.39429, 	ice00001
 | 
						|
2023-05-22 11:45:15,037 - ice00001 - [INFO] - [E:95| 300]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:46:52,371 - ice00001 - [INFO] - [E:95| 400]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:46:52,384 - ice00001 - [INFO] - [E:248| 300]: Train Loss:0.0018314,  Val MRR:0.39429, 	ice00001
 | 
						|
2023-05-22 11:48:30,007 - ice00001 - [INFO] - [E:95| 500]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:48:32,927 - ice00001 - [INFO] - [E:248| 400]: Train Loss:0.0018307,  Val MRR:0.39429, 	ice00001
 | 
						|
2023-05-22 11:50:07,663 - ice00001 - [INFO] - [E:95| 600]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:50:14,195 - ice00001 - [INFO] - [E:248| 500]: Train Loss:0.0018306,  Val MRR:0.39429, 	ice00001
 | 
						|
2023-05-22 11:51:43,758 - ice00001 - [INFO] - [E:95| 700]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:51:53,660 - ice00001 - [INFO] - [E:248| 600]: Train Loss:0.0018312,  Val MRR:0.39429, 	ice00001
 | 
						|
2023-05-22 11:53:10,791 - ice00001 - [INFO] - [E:95| 800]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:53:23,545 - ice00001 - [INFO] - [E:248| 700]: Train Loss:0.0018304,  Val MRR:0.39429, 	ice00001
 | 
						|
2023-05-22 11:54:50,745 - ice00001 - [INFO] - [E:95| 900]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:55:06,650 - ice00001 - [INFO] - [E:248| 800]: Train Loss:0.0018307,  Val MRR:0.39429, 	ice00001
 | 
						|
2023-05-22 11:55:59,676 - ice00001 - [INFO] - [Epoch:95]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 11:56:00,034 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 11:56:22,704 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 11:56:45,033 - ice00001 - [INFO] - [Evaluating Epoch 95 valid]: 
 | 
						|
	MRR: Tail : 0.09447, Head : 0.06963, Avg : 0.08205
 | 
						|
 | 
						|
2023-05-22 11:56:45,033 - ice00001 - [INFO] - [Epoch 95]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 11:56:45,835 - ice00001 - [INFO] - [E:96| 0]: Train Loss:0.002907,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:56:46,547 - ice00001 - [INFO] - [E:248| 900]: Train Loss:0.0018314,  Val MRR:0.39429, 	ice00001
 | 
						|
2023-05-22 11:57:57,498 - ice00001 - [INFO] - [Epoch:248]:  Training Loss:0.001832
 | 
						|
 | 
						|
2023-05-22 11:57:58,001 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 11:58:20,848 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 11:58:24,050 - ice00001 - [INFO] - [E:96| 100]: Train Loss:0.0028996,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 11:58:43,167 - ice00001 - [INFO] - [Evaluating Epoch 248 valid]: 
 | 
						|
	MRR: Tail : 0.41959, Head : 0.36928, Avg : 0.39443
 | 
						|
 | 
						|
2023-05-22 11:58:45,269 - ice00001 - [INFO] - [Epoch 248]:  Training Loss: 0.0018315,  Valid MRR: 0.39443, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 11:58:46,367 - ice00001 - [INFO] - [E:249| 0]: Train Loss:0.0018364,  Val MRR:0.39443, 	ice00001
 | 
						|
2023-05-22 12:00:01,797 - ice00001 - [INFO] - [E:96| 200]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:00:27,229 - ice00001 - [INFO] - [E:249| 100]: Train Loss:0.0018239,  Val MRR:0.39443, 	ice00001
 | 
						|
2023-05-22 12:01:38,171 - ice00001 - [INFO] - [E:96| 300]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:01:57,811 - ice00001 - [INFO] - [E:249| 200]: Train Loss:0.0018264,  Val MRR:0.39443, 	ice00001
 | 
						|
2023-05-22 12:03:07,081 - ice00001 - [INFO] - [E:96| 400]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:03:37,799 - ice00001 - [INFO] - [E:249| 300]: Train Loss:0.001826,  Val MRR:0.39443, 	ice00001
 | 
						|
2023-05-22 12:04:44,633 - ice00001 - [INFO] - [E:96| 500]: Train Loss:0.0029025,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:05:18,249 - ice00001 - [INFO] - [E:249| 400]: Train Loss:0.0018263,  Val MRR:0.39443, 	ice00001
 | 
						|
2023-05-22 12:06:20,733 - ice00001 - [INFO] - [E:96| 600]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:06:57,045 - ice00001 - [INFO] - [E:249| 500]: Train Loss:0.0018279,  Val MRR:0.39443, 	ice00001
 | 
						|
2023-05-22 12:07:57,529 - ice00001 - [INFO] - [E:96| 700]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:08:38,345 - ice00001 - [INFO] - [E:249| 600]: Train Loss:0.0018288,  Val MRR:0.39443, 	ice00001
 | 
						|
2023-05-22 12:09:34,457 - ice00001 - [INFO] - [E:96| 800]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:10:17,560 - ice00001 - [INFO] - [E:249| 700]: Train Loss:0.0018297,  Val MRR:0.39443, 	ice00001
 | 
						|
2023-05-22 12:11:01,359 - ice00001 - [INFO] - [E:96| 900]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:11:49,037 - ice00001 - [INFO] - [E:249| 800]: Train Loss:0.0018303,  Val MRR:0.39443, 	ice00001
 | 
						|
2023-05-22 12:12:10,119 - ice00001 - [INFO] - [Epoch:96]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 12:12:10,480 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 12:12:32,853 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 12:12:54,819 - ice00001 - [INFO] - [Evaluating Epoch 96 valid]: 
 | 
						|
	MRR: Tail : 0.09411, Head : 0.06935, Avg : 0.08173
 | 
						|
 | 
						|
2023-05-22 12:12:54,819 - ice00001 - [INFO] - [Epoch 96]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 12:12:55,859 - ice00001 - [INFO] - [E:97| 0]: Train Loss:0.0029107,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:13:28,957 - ice00001 - [INFO] - [E:249| 900]: Train Loss:0.0018307,  Val MRR:0.39443, 	ice00001
 | 
						|
2023-05-22 12:14:33,784 - ice00001 - [INFO] - [E:97| 100]: Train Loss:0.0028998,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:14:39,151 - ice00001 - [INFO] - [Epoch:249]:  Training Loss:0.001831
 | 
						|
 | 
						|
2023-05-22 12:14:39,537 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 12:15:02,359 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 12:15:24,738 - ice00001 - [INFO] - [Evaluating Epoch 249 valid]: 
 | 
						|
	MRR: Tail : 0.42134, Head : 0.36928, Avg : 0.39531
 | 
						|
	MR: Tail : 287.64, Head : 314.47, Avg : 301.05
 | 
						|
	Hit-1: Tail : 0.31594, Head : 0.26387, Avg : 0.2899
 | 
						|
	Hit-3: Tail : 0.47057, Head : 0.41728, Avg : 0.44393
 | 
						|
	Hit-10: Tail : 0.62289, Head : 0.5741, Avg : 0.59849
 | 
						|
2023-05-22 12:15:26,505 - ice00001 - [INFO] - [Epoch 249]:  Training Loss: 0.001831,  Valid MRR: 0.39531, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 12:15:27,697 - ice00001 - [INFO] - [E:250| 0]: Train Loss:0.001831,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 12:16:11,518 - ice00001 - [INFO] - [E:97| 200]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:17:07,618 - ice00001 - [INFO] - [E:250| 100]: Train Loss:0.001825,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 12:17:49,807 - ice00001 - [INFO] - [E:97| 300]: Train Loss:0.0029028,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:18:47,765 - ice00001 - [INFO] - [E:250| 200]: Train Loss:0.0018246,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 12:19:17,558 - ice00001 - [INFO] - [E:97| 400]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:20:17,107 - ice00001 - [INFO] - [E:250| 300]: Train Loss:0.0018263,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 12:20:53,519 - ice00001 - [INFO] - [E:97| 500]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:21:56,952 - ice00001 - [INFO] - [E:250| 400]: Train Loss:0.0018278,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 12:22:30,502 - ice00001 - [INFO] - [E:97| 600]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:23:37,507 - ice00001 - [INFO] - [E:250| 500]: Train Loss:0.0018274,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 12:24:08,292 - ice00001 - [INFO] - [E:97| 700]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:25:18,040 - ice00001 - [INFO] - [E:250| 600]: Train Loss:0.001828,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 12:25:45,345 - ice00001 - [INFO] - [E:97| 800]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:26:58,590 - ice00001 - [INFO] - [E:250| 700]: Train Loss:0.0018283,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 12:27:22,186 - ice00001 - [INFO] - [E:97| 900]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:28:20,266 - ice00001 - [INFO] - [Epoch:97]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 12:28:20,517 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 12:28:28,907 - ice00001 - [INFO] - [E:250| 800]: Train Loss:0.0018292,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 12:28:42,744 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 12:29:04,742 - ice00001 - [INFO] - [Evaluating Epoch 97 valid]: 
 | 
						|
	MRR: Tail : 0.09408, Head : 0.06969, Avg : 0.08189
 | 
						|
 | 
						|
2023-05-22 12:29:04,742 - ice00001 - [INFO] - [Epoch 97]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 12:29:05,847 - ice00001 - [INFO] - [E:98| 0]: Train Loss:0.0029322,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:30:09,707 - ice00001 - [INFO] - [E:250| 900]: Train Loss:0.0018294,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 12:30:43,964 - ice00001 - [INFO] - [E:98| 100]: Train Loss:0.0029003,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:31:21,437 - ice00001 - [INFO] - [Epoch:250]:  Training Loss:0.00183
 | 
						|
 | 
						|
2023-05-22 12:31:21,826 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 12:31:45,200 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 12:32:08,044 - ice00001 - [INFO] - [Evaluating Epoch 250 valid]: 
 | 
						|
	MRR: Tail : 0.41919, Head : 0.36886, Avg : 0.39402
 | 
						|
 | 
						|
2023-05-22 12:32:08,044 - ice00001 - [INFO] - [Epoch 250]:  Training Loss: 0.0018299,  Valid MRR: 0.39531, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 12:32:08,860 - ice00001 - [INFO] - [E:251| 0]: Train Loss:0.0018147,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 12:32:21,224 - ice00001 - [INFO] - [E:98| 200]: Train Loss:0.0029039,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:33:49,669 - ice00001 - [INFO] - [E:251| 100]: Train Loss:0.0018202,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 12:33:58,768 - ice00001 - [INFO] - [E:98| 300]: Train Loss:0.0029038,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:35:27,881 - ice00001 - [INFO] - [E:251| 200]: Train Loss:0.0018238,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 12:35:35,359 - ice00001 - [INFO] - [E:98| 400]: Train Loss:0.0029024,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:36:58,206 - ice00001 - [INFO] - [E:251| 300]: Train Loss:0.0018263,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 12:37:02,764 - ice00001 - [INFO] - [E:98| 500]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:38:38,057 - ice00001 - [INFO] - [E:251| 400]: Train Loss:0.0018274,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 12:38:40,371 - ice00001 - [INFO] - [E:98| 600]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:40:17,469 - ice00001 - [INFO] - [E:98| 700]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:40:19,377 - ice00001 - [INFO] - [E:251| 500]: Train Loss:0.0018285,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 12:41:54,880 - ice00001 - [INFO] - [E:98| 800]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:42:00,301 - ice00001 - [INFO] - [E:251| 600]: Train Loss:0.0018284,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 12:43:35,196 - ice00001 - [INFO] - [E:98| 900]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:43:43,167 - ice00001 - [INFO] - [E:251| 700]: Train Loss:0.0018288,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 12:44:43,749 - ice00001 - [INFO] - [Epoch:98]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 12:44:44,227 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 12:45:06,826 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 12:45:22,077 - ice00001 - [INFO] - [E:251| 800]: Train Loss:0.0018291,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 12:45:24,656 - ice00001 - [INFO] - [Evaluating Epoch 98 valid]: 
 | 
						|
	MRR: Tail : 0.09453, Head : 0.06963, Avg : 0.08208
 | 
						|
 | 
						|
2023-05-22 12:45:24,656 - ice00001 - [INFO] - [Epoch 98]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 12:45:25,273 - ice00001 - [INFO] - [E:99| 0]: Train Loss:0.0028766,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:46:54,610 - ice00001 - [INFO] - [E:251| 900]: Train Loss:0.0018294,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 12:46:57,071 - ice00001 - [INFO] - [E:99| 100]: Train Loss:0.0029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:48:04,822 - ice00001 - [INFO] - [Epoch:251]:  Training Loss:0.00183
 | 
						|
 | 
						|
2023-05-22 12:48:05,166 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 12:48:28,108 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 12:48:34,823 - ice00001 - [INFO] - [E:99| 200]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:48:50,667 - ice00001 - [INFO] - [Evaluating Epoch 251 valid]: 
 | 
						|
	MRR: Tail : 0.41975, Head : 0.3692, Avg : 0.39447
 | 
						|
 | 
						|
2023-05-22 12:48:50,667 - ice00001 - [INFO] - [Epoch 251]:  Training Loss: 0.0018299,  Valid MRR: 0.39531, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 12:48:51,627 - ice00001 - [INFO] - [E:252| 0]: Train Loss:0.0018457,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 12:50:11,067 - ice00001 - [INFO] - [E:99| 300]: Train Loss:0.0029006,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:50:31,474 - ice00001 - [INFO] - [E:252| 100]: Train Loss:0.0018216,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 12:51:48,360 - ice00001 - [INFO] - [E:99| 400]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:52:12,739 - ice00001 - [INFO] - [E:252| 200]: Train Loss:0.0018264,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 12:53:26,473 - ice00001 - [INFO] - [E:99| 500]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:53:53,303 - ice00001 - [INFO] - [E:252| 300]: Train Loss:0.0018256,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 12:54:54,070 - ice00001 - [INFO] - [E:99| 600]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:55:23,453 - ice00001 - [INFO] - [E:252| 400]: Train Loss:0.0018246,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 12:56:32,405 - ice00001 - [INFO] - [E:99| 700]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:57:03,658 - ice00001 - [INFO] - [E:252| 500]: Train Loss:0.0018255,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 12:58:10,634 - ice00001 - [INFO] - [E:99| 800]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 12:58:44,116 - ice00001 - [INFO] - [E:252| 600]: Train Loss:0.0018261,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 12:59:48,607 - ice00001 - [INFO] - [E:99| 900]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:00:24,423 - ice00001 - [INFO] - [E:252| 700]: Train Loss:0.0018272,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:00:57,748 - ice00001 - [INFO] - [Epoch:99]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 13:00:58,122 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 13:01:21,077 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 13:01:43,639 - ice00001 - [INFO] - [Evaluating Epoch 99 valid]: 
 | 
						|
	MRR: Tail : 0.09507, Head : 0.06927, Avg : 0.08217
 | 
						|
	MR: Tail : 752.95, Head : 916.68, Avg : 834.82
 | 
						|
	Hit-1: Tail : 0.03848, Head : 0.02779, Avg : 0.03314
 | 
						|
	Hit-3: Tail : 0.09831, Head : 0.06142, Avg : 0.07986
 | 
						|
	Hit-10: Tail : 0.21435, Head : 0.15378, Avg : 0.18406
 | 
						|
2023-05-22 13:01:43,639 - ice00001 - [INFO] - [Epoch 99]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 13:01:44,777 - ice00001 - [INFO] - [E:100| 0]: Train Loss:0.0028675,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:02:05,126 - ice00001 - [INFO] - [E:252| 800]: Train Loss:0.0018275,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:03:11,916 - ice00001 - [INFO] - [E:100| 100]: Train Loss:0.0029063,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:03:34,613 - ice00001 - [INFO] - [E:252| 900]: Train Loss:0.0018279,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:04:45,009 - ice00001 - [INFO] - [Epoch:252]:  Training Loss:0.001829
 | 
						|
 | 
						|
2023-05-22 13:04:45,513 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 13:04:47,051 - ice00001 - [INFO] - [E:100| 200]: Train Loss:0.0029034,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:05:08,621 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 13:05:31,071 - ice00001 - [INFO] - [Evaluating Epoch 252 valid]: 
 | 
						|
	MRR: Tail : 0.41839, Head : 0.36825, Avg : 0.39332
 | 
						|
 | 
						|
2023-05-22 13:05:31,071 - ice00001 - [INFO] - [Epoch 252]:  Training Loss: 0.0018287,  Valid MRR: 0.39531, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 13:05:32,143 - ice00001 - [INFO] - [E:253| 0]: Train Loss:0.0018326,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:06:24,673 - ice00001 - [INFO] - [E:100| 300]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:07:12,474 - ice00001 - [INFO] - [E:253| 100]: Train Loss:0.0018254,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:08:02,107 - ice00001 - [INFO] - [E:100| 400]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:08:53,765 - ice00001 - [INFO] - [E:253| 200]: Train Loss:0.0018268,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:09:39,902 - ice00001 - [INFO] - [E:100| 500]: Train Loss:0.0029024,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:10:35,080 - ice00001 - [INFO] - [E:253| 300]: Train Loss:0.0018236,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:11:17,751 - ice00001 - [INFO] - [E:100| 600]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:12:05,834 - ice00001 - [INFO] - [E:253| 400]: Train Loss:0.0018249,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:12:45,255 - ice00001 - [INFO] - [E:100| 700]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:13:46,442 - ice00001 - [INFO] - [E:253| 500]: Train Loss:0.0018257,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:14:23,414 - ice00001 - [INFO] - [E:100| 800]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:15:27,031 - ice00001 - [INFO] - [E:253| 600]: Train Loss:0.0018256,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:16:00,773 - ice00001 - [INFO] - [E:100| 900]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:17:07,784 - ice00001 - [INFO] - [E:253| 700]: Train Loss:0.0018262,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:17:09,237 - ice00001 - [INFO] - [Epoch:100]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 13:17:09,578 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 13:17:32,065 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 13:17:53,649 - ice00001 - [INFO] - [Evaluating Epoch 100 valid]: 
 | 
						|
	MRR: Tail : 0.09536, Head : 0.0693, Avg : 0.08233
 | 
						|
 | 
						|
2023-05-22 13:17:53,649 - ice00001 - [INFO] - [Epoch 100]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 13:17:54,679 - ice00001 - [INFO] - [E:101| 0]: Train Loss:0.0029455,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:18:46,872 - ice00001 - [INFO] - [E:253| 800]: Train Loss:0.0018271,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:19:30,904 - ice00001 - [INFO] - [E:101| 100]: Train Loss:0.0029001,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:20:19,707 - ice00001 - [INFO] - [E:253| 900]: Train Loss:0.0018275,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:20:58,073 - ice00001 - [INFO] - [E:101| 200]: Train Loss:0.0029027,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:21:28,845 - ice00001 - [INFO] - [Epoch:253]:  Training Loss:0.001828
 | 
						|
 | 
						|
2023-05-22 13:21:29,100 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 13:21:52,027 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 13:22:14,999 - ice00001 - [INFO] - [Evaluating Epoch 253 valid]: 
 | 
						|
	MRR: Tail : 0.41857, Head : 0.37031, Avg : 0.39444
 | 
						|
 | 
						|
2023-05-22 13:22:14,999 - ice00001 - [INFO] - [Epoch 253]:  Training Loss: 0.0018279,  Valid MRR: 0.39531, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 13:22:16,146 - ice00001 - [INFO] - [E:254| 0]: Train Loss:0.0017979,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:22:35,753 - ice00001 - [INFO] - [E:101| 300]: Train Loss:0.0029027,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:23:56,538 - ice00001 - [INFO] - [E:254| 100]: Train Loss:0.0018184,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:24:13,724 - ice00001 - [INFO] - [E:101| 400]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:25:36,525 - ice00001 - [INFO] - [E:254| 200]: Train Loss:0.0018239,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:25:51,584 - ice00001 - [INFO] - [E:101| 500]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:27:16,843 - ice00001 - [INFO] - [E:254| 300]: Train Loss:0.0018251,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:27:28,595 - ice00001 - [INFO] - [E:101| 600]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:28:56,474 - ice00001 - [INFO] - [E:254| 400]: Train Loss:0.0018245,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:29:01,670 - ice00001 - [INFO] - [E:101| 700]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:30:27,349 - ice00001 - [INFO] - [E:254| 500]: Train Loss:0.0018255,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:30:32,894 - ice00001 - [INFO] - [E:101| 800]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:32:10,725 - ice00001 - [INFO] - [E:254| 600]: Train Loss:0.0018269,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:32:12,558 - ice00001 - [INFO] - [E:101| 900]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:33:20,363 - ice00001 - [INFO] - [Epoch:101]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 13:33:20,703 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 13:33:42,759 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 13:33:50,462 - ice00001 - [INFO] - [E:254| 700]: Train Loss:0.0018268,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:34:05,046 - ice00001 - [INFO] - [Evaluating Epoch 101 valid]: 
 | 
						|
	MRR: Tail : 0.09555, Head : 0.06884, Avg : 0.0822
 | 
						|
 | 
						|
2023-05-22 13:34:05,046 - ice00001 - [INFO] - [Epoch 101]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 13:34:06,145 - ice00001 - [INFO] - [E:102| 0]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:35:31,919 - ice00001 - [INFO] - [E:254| 800]: Train Loss:0.0018272,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:35:43,456 - ice00001 - [INFO] - [E:102| 100]: Train Loss:0.0029001,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:37:12,968 - ice00001 - [INFO] - [E:254| 900]: Train Loss:0.0018274,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:37:20,858 - ice00001 - [INFO] - [E:102| 200]: Train Loss:0.0028997,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:38:13,500 - ice00001 - [INFO] - [Epoch:254]:  Training Loss:0.001828
 | 
						|
 | 
						|
2023-05-22 13:38:13,889 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 13:38:36,830 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 13:38:48,241 - ice00001 - [INFO] - [E:102| 300]: Train Loss:0.0028992,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:38:59,673 - ice00001 - [INFO] - [Evaluating Epoch 254 valid]: 
 | 
						|
	MRR: Tail : 0.41825, Head : 0.37047, Avg : 0.39436
 | 
						|
 | 
						|
2023-05-22 13:38:59,673 - ice00001 - [INFO] - [Epoch 254]:  Training Loss: 0.0018278,  Valid MRR: 0.39531, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 13:39:00,625 - ice00001 - [INFO] - [E:255| 0]: Train Loss:0.0018326,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:40:25,836 - ice00001 - [INFO] - [E:102| 400]: Train Loss:0.0028998,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:40:41,205 - ice00001 - [INFO] - [E:255| 100]: Train Loss:0.0018274,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:42:02,480 - ice00001 - [INFO] - [E:102| 500]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:42:22,165 - ice00001 - [INFO] - [E:255| 200]: Train Loss:0.0018222,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:43:40,287 - ice00001 - [INFO] - [E:102| 600]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:44:03,169 - ice00001 - [INFO] - [E:255| 300]: Train Loss:0.0018243,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:45:17,374 - ice00001 - [INFO] - [E:102| 700]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:45:43,555 - ice00001 - [INFO] - [E:255| 400]: Train Loss:0.0018243,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:46:44,215 - ice00001 - [INFO] - [E:102| 800]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:47:12,705 - ice00001 - [INFO] - [E:255| 500]: Train Loss:0.0018243,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:48:21,520 - ice00001 - [INFO] - [E:102| 900]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:48:52,382 - ice00001 - [INFO] - [E:255| 600]: Train Loss:0.0018248,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:49:30,249 - ice00001 - [INFO] - [Epoch:102]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 13:49:30,743 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 13:49:53,517 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 13:50:15,975 - ice00001 - [INFO] - [Evaluating Epoch 102 valid]: 
 | 
						|
	MRR: Tail : 0.09555, Head : 0.0688, Avg : 0.08217
 | 
						|
 | 
						|
2023-05-22 13:50:15,975 - ice00001 - [INFO] - [Epoch 102]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 13:50:17,166 - ice00001 - [INFO] - [E:103| 0]: Train Loss:0.0029058,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:50:32,376 - ice00001 - [INFO] - [E:255| 700]: Train Loss:0.0018243,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:51:54,398 - ice00001 - [INFO] - [E:103| 100]: Train Loss:0.0029028,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:52:13,309 - ice00001 - [INFO] - [E:255| 800]: Train Loss:0.0018254,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:53:32,636 - ice00001 - [INFO] - [E:103| 200]: Train Loss:0.0029029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:53:54,883 - ice00001 - [INFO] - [E:255| 900]: Train Loss:0.001826,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:55:05,681 - ice00001 - [INFO] - [Epoch:255]:  Training Loss:0.001827
 | 
						|
 | 
						|
2023-05-22 13:55:06,017 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 13:55:09,942 - ice00001 - [INFO] - [E:103| 300]: Train Loss:0.0029004,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:55:20,696 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 13:55:40,403 - ice00001 - [INFO] - [Evaluating Epoch 255 valid]: 
 | 
						|
	MRR: Tail : 0.41948, Head : 0.36878, Avg : 0.39413
 | 
						|
 | 
						|
2023-05-22 13:55:40,403 - ice00001 - [INFO] - [Epoch 255]:  Training Loss: 0.0018266,  Valid MRR: 0.39531, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 13:55:41,510 - ice00001 - [INFO] - [E:256| 0]: Train Loss:0.0018792,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:56:38,444 - ice00001 - [INFO] - [E:103| 400]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:57:21,409 - ice00001 - [INFO] - [E:256| 100]: Train Loss:0.0018238,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:58:15,470 - ice00001 - [INFO] - [E:103| 500]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 13:59:01,719 - ice00001 - [INFO] - [E:256| 200]: Train Loss:0.0018244,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 13:59:52,822 - ice00001 - [INFO] - [E:103| 600]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:00:41,748 - ice00001 - [INFO] - [E:256| 300]: Train Loss:0.0018238,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:01:29,283 - ice00001 - [INFO] - [E:103| 700]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:02:20,493 - ice00001 - [INFO] - [E:256| 400]: Train Loss:0.0018244,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:03:05,628 - ice00001 - [INFO] - [E:103| 800]: Train Loss:0.0029029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:03:55,434 - ice00001 - [INFO] - [E:256| 500]: Train Loss:0.0018237,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:04:32,686 - ice00001 - [INFO] - [E:103| 900]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:05:31,103 - ice00001 - [INFO] - [E:256| 600]: Train Loss:0.001824,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:05:41,172 - ice00001 - [INFO] - [Epoch:103]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 14:05:41,489 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 14:06:03,935 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 14:06:25,902 - ice00001 - [INFO] - [Evaluating Epoch 103 valid]: 
 | 
						|
	MRR: Tail : 0.09343, Head : 0.07, Avg : 0.08171
 | 
						|
 | 
						|
2023-05-22 14:06:25,902 - ice00001 - [INFO] - [Epoch 103]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 14:06:26,969 - ice00001 - [INFO] - [E:104| 0]: Train Loss:0.0028772,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:07:11,609 - ice00001 - [INFO] - [E:256| 700]: Train Loss:0.0018249,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:08:04,917 - ice00001 - [INFO] - [E:104| 100]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:08:52,575 - ice00001 - [INFO] - [E:256| 800]: Train Loss:0.0018258,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:09:43,158 - ice00001 - [INFO] - [E:104| 200]: Train Loss:0.0028996,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:10:34,109 - ice00001 - [INFO] - [E:256| 900]: Train Loss:0.0018258,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:11:21,276 - ice00001 - [INFO] - [E:104| 300]: Train Loss:0.0029002,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:11:45,432 - ice00001 - [INFO] - [Epoch:256]:  Training Loss:0.001826
 | 
						|
 | 
						|
2023-05-22 14:11:45,937 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 14:12:09,575 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 14:12:32,280 - ice00001 - [INFO] - [Evaluating Epoch 256 valid]: 
 | 
						|
	MRR: Tail : 0.41993, Head : 0.37024, Avg : 0.39509
 | 
						|
 | 
						|
2023-05-22 14:12:32,280 - ice00001 - [INFO] - [Epoch 256]:  Training Loss: 0.0018261,  Valid MRR: 0.39531, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 14:12:33,060 - ice00001 - [INFO] - [E:257| 0]: Train Loss:0.0018261,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:12:50,384 - ice00001 - [INFO] - [E:104| 400]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:14:04,143 - ice00001 - [INFO] - [E:257| 100]: Train Loss:0.0018213,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:14:26,661 - ice00001 - [INFO] - [E:104| 500]: Train Loss:0.0029006,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:15:45,024 - ice00001 - [INFO] - [E:257| 200]: Train Loss:0.001821,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:16:04,736 - ice00001 - [INFO] - [E:104| 600]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:17:26,219 - ice00001 - [INFO] - [E:257| 300]: Train Loss:0.0018222,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:17:46,042 - ice00001 - [INFO] - [E:104| 700]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:19:15,057 - ice00001 - [INFO] - [E:257| 400]: Train Loss:0.0018227,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:19:32,184 - ice00001 - [INFO] - [E:104| 800]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:20:55,830 - ice00001 - [INFO] - [E:257| 500]: Train Loss:0.0018233,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:21:10,400 - ice00001 - [INFO] - [E:104| 900]: Train Loss:0.0029024,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:22:09,330 - ice00001 - [INFO] - [Epoch:104]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 14:22:09,661 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 14:22:26,131 - ice00001 - [INFO] - [E:257| 600]: Train Loss:0.0018241,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:22:32,598 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 14:22:54,555 - ice00001 - [INFO] - [Evaluating Epoch 104 valid]: 
 | 
						|
	MRR: Tail : 0.0954, Head : 0.06896, Avg : 0.08218
 | 
						|
 | 
						|
2023-05-22 14:22:54,556 - ice00001 - [INFO] - [Epoch 104]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 14:22:55,666 - ice00001 - [INFO] - [E:105| 0]: Train Loss:0.0029104,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:24:07,659 - ice00001 - [INFO] - [E:257| 700]: Train Loss:0.0018248,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:24:34,603 - ice00001 - [INFO] - [E:105| 100]: Train Loss:0.0028993,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:25:47,799 - ice00001 - [INFO] - [E:257| 800]: Train Loss:0.0018252,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:26:12,459 - ice00001 - [INFO] - [E:105| 200]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:27:28,784 - ice00001 - [INFO] - [E:257| 900]: Train Loss:0.0018259,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:27:49,976 - ice00001 - [INFO] - [E:105| 300]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:28:39,719 - ice00001 - [INFO] - [Epoch:257]:  Training Loss:0.001826
 | 
						|
 | 
						|
2023-05-22 14:28:40,009 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 14:29:03,427 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 14:29:25,761 - ice00001 - [INFO] - [Evaluating Epoch 257 valid]: 
 | 
						|
	MRR: Tail : 0.41922, Head : 0.3695, Avg : 0.39436
 | 
						|
 | 
						|
2023-05-22 14:29:25,761 - ice00001 - [INFO] - [Epoch 257]:  Training Loss: 0.0018256,  Valid MRR: 0.39531, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 14:29:26,888 - ice00001 - [INFO] - [E:258| 0]: Train Loss:0.0017982,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:29:28,009 - ice00001 - [INFO] - [E:105| 400]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:30:54,675 - ice00001 - [INFO] - [E:105| 500]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:30:56,932 - ice00001 - [INFO] - [E:258| 100]: Train Loss:0.001819,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:32:32,186 - ice00001 - [INFO] - [E:105| 600]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:32:38,490 - ice00001 - [INFO] - [E:258| 200]: Train Loss:0.0018207,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:34:09,339 - ice00001 - [INFO] - [E:105| 700]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:34:19,035 - ice00001 - [INFO] - [E:258| 300]: Train Loss:0.0018222,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:35:47,036 - ice00001 - [INFO] - [E:105| 800]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:36:00,565 - ice00001 - [INFO] - [E:258| 400]: Train Loss:0.0018221,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:37:24,222 - ice00001 - [INFO] - [E:105| 900]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:37:41,785 - ice00001 - [INFO] - [E:258| 500]: Train Loss:0.0018232,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:38:32,691 - ice00001 - [INFO] - [Epoch:105]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 14:38:32,993 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 14:38:55,508 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 14:39:15,554 - ice00001 - [INFO] - [Evaluating Epoch 105 valid]: 
 | 
						|
	MRR: Tail : 0.09483, Head : 0.06901, Avg : 0.08192
 | 
						|
 | 
						|
2023-05-22 14:39:15,554 - ice00001 - [INFO] - [Epoch 105]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 14:39:16,169 - ice00001 - [INFO] - [E:106| 0]: Train Loss:0.0028902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:39:19,086 - ice00001 - [INFO] - [E:258| 600]: Train Loss:0.0018234,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:40:45,874 - ice00001 - [INFO] - [E:106| 100]: Train Loss:0.0028989,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:40:53,200 - ice00001 - [INFO] - [E:258| 700]: Train Loss:0.0018235,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:42:23,049 - ice00001 - [INFO] - [E:106| 200]: Train Loss:0.0029025,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:42:33,373 - ice00001 - [INFO] - [E:258| 800]: Train Loss:0.0018236,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:44:00,607 - ice00001 - [INFO] - [E:106| 300]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:44:12,772 - ice00001 - [INFO] - [E:258| 900]: Train Loss:0.0018243,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:45:21,866 - ice00001 - [INFO] - [Epoch:258]:  Training Loss:0.001825
 | 
						|
 | 
						|
2023-05-22 14:45:22,204 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 14:45:37,257 - ice00001 - [INFO] - [E:106| 400]: Train Loss:0.0029036,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:45:45,136 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 14:46:07,398 - ice00001 - [INFO] - [Evaluating Epoch 258 valid]: 
 | 
						|
	MRR: Tail : 0.41933, Head : 0.36965, Avg : 0.39449
 | 
						|
 | 
						|
2023-05-22 14:46:07,398 - ice00001 - [INFO] - [Epoch 258]:  Training Loss: 0.0018249,  Valid MRR: 0.39531, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 14:46:08,444 - ice00001 - [INFO] - [E:259| 0]: Train Loss:0.001814,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:47:14,294 - ice00001 - [INFO] - [E:106| 500]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:47:48,268 - ice00001 - [INFO] - [E:259| 100]: Train Loss:0.001824,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:48:41,068 - ice00001 - [INFO] - [E:106| 600]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:49:18,871 - ice00001 - [INFO] - [E:259| 200]: Train Loss:0.0018213,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:50:18,693 - ice00001 - [INFO] - [E:106| 700]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:50:59,243 - ice00001 - [INFO] - [E:259| 300]: Train Loss:0.0018224,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:51:56,522 - ice00001 - [INFO] - [E:106| 800]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:52:39,485 - ice00001 - [INFO] - [E:259| 400]: Train Loss:0.0018231,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:53:34,468 - ice00001 - [INFO] - [E:106| 900]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:54:20,181 - ice00001 - [INFO] - [E:259| 500]: Train Loss:0.0018223,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:54:43,439 - ice00001 - [INFO] - [Epoch:106]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 14:54:43,690 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 14:55:06,305 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 14:55:28,348 - ice00001 - [INFO] - [Evaluating Epoch 106 valid]: 
 | 
						|
	MRR: Tail : 0.09495, Head : 0.06866, Avg : 0.0818
 | 
						|
 | 
						|
2023-05-22 14:55:28,349 - ice00001 - [INFO] - [Epoch 106]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 14:55:29,466 - ice00001 - [INFO] - [E:107| 0]: Train Loss:0.0029619,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:56:00,604 - ice00001 - [INFO] - [E:259| 600]: Train Loss:0.0018221,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:56:57,108 - ice00001 - [INFO] - [E:107| 100]: Train Loss:0.0028945,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:57:30,680 - ice00001 - [INFO] - [E:259| 700]: Train Loss:0.0018226,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 14:58:34,575 - ice00001 - [INFO] - [E:107| 200]: Train Loss:0.0028984,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 14:59:10,158 - ice00001 - [INFO] - [E:259| 800]: Train Loss:0.0018238,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:00:10,567 - ice00001 - [INFO] - [E:107| 300]: Train Loss:0.0028998,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:00:50,267 - ice00001 - [INFO] - [E:259| 900]: Train Loss:0.001824,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:01:47,452 - ice00001 - [INFO] - [E:107| 400]: Train Loss:0.0028997,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:02:01,236 - ice00001 - [INFO] - [Epoch:259]:  Training Loss:0.001824
 | 
						|
 | 
						|
2023-05-22 15:02:01,572 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 15:02:24,729 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 15:02:47,269 - ice00001 - [INFO] - [Evaluating Epoch 259 valid]: 
 | 
						|
	MRR: Tail : 0.41817, Head : 0.37035, Avg : 0.39426
 | 
						|
	MR: Tail : 294.6, Head : 316.32, Avg : 305.46
 | 
						|
	Hit-1: Tail : 0.31072, Head : 0.26508, Avg : 0.2879
 | 
						|
	Hit-3: Tail : 0.46875, Head : 0.41656, Avg : 0.44265
 | 
						|
	Hit-10: Tail : 0.62326, Head : 0.57725, Avg : 0.60025
 | 
						|
2023-05-22 15:02:47,270 - ice00001 - [INFO] - [Epoch 259]:  Training Loss: 0.0018244,  Valid MRR: 0.39531, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 15:02:48,290 - ice00001 - [INFO] - [E:260| 0]: Train Loss:0.001789,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:03:24,938 - ice00001 - [INFO] - [E:107| 500]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:04:29,701 - ice00001 - [INFO] - [E:260| 100]: Train Loss:0.0018191,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:05:01,990 - ice00001 - [INFO] - [E:107| 600]: Train Loss:0.0028997,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:06:00,527 - ice00001 - [INFO] - [E:260| 200]: Train Loss:0.001821,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:06:29,469 - ice00001 - [INFO] - [E:107| 700]: Train Loss:0.0028998,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:07:42,411 - ice00001 - [INFO] - [E:260| 300]: Train Loss:0.0018214,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:08:09,163 - ice00001 - [INFO] - [E:107| 800]: Train Loss:0.0029004,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:09:22,785 - ice00001 - [INFO] - [E:260| 400]: Train Loss:0.0018207,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:09:46,393 - ice00001 - [INFO] - [E:107| 900]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:10:54,506 - ice00001 - [INFO] - [Epoch:107]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 15:10:54,848 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 15:11:03,057 - ice00001 - [INFO] - [E:260| 500]: Train Loss:0.0018204,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:11:17,524 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 15:11:39,614 - ice00001 - [INFO] - [Evaluating Epoch 107 valid]: 
 | 
						|
	MRR: Tail : 0.0949, Head : 0.06908, Avg : 0.08199
 | 
						|
 | 
						|
2023-05-22 15:11:39,614 - ice00001 - [INFO] - [Epoch 107]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 15:11:40,705 - ice00001 - [INFO] - [E:108| 0]: Train Loss:0.0029456,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:12:42,922 - ice00001 - [INFO] - [E:260| 600]: Train Loss:0.0018211,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:13:17,540 - ice00001 - [INFO] - [E:108| 100]: Train Loss:0.0029046,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:14:14,171 - ice00001 - [INFO] - [E:260| 700]: Train Loss:0.0018223,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:14:43,944 - ice00001 - [INFO] - [E:108| 200]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:15:53,731 - ice00001 - [INFO] - [E:260| 800]: Train Loss:0.0018224,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:16:21,539 - ice00001 - [INFO] - [E:108| 300]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:17:34,636 - ice00001 - [INFO] - [E:260| 900]: Train Loss:0.0018228,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:17:58,895 - ice00001 - [INFO] - [E:108| 400]: Train Loss:0.0029028,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:18:45,795 - ice00001 - [INFO] - [Epoch:260]:  Training Loss:0.001823
 | 
						|
 | 
						|
2023-05-22 15:18:46,155 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 15:19:09,077 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 15:19:31,783 - ice00001 - [INFO] - [Evaluating Epoch 260 valid]: 
 | 
						|
	MRR: Tail : 0.42006, Head : 0.37, Avg : 0.39503
 | 
						|
 | 
						|
2023-05-22 15:19:31,783 - ice00001 - [INFO] - [Epoch 260]:  Training Loss: 0.0018235,  Valid MRR: 0.39531, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 15:19:32,609 - ice00001 - [INFO] - [E:261| 0]: Train Loss:0.0018006,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:19:35,801 - ice00001 - [INFO] - [E:108| 500]: Train Loss:0.0029025,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:21:12,844 - ice00001 - [INFO] - [E:108| 600]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:21:13,177 - ice00001 - [INFO] - [E:261| 100]: Train Loss:0.0018159,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:22:48,261 - ice00001 - [INFO] - [E:108| 700]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:22:50,327 - ice00001 - [INFO] - [E:261| 200]: Train Loss:0.0018166,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:24:17,690 - ice00001 - [INFO] - [E:108| 800]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:24:24,052 - ice00001 - [INFO] - [E:261| 300]: Train Loss:0.0018173,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:25:55,171 - ice00001 - [INFO] - [E:108| 900]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:26:05,221 - ice00001 - [INFO] - [E:261| 400]: Train Loss:0.0018194,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:27:03,986 - ice00001 - [INFO] - [Epoch:108]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 15:27:04,276 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 15:27:26,493 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 15:27:44,438 - ice00001 - [INFO] - [E:261| 500]: Train Loss:0.0018206,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:27:48,742 - ice00001 - [INFO] - [Evaluating Epoch 108 valid]: 
 | 
						|
	MRR: Tail : 0.09474, Head : 0.06832, Avg : 0.08153
 | 
						|
 | 
						|
2023-05-22 15:27:48,743 - ice00001 - [INFO] - [Epoch 108]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 15:27:49,746 - ice00001 - [INFO] - [E:109| 0]: Train Loss:0.0028602,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:29:23,065 - ice00001 - [INFO] - [E:261| 600]: Train Loss:0.0018218,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:29:26,349 - ice00001 - [INFO] - [E:109| 100]: Train Loss:0.0028973,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:31:04,030 - ice00001 - [INFO] - [E:261| 700]: Train Loss:0.0018216,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:31:04,491 - ice00001 - [INFO] - [E:109| 200]: Train Loss:0.0028951,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:32:31,628 - ice00001 - [INFO] - [E:109| 300]: Train Loss:0.0029001,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:32:34,677 - ice00001 - [INFO] - [E:261| 800]: Train Loss:0.0018222,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:34:09,405 - ice00001 - [INFO] - [E:109| 400]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:34:16,245 - ice00001 - [INFO] - [E:261| 900]: Train Loss:0.0018231,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:35:27,551 - ice00001 - [INFO] - [Epoch:261]:  Training Loss:0.001823
 | 
						|
 | 
						|
2023-05-22 15:35:27,879 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 15:35:46,712 - ice00001 - [INFO] - [E:109| 500]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:35:51,066 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 15:36:13,694 - ice00001 - [INFO] - [Evaluating Epoch 261 valid]: 
 | 
						|
	MRR: Tail : 0.41962, Head : 0.36966, Avg : 0.39464
 | 
						|
 | 
						|
2023-05-22 15:36:13,695 - ice00001 - [INFO] - [Epoch 261]:  Training Loss: 0.0018233,  Valid MRR: 0.39531, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 15:36:14,868 - ice00001 - [INFO] - [E:262| 0]: Train Loss:0.0018403,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:37:24,191 - ice00001 - [INFO] - [E:109| 600]: Train Loss:0.0029005,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:37:55,053 - ice00001 - [INFO] - [E:262| 100]: Train Loss:0.0018179,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:39:02,109 - ice00001 - [INFO] - [E:109| 700]: Train Loss:0.0029005,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:39:34,783 - ice00001 - [INFO] - [E:262| 200]: Train Loss:0.0018184,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:40:29,711 - ice00001 - [INFO] - [E:109| 800]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:41:04,480 - ice00001 - [INFO] - [E:262| 300]: Train Loss:0.0018183,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:42:06,746 - ice00001 - [INFO] - [E:109| 900]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:42:43,162 - ice00001 - [INFO] - [E:262| 400]: Train Loss:0.0018195,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:43:15,033 - ice00001 - [INFO] - [Epoch:109]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 15:43:15,285 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 15:43:37,602 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 15:43:59,586 - ice00001 - [INFO] - [Evaluating Epoch 109 valid]: 
 | 
						|
	MRR: Tail : 0.09462, Head : 0.06911, Avg : 0.08186
 | 
						|
	MR: Tail : 813.15, Head : 978.01, Avg : 895.58
 | 
						|
	Hit-1: Tail : 0.03848, Head : 0.02779, Avg : 0.03314
 | 
						|
	Hit-3: Tail : 0.09637, Head : 0.05947, Avg : 0.07792
 | 
						|
	Hit-10: Tail : 0.19942, Head : 0.16106, Avg : 0.18024
 | 
						|
2023-05-22 15:43:59,586 - ice00001 - [INFO] - [Epoch 109]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 15:44:00,717 - ice00001 - [INFO] - [E:110| 0]: Train Loss:0.0028691,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:44:22,349 - ice00001 - [INFO] - [E:262| 500]: Train Loss:0.0018195,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:45:38,280 - ice00001 - [INFO] - [E:110| 100]: Train Loss:0.0028985,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:46:03,382 - ice00001 - [INFO] - [E:262| 600]: Train Loss:0.0018202,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:47:16,120 - ice00001 - [INFO] - [E:110| 200]: Train Loss:0.0029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:47:45,085 - ice00001 - [INFO] - [E:262| 700]: Train Loss:0.0018209,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:48:50,283 - ice00001 - [INFO] - [E:110| 300]: Train Loss:0.0029004,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:49:16,447 - ice00001 - [INFO] - [E:262| 800]: Train Loss:0.0018212,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:50:20,650 - ice00001 - [INFO] - [E:110| 400]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:50:56,945 - ice00001 - [INFO] - [E:262| 900]: Train Loss:0.001822,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:51:58,203 - ice00001 - [INFO] - [E:110| 500]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:52:07,306 - ice00001 - [INFO] - [Epoch:262]:  Training Loss:0.001823
 | 
						|
 | 
						|
2023-05-22 15:52:07,642 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 15:52:30,713 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 15:52:53,165 - ice00001 - [INFO] - [Evaluating Epoch 262 valid]: 
 | 
						|
	MRR: Tail : 0.41878, Head : 0.36886, Avg : 0.39382
 | 
						|
 | 
						|
2023-05-22 15:52:53,165 - ice00001 - [INFO] - [Epoch 262]:  Training Loss: 0.0018225,  Valid MRR: 0.39531, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 15:52:54,338 - ice00001 - [INFO] - [E:263| 0]: Train Loss:0.0018849,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:53:35,665 - ice00001 - [INFO] - [E:110| 600]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:54:34,510 - ice00001 - [INFO] - [E:263| 100]: Train Loss:0.001821,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:55:12,599 - ice00001 - [INFO] - [E:110| 700]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:56:16,619 - ice00001 - [INFO] - [E:263| 200]: Train Loss:0.0018192,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:56:52,034 - ice00001 - [INFO] - [E:110| 800]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:57:46,246 - ice00001 - [INFO] - [E:263| 300]: Train Loss:0.0018179,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:58:19,156 - ice00001 - [INFO] - [E:110| 900]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 15:59:25,301 - ice00001 - [INFO] - [E:263| 400]: Train Loss:0.0018189,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 15:59:27,818 - ice00001 - [INFO] - [Epoch:110]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 15:59:28,297 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 15:59:50,942 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 16:00:13,436 - ice00001 - [INFO] - [Evaluating Epoch 110 valid]: 
 | 
						|
	MRR: Tail : 0.09543, Head : 0.06924, Avg : 0.08234
 | 
						|
 | 
						|
2023-05-22 16:00:13,436 - ice00001 - [INFO] - [Epoch 110]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 16:00:14,337 - ice00001 - [INFO] - [E:111| 0]: Train Loss:0.0028596,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:01:05,505 - ice00001 - [INFO] - [E:263| 500]: Train Loss:0.001821,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:01:52,258 - ice00001 - [INFO] - [E:111| 100]: Train Loss:0.0029005,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:02:47,163 - ice00001 - [INFO] - [E:263| 600]: Train Loss:0.0018204,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:03:29,802 - ice00001 - [INFO] - [E:111| 200]: Train Loss:0.0029028,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:04:28,647 - ice00001 - [INFO] - [E:263| 700]: Train Loss:0.0018213,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:05:07,407 - ice00001 - [INFO] - [E:111| 300]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:06:10,168 - ice00001 - [INFO] - [E:263| 800]: Train Loss:0.0018212,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:06:35,353 - ice00001 - [INFO] - [E:111| 400]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:07:40,767 - ice00001 - [INFO] - [E:263| 900]: Train Loss:0.0018213,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:08:12,546 - ice00001 - [INFO] - [E:111| 500]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:08:51,472 - ice00001 - [INFO] - [Epoch:263]:  Training Loss:0.001821
 | 
						|
 | 
						|
2023-05-22 16:08:51,727 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 16:09:14,626 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 16:09:37,370 - ice00001 - [INFO] - [Evaluating Epoch 263 valid]: 
 | 
						|
	MRR: Tail : 0.42009, Head : 0.36805, Avg : 0.39407
 | 
						|
 | 
						|
2023-05-22 16:09:37,370 - ice00001 - [INFO] - [Epoch 263]:  Training Loss: 0.0018213,  Valid MRR: 0.39531, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 16:09:38,542 - ice00001 - [INFO] - [E:264| 0]: Train Loss:0.0018006,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:09:50,672 - ice00001 - [INFO] - [E:111| 600]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:11:17,177 - ice00001 - [INFO] - [E:264| 100]: Train Loss:0.0018168,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:11:27,453 - ice00001 - [INFO] - [E:111| 700]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:12:56,441 - ice00001 - [INFO] - [E:264| 200]: Train Loss:0.0018172,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:13:04,252 - ice00001 - [INFO] - [E:111| 800]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:14:36,944 - ice00001 - [INFO] - [E:264| 300]: Train Loss:0.0018173,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:14:42,628 - ice00001 - [INFO] - [E:111| 900]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:15:41,314 - ice00001 - [INFO] - [Epoch:111]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 16:15:41,586 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 16:16:03,951 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 16:16:06,858 - ice00001 - [INFO] - [E:264| 400]: Train Loss:0.0018179,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:16:26,129 - ice00001 - [INFO] - [Evaluating Epoch 111 valid]: 
 | 
						|
	MRR: Tail : 0.0953, Head : 0.06919, Avg : 0.08224
 | 
						|
 | 
						|
2023-05-22 16:16:26,129 - ice00001 - [INFO] - [Epoch 111]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 16:16:27,249 - ice00001 - [INFO] - [E:112| 0]: Train Loss:0.0028696,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:17:46,705 - ice00001 - [INFO] - [E:264| 500]: Train Loss:0.0018188,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:18:05,351 - ice00001 - [INFO] - [E:112| 100]: Train Loss:0.0029038,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:19:26,470 - ice00001 - [INFO] - [E:264| 600]: Train Loss:0.0018187,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:19:43,118 - ice00001 - [INFO] - [E:112| 200]: Train Loss:0.0029029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:21:06,449 - ice00001 - [INFO] - [E:264| 700]: Train Loss:0.0018196,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:21:20,286 - ice00001 - [INFO] - [E:112| 300]: Train Loss:0.0029035,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:22:47,226 - ice00001 - [INFO] - [E:264| 800]: Train Loss:0.0018204,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:22:57,359 - ice00001 - [INFO] - [E:112| 400]: Train Loss:0.0029045,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:24:17,812 - ice00001 - [INFO] - [E:264| 900]: Train Loss:0.0018201,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:24:24,352 - ice00001 - [INFO] - [E:112| 500]: Train Loss:0.0029035,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:25:28,252 - ice00001 - [INFO] - [Epoch:264]:  Training Loss:0.001821
 | 
						|
 | 
						|
2023-05-22 16:25:28,588 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 16:25:51,405 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 16:26:00,794 - ice00001 - [INFO] - [E:112| 600]: Train Loss:0.002903,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:26:13,673 - ice00001 - [INFO] - [Evaluating Epoch 264 valid]: 
 | 
						|
	MRR: Tail : 0.41963, Head : 0.3701, Avg : 0.39486
 | 
						|
 | 
						|
2023-05-22 16:26:13,673 - ice00001 - [INFO] - [Epoch 264]:  Training Loss: 0.001821,  Valid MRR: 0.39531, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 16:26:14,831 - ice00001 - [INFO] - [E:265| 0]: Train Loss:0.0017679,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:27:37,836 - ice00001 - [INFO] - [E:112| 700]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:27:54,851 - ice00001 - [INFO] - [E:265| 100]: Train Loss:0.0018161,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:29:15,692 - ice00001 - [INFO] - [E:112| 800]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:29:35,463 - ice00001 - [INFO] - [E:265| 200]: Train Loss:0.0018176,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:30:53,466 - ice00001 - [INFO] - [E:112| 900]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:31:15,540 - ice00001 - [INFO] - [E:265| 300]: Train Loss:0.0018185,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:32:02,041 - ice00001 - [INFO] - [Epoch:112]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 16:32:02,419 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 16:32:22,256 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 16:32:35,353 - ice00001 - [INFO] - [Evaluating Epoch 112 valid]: 
 | 
						|
	MRR: Tail : 0.09432, Head : 0.06996, Avg : 0.08214
 | 
						|
 | 
						|
2023-05-22 16:32:35,353 - ice00001 - [INFO] - [Epoch 112]:  Training Loss: 0.0029014,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 16:32:36,078 - ice00001 - [INFO] - [E:113| 0]: Train Loss:0.0028611,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:32:45,483 - ice00001 - [INFO] - [E:265| 400]: Train Loss:0.0018184,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:34:13,329 - ice00001 - [INFO] - [E:113| 100]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:34:26,470 - ice00001 - [INFO] - [E:265| 500]: Train Loss:0.0018193,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:35:49,971 - ice00001 - [INFO] - [E:113| 200]: Train Loss:0.0028985,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:36:07,000 - ice00001 - [INFO] - [E:265| 600]: Train Loss:0.0018194,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:37:26,919 - ice00001 - [INFO] - [E:113| 300]: Train Loss:0.0029004,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:37:48,358 - ice00001 - [INFO] - [E:265| 700]: Train Loss:0.0018195,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:39:04,241 - ice00001 - [INFO] - [E:113| 400]: Train Loss:0.0029004,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:39:29,401 - ice00001 - [INFO] - [E:265| 800]: Train Loss:0.0018196,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:40:40,664 - ice00001 - [INFO] - [E:113| 500]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:41:04,092 - ice00001 - [INFO] - [E:265| 900]: Train Loss:0.00182,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:42:07,444 - ice00001 - [INFO] - [E:113| 600]: Train Loss:0.0029005,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:42:09,813 - ice00001 - [INFO] - [Epoch:265]:  Training Loss:0.00182
 | 
						|
 | 
						|
2023-05-22 16:42:10,315 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 16:42:33,205 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 16:42:55,756 - ice00001 - [INFO] - [Evaluating Epoch 265 valid]: 
 | 
						|
	MRR: Tail : 0.41967, Head : 0.37043, Avg : 0.39505
 | 
						|
 | 
						|
2023-05-22 16:42:55,756 - ice00001 - [INFO] - [Epoch 265]:  Training Loss: 0.0018202,  Valid MRR: 0.39531, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 16:42:56,798 - ice00001 - [INFO] - [E:266| 0]: Train Loss:0.0018408,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:43:47,157 - ice00001 - [INFO] - [E:113| 700]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:44:39,042 - ice00001 - [INFO] - [E:266| 100]: Train Loss:0.0018224,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:45:25,162 - ice00001 - [INFO] - [E:113| 800]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:46:18,448 - ice00001 - [INFO] - [E:266| 200]: Train Loss:0.0018202,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:47:02,253 - ice00001 - [INFO] - [E:113| 900]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:47:59,215 - ice00001 - [INFO] - [E:266| 300]: Train Loss:0.0018182,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:48:10,769 - ice00001 - [INFO] - [Epoch:113]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 16:48:11,032 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 16:48:33,421 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 16:48:55,658 - ice00001 - [INFO] - [Evaluating Epoch 113 valid]: 
 | 
						|
	MRR: Tail : 0.09481, Head : 0.06917, Avg : 0.08199
 | 
						|
 | 
						|
2023-05-22 16:48:55,658 - ice00001 - [INFO] - [Epoch 113]:  Training Loss: 0.0029014,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 16:48:56,773 - ice00001 - [INFO] - [E:114| 0]: Train Loss:0.0029601,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:49:40,203 - ice00001 - [INFO] - [E:266| 400]: Train Loss:0.0018179,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:50:24,126 - ice00001 - [INFO] - [E:114| 100]: Train Loss:0.0029054,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:51:10,155 - ice00001 - [INFO] - [E:266| 500]: Train Loss:0.0018187,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:52:01,102 - ice00001 - [INFO] - [E:114| 200]: Train Loss:0.0029033,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:52:49,691 - ice00001 - [INFO] - [E:266| 600]: Train Loss:0.0018179,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:53:38,239 - ice00001 - [INFO] - [E:114| 300]: Train Loss:0.0029024,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:54:29,479 - ice00001 - [INFO] - [E:266| 700]: Train Loss:0.0018189,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:55:14,573 - ice00001 - [INFO] - [E:114| 400]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:56:09,072 - ice00001 - [INFO] - [E:266| 800]: Train Loss:0.0018203,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:56:52,959 - ice00001 - [INFO] - [E:114| 500]: Train Loss:0.0029005,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:57:49,456 - ice00001 - [INFO] - [E:266| 900]: Train Loss:0.0018198,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:58:28,696 - ice00001 - [INFO] - [E:114| 600]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 16:58:50,949 - ice00001 - [INFO] - [Epoch:266]:  Training Loss:0.00182
 | 
						|
 | 
						|
2023-05-22 16:58:51,293 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 16:59:13,999 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 16:59:36,655 - ice00001 - [INFO] - [Evaluating Epoch 266 valid]: 
 | 
						|
	MRR: Tail : 0.41944, Head : 0.36994, Avg : 0.39469
 | 
						|
 | 
						|
2023-05-22 16:59:36,655 - ice00001 - [INFO] - [Epoch 266]:  Training Loss: 0.0018199,  Valid MRR: 0.39531, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 16:59:37,759 - ice00001 - [INFO] - [E:267| 0]: Train Loss:0.001766,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 16:59:58,237 - ice00001 - [INFO] - [E:114| 700]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:01:17,868 - ice00001 - [INFO] - [E:267| 100]: Train Loss:0.0018138,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 17:01:35,968 - ice00001 - [INFO] - [E:114| 800]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:02:58,113 - ice00001 - [INFO] - [E:267| 200]: Train Loss:0.0018151,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 17:03:13,202 - ice00001 - [INFO] - [E:114| 900]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:04:21,539 - ice00001 - [INFO] - [Epoch:114]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 17:04:21,950 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 17:04:37,629 - ice00001 - [INFO] - [E:267| 300]: Train Loss:0.0018173,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 17:04:44,278 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 17:05:06,024 - ice00001 - [INFO] - [Evaluating Epoch 114 valid]: 
 | 
						|
	MRR: Tail : 0.09498, Head : 0.06954, Avg : 0.08226
 | 
						|
 | 
						|
2023-05-22 17:05:06,024 - ice00001 - [INFO] - [Epoch 114]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 17:05:06,916 - ice00001 - [INFO] - [E:115| 0]: Train Loss:0.0028731,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:06:17,988 - ice00001 - [INFO] - [E:267| 400]: Train Loss:0.0018152,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 17:06:44,431 - ice00001 - [INFO] - [E:115| 100]: Train Loss:0.0028986,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:07:48,488 - ice00001 - [INFO] - [E:267| 500]: Train Loss:0.001817,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 17:08:11,112 - ice00001 - [INFO] - [E:115| 200]: Train Loss:0.002903,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:09:27,867 - ice00001 - [INFO] - [E:267| 600]: Train Loss:0.0018171,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 17:09:47,667 - ice00001 - [INFO] - [E:115| 300]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:11:08,249 - ice00001 - [INFO] - [E:267| 700]: Train Loss:0.0018177,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 17:11:24,603 - ice00001 - [INFO] - [E:115| 400]: Train Loss:0.0029005,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:12:48,489 - ice00001 - [INFO] - [E:267| 800]: Train Loss:0.0018179,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 17:13:01,891 - ice00001 - [INFO] - [E:115| 500]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:14:28,278 - ice00001 - [INFO] - [E:267| 900]: Train Loss:0.0018187,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 17:14:38,961 - ice00001 - [INFO] - [E:115| 600]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:15:39,230 - ice00001 - [INFO] - [Epoch:267]:  Training Loss:0.001819
 | 
						|
 | 
						|
2023-05-22 17:15:39,733 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 17:15:54,857 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 17:16:05,210 - ice00001 - [INFO] - [E:115| 700]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:16:13,375 - ice00001 - [INFO] - [Evaluating Epoch 267 valid]: 
 | 
						|
	MRR: Tail : 0.41873, Head : 0.36761, Avg : 0.39317
 | 
						|
 | 
						|
2023-05-22 17:16:13,375 - ice00001 - [INFO] - [Epoch 267]:  Training Loss: 0.0018192,  Valid MRR: 0.39531, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 17:16:14,552 - ice00001 - [INFO] - [E:268| 0]: Train Loss:0.0018432,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 17:17:42,839 - ice00001 - [INFO] - [E:115| 800]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:17:54,414 - ice00001 - [INFO] - [E:268| 100]: Train Loss:0.0018193,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 17:19:20,477 - ice00001 - [INFO] - [E:115| 900]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:19:34,483 - ice00001 - [INFO] - [E:268| 200]: Train Loss:0.0018188,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 17:20:28,744 - ice00001 - [INFO] - [Epoch:115]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 17:20:29,063 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 17:20:51,645 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 17:21:13,804 - ice00001 - [INFO] - [Evaluating Epoch 115 valid]: 
 | 
						|
	MRR: Tail : 0.09307, Head : 0.06987, Avg : 0.08147
 | 
						|
 | 
						|
2023-05-22 17:21:13,804 - ice00001 - [INFO] - [Epoch 115]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 17:21:14,666 - ice00001 - [INFO] - [E:268| 300]: Train Loss:0.0018184,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 17:21:14,870 - ice00001 - [INFO] - [E:116| 0]: Train Loss:0.0028612,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:22:52,148 - ice00001 - [INFO] - [E:116| 100]: Train Loss:0.0029004,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:22:54,917 - ice00001 - [INFO] - [E:268| 400]: Train Loss:0.0018184,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 17:24:26,743 - ice00001 - [INFO] - [E:116| 200]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:24:30,155 - ice00001 - [INFO] - [E:268| 500]: Train Loss:0.0018182,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 17:25:56,100 - ice00001 - [INFO] - [E:116| 300]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:26:03,486 - ice00001 - [INFO] - [E:268| 600]: Train Loss:0.001818,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 17:27:33,975 - ice00001 - [INFO] - [E:116| 400]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:27:43,677 - ice00001 - [INFO] - [E:268| 700]: Train Loss:0.0018183,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 17:29:11,904 - ice00001 - [INFO] - [E:116| 500]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:29:24,352 - ice00001 - [INFO] - [E:268| 800]: Train Loss:0.0018182,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 17:30:49,667 - ice00001 - [INFO] - [E:116| 600]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:31:04,613 - ice00001 - [INFO] - [E:268| 900]: Train Loss:0.0018183,  Val MRR:0.39531, 	ice00001
 | 
						|
2023-05-22 17:32:17,634 - ice00001 - [INFO] - [Epoch:268]:  Training Loss:0.001818
 | 
						|
 | 
						|
2023-05-22 17:32:17,972 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 17:32:28,988 - ice00001 - [INFO] - [E:116| 700]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:32:40,997 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 17:33:03,535 - ice00001 - [INFO] - [Evaluating Epoch 268 valid]: 
 | 
						|
	MRR: Tail : 0.42046, Head : 0.37029, Avg : 0.39537
 | 
						|
 | 
						|
2023-05-22 17:33:04,985 - ice00001 - [INFO] - [Epoch 268]:  Training Loss: 0.0018185,  Valid MRR: 0.39537, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 17:33:06,315 - ice00001 - [INFO] - [E:269| 0]: Train Loss:0.0017707,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 17:33:56,258 - ice00001 - [INFO] - [E:116| 800]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:34:36,788 - ice00001 - [INFO] - [E:269| 100]: Train Loss:0.0018133,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 17:35:34,101 - ice00001 - [INFO] - [E:116| 900]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:36:17,372 - ice00001 - [INFO] - [E:269| 200]: Train Loss:0.0018143,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 17:36:42,929 - ice00001 - [INFO] - [Epoch:116]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 17:36:43,285 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 17:37:05,947 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 17:37:27,669 - ice00001 - [INFO] - [Evaluating Epoch 116 valid]: 
 | 
						|
	MRR: Tail : 0.09573, Head : 0.06881, Avg : 0.08227
 | 
						|
 | 
						|
2023-05-22 17:37:27,669 - ice00001 - [INFO] - [Epoch 116]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 17:37:28,704 - ice00001 - [INFO] - [E:117| 0]: Train Loss:0.0028868,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:37:56,069 - ice00001 - [INFO] - [E:269| 300]: Train Loss:0.0018137,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 17:39:06,183 - ice00001 - [INFO] - [E:117| 100]: Train Loss:0.0029055,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:39:34,797 - ice00001 - [INFO] - [E:269| 400]: Train Loss:0.001815,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 17:40:43,929 - ice00001 - [INFO] - [E:117| 200]: Train Loss:0.002905,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:41:15,354 - ice00001 - [INFO] - [E:269| 500]: Train Loss:0.0018147,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 17:42:11,248 - ice00001 - [INFO] - [E:117| 300]: Train Loss:0.002904,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:42:46,028 - ice00001 - [INFO] - [E:269| 600]: Train Loss:0.0018144,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 17:43:49,230 - ice00001 - [INFO] - [E:117| 400]: Train Loss:0.0029027,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:44:26,774 - ice00001 - [INFO] - [E:269| 700]: Train Loss:0.0018157,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 17:45:27,307 - ice00001 - [INFO] - [E:117| 500]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:46:06,481 - ice00001 - [INFO] - [E:269| 800]: Train Loss:0.0018165,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 17:47:05,418 - ice00001 - [INFO] - [E:117| 600]: Train Loss:0.0029027,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:47:46,409 - ice00001 - [INFO] - [E:269| 900]: Train Loss:0.0018167,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 17:48:43,604 - ice00001 - [INFO] - [E:117| 700]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:48:56,592 - ice00001 - [INFO] - [Epoch:269]:  Training Loss:0.001818
 | 
						|
 | 
						|
2023-05-22 17:48:56,847 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 17:49:19,872 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 17:49:42,768 - ice00001 - [INFO] - [Evaluating Epoch 269 valid]: 
 | 
						|
	MRR: Tail : 0.42067, Head : 0.36989, Avg : 0.39528
 | 
						|
	MR: Tail : 298.51, Head : 318.74, Avg : 308.63
 | 
						|
	Hit-1: Tail : 0.31448, Head : 0.26241, Avg : 0.28845
 | 
						|
	Hit-3: Tail : 0.47166, Head : 0.41886, Avg : 0.44526
 | 
						|
	Hit-10: Tail : 0.62495, Head : 0.57823, Avg : 0.60159
 | 
						|
2023-05-22 17:49:42,768 - ice00001 - [INFO] - [Epoch 269]:  Training Loss: 0.0018175,  Valid MRR: 0.39537, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 17:49:43,924 - ice00001 - [INFO] - [E:270| 0]: Train Loss:0.0018143,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 17:50:21,930 - ice00001 - [INFO] - [E:117| 800]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:51:14,389 - ice00001 - [INFO] - [E:270| 100]: Train Loss:0.0018134,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 17:51:49,055 - ice00001 - [INFO] - [E:117| 900]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:52:53,149 - ice00001 - [INFO] - [E:270| 200]: Train Loss:0.0018153,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 17:52:56,972 - ice00001 - [INFO] - [Epoch:117]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 17:52:57,223 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 17:53:19,322 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 17:53:41,280 - ice00001 - [INFO] - [Evaluating Epoch 117 valid]: 
 | 
						|
	MRR: Tail : 0.09563, Head : 0.06864, Avg : 0.08213
 | 
						|
 | 
						|
2023-05-22 17:53:41,280 - ice00001 - [INFO] - [Epoch 117]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 17:53:42,331 - ice00001 - [INFO] - [E:118| 0]: Train Loss:0.0029078,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:54:33,722 - ice00001 - [INFO] - [E:270| 300]: Train Loss:0.0018151,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 17:55:19,671 - ice00001 - [INFO] - [E:118| 100]: Train Loss:0.0029038,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:56:15,060 - ice00001 - [INFO] - [E:270| 400]: Train Loss:0.0018154,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 17:56:57,530 - ice00001 - [INFO] - [E:118| 200]: Train Loss:0.0029029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:57:56,182 - ice00001 - [INFO] - [E:270| 500]: Train Loss:0.001815,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 17:58:35,359 - ice00001 - [INFO] - [E:118| 300]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 17:59:29,786 - ice00001 - [INFO] - [E:270| 600]: Train Loss:0.001816,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 18:00:02,839 - ice00001 - [INFO] - [E:118| 400]: Train Loss:0.0029027,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:01:07,603 - ice00001 - [INFO] - [E:270| 700]: Train Loss:0.0018164,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 18:01:40,798 - ice00001 - [INFO] - [E:118| 500]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:02:47,562 - ice00001 - [INFO] - [E:270| 800]: Train Loss:0.0018175,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 18:03:18,112 - ice00001 - [INFO] - [E:118| 600]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:04:27,396 - ice00001 - [INFO] - [E:270| 900]: Train Loss:0.0018172,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 18:04:55,552 - ice00001 - [INFO] - [E:118| 700]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:05:37,779 - ice00001 - [INFO] - [Epoch:270]:  Training Loss:0.001818
 | 
						|
 | 
						|
2023-05-22 18:05:38,151 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 18:06:00,914 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 18:06:23,199 - ice00001 - [INFO] - [Evaluating Epoch 270 valid]: 
 | 
						|
	MRR: Tail : 0.41953, Head : 0.36987, Avg : 0.3947
 | 
						|
 | 
						|
2023-05-22 18:06:23,199 - ice00001 - [INFO] - [Epoch 270]:  Training Loss: 0.0018178,  Valid MRR: 0.39537, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 18:06:24,204 - ice00001 - [INFO] - [E:271| 0]: Train Loss:0.0017439,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 18:06:32,292 - ice00001 - [INFO] - [E:118| 800]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:08:00,743 - ice00001 - [INFO] - [E:271| 100]: Train Loss:0.0018111,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 18:08:04,218 - ice00001 - [INFO] - [E:118| 900]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:09:06,474 - ice00001 - [INFO] - [Epoch:118]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 18:09:06,810 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 18:09:28,982 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 18:09:33,550 - ice00001 - [INFO] - [E:271| 200]: Train Loss:0.0018103,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 18:09:50,856 - ice00001 - [INFO] - [Evaluating Epoch 118 valid]: 
 | 
						|
	MRR: Tail : 0.09485, Head : 0.06919, Avg : 0.08202
 | 
						|
 | 
						|
2023-05-22 18:09:50,856 - ice00001 - [INFO] - [Epoch 118]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 18:09:51,642 - ice00001 - [INFO] - [E:119| 0]: Train Loss:0.0028946,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:11:13,909 - ice00001 - [INFO] - [E:271| 300]: Train Loss:0.0018127,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 18:11:29,007 - ice00001 - [INFO] - [E:119| 100]: Train Loss:0.0028988,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:12:54,410 - ice00001 - [INFO] - [E:271| 400]: Train Loss:0.0018125,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 18:13:06,620 - ice00001 - [INFO] - [E:119| 200]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:14:35,035 - ice00001 - [INFO] - [E:271| 500]: Train Loss:0.0018132,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 18:14:44,962 - ice00001 - [INFO] - [E:119| 300]: Train Loss:0.0029005,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:16:14,998 - ice00001 - [INFO] - [E:271| 600]: Train Loss:0.0018137,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 18:16:23,216 - ice00001 - [INFO] - [E:119| 400]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:17:45,080 - ice00001 - [INFO] - [E:271| 700]: Train Loss:0.0018142,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 18:17:50,715 - ice00001 - [INFO] - [E:119| 500]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:19:25,653 - ice00001 - [INFO] - [E:271| 800]: Train Loss:0.0018148,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 18:19:28,879 - ice00001 - [INFO] - [E:119| 600]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:21:07,530 - ice00001 - [INFO] - [E:271| 900]: Train Loss:0.0018155,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 18:21:08,201 - ice00001 - [INFO] - [E:119| 700]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:22:17,119 - ice00001 - [INFO] - [Epoch:271]:  Training Loss:0.001816
 | 
						|
 | 
						|
2023-05-22 18:22:17,461 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 18:22:40,169 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 18:22:44,532 - ice00001 - [INFO] - [E:119| 800]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:23:02,769 - ice00001 - [INFO] - [Evaluating Epoch 271 valid]: 
 | 
						|
	MRR: Tail : 0.41944, Head : 0.36943, Avg : 0.39443
 | 
						|
 | 
						|
2023-05-22 18:23:02,769 - ice00001 - [INFO] - [Epoch 271]:  Training Loss: 0.0018165,  Valid MRR: 0.39537, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 18:23:03,817 - ice00001 - [INFO] - [E:272| 0]: Train Loss:0.0018043,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 18:24:22,338 - ice00001 - [INFO] - [E:119| 900]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:24:43,942 - ice00001 - [INFO] - [E:272| 100]: Train Loss:0.0018122,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 18:25:30,843 - ice00001 - [INFO] - [Epoch:119]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 18:25:31,053 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 18:25:44,334 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 18:26:04,439 - ice00001 - [INFO] - [Evaluating Epoch 119 valid]: 
 | 
						|
	MRR: Tail : 0.09564, Head : 0.06883, Avg : 0.08223
 | 
						|
	MR: Tail : 813.93, Head : 1009.0, Avg : 911.46
 | 
						|
	Hit-1: Tail : 0.03848, Head : 0.02779, Avg : 0.03314
 | 
						|
	Hit-3: Tail : 0.09831, Head : 0.06142, Avg : 0.07986
 | 
						|
	Hit-10: Tail : 0.21532, Head : 0.15463, Avg : 0.18497
 | 
						|
2023-05-22 18:26:04,440 - ice00001 - [INFO] - [Epoch 119]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 18:26:05,504 - ice00001 - [INFO] - [E:120| 0]: Train Loss:0.002944,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:26:14,948 - ice00001 - [INFO] - [E:272| 200]: Train Loss:0.0018114,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 18:27:42,353 - ice00001 - [INFO] - [E:120| 100]: Train Loss:0.0029041,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:27:55,700 - ice00001 - [INFO] - [E:272| 300]: Train Loss:0.0018127,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 18:29:19,591 - ice00001 - [INFO] - [E:120| 200]: Train Loss:0.0029042,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:29:36,071 - ice00001 - [INFO] - [E:272| 400]: Train Loss:0.0018143,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 18:30:56,997 - ice00001 - [INFO] - [E:120| 300]: Train Loss:0.002903,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:31:17,917 - ice00001 - [INFO] - [E:272| 500]: Train Loss:0.0018143,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 18:32:33,991 - ice00001 - [INFO] - [E:120| 400]: Train Loss:0.0029033,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:32:59,627 - ice00001 - [INFO] - [E:272| 600]: Train Loss:0.0018149,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 18:34:11,981 - ice00001 - [INFO] - [E:120| 500]: Train Loss:0.0029032,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:34:32,225 - ice00001 - [INFO] - [E:272| 700]: Train Loss:0.0018157,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 18:35:38,579 - ice00001 - [INFO] - [E:120| 600]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:36:10,069 - ice00001 - [INFO] - [E:272| 800]: Train Loss:0.0018154,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 18:37:15,663 - ice00001 - [INFO] - [E:120| 700]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:37:50,148 - ice00001 - [INFO] - [E:272| 900]: Train Loss:0.001816,  Val MRR:0.39537, 	ice00001
 | 
						|
2023-05-22 18:38:53,752 - ice00001 - [INFO] - [E:120| 800]: Train Loss:0.0029004,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:39:01,653 - ice00001 - [INFO] - [Epoch:272]:  Training Loss:0.001816
 | 
						|
 | 
						|
2023-05-22 18:39:02,155 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 18:39:25,216 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 18:39:47,668 - ice00001 - [INFO] - [Evaluating Epoch 272 valid]: 
 | 
						|
	MRR: Tail : 0.42062, Head : 0.3708, Avg : 0.39571
 | 
						|
 | 
						|
2023-05-22 18:39:48,990 - ice00001 - [INFO] - [Epoch 272]:  Training Loss: 0.001816,  Valid MRR: 0.39571, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 18:39:50,148 - ice00001 - [INFO] - [E:273| 0]: Train Loss:0.0018316,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 18:40:32,014 - ice00001 - [INFO] - [E:120| 900]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:41:31,010 - ice00001 - [INFO] - [E:273| 100]: Train Loss:0.0018138,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 18:41:40,398 - ice00001 - [INFO] - [Epoch:120]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 18:41:40,649 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 18:42:03,326 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 18:42:25,678 - ice00001 - [INFO] - [Evaluating Epoch 120 valid]: 
 | 
						|
	MRR: Tail : 0.09319, Head : 0.06999, Avg : 0.08159
 | 
						|
 | 
						|
2023-05-22 18:42:25,678 - ice00001 - [INFO] - [Epoch 120]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 18:42:26,790 - ice00001 - [INFO] - [E:121| 0]: Train Loss:0.0028711,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:43:06,473 - ice00001 - [INFO] - [E:273| 200]: Train Loss:0.0018143,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 18:43:53,529 - ice00001 - [INFO] - [E:121| 100]: Train Loss:0.0029077,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:44:42,035 - ice00001 - [INFO] - [E:273| 300]: Train Loss:0.0018148,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 18:45:31,238 - ice00001 - [INFO] - [E:121| 200]: Train Loss:0.0029042,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:46:22,018 - ice00001 - [INFO] - [E:273| 400]: Train Loss:0.0018155,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 18:47:09,509 - ice00001 - [INFO] - [E:121| 300]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:48:02,807 - ice00001 - [INFO] - [E:273| 500]: Train Loss:0.0018159,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 18:48:47,466 - ice00001 - [INFO] - [E:121| 400]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:49:42,648 - ice00001 - [INFO] - [E:273| 600]: Train Loss:0.0018154,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 18:50:23,550 - ice00001 - [INFO] - [E:121| 500]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:51:21,683 - ice00001 - [INFO] - [E:273| 700]: Train Loss:0.0018147,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 18:51:50,166 - ice00001 - [INFO] - [E:121| 600]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:52:52,057 - ice00001 - [INFO] - [E:273| 800]: Train Loss:0.0018147,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 18:53:27,486 - ice00001 - [INFO] - [E:121| 700]: Train Loss:0.0029003,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:54:31,762 - ice00001 - [INFO] - [E:273| 900]: Train Loss:0.0018148,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 18:55:05,384 - ice00001 - [INFO] - [E:121| 800]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:55:42,299 - ice00001 - [INFO] - [Epoch:273]:  Training Loss:0.001815
 | 
						|
 | 
						|
2023-05-22 18:55:42,637 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 18:56:05,510 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 18:56:28,031 - ice00001 - [INFO] - [Evaluating Epoch 273 valid]: 
 | 
						|
	MRR: Tail : 0.42069, Head : 0.37027, Avg : 0.39548
 | 
						|
 | 
						|
2023-05-22 18:56:28,031 - ice00001 - [INFO] - [Epoch 273]:  Training Loss: 0.001815,  Valid MRR: 0.39571, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 18:56:29,194 - ice00001 - [INFO] - [E:274| 0]: Train Loss:0.0017545,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 18:56:43,366 - ice00001 - [INFO] - [E:121| 900]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:57:52,242 - ice00001 - [INFO] - [Epoch:121]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 18:57:52,607 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 18:58:08,877 - ice00001 - [INFO] - [E:274| 100]: Train Loss:0.0018143,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 18:58:15,496 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 18:58:38,011 - ice00001 - [INFO] - [Evaluating Epoch 121 valid]: 
 | 
						|
	MRR: Tail : 0.09505, Head : 0.06853, Avg : 0.08179
 | 
						|
 | 
						|
2023-05-22 18:58:38,011 - ice00001 - [INFO] - [Epoch 121]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 18:58:39,141 - ice00001 - [INFO] - [E:122| 0]: Train Loss:0.0028968,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 18:59:49,369 - ice00001 - [INFO] - [E:274| 200]: Train Loss:0.0018094,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:00:16,879 - ice00001 - [INFO] - [E:122| 100]: Train Loss:0.0029035,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:01:19,652 - ice00001 - [INFO] - [E:274| 300]: Train Loss:0.0018103,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:01:43,782 - ice00001 - [INFO] - [E:122| 200]: Train Loss:0.0029035,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:03:00,067 - ice00001 - [INFO] - [E:274| 400]: Train Loss:0.00181,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:03:21,013 - ice00001 - [INFO] - [E:122| 300]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:04:40,243 - ice00001 - [INFO] - [E:274| 500]: Train Loss:0.0018098,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:04:57,422 - ice00001 - [INFO] - [E:122| 400]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:06:19,918 - ice00001 - [INFO] - [E:274| 600]: Train Loss:0.0018112,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:06:34,333 - ice00001 - [INFO] - [E:122| 500]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:08:02,919 - ice00001 - [INFO] - [E:274| 700]: Train Loss:0.0018124,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:08:13,314 - ice00001 - [INFO] - [E:122| 600]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:09:33,328 - ice00001 - [INFO] - [E:274| 800]: Train Loss:0.0018133,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:09:40,763 - ice00001 - [INFO] - [E:122| 700]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:11:13,274 - ice00001 - [INFO] - [E:274| 900]: Train Loss:0.0018142,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:11:18,370 - ice00001 - [INFO] - [E:122| 800]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:12:23,948 - ice00001 - [INFO] - [Epoch:274]:  Training Loss:0.001815
 | 
						|
 | 
						|
2023-05-22 19:12:24,258 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 19:12:46,989 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 19:12:56,703 - ice00001 - [INFO] - [E:122| 900]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:13:09,577 - ice00001 - [INFO] - [Evaluating Epoch 274 valid]: 
 | 
						|
	MRR: Tail : 0.42001, Head : 0.36963, Avg : 0.39482
 | 
						|
 | 
						|
2023-05-22 19:13:09,577 - ice00001 - [INFO] - [Epoch 274]:  Training Loss: 0.0018145,  Valid MRR: 0.39571, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 19:13:10,702 - ice00001 - [INFO] - [E:275| 0]: Train Loss:0.0017915,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:14:05,603 - ice00001 - [INFO] - [Epoch:122]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 19:14:05,854 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 19:14:28,540 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 19:14:50,929 - ice00001 - [INFO] - [Evaluating Epoch 122 valid]: 
 | 
						|
	MRR: Tail : 0.09512, Head : 0.06927, Avg : 0.0822
 | 
						|
 | 
						|
2023-05-22 19:14:50,929 - ice00001 - [INFO] - [Epoch 122]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 19:14:51,456 - ice00001 - [INFO] - [E:275| 100]: Train Loss:0.0018052,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:14:52,058 - ice00001 - [INFO] - [E:123| 0]: Train Loss:0.0028764,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:16:29,408 - ice00001 - [INFO] - [E:123| 100]: Train Loss:0.0029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:16:32,844 - ice00001 - [INFO] - [E:275| 200]: Train Loss:0.0018088,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:18:02,651 - ice00001 - [INFO] - [E:123| 200]: Train Loss:0.0029024,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:18:07,141 - ice00001 - [INFO] - [E:275| 300]: Train Loss:0.00181,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:19:33,092 - ice00001 - [INFO] - [E:123| 300]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:19:43,254 - ice00001 - [INFO] - [E:275| 400]: Train Loss:0.0018109,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:21:10,920 - ice00001 - [INFO] - [E:123| 400]: Train Loss:0.0029036,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:21:24,192 - ice00001 - [INFO] - [E:275| 500]: Train Loss:0.0018119,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:22:49,292 - ice00001 - [INFO] - [E:123| 500]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:23:05,045 - ice00001 - [INFO] - [E:275| 600]: Train Loss:0.0018114,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:24:26,939 - ice00001 - [INFO] - [E:123| 600]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:24:45,395 - ice00001 - [INFO] - [E:275| 700]: Train Loss:0.0018119,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:26:04,331 - ice00001 - [INFO] - [E:123| 700]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:26:26,481 - ice00001 - [INFO] - [E:275| 800]: Train Loss:0.0018131,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:27:32,025 - ice00001 - [INFO] - [E:123| 800]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:27:57,152 - ice00001 - [INFO] - [E:275| 900]: Train Loss:0.0018144,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:29:07,679 - ice00001 - [INFO] - [Epoch:275]:  Training Loss:0.001815
 | 
						|
 | 
						|
2023-05-22 19:29:08,081 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 19:29:09,124 - ice00001 - [INFO] - [E:123| 900]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:29:30,702 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 19:29:53,298 - ice00001 - [INFO] - [Evaluating Epoch 275 valid]: 
 | 
						|
	MRR: Tail : 0.42047, Head : 0.37071, Avg : 0.39559
 | 
						|
 | 
						|
2023-05-22 19:29:53,298 - ice00001 - [INFO] - [Epoch 275]:  Training Loss: 0.0018145,  Valid MRR: 0.39571, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 19:29:54,441 - ice00001 - [INFO] - [E:276| 0]: Train Loss:0.0018228,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:30:17,758 - ice00001 - [INFO] - [Epoch:123]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 19:30:18,167 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 19:30:40,580 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 19:31:02,624 - ice00001 - [INFO] - [Evaluating Epoch 123 valid]: 
 | 
						|
	MRR: Tail : 0.09223, Head : 0.06872, Avg : 0.08047
 | 
						|
 | 
						|
2023-05-22 19:31:02,624 - ice00001 - [INFO] - [Epoch 123]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 19:31:03,563 - ice00001 - [INFO] - [E:124| 0]: Train Loss:0.0028778,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:31:34,763 - ice00001 - [INFO] - [E:276| 100]: Train Loss:0.001811,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:32:40,868 - ice00001 - [INFO] - [E:124| 100]: Train Loss:0.0028964,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:33:14,670 - ice00001 - [INFO] - [E:276| 200]: Train Loss:0.0018099,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:34:17,516 - ice00001 - [INFO] - [E:124| 200]: Train Loss:0.0028988,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:34:54,210 - ice00001 - [INFO] - [E:276| 300]: Train Loss:0.0018109,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:35:45,255 - ice00001 - [INFO] - [E:124| 300]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:36:24,785 - ice00001 - [INFO] - [E:276| 400]: Train Loss:0.0018121,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:37:22,225 - ice00001 - [INFO] - [E:124| 400]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:38:06,051 - ice00001 - [INFO] - [E:276| 500]: Train Loss:0.0018127,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:38:59,017 - ice00001 - [INFO] - [E:124| 500]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:39:47,313 - ice00001 - [INFO] - [E:276| 600]: Train Loss:0.0018126,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:40:36,009 - ice00001 - [INFO] - [E:124| 600]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:41:27,889 - ice00001 - [INFO] - [E:276| 700]: Train Loss:0.0018124,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:42:13,087 - ice00001 - [INFO] - [E:124| 700]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:43:07,736 - ice00001 - [INFO] - [E:276| 800]: Train Loss:0.0018124,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:43:50,411 - ice00001 - [INFO] - [E:124| 800]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:44:38,621 - ice00001 - [INFO] - [E:276| 900]: Train Loss:0.0018129,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:45:17,071 - ice00001 - [INFO] - [E:124| 900]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:45:49,591 - ice00001 - [INFO] - [Epoch:276]:  Training Loss:0.001813
 | 
						|
 | 
						|
2023-05-22 19:45:49,846 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 19:46:12,824 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 19:46:25,439 - ice00001 - [INFO] - [Epoch:124]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 19:46:25,812 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 19:46:35,323 - ice00001 - [INFO] - [Evaluating Epoch 276 valid]: 
 | 
						|
	MRR: Tail : 0.42132, Head : 0.37004, Avg : 0.39568
 | 
						|
 | 
						|
2023-05-22 19:46:35,323 - ice00001 - [INFO] - [Epoch 276]:  Training Loss: 0.0018132,  Valid MRR: 0.39571, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 19:46:36,432 - ice00001 - [INFO] - [E:277| 0]: Train Loss:0.0018202,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:46:48,172 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 19:47:10,183 - ice00001 - [INFO] - [Evaluating Epoch 124 valid]: 
 | 
						|
	MRR: Tail : 0.09542, Head : 0.06903, Avg : 0.08222
 | 
						|
 | 
						|
2023-05-22 19:47:10,183 - ice00001 - [INFO] - [Epoch 124]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 19:47:11,358 - ice00001 - [INFO] - [E:125| 0]: Train Loss:0.0028904,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:48:15,320 - ice00001 - [INFO] - [E:277| 100]: Train Loss:0.0018124,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:48:47,155 - ice00001 - [INFO] - [E:125| 100]: Train Loss:0.0029074,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:49:55,808 - ice00001 - [INFO] - [E:277| 200]: Train Loss:0.0018119,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:50:23,902 - ice00001 - [INFO] - [E:125| 200]: Train Loss:0.002905,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:51:36,085 - ice00001 - [INFO] - [E:277| 300]: Train Loss:0.0018115,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:52:01,308 - ice00001 - [INFO] - [E:125| 300]: Train Loss:0.0029051,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:53:06,876 - ice00001 - [INFO] - [E:277| 400]: Train Loss:0.0018104,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:53:28,503 - ice00001 - [INFO] - [E:125| 400]: Train Loss:0.002904,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:54:46,987 - ice00001 - [INFO] - [E:277| 500]: Train Loss:0.0018112,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:55:06,020 - ice00001 - [INFO] - [E:125| 500]: Train Loss:0.0029037,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:56:30,684 - ice00001 - [INFO] - [E:277| 600]: Train Loss:0.0018117,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:56:45,453 - ice00001 - [INFO] - [E:125| 600]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:58:11,696 - ice00001 - [INFO] - [E:277| 700]: Train Loss:0.0018126,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 19:58:23,377 - ice00001 - [INFO] - [E:125| 700]: Train Loss:0.0029025,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 19:59:53,122 - ice00001 - [INFO] - [E:277| 800]: Train Loss:0.0018127,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 20:00:00,859 - ice00001 - [INFO] - [E:125| 800]: Train Loss:0.0029024,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:01:31,859 - ice00001 - [INFO] - [E:277| 900]: Train Loss:0.0018128,  Val MRR:0.39571, 	ice00001
 | 
						|
2023-05-22 20:01:34,358 - ice00001 - [INFO] - [E:125| 900]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:02:33,492 - ice00001 - [INFO] - [Epoch:277]:  Training Loss:0.001813
 | 
						|
 | 
						|
2023-05-22 20:02:33,981 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 20:02:35,651 - ice00001 - [INFO] - [Epoch:125]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 20:02:35,982 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 20:02:56,215 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 20:02:58,112 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 20:03:18,108 - ice00001 - [INFO] - [Evaluating Epoch 277 valid]: 
 | 
						|
	MRR: Tail : 0.42144, Head : 0.37022, Avg : 0.39583
 | 
						|
 | 
						|
2023-05-22 20:03:19,666 - ice00001 - [INFO] - [Epoch 277]:  Training Loss: 0.0018132,  Valid MRR: 0.39583, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 20:03:20,244 - ice00001 - [INFO] - [Evaluating Epoch 125 valid]: 
 | 
						|
	MRR: Tail : 0.09404, Head : 0.06903, Avg : 0.08153
 | 
						|
 | 
						|
2023-05-22 20:03:20,244 - ice00001 - [INFO] - [Epoch 125]:  Training Loss: 0.0029014,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 20:03:20,821 - ice00001 - [INFO] - [E:278| 0]: Train Loss:0.0017443,  Val MRR:0.39583, 	ice00001
 | 
						|
2023-05-22 20:03:21,359 - ice00001 - [INFO] - [E:126| 0]: Train Loss:0.0028769,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:04:58,363 - ice00001 - [INFO] - [E:126| 100]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:05:01,680 - ice00001 - [INFO] - [E:278| 100]: Train Loss:0.0018086,  Val MRR:0.39583, 	ice00001
 | 
						|
2023-05-22 20:06:35,714 - ice00001 - [INFO] - [E:126| 200]: Train Loss:0.0028994,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:06:42,165 - ice00001 - [INFO] - [E:278| 200]: Train Loss:0.0018118,  Val MRR:0.39583, 	ice00001
 | 
						|
2023-05-22 20:08:13,302 - ice00001 - [INFO] - [E:126| 300]: Train Loss:0.0029001,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:08:23,110 - ice00001 - [INFO] - [E:278| 300]: Train Loss:0.0018108,  Val MRR:0.39583, 	ice00001
 | 
						|
2023-05-22 20:09:51,020 - ice00001 - [INFO] - [E:126| 400]: Train Loss:0.0029001,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:10:04,247 - ice00001 - [INFO] - [E:278| 400]: Train Loss:0.0018124,  Val MRR:0.39583, 	ice00001
 | 
						|
2023-05-22 20:11:18,921 - ice00001 - [INFO] - [E:126| 500]: Train Loss:0.0029001,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:11:34,525 - ice00001 - [INFO] - [E:278| 500]: Train Loss:0.0018125,  Val MRR:0.39583, 	ice00001
 | 
						|
2023-05-22 20:12:56,567 - ice00001 - [INFO] - [E:126| 600]: Train Loss:0.0029003,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:13:14,630 - ice00001 - [INFO] - [E:278| 600]: Train Loss:0.0018129,  Val MRR:0.39583, 	ice00001
 | 
						|
2023-05-22 20:14:34,128 - ice00001 - [INFO] - [E:126| 700]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:14:54,379 - ice00001 - [INFO] - [E:278| 700]: Train Loss:0.0018123,  Val MRR:0.39583, 	ice00001
 | 
						|
2023-05-22 20:16:11,370 - ice00001 - [INFO] - [E:126| 800]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:16:33,506 - ice00001 - [INFO] - [E:278| 800]: Train Loss:0.0018127,  Val MRR:0.39583, 	ice00001
 | 
						|
2023-05-22 20:17:48,065 - ice00001 - [INFO] - [E:126| 900]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:18:13,905 - ice00001 - [INFO] - [E:278| 900]: Train Loss:0.0018125,  Val MRR:0.39583, 	ice00001
 | 
						|
2023-05-22 20:18:53,738 - ice00001 - [INFO] - [Epoch:126]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 20:18:53,955 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 20:19:08,411 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 20:19:14,170 - ice00001 - [INFO] - [Epoch:278]:  Training Loss:0.001813
 | 
						|
 | 
						|
2023-05-22 20:19:14,556 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 20:19:30,437 - ice00001 - [INFO] - [Evaluating Epoch 126 valid]: 
 | 
						|
	MRR: Tail : 0.0951, Head : 0.06876, Avg : 0.08193
 | 
						|
 | 
						|
2023-05-22 20:19:30,437 - ice00001 - [INFO] - [Epoch 126]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 20:19:31,542 - ice00001 - [INFO] - [E:127| 0]: Train Loss:0.0029062,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:19:37,566 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 20:20:00,437 - ice00001 - [INFO] - [Evaluating Epoch 278 valid]: 
 | 
						|
	MRR: Tail : 0.42072, Head : 0.36995, Avg : 0.39533
 | 
						|
 | 
						|
2023-05-22 20:20:00,438 - ice00001 - [INFO] - [Epoch 278]:  Training Loss: 0.0018126,  Valid MRR: 0.39583, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 20:20:01,411 - ice00001 - [INFO] - [E:279| 0]: Train Loss:0.0018187,  Val MRR:0.39583, 	ice00001
 | 
						|
2023-05-22 20:21:09,053 - ice00001 - [INFO] - [E:127| 100]: Train Loss:0.0028953,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:21:41,721 - ice00001 - [INFO] - [E:279| 100]: Train Loss:0.0018105,  Val MRR:0.39583, 	ice00001
 | 
						|
2023-05-22 20:22:46,450 - ice00001 - [INFO] - [E:127| 200]: Train Loss:0.0028998,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:23:21,697 - ice00001 - [INFO] - [E:279| 200]: Train Loss:0.0018092,  Val MRR:0.39583, 	ice00001
 | 
						|
2023-05-22 20:24:23,939 - ice00001 - [INFO] - [E:127| 300]: Train Loss:0.0028995,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:25:03,249 - ice00001 - [INFO] - [E:279| 300]: Train Loss:0.0018086,  Val MRR:0.39583, 	ice00001
 | 
						|
2023-05-22 20:26:01,171 - ice00001 - [INFO] - [E:127| 400]: Train Loss:0.0028993,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:26:44,257 - ice00001 - [INFO] - [E:279| 400]: Train Loss:0.001809,  Val MRR:0.39583, 	ice00001
 | 
						|
2023-05-22 20:27:36,562 - ice00001 - [INFO] - [E:127| 500]: Train Loss:0.0029001,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:28:15,595 - ice00001 - [INFO] - [E:279| 500]: Train Loss:0.0018095,  Val MRR:0.39583, 	ice00001
 | 
						|
2023-05-22 20:29:06,177 - ice00001 - [INFO] - [E:127| 600]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:29:55,319 - ice00001 - [INFO] - [E:279| 600]: Train Loss:0.0018092,  Val MRR:0.39583, 	ice00001
 | 
						|
2023-05-22 20:30:43,055 - ice00001 - [INFO] - [E:127| 700]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:31:34,153 - ice00001 - [INFO] - [E:279| 700]: Train Loss:0.00181,  Val MRR:0.39583, 	ice00001
 | 
						|
2023-05-22 20:32:19,494 - ice00001 - [INFO] - [E:127| 800]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:33:13,732 - ice00001 - [INFO] - [E:279| 800]: Train Loss:0.0018101,  Val MRR:0.39583, 	ice00001
 | 
						|
2023-05-22 20:33:57,139 - ice00001 - [INFO] - [E:127| 900]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:34:53,543 - ice00001 - [INFO] - [E:279| 900]: Train Loss:0.0018107,  Val MRR:0.39583, 	ice00001
 | 
						|
2023-05-22 20:35:06,146 - ice00001 - [INFO] - [Epoch:127]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 20:35:06,503 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 20:35:29,088 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 20:35:51,194 - ice00001 - [INFO] - [Evaluating Epoch 127 valid]: 
 | 
						|
	MRR: Tail : 0.09451, Head : 0.06968, Avg : 0.08209
 | 
						|
 | 
						|
2023-05-22 20:35:51,194 - ice00001 - [INFO] - [Epoch 127]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 20:35:52,091 - ice00001 - [INFO] - [E:128| 0]: Train Loss:0.0029299,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:36:03,525 - ice00001 - [INFO] - [Epoch:279]:  Training Loss:0.001811
 | 
						|
 | 
						|
2023-05-22 20:36:03,849 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 20:36:20,710 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 20:36:37,636 - ice00001 - [INFO] - [Evaluating Epoch 279 valid]: 
 | 
						|
	MRR: Tail : 0.41947, Head : 0.3709, Avg : 0.39519
 | 
						|
	MR: Tail : 304.27, Head : 322.34, Avg : 313.3
 | 
						|
	Hit-1: Tail : 0.31205, Head : 0.26593, Avg : 0.28899
 | 
						|
	Hit-3: Tail : 0.47275, Head : 0.41692, Avg : 0.44484
 | 
						|
	Hit-10: Tail : 0.62326, Head : 0.57895, Avg : 0.6011
 | 
						|
2023-05-22 20:36:37,636 - ice00001 - [INFO] - [Epoch 279]:  Training Loss: 0.0018112,  Valid MRR: 0.39583, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 20:36:38,752 - ice00001 - [INFO] - [E:280| 0]: Train Loss:0.0018243,  Val MRR:0.39583, 	ice00001
 | 
						|
2023-05-22 20:37:19,094 - ice00001 - [INFO] - [E:128| 100]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:38:19,982 - ice00001 - [INFO] - [E:280| 100]: Train Loss:0.001803,  Val MRR:0.39583, 	ice00001
 | 
						|
2023-05-22 20:38:56,216 - ice00001 - [INFO] - [E:128| 200]: Train Loss:0.0029051,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:40:01,542 - ice00001 - [INFO] - [E:280| 200]: Train Loss:0.0018064,  Val MRR:0.39583, 	ice00001
 | 
						|
2023-05-22 20:40:33,202 - ice00001 - [INFO] - [E:128| 300]: Train Loss:0.0029043,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:41:42,784 - ice00001 - [INFO] - [E:280| 300]: Train Loss:0.0018075,  Val MRR:0.39583, 	ice00001
 | 
						|
2023-05-22 20:42:10,455 - ice00001 - [INFO] - [E:128| 400]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:43:24,174 - ice00001 - [INFO] - [E:280| 400]: Train Loss:0.0018071,  Val MRR:0.39583, 	ice00001
 | 
						|
2023-05-22 20:43:47,777 - ice00001 - [INFO] - [E:128| 500]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:45:05,823 - ice00001 - [INFO] - [E:280| 500]: Train Loss:0.0018083,  Val MRR:0.39583, 	ice00001
 | 
						|
2023-05-22 20:45:18,352 - ice00001 - [INFO] - [E:128| 600]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:46:35,740 - ice00001 - [INFO] - [E:280| 600]: Train Loss:0.0018083,  Val MRR:0.39583, 	ice00001
 | 
						|
2023-05-22 20:46:52,641 - ice00001 - [INFO] - [E:128| 700]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:48:16,804 - ice00001 - [INFO] - [E:280| 700]: Train Loss:0.0018091,  Val MRR:0.39583, 	ice00001
 | 
						|
2023-05-22 20:48:30,238 - ice00001 - [INFO] - [E:128| 800]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:49:57,276 - ice00001 - [INFO] - [E:280| 800]: Train Loss:0.0018097,  Val MRR:0.39583, 	ice00001
 | 
						|
2023-05-22 20:50:07,480 - ice00001 - [INFO] - [E:128| 900]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:51:15,568 - ice00001 - [INFO] - [Epoch:128]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 20:51:16,029 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 20:51:38,238 - ice00001 - [INFO] - [E:280| 900]: Train Loss:0.0018102,  Val MRR:0.39583, 	ice00001
 | 
						|
2023-05-22 20:51:38,701 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 20:52:00,800 - ice00001 - [INFO] - [Evaluating Epoch 128 valid]: 
 | 
						|
	MRR: Tail : 0.09305, Head : 0.06394, Avg : 0.07849
 | 
						|
 | 
						|
2023-05-22 20:52:00,800 - ice00001 - [INFO] - [Epoch 128]:  Training Loss: 0.0029014,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 20:52:01,754 - ice00001 - [INFO] - [E:129| 0]: Train Loss:0.0028908,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:52:49,483 - ice00001 - [INFO] - [Epoch:280]:  Training Loss:0.001811
 | 
						|
 | 
						|
2023-05-22 20:52:49,819 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 20:53:12,948 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 20:53:35,776 - ice00001 - [INFO] - [Evaluating Epoch 280 valid]: 
 | 
						|
	MRR: Tail : 0.42158, Head : 0.37216, Avg : 0.39687
 | 
						|
 | 
						|
2023-05-22 20:53:37,347 - ice00001 - [INFO] - [Epoch 280]:  Training Loss: 0.001811,  Valid MRR: 0.39687, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 20:53:38,511 - ice00001 - [INFO] - [E:281| 0]: Train Loss:0.0018482,  Val MRR:0.39687, 	ice00001
 | 
						|
2023-05-22 20:53:38,909 - ice00001 - [INFO] - [E:129| 100]: Train Loss:0.0029031,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:55:06,820 - ice00001 - [INFO] - [E:129| 200]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:55:08,881 - ice00001 - [INFO] - [E:281| 100]: Train Loss:0.0018093,  Val MRR:0.39687, 	ice00001
 | 
						|
2023-05-22 20:56:44,885 - ice00001 - [INFO] - [E:129| 300]: Train Loss:0.0029039,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:56:49,072 - ice00001 - [INFO] - [E:281| 200]: Train Loss:0.0018071,  Val MRR:0.39687, 	ice00001
 | 
						|
2023-05-22 20:58:22,740 - ice00001 - [INFO] - [E:129| 400]: Train Loss:0.0029033,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 20:58:29,108 - ice00001 - [INFO] - [E:281| 300]: Train Loss:0.0018064,  Val MRR:0.39687, 	ice00001
 | 
						|
2023-05-22 20:59:59,359 - ice00001 - [INFO] - [E:129| 500]: Train Loss:0.002903,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:00:07,913 - ice00001 - [INFO] - [E:281| 400]: Train Loss:0.0018074,  Val MRR:0.39687, 	ice00001
 | 
						|
2023-05-22 21:01:36,507 - ice00001 - [INFO] - [E:129| 600]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:01:47,190 - ice00001 - [INFO] - [E:281| 500]: Train Loss:0.0018074,  Val MRR:0.39687, 	ice00001
 | 
						|
2023-05-22 21:03:03,356 - ice00001 - [INFO] - [E:129| 700]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:03:17,292 - ice00001 - [INFO] - [E:281| 600]: Train Loss:0.0018086,  Val MRR:0.39687, 	ice00001
 | 
						|
2023-05-22 21:04:40,479 - ice00001 - [INFO] - [E:129| 800]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:04:57,987 - ice00001 - [INFO] - [E:281| 700]: Train Loss:0.0018097,  Val MRR:0.39687, 	ice00001
 | 
						|
2023-05-22 21:06:17,116 - ice00001 - [INFO] - [E:129| 900]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:06:38,176 - ice00001 - [INFO] - [E:281| 800]: Train Loss:0.0018097,  Val MRR:0.39687, 	ice00001
 | 
						|
2023-05-22 21:07:25,077 - ice00001 - [INFO] - [Epoch:129]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 21:07:25,412 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 21:07:47,998 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 21:08:09,923 - ice00001 - [INFO] - [Evaluating Epoch 129 valid]: 
 | 
						|
	MRR: Tail : 0.09274, Head : 0.06949, Avg : 0.08112
 | 
						|
	MR: Tail : 756.82, Head : 920.39, Avg : 838.61
 | 
						|
	Hit-1: Tail : 0.03848, Head : 0.02779, Avg : 0.03314
 | 
						|
	Hit-3: Tail : 0.08181, Head : 0.06506, Avg : 0.07343
 | 
						|
	Hit-10: Tail : 0.2101, Head : 0.15305, Avg : 0.18158
 | 
						|
2023-05-22 21:08:09,923 - ice00001 - [INFO] - [Epoch 129]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 21:08:10,991 - ice00001 - [INFO] - [E:130| 0]: Train Loss:0.0028711,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:08:18,701 - ice00001 - [INFO] - [E:281| 900]: Train Loss:0.0018099,  Val MRR:0.39687, 	ice00001
 | 
						|
2023-05-22 21:09:29,578 - ice00001 - [INFO] - [Epoch:281]:  Training Loss:0.00181
 | 
						|
 | 
						|
2023-05-22 21:09:30,086 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 21:09:47,674 - ice00001 - [INFO] - [E:130| 100]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:09:52,907 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 21:10:15,359 - ice00001 - [INFO] - [Evaluating Epoch 281 valid]: 
 | 
						|
	MRR: Tail : 0.42101, Head : 0.37065, Avg : 0.39583
 | 
						|
 | 
						|
2023-05-22 21:10:15,359 - ice00001 - [INFO] - [Epoch 281]:  Training Loss: 0.0018103,  Valid MRR: 0.39687, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 21:10:16,511 - ice00001 - [INFO] - [E:282| 0]: Train Loss:0.0018235,  Val MRR:0.39687, 	ice00001
 | 
						|
2023-05-22 21:11:17,606 - ice00001 - [INFO] - [E:130| 200]: Train Loss:0.0029032,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:11:46,830 - ice00001 - [INFO] - [E:282| 100]: Train Loss:0.0018074,  Val MRR:0.39687, 	ice00001
 | 
						|
2023-05-22 21:12:51,512 - ice00001 - [INFO] - [E:130| 300]: Train Loss:0.0028999,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:13:27,334 - ice00001 - [INFO] - [E:282| 200]: Train Loss:0.0018046,  Val MRR:0.39687, 	ice00001
 | 
						|
2023-05-22 21:14:28,038 - ice00001 - [INFO] - [E:130| 400]: Train Loss:0.0029006,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:15:06,333 - ice00001 - [INFO] - [E:282| 300]: Train Loss:0.0018066,  Val MRR:0.39687, 	ice00001
 | 
						|
2023-05-22 21:16:04,052 - ice00001 - [INFO] - [E:130| 500]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:16:46,740 - ice00001 - [INFO] - [E:282| 400]: Train Loss:0.0018074,  Val MRR:0.39687, 	ice00001
 | 
						|
2023-05-22 21:17:41,912 - ice00001 - [INFO] - [E:130| 600]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:18:26,943 - ice00001 - [INFO] - [E:282| 500]: Train Loss:0.0018082,  Val MRR:0.39687, 	ice00001
 | 
						|
2023-05-22 21:19:19,154 - ice00001 - [INFO] - [E:130| 700]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:19:58,644 - ice00001 - [INFO] - [E:282| 600]: Train Loss:0.0018088,  Val MRR:0.39687, 	ice00001
 | 
						|
2023-05-22 21:20:46,419 - ice00001 - [INFO] - [E:130| 800]: Train Loss:0.0029025,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:21:37,953 - ice00001 - [INFO] - [E:282| 700]: Train Loss:0.0018088,  Val MRR:0.39687, 	ice00001
 | 
						|
2023-05-22 21:22:23,449 - ice00001 - [INFO] - [E:130| 900]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:23:19,024 - ice00001 - [INFO] - [E:282| 800]: Train Loss:0.0018093,  Val MRR:0.39687, 	ice00001
 | 
						|
2023-05-22 21:23:32,065 - ice00001 - [INFO] - [Epoch:130]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 21:23:32,392 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 21:23:55,214 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 21:24:17,355 - ice00001 - [INFO] - [Evaluating Epoch 130 valid]: 
 | 
						|
	MRR: Tail : 0.09421, Head : 0.06901, Avg : 0.08161
 | 
						|
 | 
						|
2023-05-22 21:24:17,356 - ice00001 - [INFO] - [Epoch 130]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 21:24:18,561 - ice00001 - [INFO] - [E:131| 0]: Train Loss:0.0028511,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:24:59,695 - ice00001 - [INFO] - [E:282| 900]: Train Loss:0.0018094,  Val MRR:0.39687, 	ice00001
 | 
						|
2023-05-22 21:25:55,690 - ice00001 - [INFO] - [E:131| 100]: Train Loss:0.0029033,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:26:10,396 - ice00001 - [INFO] - [Epoch:282]:  Training Loss:0.00181
 | 
						|
 | 
						|
2023-05-22 21:26:10,890 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 21:26:33,867 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 21:26:56,650 - ice00001 - [INFO] - [Evaluating Epoch 282 valid]: 
 | 
						|
	MRR: Tail : 0.42062, Head : 0.37123, Avg : 0.39593
 | 
						|
 | 
						|
2023-05-22 21:26:56,650 - ice00001 - [INFO] - [Epoch 282]:  Training Loss: 0.0018098,  Valid MRR: 0.39687, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 21:26:57,712 - ice00001 - [INFO] - [E:283| 0]: Train Loss:0.0018358,  Val MRR:0.39687, 	ice00001
 | 
						|
2023-05-22 21:27:33,151 - ice00001 - [INFO] - [E:131| 200]: Train Loss:0.0028996,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:28:34,901 - ice00001 - [INFO] - [E:283| 100]: Train Loss:0.0018058,  Val MRR:0.39687, 	ice00001
 | 
						|
2023-05-22 21:28:59,357 - ice00001 - [INFO] - [E:131| 300]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:30:06,365 - ice00001 - [INFO] - [E:283| 200]: Train Loss:0.001806,  Val MRR:0.39687, 	ice00001
 | 
						|
2023-05-22 21:30:36,217 - ice00001 - [INFO] - [E:131| 400]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:31:46,680 - ice00001 - [INFO] - [E:283| 300]: Train Loss:0.0018062,  Val MRR:0.39687, 	ice00001
 | 
						|
2023-05-22 21:32:14,169 - ice00001 - [INFO] - [E:131| 500]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:33:29,704 - ice00001 - [INFO] - [E:283| 400]: Train Loss:0.0018069,  Val MRR:0.39687, 	ice00001
 | 
						|
2023-05-22 21:33:53,725 - ice00001 - [INFO] - [E:131| 600]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:35:10,127 - ice00001 - [INFO] - [E:283| 500]: Train Loss:0.0018069,  Val MRR:0.39687, 	ice00001
 | 
						|
2023-05-22 21:35:31,039 - ice00001 - [INFO] - [E:131| 700]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:36:50,526 - ice00001 - [INFO] - [E:283| 600]: Train Loss:0.0018075,  Val MRR:0.39687, 	ice00001
 | 
						|
2023-05-22 21:37:08,118 - ice00001 - [INFO] - [E:131| 800]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:38:21,063 - ice00001 - [INFO] - [E:283| 700]: Train Loss:0.0018083,  Val MRR:0.39687, 	ice00001
 | 
						|
2023-05-22 21:38:35,784 - ice00001 - [INFO] - [E:131| 900]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:39:44,020 - ice00001 - [INFO] - [Epoch:131]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 21:39:44,468 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 21:40:01,620 - ice00001 - [INFO] - [E:283| 800]: Train Loss:0.0018085,  Val MRR:0.39687, 	ice00001
 | 
						|
2023-05-22 21:40:06,908 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 21:40:29,031 - ice00001 - [INFO] - [Evaluating Epoch 131 valid]: 
 | 
						|
	MRR: Tail : 0.09425, Head : 0.06868, Avg : 0.08146
 | 
						|
 | 
						|
2023-05-22 21:40:29,031 - ice00001 - [INFO] - [Epoch 131]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 21:40:29,793 - ice00001 - [INFO] - [E:132| 0]: Train Loss:0.0028842,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:41:41,750 - ice00001 - [INFO] - [E:283| 900]: Train Loss:0.0018092,  Val MRR:0.39687, 	ice00001
 | 
						|
2023-05-22 21:42:08,116 - ice00001 - [INFO] - [E:132| 100]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:42:51,883 - ice00001 - [INFO] - [Epoch:283]:  Training Loss:0.001809
 | 
						|
 | 
						|
2023-05-22 21:42:52,337 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 21:43:14,629 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 21:43:36,783 - ice00001 - [INFO] - [Evaluating Epoch 283 valid]: 
 | 
						|
	MRR: Tail : 0.42215, Head : 0.37177, Avg : 0.39696
 | 
						|
 | 
						|
2023-05-22 21:43:38,329 - ice00001 - [INFO] - [Epoch 283]:  Training Loss: 0.0018094,  Valid MRR: 0.39696, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 21:43:39,210 - ice00001 - [INFO] - [E:284| 0]: Train Loss:0.0018147,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 21:43:44,929 - ice00001 - [INFO] - [E:132| 200]: Train Loss:0.0029042,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:45:19,182 - ice00001 - [INFO] - [E:284| 100]: Train Loss:0.0018067,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 21:45:22,049 - ice00001 - [INFO] - [E:132| 300]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:46:49,179 - ice00001 - [INFO] - [E:132| 400]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:46:49,203 - ice00001 - [INFO] - [E:284| 200]: Train Loss:0.0018073,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 21:48:26,620 - ice00001 - [INFO] - [E:132| 500]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:48:29,486 - ice00001 - [INFO] - [E:284| 300]: Train Loss:0.0018064,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 21:50:03,872 - ice00001 - [INFO] - [E:132| 600]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:50:09,307 - ice00001 - [INFO] - [E:284| 400]: Train Loss:0.001807,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 21:51:41,077 - ice00001 - [INFO] - [E:132| 700]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:51:50,467 - ice00001 - [INFO] - [E:284| 500]: Train Loss:0.0018073,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 21:53:18,390 - ice00001 - [INFO] - [E:132| 800]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:53:30,904 - ice00001 - [INFO] - [E:284| 600]: Train Loss:0.0018077,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 21:54:50,126 - ice00001 - [INFO] - [E:132| 900]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:55:00,888 - ice00001 - [INFO] - [E:284| 700]: Train Loss:0.0018074,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 21:55:54,144 - ice00001 - [INFO] - [Epoch:132]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 21:55:54,522 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 21:56:16,985 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 21:56:39,166 - ice00001 - [INFO] - [Evaluating Epoch 132 valid]: 
 | 
						|
	MRR: Tail : 0.09554, Head : 0.06916, Avg : 0.08235
 | 
						|
 | 
						|
2023-05-22 21:56:39,166 - ice00001 - [INFO] - [Epoch 132]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 21:56:39,961 - ice00001 - [INFO] - [E:133| 0]: Train Loss:0.0028536,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:56:40,860 - ice00001 - [INFO] - [E:284| 800]: Train Loss:0.0018077,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 21:58:16,147 - ice00001 - [INFO] - [E:133| 100]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:58:20,375 - ice00001 - [INFO] - [E:284| 900]: Train Loss:0.0018086,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 21:59:31,329 - ice00001 - [INFO] - [Epoch:284]:  Training Loss:0.001809
 | 
						|
 | 
						|
2023-05-22 21:59:31,664 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 21:59:53,100 - ice00001 - [INFO] - [E:133| 200]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 21:59:54,720 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 22:00:17,634 - ice00001 - [INFO] - [Evaluating Epoch 284 valid]: 
 | 
						|
	MRR: Tail : 0.42124, Head : 0.37193, Avg : 0.39658
 | 
						|
 | 
						|
2023-05-22 22:00:17,635 - ice00001 - [INFO] - [Epoch 284]:  Training Loss: 0.0018088,  Valid MRR: 0.39696, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 22:00:18,546 - ice00001 - [INFO] - [E:285| 0]: Train Loss:0.0018239,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:01:30,433 - ice00001 - [INFO] - [E:133| 300]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:02:00,247 - ice00001 - [INFO] - [E:285| 100]: Train Loss:0.0018061,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:03:08,192 - ice00001 - [INFO] - [E:133| 400]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:03:32,192 - ice00001 - [INFO] - [E:285| 200]: Train Loss:0.0018061,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:04:35,657 - ice00001 - [INFO] - [E:133| 500]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:05:12,260 - ice00001 - [INFO] - [E:285| 300]: Train Loss:0.0018052,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:06:13,760 - ice00001 - [INFO] - [E:133| 600]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:06:52,561 - ice00001 - [INFO] - [E:285| 400]: Train Loss:0.001805,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:07:51,402 - ice00001 - [INFO] - [E:133| 700]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:08:32,443 - ice00001 - [INFO] - [E:285| 500]: Train Loss:0.0018051,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:09:29,000 - ice00001 - [INFO] - [E:133| 800]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:10:12,643 - ice00001 - [INFO] - [E:285| 600]: Train Loss:0.0018059,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:11:06,803 - ice00001 - [INFO] - [E:133| 900]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:11:53,090 - ice00001 - [INFO] - [E:285| 700]: Train Loss:0.0018068,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:12:08,983 - ice00001 - [INFO] - [Epoch:133]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 22:12:09,192 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 22:12:26,017 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 22:12:47,828 - ice00001 - [INFO] - [Evaluating Epoch 133 valid]: 
 | 
						|
	MRR: Tail : 0.09406, Head : 0.06995, Avg : 0.08201
 | 
						|
 | 
						|
2023-05-22 22:12:47,828 - ice00001 - [INFO] - [Epoch 133]:  Training Loss: 0.0029014,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 22:12:48,764 - ice00001 - [INFO] - [E:134| 0]: Train Loss:0.0029431,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:13:23,133 - ice00001 - [INFO] - [E:285| 800]: Train Loss:0.0018075,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:14:25,913 - ice00001 - [INFO] - [E:134| 100]: Train Loss:0.0029048,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:15:02,968 - ice00001 - [INFO] - [E:285| 900]: Train Loss:0.001808,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:16:03,593 - ice00001 - [INFO] - [E:134| 200]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:16:13,354 - ice00001 - [INFO] - [Epoch:285]:  Training Loss:0.001808
 | 
						|
 | 
						|
2023-05-22 22:16:13,664 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 22:16:36,463 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 22:16:59,006 - ice00001 - [INFO] - [Evaluating Epoch 285 valid]: 
 | 
						|
	MRR: Tail : 0.42101, Head : 0.37102, Avg : 0.39601
 | 
						|
 | 
						|
2023-05-22 22:16:59,007 - ice00001 - [INFO] - [Epoch 285]:  Training Loss: 0.0018083,  Valid MRR: 0.39696, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 22:17:00,067 - ice00001 - [INFO] - [E:286| 0]: Train Loss:0.0017664,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:17:41,468 - ice00001 - [INFO] - [E:134| 300]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:18:39,667 - ice00001 - [INFO] - [E:286| 100]: Train Loss:0.0018023,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:19:19,036 - ice00001 - [INFO] - [E:134| 400]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:20:21,244 - ice00001 - [INFO] - [E:286| 200]: Train Loss:0.0018014,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:20:55,963 - ice00001 - [INFO] - [E:134| 500]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:21:53,403 - ice00001 - [INFO] - [E:286| 300]: Train Loss:0.001803,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:22:26,056 - ice00001 - [INFO] - [E:134| 600]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:23:33,769 - ice00001 - [INFO] - [E:286| 400]: Train Loss:0.0018031,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:24:03,671 - ice00001 - [INFO] - [E:134| 700]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:25:14,411 - ice00001 - [INFO] - [E:286| 500]: Train Loss:0.0018043,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:25:41,351 - ice00001 - [INFO] - [E:134| 800]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:26:53,980 - ice00001 - [INFO] - [E:286| 600]: Train Loss:0.0018054,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:27:17,180 - ice00001 - [INFO] - [E:134| 900]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:28:25,827 - ice00001 - [INFO] - [Epoch:134]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 22:28:26,206 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 22:28:33,647 - ice00001 - [INFO] - [E:286| 700]: Train Loss:0.0018057,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:28:48,756 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 22:29:10,924 - ice00001 - [INFO] - [Evaluating Epoch 134 valid]: 
 | 
						|
	MRR: Tail : 0.09439, Head : 0.06856, Avg : 0.08147
 | 
						|
 | 
						|
2023-05-22 22:29:10,925 - ice00001 - [INFO] - [Epoch 134]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 22:29:12,072 - ice00001 - [INFO] - [E:135| 0]: Train Loss:0.0029326,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:30:03,773 - ice00001 - [INFO] - [E:286| 800]: Train Loss:0.001807,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:30:39,799 - ice00001 - [INFO] - [E:135| 100]: Train Loss:0.0028984,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:31:44,415 - ice00001 - [INFO] - [E:286| 900]: Train Loss:0.0018072,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:32:17,319 - ice00001 - [INFO] - [E:135| 200]: Train Loss:0.0028978,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:32:55,215 - ice00001 - [INFO] - [Epoch:286]:  Training Loss:0.001808
 | 
						|
 | 
						|
2023-05-22 22:32:55,552 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 22:33:18,745 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 22:33:41,176 - ice00001 - [INFO] - [Evaluating Epoch 286 valid]: 
 | 
						|
	MRR: Tail : 0.4198, Head : 0.37058, Avg : 0.39519
 | 
						|
 | 
						|
2023-05-22 22:33:41,176 - ice00001 - [INFO] - [Epoch 286]:  Training Loss: 0.0018075,  Valid MRR: 0.39696, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 22:33:42,228 - ice00001 - [INFO] - [E:287| 0]: Train Loss:0.0018435,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:33:54,892 - ice00001 - [INFO] - [E:135| 300]: Train Loss:0.0028991,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:35:22,645 - ice00001 - [INFO] - [E:287| 100]: Train Loss:0.0018027,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:35:33,039 - ice00001 - [INFO] - [E:135| 400]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:37:02,877 - ice00001 - [INFO] - [E:287| 200]: Train Loss:0.0018027,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:37:11,594 - ice00001 - [INFO] - [E:135| 500]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:38:33,375 - ice00001 - [INFO] - [E:287| 300]: Train Loss:0.0018051,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:38:38,916 - ice00001 - [INFO] - [E:135| 600]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:40:13,259 - ice00001 - [INFO] - [E:287| 400]: Train Loss:0.0018059,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:40:16,953 - ice00001 - [INFO] - [E:135| 700]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:41:52,790 - ice00001 - [INFO] - [E:287| 500]: Train Loss:0.0018057,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:41:53,150 - ice00001 - [INFO] - [E:135| 800]: Train Loss:0.0029024,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:43:30,414 - ice00001 - [INFO] - [E:135| 900]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:43:34,075 - ice00001 - [INFO] - [E:287| 600]: Train Loss:0.0018069,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:44:39,002 - ice00001 - [INFO] - [Epoch:135]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 22:44:39,252 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 22:45:01,661 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 22:45:15,011 - ice00001 - [INFO] - [E:287| 700]: Train Loss:0.0018065,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:45:23,663 - ice00001 - [INFO] - [Evaluating Epoch 135 valid]: 
 | 
						|
	MRR: Tail : 0.09567, Head : 0.06873, Avg : 0.0822
 | 
						|
 | 
						|
2023-05-22 22:45:23,663 - ice00001 - [INFO] - [Epoch 135]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 22:45:24,773 - ice00001 - [INFO] - [E:136| 0]: Train Loss:0.002892,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:46:52,694 - ice00001 - [INFO] - [E:287| 800]: Train Loss:0.0018068,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:46:56,443 - ice00001 - [INFO] - [E:136| 100]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:48:26,033 - ice00001 - [INFO] - [E:287| 900]: Train Loss:0.0018069,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:48:29,790 - ice00001 - [INFO] - [E:136| 200]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:49:36,770 - ice00001 - [INFO] - [Epoch:287]:  Training Loss:0.001807
 | 
						|
 | 
						|
2023-05-22 22:49:37,108 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 22:49:59,912 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 22:50:06,563 - ice00001 - [INFO] - [E:136| 300]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:50:22,400 - ice00001 - [INFO] - [Evaluating Epoch 287 valid]: 
 | 
						|
	MRR: Tail : 0.42074, Head : 0.37098, Avg : 0.39586
 | 
						|
 | 
						|
2023-05-22 22:50:22,400 - ice00001 - [INFO] - [Epoch 287]:  Training Loss: 0.0018074,  Valid MRR: 0.39696, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 22:50:23,278 - ice00001 - [INFO] - [E:288| 0]: Train Loss:0.0018072,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:51:43,435 - ice00001 - [INFO] - [E:136| 400]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:52:03,591 - ice00001 - [INFO] - [E:288| 100]: Train Loss:0.0018026,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:53:20,827 - ice00001 - [INFO] - [E:136| 500]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:53:44,249 - ice00001 - [INFO] - [E:288| 200]: Train Loss:0.0018043,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:54:57,507 - ice00001 - [INFO] - [E:136| 600]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:55:23,967 - ice00001 - [INFO] - [E:288| 300]: Train Loss:0.001804,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:56:24,172 - ice00001 - [INFO] - [E:136| 700]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:56:53,104 - ice00001 - [INFO] - [E:288| 400]: Train Loss:0.0018043,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:58:01,927 - ice00001 - [INFO] - [E:136| 800]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 22:58:32,820 - ice00001 - [INFO] - [E:288| 500]: Train Loss:0.0018046,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 22:59:40,360 - ice00001 - [INFO] - [E:136| 900]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:00:12,713 - ice00001 - [INFO] - [E:288| 600]: Train Loss:0.0018052,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:00:49,556 - ice00001 - [INFO] - [Epoch:136]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 23:00:49,970 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 23:01:12,245 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 23:01:34,618 - ice00001 - [INFO] - [Evaluating Epoch 136 valid]: 
 | 
						|
	MRR: Tail : 0.09518, Head : 0.06913, Avg : 0.08215
 | 
						|
 | 
						|
2023-05-22 23:01:34,618 - ice00001 - [INFO] - [Epoch 136]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 23:01:35,505 - ice00001 - [INFO] - [E:137| 0]: Train Loss:0.0029063,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:01:52,095 - ice00001 - [INFO] - [E:288| 700]: Train Loss:0.0018055,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:03:13,295 - ice00001 - [INFO] - [E:137| 100]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:03:33,452 - ice00001 - [INFO] - [E:288| 800]: Train Loss:0.0018059,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:04:40,799 - ice00001 - [INFO] - [E:137| 200]: Train Loss:0.0028985,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:05:04,115 - ice00001 - [INFO] - [E:288| 900]: Train Loss:0.0018063,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:06:14,918 - ice00001 - [INFO] - [Epoch:288]:  Training Loss:0.001806
 | 
						|
 | 
						|
2023-05-22 23:06:15,305 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 23:06:17,545 - ice00001 - [INFO] - [E:137| 300]: Train Loss:0.0028991,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:06:38,167 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 23:07:00,688 - ice00001 - [INFO] - [Evaluating Epoch 288 valid]: 
 | 
						|
	MRR: Tail : 0.42151, Head : 0.37067, Avg : 0.39609
 | 
						|
 | 
						|
2023-05-22 23:07:00,688 - ice00001 - [INFO] - [Epoch 288]:  Training Loss: 0.0018063,  Valid MRR: 0.39696, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 23:07:01,834 - ice00001 - [INFO] - [E:289| 0]: Train Loss:0.0017805,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:07:54,627 - ice00001 - [INFO] - [E:137| 400]: Train Loss:0.0029003,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:08:44,938 - ice00001 - [INFO] - [E:289| 100]: Train Loss:0.001798,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:09:33,424 - ice00001 - [INFO] - [E:137| 500]: Train Loss:0.0029004,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:10:23,865 - ice00001 - [INFO] - [E:289| 200]: Train Loss:0.0018027,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:11:10,611 - ice00001 - [INFO] - [E:137| 600]: Train Loss:0.0029005,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:12:04,616 - ice00001 - [INFO] - [E:289| 300]: Train Loss:0.0018028,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:12:49,252 - ice00001 - [INFO] - [E:137| 700]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:13:35,074 - ice00001 - [INFO] - [E:289| 400]: Train Loss:0.0018035,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:14:16,911 - ice00001 - [INFO] - [E:137| 800]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:15:15,158 - ice00001 - [INFO] - [E:289| 500]: Train Loss:0.0018038,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:15:54,910 - ice00001 - [INFO] - [E:137| 900]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:16:55,875 - ice00001 - [INFO] - [E:289| 600]: Train Loss:0.0018044,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:17:03,980 - ice00001 - [INFO] - [Epoch:137]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 23:17:04,232 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 23:17:26,591 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 23:17:48,835 - ice00001 - [INFO] - [Evaluating Epoch 137 valid]: 
 | 
						|
	MRR: Tail : 0.09541, Head : 0.06883, Avg : 0.08212
 | 
						|
 | 
						|
2023-05-22 23:17:48,835 - ice00001 - [INFO] - [Epoch 137]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 23:17:49,944 - ice00001 - [INFO] - [E:138| 0]: Train Loss:0.0029325,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:18:36,499 - ice00001 - [INFO] - [E:289| 700]: Train Loss:0.0018046,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:19:27,407 - ice00001 - [INFO] - [E:138| 100]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:20:16,983 - ice00001 - [INFO] - [E:289| 800]: Train Loss:0.0018046,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:21:04,051 - ice00001 - [INFO] - [E:138| 200]: Train Loss:0.0029048,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:21:52,748 - ice00001 - [INFO] - [E:289| 900]: Train Loss:0.0018059,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:22:30,846 - ice00001 - [INFO] - [E:138| 300]: Train Loss:0.0029044,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:22:57,629 - ice00001 - [INFO] - [Epoch:289]:  Training Loss:0.001806
 | 
						|
 | 
						|
2023-05-22 23:22:58,045 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 23:23:20,593 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 23:23:43,030 - ice00001 - [INFO] - [Evaluating Epoch 289 valid]: 
 | 
						|
	MRR: Tail : 0.4207, Head : 0.37071, Avg : 0.39571
 | 
						|
	MR: Tail : 317.68, Head : 327.45, Avg : 322.56
 | 
						|
	Hit-1: Tail : 0.31412, Head : 0.26387, Avg : 0.28899
 | 
						|
	Hit-3: Tail : 0.47275, Head : 0.41959, Avg : 0.44617
 | 
						|
	Hit-10: Tail : 0.62508, Head : 0.58077, Avg : 0.60293
 | 
						|
2023-05-22 23:23:43,030 - ice00001 - [INFO] - [Epoch 289]:  Training Loss: 0.0018059,  Valid MRR: 0.39696, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 23:23:44,203 - ice00001 - [INFO] - [E:290| 0]: Train Loss:0.0018148,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:24:06,221 - ice00001 - [INFO] - [E:138| 400]: Train Loss:0.0029038,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:25:23,574 - ice00001 - [INFO] - [E:290| 100]: Train Loss:0.0017966,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:25:42,099 - ice00001 - [INFO] - [E:138| 500]: Train Loss:0.0029031,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:27:04,429 - ice00001 - [INFO] - [E:290| 200]: Train Loss:0.0017968,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:27:19,274 - ice00001 - [INFO] - [E:138| 600]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:28:44,738 - ice00001 - [INFO] - [E:290| 300]: Train Loss:0.0017999,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:28:55,908 - ice00001 - [INFO] - [E:138| 700]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:30:25,711 - ice00001 - [INFO] - [E:290| 400]: Train Loss:0.0018023,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:30:30,692 - ice00001 - [INFO] - [E:138| 800]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:31:55,885 - ice00001 - [INFO] - [E:290| 500]: Train Loss:0.0018024,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:32:01,286 - ice00001 - [INFO] - [E:138| 900]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:33:10,145 - ice00001 - [INFO] - [Epoch:138]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-22 23:33:10,557 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 23:33:32,768 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 23:33:35,430 - ice00001 - [INFO] - [E:290| 600]: Train Loss:0.0018029,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:33:55,062 - ice00001 - [INFO] - [Evaluating Epoch 138 valid]: 
 | 
						|
	MRR: Tail : 0.09428, Head : 0.06876, Avg : 0.08152
 | 
						|
 | 
						|
2023-05-22 23:33:55,062 - ice00001 - [INFO] - [Epoch 138]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 23:33:56,062 - ice00001 - [INFO] - [E:139| 0]: Train Loss:0.0029208,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:35:15,279 - ice00001 - [INFO] - [E:290| 700]: Train Loss:0.0018038,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:35:34,336 - ice00001 - [INFO] - [E:139| 100]: Train Loss:0.0029034,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:36:55,383 - ice00001 - [INFO] - [E:290| 800]: Train Loss:0.001804,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:37:12,027 - ice00001 - [INFO] - [E:139| 200]: Train Loss:0.0029035,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:38:34,713 - ice00001 - [INFO] - [E:290| 900]: Train Loss:0.0018048,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:38:49,160 - ice00001 - [INFO] - [E:139| 300]: Train Loss:0.0029038,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:39:34,356 - ice00001 - [INFO] - [Epoch:290]:  Training Loss:0.001806
 | 
						|
 | 
						|
2023-05-22 23:39:34,730 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 23:39:57,989 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 23:40:16,396 - ice00001 - [INFO] - [E:139| 400]: Train Loss:0.0029035,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:40:20,098 - ice00001 - [INFO] - [Evaluating Epoch 290 valid]: 
 | 
						|
	MRR: Tail : 0.41954, Head : 0.37016, Avg : 0.39485
 | 
						|
 | 
						|
2023-05-22 23:40:20,098 - ice00001 - [INFO] - [Epoch 290]:  Training Loss: 0.0018055,  Valid MRR: 0.39696, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 23:40:21,118 - ice00001 - [INFO] - [E:291| 0]: Train Loss:0.0017976,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:41:54,480 - ice00001 - [INFO] - [E:139| 500]: Train Loss:0.0029031,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:42:01,721 - ice00001 - [INFO] - [E:291| 100]: Train Loss:0.0017994,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:43:32,614 - ice00001 - [INFO] - [E:139| 600]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:43:41,911 - ice00001 - [INFO] - [E:291| 200]: Train Loss:0.0017997,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:45:10,973 - ice00001 - [INFO] - [E:139| 700]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:45:21,927 - ice00001 - [INFO] - [E:291| 300]: Train Loss:0.0018022,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:46:49,244 - ice00001 - [INFO] - [E:139| 800]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:47:02,214 - ice00001 - [INFO] - [E:291| 400]: Train Loss:0.0018024,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:48:17,076 - ice00001 - [INFO] - [E:139| 900]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:48:32,448 - ice00001 - [INFO] - [E:291| 500]: Train Loss:0.0018032,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:49:25,482 - ice00001 - [INFO] - [Epoch:139]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-22 23:49:25,755 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 23:49:48,325 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 23:50:10,721 - ice00001 - [INFO] - [Evaluating Epoch 139 valid]: 
 | 
						|
	MRR: Tail : 0.09505, Head : 0.0694, Avg : 0.08223
 | 
						|
	MR: Tail : 849.57, Head : 989.43, Avg : 919.5
 | 
						|
	Hit-1: Tail : 0.03848, Head : 0.02779, Avg : 0.03314
 | 
						|
	Hit-3: Tail : 0.09977, Head : 0.06251, Avg : 0.08114
 | 
						|
	Hit-10: Tail : 0.21083, Head : 0.15754, Avg : 0.18418
 | 
						|
2023-05-22 23:50:10,722 - ice00001 - [INFO] - [Epoch 139]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 23:50:11,571 - ice00001 - [INFO] - [E:140| 0]: Train Loss:0.0028737,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:50:13,647 - ice00001 - [INFO] - [E:291| 600]: Train Loss:0.0018036,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:51:48,660 - ice00001 - [INFO] - [E:140| 100]: Train Loss:0.0029057,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:51:54,354 - ice00001 - [INFO] - [E:291| 700]: Train Loss:0.0018041,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:53:24,543 - ice00001 - [INFO] - [E:140| 200]: Train Loss:0.0029039,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:53:33,540 - ice00001 - [INFO] - [E:291| 800]: Train Loss:0.0018044,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:55:01,554 - ice00001 - [INFO] - [E:140| 300]: Train Loss:0.0029036,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:55:13,911 - ice00001 - [INFO] - [E:291| 900]: Train Loss:0.0018047,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:56:25,649 - ice00001 - [INFO] - [Epoch:291]:  Training Loss:0.001804
 | 
						|
 | 
						|
2023-05-22 23:56:26,147 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-22 23:56:38,306 - ice00001 - [INFO] - [E:140| 400]: Train Loss:0.0029031,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:56:43,208 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-22 23:57:01,157 - ice00001 - [INFO] - [Evaluating Epoch 291 valid]: 
 | 
						|
	MRR: Tail : 0.41985, Head : 0.37046, Avg : 0.39516
 | 
						|
 | 
						|
2023-05-22 23:57:01,157 - ice00001 - [INFO] - [Epoch 291]:  Training Loss: 0.0018044,  Valid MRR: 0.39696, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-22 23:57:02,313 - ice00001 - [INFO] - [E:292| 0]: Train Loss:0.0017828,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:58:09,030 - ice00001 - [INFO] - [E:140| 500]: Train Loss:0.0029027,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-22 23:58:42,316 - ice00001 - [INFO] - [E:292| 100]: Train Loss:0.0017989,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-22 23:59:47,190 - ice00001 - [INFO] - [E:140| 600]: Train Loss:0.0029027,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:00:22,890 - ice00001 - [INFO] - [E:292| 200]: Train Loss:0.0018006,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:01:24,653 - ice00001 - [INFO] - [E:140| 700]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:02:03,662 - ice00001 - [INFO] - [E:292| 300]: Train Loss:0.001801,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:03:02,578 - ice00001 - [INFO] - [E:140| 800]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:03:44,103 - ice00001 - [INFO] - [E:292| 400]: Train Loss:0.0018027,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:04:40,568 - ice00001 - [INFO] - [E:140| 900]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:05:24,057 - ice00001 - [INFO] - [E:292| 500]: Train Loss:0.0018028,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:05:39,286 - ice00001 - [INFO] - [Epoch:140]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 00:05:39,604 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 00:06:02,714 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 00:06:24,939 - ice00001 - [INFO] - [Evaluating Epoch 140 valid]: 
 | 
						|
	MRR: Tail : 0.09508, Head : 0.06951, Avg : 0.0823
 | 
						|
 | 
						|
2023-05-23 00:06:24,939 - ice00001 - [INFO] - [Epoch 140]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 00:06:26,088 - ice00001 - [INFO] - [E:141| 0]: Train Loss:0.0028834,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:06:55,724 - ice00001 - [INFO] - [E:292| 600]: Train Loss:0.0018031,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:08:02,131 - ice00001 - [INFO] - [E:141| 100]: Train Loss:0.0029029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:08:34,867 - ice00001 - [INFO] - [E:292| 700]: Train Loss:0.0018033,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:09:39,438 - ice00001 - [INFO] - [E:141| 200]: Train Loss:0.0029041,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:10:15,753 - ice00001 - [INFO] - [E:292| 800]: Train Loss:0.0018034,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:11:16,938 - ice00001 - [INFO] - [E:141| 300]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:11:56,110 - ice00001 - [INFO] - [E:292| 900]: Train Loss:0.0018039,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:12:55,004 - ice00001 - [INFO] - [E:141| 400]: Train Loss:0.0028986,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:13:07,470 - ice00001 - [INFO] - [Epoch:292]:  Training Loss:0.001804
 | 
						|
 | 
						|
2023-05-23 00:13:07,977 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 00:13:30,933 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 00:13:53,583 - ice00001 - [INFO] - [Evaluating Epoch 292 valid]: 
 | 
						|
	MRR: Tail : 0.42106, Head : 0.36992, Avg : 0.39549
 | 
						|
 | 
						|
2023-05-23 00:13:53,583 - ice00001 - [INFO] - [Epoch 292]:  Training Loss: 0.0018043,  Valid MRR: 0.39696, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 00:13:54,742 - ice00001 - [INFO] - [E:293| 0]: Train Loss:0.0017675,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:14:22,087 - ice00001 - [INFO] - [E:141| 500]: Train Loss:0.0028994,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:15:24,917 - ice00001 - [INFO] - [E:293| 100]: Train Loss:0.0018061,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:15:59,670 - ice00001 - [INFO] - [E:141| 600]: Train Loss:0.0028997,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:17:04,846 - ice00001 - [INFO] - [E:293| 200]: Train Loss:0.0018016,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:17:37,881 - ice00001 - [INFO] - [E:141| 700]: Train Loss:0.0028994,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:18:45,059 - ice00001 - [INFO] - [E:293| 300]: Train Loss:0.0017998,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:19:15,602 - ice00001 - [INFO] - [E:141| 800]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:20:25,255 - ice00001 - [INFO] - [E:293| 400]: Train Loss:0.0018008,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:20:53,132 - ice00001 - [INFO] - [E:141| 900]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:22:00,788 - ice00001 - [INFO] - [Epoch:141]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-23 00:22:01,290 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 00:22:04,285 - ice00001 - [INFO] - [E:293| 500]: Train Loss:0.0018014,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:22:23,214 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 00:22:41,421 - ice00001 - [INFO] - [Evaluating Epoch 141 valid]: 
 | 
						|
	MRR: Tail : 0.0953, Head : 0.06936, Avg : 0.08233
 | 
						|
 | 
						|
2023-05-23 00:22:41,421 - ice00001 - [INFO] - [Epoch 141]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 00:22:42,038 - ice00001 - [INFO] - [E:142| 0]: Train Loss:0.0029307,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:23:34,165 - ice00001 - [INFO] - [E:293| 600]: Train Loss:0.001802,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:24:12,434 - ice00001 - [INFO] - [E:142| 100]: Train Loss:0.0029113,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:25:14,657 - ice00001 - [INFO] - [E:293| 700]: Train Loss:0.0018029,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:25:49,504 - ice00001 - [INFO] - [E:142| 200]: Train Loss:0.0029089,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:26:55,505 - ice00001 - [INFO] - [E:293| 800]: Train Loss:0.0018034,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:27:26,249 - ice00001 - [INFO] - [E:142| 300]: Train Loss:0.002905,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:28:36,064 - ice00001 - [INFO] - [E:293| 900]: Train Loss:0.0018035,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:29:03,236 - ice00001 - [INFO] - [E:142| 400]: Train Loss:0.0029047,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:29:47,068 - ice00001 - [INFO] - [Epoch:293]:  Training Loss:0.001804
 | 
						|
 | 
						|
2023-05-23 00:29:47,349 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 00:30:10,071 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 00:30:32,560 - ice00001 - [INFO] - [Evaluating Epoch 293 valid]: 
 | 
						|
	MRR: Tail : 0.42183, Head : 0.37136, Avg : 0.3966
 | 
						|
 | 
						|
2023-05-23 00:30:32,561 - ice00001 - [INFO] - [Epoch 293]:  Training Loss: 0.0018036,  Valid MRR: 0.39696, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 00:30:33,658 - ice00001 - [INFO] - [E:294| 0]: Train Loss:0.0018166,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:30:40,111 - ice00001 - [INFO] - [E:142| 500]: Train Loss:0.0029032,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:32:04,306 - ice00001 - [INFO] - [E:294| 100]: Train Loss:0.0018015,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:32:07,182 - ice00001 - [INFO] - [E:142| 600]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:33:44,739 - ice00001 - [INFO] - [E:142| 700]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:33:45,866 - ice00001 - [INFO] - [E:294| 200]: Train Loss:0.0018016,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:35:21,910 - ice00001 - [INFO] - [E:142| 800]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:35:26,680 - ice00001 - [INFO] - [E:294| 300]: Train Loss:0.0018015,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:36:57,912 - ice00001 - [INFO] - [E:142| 900]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:37:06,329 - ice00001 - [INFO] - [E:294| 400]: Train Loss:0.0018008,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:38:05,631 - ice00001 - [INFO] - [Epoch:142]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-23 00:38:06,122 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 00:38:28,625 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 00:38:46,348 - ice00001 - [INFO] - [E:294| 500]: Train Loss:0.0018016,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:38:51,103 - ice00001 - [INFO] - [Evaluating Epoch 142 valid]: 
 | 
						|
	MRR: Tail : 0.09512, Head : 0.06951, Avg : 0.08231
 | 
						|
 | 
						|
2023-05-23 00:38:51,104 - ice00001 - [INFO] - [Epoch 142]:  Training Loss: 0.0029014,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 00:38:52,189 - ice00001 - [INFO] - [E:143| 0]: Train Loss:0.0028851,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:40:17,135 - ice00001 - [INFO] - [E:294| 600]: Train Loss:0.0018013,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:40:18,868 - ice00001 - [INFO] - [E:143| 100]: Train Loss:0.0028989,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:41:56,018 - ice00001 - [INFO] - [E:143| 200]: Train Loss:0.0029029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:41:56,943 - ice00001 - [INFO] - [E:294| 700]: Train Loss:0.0018016,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:43:33,342 - ice00001 - [INFO] - [E:143| 300]: Train Loss:0.0029005,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:43:36,457 - ice00001 - [INFO] - [E:294| 800]: Train Loss:0.001802,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:45:13,219 - ice00001 - [INFO] - [E:143| 400]: Train Loss:0.0028999,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:45:19,582 - ice00001 - [INFO] - [E:294| 900]: Train Loss:0.0018031,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:46:29,887 - ice00001 - [INFO] - [Epoch:294]:  Training Loss:0.001803
 | 
						|
 | 
						|
2023-05-23 00:46:30,392 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 00:46:51,038 - ice00001 - [INFO] - [E:143| 500]: Train Loss:0.0029006,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:46:53,161 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 00:47:15,837 - ice00001 - [INFO] - [Evaluating Epoch 294 valid]: 
 | 
						|
	MRR: Tail : 0.42077, Head : 0.37044, Avg : 0.39561
 | 
						|
 | 
						|
2023-05-23 00:47:15,838 - ice00001 - [INFO] - [Epoch 294]:  Training Loss: 0.0018034,  Valid MRR: 0.39696, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 00:47:16,662 - ice00001 - [INFO] - [E:295| 0]: Train Loss:0.0018097,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:48:28,740 - ice00001 - [INFO] - [E:143| 600]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:48:56,145 - ice00001 - [INFO] - [E:295| 100]: Train Loss:0.0017944,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:49:55,382 - ice00001 - [INFO] - [E:143| 700]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:50:25,396 - ice00001 - [INFO] - [E:295| 200]: Train Loss:0.0017939,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:51:31,429 - ice00001 - [INFO] - [E:143| 800]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:52:04,814 - ice00001 - [INFO] - [E:295| 300]: Train Loss:0.0017941,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:53:08,003 - ice00001 - [INFO] - [E:143| 900]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:53:45,936 - ice00001 - [INFO] - [E:295| 400]: Train Loss:0.0017972,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:54:16,202 - ice00001 - [INFO] - [Epoch:143]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 00:54:16,701 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 00:54:39,447 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 00:55:01,631 - ice00001 - [INFO] - [Evaluating Epoch 143 valid]: 
 | 
						|
	MRR: Tail : 0.09351, Head : 0.06934, Avg : 0.08142
 | 
						|
 | 
						|
2023-05-23 00:55:01,631 - ice00001 - [INFO] - [Epoch 143]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 00:55:02,835 - ice00001 - [INFO] - [E:144| 0]: Train Loss:0.0028981,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:55:26,691 - ice00001 - [INFO] - [E:295| 500]: Train Loss:0.0017984,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:56:40,145 - ice00001 - [INFO] - [E:144| 100]: Train Loss:0.0028988,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:57:07,821 - ice00001 - [INFO] - [E:295| 600]: Train Loss:0.0017995,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:58:06,978 - ice00001 - [INFO] - [E:144| 200]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 00:58:38,657 - ice00001 - [INFO] - [E:295| 700]: Train Loss:0.0018007,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 00:59:44,325 - ice00001 - [INFO] - [E:144| 300]: Train Loss:0.0028997,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:00:18,518 - ice00001 - [INFO] - [E:295| 800]: Train Loss:0.0018018,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:01:21,610 - ice00001 - [INFO] - [E:144| 400]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:01:59,597 - ice00001 - [INFO] - [E:295| 900]: Train Loss:0.0018019,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:02:58,336 - ice00001 - [INFO] - [E:144| 500]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:03:10,826 - ice00001 - [INFO] - [Epoch:295]:  Training Loss:0.001803
 | 
						|
 | 
						|
2023-05-23 01:03:11,164 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 01:03:34,002 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 01:03:56,568 - ice00001 - [INFO] - [Evaluating Epoch 295 valid]: 
 | 
						|
	MRR: Tail : 0.42115, Head : 0.3705, Avg : 0.39582
 | 
						|
 | 
						|
2023-05-23 01:03:56,568 - ice00001 - [INFO] - [Epoch 295]:  Training Loss: 0.0018027,  Valid MRR: 0.39696, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 01:03:57,736 - ice00001 - [INFO] - [E:296| 0]: Train Loss:0.0018373,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:04:35,141 - ice00001 - [INFO] - [E:144| 600]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:05:37,039 - ice00001 - [INFO] - [E:296| 100]: Train Loss:0.0017989,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:06:10,307 - ice00001 - [INFO] - [E:144| 700]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:07:07,792 - ice00001 - [INFO] - [E:296| 200]: Train Loss:0.0017986,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:07:38,454 - ice00001 - [INFO] - [E:144| 800]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:08:48,320 - ice00001 - [INFO] - [E:296| 300]: Train Loss:0.0017991,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:09:15,341 - ice00001 - [INFO] - [E:144| 900]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:10:23,327 - ice00001 - [INFO] - [Epoch:144]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 01:10:23,578 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 01:10:28,672 - ice00001 - [INFO] - [E:296| 400]: Train Loss:0.0017991,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:10:46,077 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 01:11:08,374 - ice00001 - [INFO] - [Evaluating Epoch 144 valid]: 
 | 
						|
	MRR: Tail : 0.09518, Head : 0.06896, Avg : 0.08207
 | 
						|
 | 
						|
2023-05-23 01:11:08,374 - ice00001 - [INFO] - [Epoch 144]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 01:11:09,485 - ice00001 - [INFO] - [E:145| 0]: Train Loss:0.0028371,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:12:09,324 - ice00001 - [INFO] - [E:296| 500]: Train Loss:0.0017992,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:12:46,693 - ice00001 - [INFO] - [E:145| 100]: Train Loss:0.0029044,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:13:50,471 - ice00001 - [INFO] - [E:296| 600]: Train Loss:0.0018002,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:14:24,001 - ice00001 - [INFO] - [E:145| 200]: Train Loss:0.0029004,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:15:21,626 - ice00001 - [INFO] - [E:296| 700]: Train Loss:0.0018011,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:15:51,336 - ice00001 - [INFO] - [E:145| 300]: Train Loss:0.0029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:17:00,989 - ice00001 - [INFO] - [E:296| 800]: Train Loss:0.0018014,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:17:28,643 - ice00001 - [INFO] - [E:145| 400]: Train Loss:0.0029006,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:18:40,604 - ice00001 - [INFO] - [E:296| 900]: Train Loss:0.0018017,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:19:06,761 - ice00001 - [INFO] - [E:145| 500]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:19:49,729 - ice00001 - [INFO] - [Epoch:296]:  Training Loss:0.001802
 | 
						|
 | 
						|
2023-05-23 01:19:50,229 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 01:20:12,589 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 01:20:35,085 - ice00001 - [INFO] - [Evaluating Epoch 296 valid]: 
 | 
						|
	MRR: Tail : 0.42108, Head : 0.37091, Avg : 0.39599
 | 
						|
 | 
						|
2023-05-23 01:20:35,085 - ice00001 - [INFO] - [Epoch 296]:  Training Loss: 0.0018022,  Valid MRR: 0.39696, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 01:20:35,928 - ice00001 - [INFO] - [E:297| 0]: Train Loss:0.0018133,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:20:43,443 - ice00001 - [INFO] - [E:145| 600]: Train Loss:0.0029005,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:22:15,878 - ice00001 - [INFO] - [E:297| 100]: Train Loss:0.0017979,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:22:21,044 - ice00001 - [INFO] - [E:145| 700]: Train Loss:0.0029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:23:46,480 - ice00001 - [INFO] - [E:297| 200]: Train Loss:0.0017986,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:23:48,153 - ice00001 - [INFO] - [E:145| 800]: Train Loss:0.0029006,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:25:25,840 - ice00001 - [INFO] - [E:145| 900]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:25:25,864 - ice00001 - [INFO] - [E:297| 300]: Train Loss:0.0017973,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:26:34,763 - ice00001 - [INFO] - [Epoch:145]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 01:26:35,015 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 01:26:57,788 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 01:27:05,959 - ice00001 - [INFO] - [E:297| 400]: Train Loss:0.0017985,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:27:20,220 - ice00001 - [INFO] - [Evaluating Epoch 145 valid]: 
 | 
						|
	MRR: Tail : 0.09505, Head : 0.06942, Avg : 0.08224
 | 
						|
 | 
						|
2023-05-23 01:27:20,220 - ice00001 - [INFO] - [Epoch 145]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 01:27:21,367 - ice00001 - [INFO] - [E:146| 0]: Train Loss:0.0029161,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:28:46,497 - ice00001 - [INFO] - [E:297| 500]: Train Loss:0.0017995,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:28:58,657 - ice00001 - [INFO] - [E:146| 100]: Train Loss:0.0028948,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:30:27,240 - ice00001 - [INFO] - [E:297| 600]: Train Loss:0.001799,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:30:36,591 - ice00001 - [INFO] - [E:146| 200]: Train Loss:0.0028969,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:32:08,012 - ice00001 - [INFO] - [E:297| 700]: Train Loss:0.0017998,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:32:13,726 - ice00001 - [INFO] - [E:146| 300]: Train Loss:0.0029001,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:33:40,429 - ice00001 - [INFO] - [E:297| 800]: Train Loss:0.0018009,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:33:42,824 - ice00001 - [INFO] - [E:146| 400]: Train Loss:0.0029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:35:19,564 - ice00001 - [INFO] - [E:146| 500]: Train Loss:0.0028996,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:35:19,580 - ice00001 - [INFO] - [E:297| 900]: Train Loss:0.0018011,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:36:30,967 - ice00001 - [INFO] - [Epoch:297]:  Training Loss:0.001801
 | 
						|
 | 
						|
2023-05-23 01:36:31,354 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 01:36:54,107 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 01:36:57,604 - ice00001 - [INFO] - [E:146| 600]: Train Loss:0.0028996,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:37:16,845 - ice00001 - [INFO] - [Evaluating Epoch 297 valid]: 
 | 
						|
	MRR: Tail : 0.42106, Head : 0.37043, Avg : 0.39574
 | 
						|
 | 
						|
2023-05-23 01:37:16,845 - ice00001 - [INFO] - [Epoch 297]:  Training Loss: 0.0018011,  Valid MRR: 0.39696, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 01:37:18,011 - ice00001 - [INFO] - [E:298| 0]: Train Loss:0.0017862,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:38:35,138 - ice00001 - [INFO] - [E:146| 700]: Train Loss:0.0029004,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:38:58,029 - ice00001 - [INFO] - [E:298| 100]: Train Loss:0.001794,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:40:13,003 - ice00001 - [INFO] - [E:146| 800]: Train Loss:0.0029001,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:40:38,190 - ice00001 - [INFO] - [E:298| 200]: Train Loss:0.001797,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:41:40,398 - ice00001 - [INFO] - [E:146| 900]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:42:07,511 - ice00001 - [INFO] - [E:298| 300]: Train Loss:0.0017967,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:42:48,715 - ice00001 - [INFO] - [Epoch:146]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-23 01:42:48,966 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 01:43:11,646 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 01:43:33,831 - ice00001 - [INFO] - [Evaluating Epoch 146 valid]: 
 | 
						|
	MRR: Tail : 0.0927, Head : 0.06967, Avg : 0.08119
 | 
						|
 | 
						|
2023-05-23 01:43:33,831 - ice00001 - [INFO] - [Epoch 146]:  Training Loss: 0.0029014,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 01:43:34,957 - ice00001 - [INFO] - [E:147| 0]: Train Loss:0.0029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:43:47,777 - ice00001 - [INFO] - [E:298| 400]: Train Loss:0.0017977,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:45:12,091 - ice00001 - [INFO] - [E:147| 100]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:45:28,638 - ice00001 - [INFO] - [E:298| 500]: Train Loss:0.0017977,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:46:48,745 - ice00001 - [INFO] - [E:147| 200]: Train Loss:0.0029042,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:47:09,238 - ice00001 - [INFO] - [E:298| 600]: Train Loss:0.0017983,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:48:25,424 - ice00001 - [INFO] - [E:147| 300]: Train Loss:0.0029035,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:48:48,172 - ice00001 - [INFO] - [E:298| 700]: Train Loss:0.0017988,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:49:53,710 - ice00001 - [INFO] - [E:147| 400]: Train Loss:0.0029024,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:50:17,856 - ice00001 - [INFO] - [E:298| 800]: Train Loss:0.0017993,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:51:29,435 - ice00001 - [INFO] - [E:147| 500]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:51:58,348 - ice00001 - [INFO] - [E:298| 900]: Train Loss:0.0018,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:53:06,917 - ice00001 - [INFO] - [E:147| 600]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:53:09,368 - ice00001 - [INFO] - [Epoch:298]:  Training Loss:0.001801
 | 
						|
 | 
						|
2023-05-23 01:53:09,623 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 01:53:32,686 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 01:53:55,236 - ice00001 - [INFO] - [Evaluating Epoch 298 valid]: 
 | 
						|
	MRR: Tail : 0.4208, Head : 0.37147, Avg : 0.39614
 | 
						|
 | 
						|
2023-05-23 01:53:55,236 - ice00001 - [INFO] - [Epoch 298]:  Training Loss: 0.0018008,  Valid MRR: 0.39696, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 01:53:56,393 - ice00001 - [INFO] - [E:299| 0]: Train Loss:0.0017323,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:54:44,051 - ice00001 - [INFO] - [E:147| 700]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:55:36,759 - ice00001 - [INFO] - [E:299| 100]: Train Loss:0.0017922,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:56:21,435 - ice00001 - [INFO] - [E:147| 800]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:57:17,363 - ice00001 - [INFO] - [E:299| 200]: Train Loss:0.001796,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:57:58,703 - ice00001 - [INFO] - [E:147| 900]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 01:58:47,651 - ice00001 - [INFO] - [E:299| 300]: Train Loss:0.0017945,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 01:58:57,014 - ice00001 - [INFO] - [Epoch:147]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 01:58:57,507 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 01:59:20,379 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 01:59:42,650 - ice00001 - [INFO] - [Evaluating Epoch 147 valid]: 
 | 
						|
	MRR: Tail : 0.09529, Head : 0.06912, Avg : 0.0822
 | 
						|
 | 
						|
2023-05-23 01:59:42,651 - ice00001 - [INFO] - [Epoch 147]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 01:59:43,668 - ice00001 - [INFO] - [E:148| 0]: Train Loss:0.002882,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:00:28,370 - ice00001 - [INFO] - [E:299| 400]: Train Loss:0.0017968,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:01:20,580 - ice00001 - [INFO] - [E:148| 100]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:02:08,000 - ice00001 - [INFO] - [E:299| 500]: Train Loss:0.0017962,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:02:57,305 - ice00001 - [INFO] - [E:148| 200]: Train Loss:0.002904,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:03:46,580 - ice00001 - [INFO] - [E:299| 600]: Train Loss:0.0017983,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:04:33,969 - ice00001 - [INFO] - [E:148| 300]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:05:27,125 - ice00001 - [INFO] - [E:299| 700]: Train Loss:0.0017985,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:06:12,070 - ice00001 - [INFO] - [E:148| 400]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:07:06,317 - ice00001 - [INFO] - [E:299| 800]: Train Loss:0.0017989,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:07:39,383 - ice00001 - [INFO] - [E:148| 500]: Train Loss:0.0029001,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:08:37,106 - ice00001 - [INFO] - [E:299| 900]: Train Loss:0.0017999,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:09:16,893 - ice00001 - [INFO] - [E:148| 600]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:09:47,754 - ice00001 - [INFO] - [Epoch:299]:  Training Loss:0.0018
 | 
						|
 | 
						|
2023-05-23 02:09:48,218 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 02:10:11,011 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 02:10:33,423 - ice00001 - [INFO] - [Evaluating Epoch 299 valid]: 
 | 
						|
	MRR: Tail : 0.42019, Head : 0.36938, Avg : 0.39479
 | 
						|
	MR: Tail : 316.98, Head : 333.45, Avg : 325.21
 | 
						|
	Hit-1: Tail : 0.31242, Head : 0.26108, Avg : 0.28675
 | 
						|
	Hit-3: Tail : 0.47081, Head : 0.41935, Avg : 0.44508
 | 
						|
	Hit-10: Tail : 0.62835, Head : 0.58041, Avg : 0.60438
 | 
						|
2023-05-23 02:10:33,424 - ice00001 - [INFO] - [Epoch 299]:  Training Loss: 0.0018002,  Valid MRR: 0.39696, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 02:10:34,576 - ice00001 - [INFO] - [E:300| 0]: Train Loss:0.0017618,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:10:54,204 - ice00001 - [INFO] - [E:148| 700]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:12:15,222 - ice00001 - [INFO] - [E:300| 100]: Train Loss:0.0017957,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:12:31,989 - ice00001 - [INFO] - [E:148| 800]: Train Loss:0.0029006,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:13:55,068 - ice00001 - [INFO] - [E:300| 200]: Train Loss:0.0017946,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:14:09,362 - ice00001 - [INFO] - [E:148| 900]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:15:17,887 - ice00001 - [INFO] - [Epoch:148]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 02:15:18,385 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 02:15:35,288 - ice00001 - [INFO] - [E:300| 300]: Train Loss:0.0017953,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:15:40,937 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 02:15:58,916 - ice00001 - [INFO] - [Evaluating Epoch 148 valid]: 
 | 
						|
	MRR: Tail : 0.09439, Head : 0.06942, Avg : 0.08191
 | 
						|
 | 
						|
2023-05-23 02:15:58,916 - ice00001 - [INFO] - [Epoch 148]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 02:15:59,532 - ice00001 - [INFO] - [E:149| 0]: Train Loss:0.002916,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:17:05,409 - ice00001 - [INFO] - [E:300| 400]: Train Loss:0.0017971,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:17:29,395 - ice00001 - [INFO] - [E:149| 100]: Train Loss:0.0029004,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:18:44,606 - ice00001 - [INFO] - [E:300| 500]: Train Loss:0.0017974,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:19:06,222 - ice00001 - [INFO] - [E:149| 200]: Train Loss:0.0028983,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:20:25,301 - ice00001 - [INFO] - [E:300| 600]: Train Loss:0.0017973,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:20:43,344 - ice00001 - [INFO] - [E:149| 300]: Train Loss:0.0028993,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:22:08,701 - ice00001 - [INFO] - [E:300| 700]: Train Loss:0.0017979,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:22:22,780 - ice00001 - [INFO] - [E:149| 400]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:23:49,981 - ice00001 - [INFO] - [E:300| 800]: Train Loss:0.0017984,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:24:00,624 - ice00001 - [INFO] - [E:149| 500]: Train Loss:0.0029006,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:25:21,138 - ice00001 - [INFO] - [E:300| 900]: Train Loss:0.0017986,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:25:28,608 - ice00001 - [INFO] - [E:149| 600]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:26:31,716 - ice00001 - [INFO] - [Epoch:300]:  Training Loss:0.0018
 | 
						|
 | 
						|
2023-05-23 02:26:32,213 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 02:26:54,961 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 02:27:06,776 - ice00001 - [INFO] - [E:149| 700]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:27:17,545 - ice00001 - [INFO] - [Evaluating Epoch 300 valid]: 
 | 
						|
	MRR: Tail : 0.42053, Head : 0.37176, Avg : 0.39614
 | 
						|
 | 
						|
2023-05-23 02:27:17,545 - ice00001 - [INFO] - [Epoch 300]:  Training Loss: 0.0017996,  Valid MRR: 0.39696, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 02:27:18,705 - ice00001 - [INFO] - [E:301| 0]: Train Loss:0.0017906,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:28:45,101 - ice00001 - [INFO] - [E:149| 800]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:28:58,714 - ice00001 - [INFO] - [E:301| 100]: Train Loss:0.0017978,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:30:23,295 - ice00001 - [INFO] - [E:149| 900]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:30:39,379 - ice00001 - [INFO] - [E:301| 200]: Train Loss:0.0017966,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:31:31,928 - ice00001 - [INFO] - [Epoch:149]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 02:31:32,377 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 02:31:54,339 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 02:32:16,667 - ice00001 - [INFO] - [Evaluating Epoch 149 valid]: 
 | 
						|
	MRR: Tail : 0.09463, Head : 0.06983, Avg : 0.08223
 | 
						|
	MR: Tail : 844.54, Head : 1022.8, Avg : 933.69
 | 
						|
	Hit-1: Tail : 0.03848, Head : 0.02779, Avg : 0.03314
 | 
						|
	Hit-3: Tail : 0.09977, Head : 0.06251, Avg : 0.08114
 | 
						|
	Hit-10: Tail : 0.21119, Head : 0.159, Avg : 0.1851
 | 
						|
2023-05-23 02:32:16,667 - ice00001 - [INFO] - [Epoch 149]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 02:32:17,553 - ice00001 - [INFO] - [E:150| 0]: Train Loss:0.002895,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:32:17,740 - ice00001 - [INFO] - [E:301| 300]: Train Loss:0.0017959,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:33:44,505 - ice00001 - [INFO] - [E:150| 100]: Train Loss:0.0028972,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:33:47,654 - ice00001 - [INFO] - [E:301| 400]: Train Loss:0.0017958,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:35:22,371 - ice00001 - [INFO] - [E:150| 200]: Train Loss:0.0028975,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:35:27,239 - ice00001 - [INFO] - [E:301| 500]: Train Loss:0.0017963,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:37:00,132 - ice00001 - [INFO] - [E:150| 300]: Train Loss:0.0028986,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:37:08,050 - ice00001 - [INFO] - [E:301| 600]: Train Loss:0.0017965,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:38:37,144 - ice00001 - [INFO] - [E:150| 400]: Train Loss:0.0029006,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:38:48,685 - ice00001 - [INFO] - [E:301| 700]: Train Loss:0.0017976,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:40:14,589 - ice00001 - [INFO] - [E:150| 500]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:40:29,519 - ice00001 - [INFO] - [E:301| 800]: Train Loss:0.0017984,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:41:52,560 - ice00001 - [INFO] - [E:150| 600]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:42:05,428 - ice00001 - [INFO] - [E:301| 900]: Train Loss:0.0017987,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:43:10,621 - ice00001 - [INFO] - [Epoch:301]:  Training Loss:0.001799
 | 
						|
 | 
						|
2023-05-23 02:43:10,989 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 02:43:19,782 - ice00001 - [INFO] - [E:150| 700]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:43:33,738 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 02:43:56,329 - ice00001 - [INFO] - [Evaluating Epoch 301 valid]: 
 | 
						|
	MRR: Tail : 0.42209, Head : 0.37083, Avg : 0.39646
 | 
						|
 | 
						|
2023-05-23 02:43:56,330 - ice00001 - [INFO] - [Epoch 301]:  Training Loss: 0.0017992,  Valid MRR: 0.39696, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 02:43:57,557 - ice00001 - [INFO] - [E:302| 0]: Train Loss:0.0018181,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:44:57,156 - ice00001 - [INFO] - [E:150| 800]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:45:37,476 - ice00001 - [INFO] - [E:302| 100]: Train Loss:0.0017954,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:46:33,727 - ice00001 - [INFO] - [E:150| 900]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:47:16,796 - ice00001 - [INFO] - [E:302| 200]: Train Loss:0.0017951,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:47:41,898 - ice00001 - [INFO] - [Epoch:150]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 02:47:42,280 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 02:48:04,849 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 02:48:26,773 - ice00001 - [INFO] - [Evaluating Epoch 150 valid]: 
 | 
						|
	MRR: Tail : 0.09418, Head : 0.0697, Avg : 0.08194
 | 
						|
 | 
						|
2023-05-23 02:48:26,773 - ice00001 - [INFO] - [Epoch 150]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 02:48:27,831 - ice00001 - [INFO] - [E:151| 0]: Train Loss:0.0029403,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:48:57,667 - ice00001 - [INFO] - [E:302| 300]: Train Loss:0.0017944,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:50:04,742 - ice00001 - [INFO] - [E:151| 100]: Train Loss:0.0029005,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:50:36,552 - ice00001 - [INFO] - [E:302| 400]: Train Loss:0.0017945,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:51:32,158 - ice00001 - [INFO] - [E:151| 200]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:52:09,073 - ice00001 - [INFO] - [E:302| 500]: Train Loss:0.0017957,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:53:10,087 - ice00001 - [INFO] - [E:151| 300]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:53:49,675 - ice00001 - [INFO] - [E:302| 600]: Train Loss:0.0017966,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:54:47,934 - ice00001 - [INFO] - [E:151| 400]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:55:30,061 - ice00001 - [INFO] - [E:302| 700]: Train Loss:0.0017964,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:56:25,698 - ice00001 - [INFO] - [E:151| 500]: Train Loss:0.0029004,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:57:10,454 - ice00001 - [INFO] - [E:302| 800]: Train Loss:0.0017978,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:58:03,562 - ice00001 - [INFO] - [E:151| 600]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:58:50,622 - ice00001 - [INFO] - [E:302| 900]: Train Loss:0.0017983,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 02:59:33,137 - ice00001 - [INFO] - [E:151| 700]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 02:59:51,023 - ice00001 - [INFO] - [Epoch:302]:  Training Loss:0.001798
 | 
						|
 | 
						|
2023-05-23 02:59:51,412 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 03:00:14,209 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 03:00:36,854 - ice00001 - [INFO] - [Evaluating Epoch 302 valid]: 
 | 
						|
	MRR: Tail : 0.42043, Head : 0.37152, Avg : 0.39597
 | 
						|
 | 
						|
2023-05-23 03:00:36,854 - ice00001 - [INFO] - [Epoch 302]:  Training Loss: 0.0017985,  Valid MRR: 0.39696, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 03:00:37,849 - ice00001 - [INFO] - [E:303| 0]: Train Loss:0.0017557,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 03:01:07,288 - ice00001 - [INFO] - [E:151| 800]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:02:17,054 - ice00001 - [INFO] - [E:303| 100]: Train Loss:0.0017938,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 03:02:44,127 - ice00001 - [INFO] - [E:151| 900]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:03:53,004 - ice00001 - [INFO] - [Epoch:151]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-23 03:03:53,413 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 03:03:58,228 - ice00001 - [INFO] - [E:303| 200]: Train Loss:0.001795,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 03:04:16,076 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 03:04:38,369 - ice00001 - [INFO] - [Evaluating Epoch 151 valid]: 
 | 
						|
	MRR: Tail : 0.09349, Head : 0.06975, Avg : 0.08162
 | 
						|
 | 
						|
2023-05-23 03:04:38,369 - ice00001 - [INFO] - [Epoch 151]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 03:04:39,368 - ice00001 - [INFO] - [E:152| 0]: Train Loss:0.0029166,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:05:38,539 - ice00001 - [INFO] - [E:303| 300]: Train Loss:0.0017965,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 03:06:17,156 - ice00001 - [INFO] - [E:152| 100]: Train Loss:0.0029063,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:07:18,508 - ice00001 - [INFO] - [E:303| 400]: Train Loss:0.0017967,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 03:07:55,529 - ice00001 - [INFO] - [E:152| 200]: Train Loss:0.0028996,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:08:48,700 - ice00001 - [INFO] - [E:303| 500]: Train Loss:0.0017968,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 03:09:24,845 - ice00001 - [INFO] - [E:152| 300]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:10:31,262 - ice00001 - [INFO] - [E:303| 600]: Train Loss:0.0017961,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 03:11:01,890 - ice00001 - [INFO] - [E:152| 400]: Train Loss:0.0029003,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:12:11,277 - ice00001 - [INFO] - [E:303| 700]: Train Loss:0.0017968,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 03:12:39,191 - ice00001 - [INFO] - [E:152| 500]: Train Loss:0.0029001,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:13:51,326 - ice00001 - [INFO] - [E:303| 800]: Train Loss:0.0017972,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 03:14:16,719 - ice00001 - [INFO] - [E:152| 600]: Train Loss:0.0029003,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:15:30,276 - ice00001 - [INFO] - [E:303| 900]: Train Loss:0.0017975,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 03:15:53,711 - ice00001 - [INFO] - [E:152| 700]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:16:39,912 - ice00001 - [INFO] - [Epoch:303]:  Training Loss:0.001798
 | 
						|
 | 
						|
2023-05-23 03:16:40,126 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 03:16:53,748 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 03:17:14,264 - ice00001 - [INFO] - [Evaluating Epoch 303 valid]: 
 | 
						|
	MRR: Tail : 0.42128, Head : 0.37164, Avg : 0.39646
 | 
						|
 | 
						|
2023-05-23 03:17:14,264 - ice00001 - [INFO] - [Epoch 303]:  Training Loss: 0.001798,  Valid MRR: 0.39696, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 03:17:15,368 - ice00001 - [INFO] - [E:304| 0]: Train Loss:0.0018804,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 03:17:20,802 - ice00001 - [INFO] - [E:152| 800]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:18:56,012 - ice00001 - [INFO] - [E:304| 100]: Train Loss:0.0017965,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 03:18:59,000 - ice00001 - [INFO] - [E:152| 900]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:20:08,050 - ice00001 - [INFO] - [Epoch:152]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-23 03:20:08,387 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 03:20:31,235 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 03:20:36,396 - ice00001 - [INFO] - [E:304| 200]: Train Loss:0.0017927,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 03:20:53,864 - ice00001 - [INFO] - [Evaluating Epoch 152 valid]: 
 | 
						|
	MRR: Tail : 0.09295, Head : 0.06961, Avg : 0.08128
 | 
						|
 | 
						|
2023-05-23 03:20:53,864 - ice00001 - [INFO] - [Epoch 152]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 03:20:54,929 - ice00001 - [INFO] - [E:153| 0]: Train Loss:0.0029073,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:22:16,847 - ice00001 - [INFO] - [E:304| 300]: Train Loss:0.0017946,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 03:22:33,317 - ice00001 - [INFO] - [E:153| 100]: Train Loss:0.002895,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:23:56,684 - ice00001 - [INFO] - [E:304| 400]: Train Loss:0.0017948,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 03:24:11,199 - ice00001 - [INFO] - [E:153| 200]: Train Loss:0.0028956,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:25:33,693 - ice00001 - [INFO] - [E:304| 500]: Train Loss:0.0017955,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 03:25:40,388 - ice00001 - [INFO] - [E:153| 300]: Train Loss:0.0028968,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:27:07,770 - ice00001 - [INFO] - [E:304| 600]: Train Loss:0.001796,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 03:27:16,561 - ice00001 - [INFO] - [E:153| 400]: Train Loss:0.0028978,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:28:47,435 - ice00001 - [INFO] - [E:304| 700]: Train Loss:0.001796,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 03:28:54,507 - ice00001 - [INFO] - [E:153| 500]: Train Loss:0.0028996,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:30:26,091 - ice00001 - [INFO] - [E:304| 800]: Train Loss:0.0017967,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 03:30:31,074 - ice00001 - [INFO] - [E:153| 600]: Train Loss:0.0029001,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:32:06,123 - ice00001 - [INFO] - [E:304| 900]: Train Loss:0.0017975,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 03:32:07,989 - ice00001 - [INFO] - [E:153| 700]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:33:16,783 - ice00001 - [INFO] - [Epoch:304]:  Training Loss:0.001798
 | 
						|
 | 
						|
2023-05-23 03:33:17,170 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 03:33:40,144 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 03:33:44,670 - ice00001 - [INFO] - [E:153| 800]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:34:02,779 - ice00001 - [INFO] - [Evaluating Epoch 304 valid]: 
 | 
						|
	MRR: Tail : 0.42161, Head : 0.37107, Avg : 0.39634
 | 
						|
 | 
						|
2023-05-23 03:34:02,779 - ice00001 - [INFO] - [Epoch 304]:  Training Loss: 0.0017976,  Valid MRR: 0.39696, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 03:34:03,857 - ice00001 - [INFO] - [E:305| 0]: Train Loss:0.0017853,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 03:35:11,760 - ice00001 - [INFO] - [E:153| 900]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:35:34,105 - ice00001 - [INFO] - [E:305| 100]: Train Loss:0.0017957,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 03:36:19,992 - ice00001 - [INFO] - [Epoch:153]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 03:36:20,490 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 03:36:42,862 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 03:37:05,136 - ice00001 - [INFO] - [Evaluating Epoch 153 valid]: 
 | 
						|
	MRR: Tail : 0.09306, Head : 0.06996, Avg : 0.08151
 | 
						|
 | 
						|
2023-05-23 03:37:05,136 - ice00001 - [INFO] - [Epoch 153]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 03:37:05,921 - ice00001 - [INFO] - [E:154| 0]: Train Loss:0.0029136,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:37:14,865 - ice00001 - [INFO] - [E:305| 200]: Train Loss:0.0017939,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 03:38:43,952 - ice00001 - [INFO] - [E:154| 100]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:38:56,235 - ice00001 - [INFO] - [E:305| 300]: Train Loss:0.0017947,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 03:40:21,315 - ice00001 - [INFO] - [E:154| 200]: Train Loss:0.0029024,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:40:37,703 - ice00001 - [INFO] - [E:305| 400]: Train Loss:0.0017942,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 03:41:59,464 - ice00001 - [INFO] - [E:154| 300]: Train Loss:0.0028998,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:42:18,482 - ice00001 - [INFO] - [E:305| 500]: Train Loss:0.0017957,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 03:43:26,937 - ice00001 - [INFO] - [E:154| 400]: Train Loss:0.0028999,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:43:49,035 - ice00001 - [INFO] - [E:305| 600]: Train Loss:0.001796,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 03:45:03,222 - ice00001 - [INFO] - [E:154| 500]: Train Loss:0.0029005,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:45:28,346 - ice00001 - [INFO] - [E:305| 700]: Train Loss:0.0017961,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 03:46:39,748 - ice00001 - [INFO] - [E:154| 600]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:47:09,266 - ice00001 - [INFO] - [E:305| 800]: Train Loss:0.0017966,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 03:48:17,715 - ice00001 - [INFO] - [E:154| 700]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:48:49,817 - ice00001 - [INFO] - [E:305| 900]: Train Loss:0.0017967,  Val MRR:0.39696, 	ice00001
 | 
						|
2023-05-23 03:49:55,466 - ice00001 - [INFO] - [E:154| 800]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:50:00,601 - ice00001 - [INFO] - [Epoch:305]:  Training Loss:0.001797
 | 
						|
 | 
						|
2023-05-23 03:50:01,109 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 03:50:24,316 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 03:50:46,999 - ice00001 - [INFO] - [Evaluating Epoch 305 valid]: 
 | 
						|
	MRR: Tail : 0.42215, Head : 0.3727, Avg : 0.39743
 | 
						|
 | 
						|
2023-05-23 03:50:48,364 - ice00001 - [INFO] - [Epoch 305]:  Training Loss: 0.0017971,  Valid MRR: 0.39743, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 03:50:49,455 - ice00001 - [INFO] - [E:306| 0]: Train Loss:0.0018127,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 03:51:32,553 - ice00001 - [INFO] - [E:154| 900]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:52:19,995 - ice00001 - [INFO] - [E:306| 100]: Train Loss:0.0017982,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 03:52:30,910 - ice00001 - [INFO] - [Epoch:154]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-23 03:52:31,201 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 03:52:53,634 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 03:53:15,972 - ice00001 - [INFO] - [Evaluating Epoch 154 valid]: 
 | 
						|
	MRR: Tail : 0.09571, Head : 0.06816, Avg : 0.08193
 | 
						|
 | 
						|
2023-05-23 03:53:15,972 - ice00001 - [INFO] - [Epoch 154]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 03:53:17,083 - ice00001 - [INFO] - [E:155| 0]: Train Loss:0.0028818,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:54:00,758 - ice00001 - [INFO] - [E:306| 200]: Train Loss:0.0017958,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 03:54:54,595 - ice00001 - [INFO] - [E:155| 100]: Train Loss:0.0029048,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:55:42,169 - ice00001 - [INFO] - [E:306| 300]: Train Loss:0.0017937,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 03:56:32,323 - ice00001 - [INFO] - [E:155| 200]: Train Loss:0.0029031,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:57:24,800 - ice00001 - [INFO] - [E:306| 400]: Train Loss:0.0017946,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 03:58:11,551 - ice00001 - [INFO] - [E:155| 300]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 03:59:03,835 - ice00001 - [INFO] - [E:306| 500]: Train Loss:0.0017956,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 03:59:47,908 - ice00001 - [INFO] - [E:155| 400]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:00:34,713 - ice00001 - [INFO] - [E:306| 600]: Train Loss:0.0017958,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:01:14,985 - ice00001 - [INFO] - [E:155| 500]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:02:16,128 - ice00001 - [INFO] - [E:306| 700]: Train Loss:0.0017959,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:02:52,954 - ice00001 - [INFO] - [E:155| 600]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:03:57,419 - ice00001 - [INFO] - [E:306| 800]: Train Loss:0.001796,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:04:30,552 - ice00001 - [INFO] - [E:155| 700]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:05:38,377 - ice00001 - [INFO] - [E:306| 900]: Train Loss:0.0017965,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:06:08,005 - ice00001 - [INFO] - [E:155| 800]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:06:49,334 - ice00001 - [INFO] - [Epoch:306]:  Training Loss:0.001797
 | 
						|
 | 
						|
2023-05-23 04:06:49,721 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 04:07:12,801 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 04:07:35,639 - ice00001 - [INFO] - [Evaluating Epoch 306 valid]: 
 | 
						|
	MRR: Tail : 0.42242, Head : 0.37102, Avg : 0.39672
 | 
						|
 | 
						|
2023-05-23 04:07:35,639 - ice00001 - [INFO] - [Epoch 306]:  Training Loss: 0.0017966,  Valid MRR: 0.39743, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 04:07:36,708 - ice00001 - [INFO] - [E:307| 0]: Train Loss:0.0017609,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:07:44,908 - ice00001 - [INFO] - [E:155| 900]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:08:53,183 - ice00001 - [INFO] - [Epoch:155]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 04:08:53,434 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 04:09:11,546 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 04:09:12,990 - ice00001 - [INFO] - [E:307| 100]: Train Loss:0.0017908,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:09:26,379 - ice00001 - [INFO] - [Evaluating Epoch 155 valid]: 
 | 
						|
	MRR: Tail : 0.09519, Head : 0.06889, Avg : 0.08204
 | 
						|
 | 
						|
2023-05-23 04:09:26,379 - ice00001 - [INFO] - [Epoch 155]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 04:09:27,524 - ice00001 - [INFO] - [E:156| 0]: Train Loss:0.0029427,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:10:47,202 - ice00001 - [INFO] - [E:307| 200]: Train Loss:0.0017918,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:11:04,904 - ice00001 - [INFO] - [E:156| 100]: Train Loss:0.0029041,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:12:26,962 - ice00001 - [INFO] - [E:307| 300]: Train Loss:0.0017921,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:12:42,410 - ice00001 - [INFO] - [E:156| 200]: Train Loss:0.0029057,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:14:06,058 - ice00001 - [INFO] - [E:307| 400]: Train Loss:0.0017943,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:14:19,522 - ice00001 - [INFO] - [E:156| 300]: Train Loss:0.0029045,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:15:47,658 - ice00001 - [INFO] - [E:307| 500]: Train Loss:0.0017941,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:15:57,697 - ice00001 - [INFO] - [E:156| 400]: Train Loss:0.0029045,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:17:30,016 - ice00001 - [INFO] - [E:307| 600]: Train Loss:0.0017948,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:17:34,748 - ice00001 - [INFO] - [E:156| 500]: Train Loss:0.0029034,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:19:00,823 - ice00001 - [INFO] - [E:307| 700]: Train Loss:0.0017952,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:19:02,805 - ice00001 - [INFO] - [E:156| 600]: Train Loss:0.0029029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:20:41,077 - ice00001 - [INFO] - [E:307| 800]: Train Loss:0.0017953,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:20:41,105 - ice00001 - [INFO] - [E:156| 700]: Train Loss:0.0029027,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:22:18,779 - ice00001 - [INFO] - [E:156| 800]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:22:21,736 - ice00001 - [INFO] - [E:307| 900]: Train Loss:0.0017957,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:23:33,278 - ice00001 - [INFO] - [Epoch:307]:  Training Loss:0.001796
 | 
						|
 | 
						|
2023-05-23 04:23:33,667 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 04:23:56,035 - ice00001 - [INFO] - [E:156| 900]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:23:56,457 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 04:24:19,123 - ice00001 - [INFO] - [Evaluating Epoch 307 valid]: 
 | 
						|
	MRR: Tail : 0.42067, Head : 0.37109, Avg : 0.39588
 | 
						|
 | 
						|
2023-05-23 04:24:19,123 - ice00001 - [INFO] - [Epoch 307]:  Training Loss: 0.0017959,  Valid MRR: 0.39743, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 04:24:20,232 - ice00001 - [INFO] - [E:308| 0]: Train Loss:0.0017377,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:25:05,279 - ice00001 - [INFO] - [Epoch:156]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-23 04:25:05,530 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 04:25:28,171 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 04:25:50,503 - ice00001 - [INFO] - [Evaluating Epoch 156 valid]: 
 | 
						|
	MRR: Tail : 0.09478, Head : 0.06858, Avg : 0.08168
 | 
						|
 | 
						|
2023-05-23 04:25:50,503 - ice00001 - [INFO] - [Epoch 156]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 04:25:51,620 - ice00001 - [INFO] - [E:157| 0]: Train Loss:0.0029522,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:26:01,653 - ice00001 - [INFO] - [E:308| 100]: Train Loss:0.001788,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:27:18,923 - ice00001 - [INFO] - [E:157| 100]: Train Loss:0.0029033,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:27:31,603 - ice00001 - [INFO] - [E:308| 200]: Train Loss:0.0017906,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:28:55,328 - ice00001 - [INFO] - [E:157| 200]: Train Loss:0.0029028,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:29:11,466 - ice00001 - [INFO] - [E:308| 300]: Train Loss:0.0017923,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:30:32,508 - ice00001 - [INFO] - [E:157| 300]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:30:52,372 - ice00001 - [INFO] - [E:308| 400]: Train Loss:0.001793,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:32:09,739 - ice00001 - [INFO] - [E:157| 400]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:32:32,905 - ice00001 - [INFO] - [E:308| 500]: Train Loss:0.0017927,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:33:47,369 - ice00001 - [INFO] - [E:157| 500]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:34:13,070 - ice00001 - [INFO] - [E:308| 600]: Train Loss:0.0017933,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:35:19,048 - ice00001 - [INFO] - [E:157| 600]: Train Loss:0.0029024,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:35:43,234 - ice00001 - [INFO] - [E:308| 700]: Train Loss:0.0017934,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:36:53,118 - ice00001 - [INFO] - [E:157| 700]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:37:23,982 - ice00001 - [INFO] - [E:308| 800]: Train Loss:0.0017946,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:38:31,066 - ice00001 - [INFO] - [E:157| 800]: Train Loss:0.0029025,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:39:05,679 - ice00001 - [INFO] - [E:308| 900]: Train Loss:0.0017948,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:40:08,592 - ice00001 - [INFO] - [E:157| 900]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:40:16,958 - ice00001 - [INFO] - [Epoch:308]:  Training Loss:0.001796
 | 
						|
 | 
						|
2023-05-23 04:40:17,343 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 04:40:40,053 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 04:41:02,621 - ice00001 - [INFO] - [Evaluating Epoch 308 valid]: 
 | 
						|
	MRR: Tail : 0.42131, Head : 0.37121, Avg : 0.39626
 | 
						|
 | 
						|
2023-05-23 04:41:02,621 - ice00001 - [INFO] - [Epoch 308]:  Training Loss: 0.0017955,  Valid MRR: 0.39743, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 04:41:03,784 - ice00001 - [INFO] - [E:309| 0]: Train Loss:0.001768,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:41:16,917 - ice00001 - [INFO] - [Epoch:157]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 04:41:17,216 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 04:41:39,398 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 04:42:01,435 - ice00001 - [INFO] - [Evaluating Epoch 157 valid]: 
 | 
						|
	MRR: Tail : 0.09307, Head : 0.07017, Avg : 0.08162
 | 
						|
 | 
						|
2023-05-23 04:42:01,435 - ice00001 - [INFO] - [Epoch 157]:  Training Loss: 0.0029019,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 04:42:02,400 - ice00001 - [INFO] - [E:158| 0]: Train Loss:0.0028715,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:42:43,213 - ice00001 - [INFO] - [E:309| 100]: Train Loss:0.0017872,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:43:39,214 - ice00001 - [INFO] - [E:158| 100]: Train Loss:0.0029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:44:13,317 - ice00001 - [INFO] - [E:309| 200]: Train Loss:0.0017897,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:45:06,839 - ice00001 - [INFO] - [E:158| 200]: Train Loss:0.002903,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:45:57,073 - ice00001 - [INFO] - [E:309| 300]: Train Loss:0.0017905,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:46:46,644 - ice00001 - [INFO] - [E:158| 300]: Train Loss:0.0029024,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:47:38,207 - ice00001 - [INFO] - [E:309| 400]: Train Loss:0.001792,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:48:23,726 - ice00001 - [INFO] - [E:158| 400]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:49:18,783 - ice00001 - [INFO] - [E:309| 500]: Train Loss:0.0017923,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:50:01,242 - ice00001 - [INFO] - [E:158| 500]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:51:00,125 - ice00001 - [INFO] - [E:309| 600]: Train Loss:0.0017935,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:51:38,555 - ice00001 - [INFO] - [E:158| 600]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:52:40,778 - ice00001 - [INFO] - [E:309| 700]: Train Loss:0.0017941,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:53:05,461 - ice00001 - [INFO] - [E:158| 700]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:54:12,058 - ice00001 - [INFO] - [E:309| 800]: Train Loss:0.0017951,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:54:43,018 - ice00001 - [INFO] - [E:158| 800]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:55:52,495 - ice00001 - [INFO] - [E:309| 900]: Train Loss:0.0017949,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:56:19,491 - ice00001 - [INFO] - [E:158| 900]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:57:02,321 - ice00001 - [INFO] - [Epoch:309]:  Training Loss:0.001795
 | 
						|
 | 
						|
2023-05-23 04:57:02,823 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 04:57:25,165 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 04:57:27,259 - ice00001 - [INFO] - [Epoch:158]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 04:57:27,576 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 04:57:47,289 - ice00001 - [INFO] - [Evaluating Epoch 309 valid]: 
 | 
						|
	MRR: Tail : 0.42018, Head : 0.37284, Avg : 0.39651
 | 
						|
	MR: Tail : 323.33, Head : 333.36, Avg : 328.35
 | 
						|
	Hit-1: Tail : 0.31181, Head : 0.26666, Avg : 0.28923
 | 
						|
	Hit-3: Tail : 0.4736, Head : 0.41898, Avg : 0.44629
 | 
						|
	Hit-10: Tail : 0.62835, Head : 0.58369, Avg : 0.60602
 | 
						|
2023-05-23 04:57:47,289 - ice00001 - [INFO] - [Epoch 309]:  Training Loss: 0.0017946,  Valid MRR: 0.39743, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 04:57:48,451 - ice00001 - [INFO] - [E:310| 0]: Train Loss:0.0018033,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:57:49,836 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 04:58:12,045 - ice00001 - [INFO] - [Evaluating Epoch 158 valid]: 
 | 
						|
	MRR: Tail : 0.0938, Head : 0.06926, Avg : 0.08153
 | 
						|
 | 
						|
2023-05-23 04:58:12,045 - ice00001 - [INFO] - [Epoch 158]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 04:58:13,167 - ice00001 - [INFO] - [E:159| 0]: Train Loss:0.0028919,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 04:59:28,861 - ice00001 - [INFO] - [E:310| 100]: Train Loss:0.0017882,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 04:59:50,900 - ice00001 - [INFO] - [E:159| 100]: Train Loss:0.0028993,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:01:09,702 - ice00001 - [INFO] - [E:310| 200]: Train Loss:0.001789,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:01:23,080 - ice00001 - [INFO] - [E:159| 200]: Train Loss:0.0028997,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:02:41,054 - ice00001 - [INFO] - [E:310| 300]: Train Loss:0.0017903,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:02:55,531 - ice00001 - [INFO] - [E:159| 300]: Train Loss:0.0029003,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:04:22,180 - ice00001 - [INFO] - [E:310| 400]: Train Loss:0.0017905,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:04:33,710 - ice00001 - [INFO] - [E:159| 400]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:06:02,777 - ice00001 - [INFO] - [E:310| 500]: Train Loss:0.0017912,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:06:11,477 - ice00001 - [INFO] - [E:159| 500]: Train Loss:0.0029004,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:07:42,880 - ice00001 - [INFO] - [E:310| 600]: Train Loss:0.0017925,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:07:49,207 - ice00001 - [INFO] - [E:159| 600]: Train Loss:0.0029001,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:09:22,985 - ice00001 - [INFO] - [E:310| 700]: Train Loss:0.0017936,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:09:26,242 - ice00001 - [INFO] - [E:159| 700]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:10:52,518 - ice00001 - [INFO] - [E:310| 800]: Train Loss:0.0017937,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:10:53,379 - ice00001 - [INFO] - [E:159| 800]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:12:30,565 - ice00001 - [INFO] - [E:159| 900]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:12:32,172 - ice00001 - [INFO] - [E:310| 900]: Train Loss:0.001794,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:13:39,517 - ice00001 - [INFO] - [Epoch:159]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-23 05:13:39,998 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 05:13:43,154 - ice00001 - [INFO] - [Epoch:310]:  Training Loss:0.001794
 | 
						|
 | 
						|
2023-05-23 05:13:43,409 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 05:14:02,795 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 05:14:06,837 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 05:14:25,183 - ice00001 - [INFO] - [Evaluating Epoch 159 valid]: 
 | 
						|
	MRR: Tail : 0.09392, Head : 0.06835, Avg : 0.08113
 | 
						|
	MR: Tail : 764.68, Head : 891.91, Avg : 828.3
 | 
						|
	Hit-1: Tail : 0.03848, Head : 0.02779, Avg : 0.03314
 | 
						|
	Hit-3: Tail : 0.08739, Head : 0.05887, Avg : 0.07313
 | 
						|
	Hit-10: Tail : 0.21568, Head : 0.15499, Avg : 0.18534
 | 
						|
2023-05-23 05:14:25,183 - ice00001 - [INFO] - [Epoch 159]:  Training Loss: 0.0029014,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 05:14:26,216 - ice00001 - [INFO] - [E:160| 0]: Train Loss:0.002889,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:14:29,394 - ice00001 - [INFO] - [Evaluating Epoch 310 valid]: 
 | 
						|
	MRR: Tail : 0.42098, Head : 0.37144, Avg : 0.39621
 | 
						|
 | 
						|
2023-05-23 05:14:29,394 - ice00001 - [INFO] - [Epoch 310]:  Training Loss: 0.0017941,  Valid MRR: 0.39743, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 05:14:30,556 - ice00001 - [INFO] - [E:311| 0]: Train Loss:0.0017831,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:16:03,754 - ice00001 - [INFO] - [E:160| 100]: Train Loss:0.0028921,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:16:12,019 - ice00001 - [INFO] - [E:311| 100]: Train Loss:0.0017892,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:17:41,440 - ice00001 - [INFO] - [E:160| 200]: Train Loss:0.0028973,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:17:52,479 - ice00001 - [INFO] - [E:311| 200]: Train Loss:0.0017891,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:19:09,069 - ice00001 - [INFO] - [E:160| 300]: Train Loss:0.0028998,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:19:23,403 - ice00001 - [INFO] - [E:311| 300]: Train Loss:0.0017916,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:20:46,614 - ice00001 - [INFO] - [E:160| 400]: Train Loss:0.0029003,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:21:04,324 - ice00001 - [INFO] - [E:311| 400]: Train Loss:0.0017918,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:22:24,900 - ice00001 - [INFO] - [E:160| 500]: Train Loss:0.0029003,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:22:45,274 - ice00001 - [INFO] - [E:311| 500]: Train Loss:0.0017919,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:24:03,242 - ice00001 - [INFO] - [E:160| 600]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:24:26,171 - ice00001 - [INFO] - [E:311| 600]: Train Loss:0.001792,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:25:40,416 - ice00001 - [INFO] - [E:160| 700]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:26:05,045 - ice00001 - [INFO] - [E:311| 700]: Train Loss:0.0017918,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:27:17,595 - ice00001 - [INFO] - [E:160| 800]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:27:35,505 - ice00001 - [INFO] - [E:311| 800]: Train Loss:0.0017929,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:28:44,618 - ice00001 - [INFO] - [E:160| 900]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:29:15,799 - ice00001 - [INFO] - [E:311| 900]: Train Loss:0.0017931,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:29:54,154 - ice00001 - [INFO] - [Epoch:160]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-23 05:29:54,487 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 05:30:17,492 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 05:30:26,528 - ice00001 - [INFO] - [Epoch:311]:  Training Loss:0.001794
 | 
						|
 | 
						|
2023-05-23 05:30:27,035 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 05:30:39,842 - ice00001 - [INFO] - [Evaluating Epoch 160 valid]: 
 | 
						|
	MRR: Tail : 0.09526, Head : 0.06905, Avg : 0.08216
 | 
						|
 | 
						|
2023-05-23 05:30:39,842 - ice00001 - [INFO] - [Epoch 160]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 05:30:40,983 - ice00001 - [INFO] - [E:161| 0]: Train Loss:0.0028982,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:30:49,831 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 05:31:12,226 - ice00001 - [INFO] - [Evaluating Epoch 311 valid]: 
 | 
						|
	MRR: Tail : 0.42211, Head : 0.37232, Avg : 0.39722
 | 
						|
 | 
						|
2023-05-23 05:31:12,227 - ice00001 - [INFO] - [Epoch 311]:  Training Loss: 0.0017938,  Valid MRR: 0.39743, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 05:31:13,249 - ice00001 - [INFO] - [E:312| 0]: Train Loss:0.0017686,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:32:18,615 - ice00001 - [INFO] - [E:161| 100]: Train Loss:0.0028966,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:32:54,704 - ice00001 - [INFO] - [E:312| 100]: Train Loss:0.0017916,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:33:59,384 - ice00001 - [INFO] - [E:161| 200]: Train Loss:0.0028986,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:34:37,579 - ice00001 - [INFO] - [E:312| 200]: Train Loss:0.0017919,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:35:36,886 - ice00001 - [INFO] - [E:161| 300]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:36:17,787 - ice00001 - [INFO] - [E:312| 300]: Train Loss:0.0017896,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:37:05,222 - ice00001 - [INFO] - [E:161| 400]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:37:50,377 - ice00001 - [INFO] - [E:312| 400]: Train Loss:0.0017914,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:38:42,774 - ice00001 - [INFO] - [E:161| 500]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:39:30,524 - ice00001 - [INFO] - [E:312| 500]: Train Loss:0.0017914,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:40:19,775 - ice00001 - [INFO] - [E:161| 600]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:41:09,165 - ice00001 - [INFO] - [E:312| 600]: Train Loss:0.0017916,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:41:56,837 - ice00001 - [INFO] - [E:161| 700]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:42:49,423 - ice00001 - [INFO] - [E:312| 700]: Train Loss:0.0017917,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:43:34,418 - ice00001 - [INFO] - [E:161| 800]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:44:30,146 - ice00001 - [INFO] - [E:312| 800]: Train Loss:0.0017925,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:45:05,674 - ice00001 - [INFO] - [E:161| 900]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:46:00,581 - ice00001 - [INFO] - [E:312| 900]: Train Loss:0.0017928,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:46:10,348 - ice00001 - [INFO] - [Epoch:161]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-23 05:46:10,821 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 05:46:33,033 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 05:46:54,934 - ice00001 - [INFO] - [Evaluating Epoch 161 valid]: 
 | 
						|
	MRR: Tail : 0.09559, Head : 0.06905, Avg : 0.08232
 | 
						|
 | 
						|
2023-05-23 05:46:54,934 - ice00001 - [INFO] - [Epoch 161]:  Training Loss: 0.0029014,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 05:46:55,724 - ice00001 - [INFO] - [E:162| 0]: Train Loss:0.0029533,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:47:10,940 - ice00001 - [INFO] - [Epoch:312]:  Training Loss:0.001793
 | 
						|
 | 
						|
2023-05-23 05:47:11,452 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 05:47:34,166 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 05:47:56,626 - ice00001 - [INFO] - [Evaluating Epoch 312 valid]: 
 | 
						|
	MRR: Tail : 0.42109, Head : 0.3715, Avg : 0.3963
 | 
						|
 | 
						|
2023-05-23 05:47:56,626 - ice00001 - [INFO] - [Epoch 312]:  Training Loss: 0.0017934,  Valid MRR: 0.39743, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 05:47:57,614 - ice00001 - [INFO] - [E:313| 0]: Train Loss:0.0018013,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:48:33,016 - ice00001 - [INFO] - [E:162| 100]: Train Loss:0.0028986,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:49:38,123 - ice00001 - [INFO] - [E:313| 100]: Train Loss:0.0017854,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:50:10,510 - ice00001 - [INFO] - [E:162| 200]: Train Loss:0.0028982,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:51:18,638 - ice00001 - [INFO] - [E:313| 200]: Train Loss:0.0017878,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:51:47,705 - ice00001 - [INFO] - [E:162| 300]: Train Loss:0.0028991,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:52:59,320 - ice00001 - [INFO] - [E:313| 300]: Train Loss:0.0017908,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:53:24,864 - ice00001 - [INFO] - [E:162| 400]: Train Loss:0.0028993,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:54:29,606 - ice00001 - [INFO] - [E:313| 400]: Train Loss:0.0017916,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:54:51,597 - ice00001 - [INFO] - [E:162| 500]: Train Loss:0.0028995,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:56:09,538 - ice00001 - [INFO] - [E:313| 500]: Train Loss:0.0017926,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:56:29,026 - ice00001 - [INFO] - [E:162| 600]: Train Loss:0.0029004,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:57:50,399 - ice00001 - [INFO] - [E:313| 600]: Train Loss:0.0017918,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:58:07,801 - ice00001 - [INFO] - [E:162| 700]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 05:59:30,470 - ice00001 - [INFO] - [E:313| 700]: Train Loss:0.0017914,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 05:59:46,096 - ice00001 - [INFO] - [E:162| 800]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:01:10,524 - ice00001 - [INFO] - [E:313| 800]: Train Loss:0.0017919,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 06:01:23,772 - ice00001 - [INFO] - [E:162| 900]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:02:28,235 - ice00001 - [INFO] - [Epoch:162]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 06:02:28,444 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 06:02:40,648 - ice00001 - [INFO] - [E:313| 900]: Train Loss:0.0017924,  Val MRR:0.39743, 	ice00001
 | 
						|
2023-05-23 06:02:44,040 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 06:03:06,062 - ice00001 - [INFO] - [Evaluating Epoch 162 valid]: 
 | 
						|
	MRR: Tail : 0.09351, Head : 0.06429, Avg : 0.0789
 | 
						|
 | 
						|
2023-05-23 06:03:06,062 - ice00001 - [INFO] - [Epoch 162]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 06:03:07,078 - ice00001 - [INFO] - [E:163| 0]: Train Loss:0.0028732,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:03:52,061 - ice00001 - [INFO] - [Epoch:313]:  Training Loss:0.001793
 | 
						|
 | 
						|
2023-05-23 06:03:52,317 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 06:04:15,246 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 06:04:37,901 - ice00001 - [INFO] - [Evaluating Epoch 313 valid]: 
 | 
						|
	MRR: Tail : 0.42294, Head : 0.37213, Avg : 0.39754
 | 
						|
 | 
						|
2023-05-23 06:04:40,077 - ice00001 - [INFO] - [Epoch 313]:  Training Loss: 0.0017926,  Valid MRR: 0.39754, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 06:04:41,288 - ice00001 - [INFO] - [E:314| 0]: Train Loss:0.0018127,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:04:43,494 - ice00001 - [INFO] - [E:163| 100]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:06:20,449 - ice00001 - [INFO] - [E:163| 200]: Train Loss:0.002904,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:06:21,927 - ice00001 - [INFO] - [E:314| 100]: Train Loss:0.0017912,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:07:57,785 - ice00001 - [INFO] - [E:163| 300]: Train Loss:0.0029024,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:08:02,335 - ice00001 - [INFO] - [E:314| 200]: Train Loss:0.0017923,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:09:33,326 - ice00001 - [INFO] - [E:163| 400]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:09:42,075 - ice00001 - [INFO] - [E:314| 300]: Train Loss:0.0017908,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:11:06,665 - ice00001 - [INFO] - [E:163| 500]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:11:13,951 - ice00001 - [INFO] - [E:314| 400]: Train Loss:0.0017901,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:12:38,474 - ice00001 - [INFO] - [E:163| 600]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:12:53,734 - ice00001 - [INFO] - [E:314| 500]: Train Loss:0.0017907,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:14:15,860 - ice00001 - [INFO] - [E:163| 700]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:14:34,371 - ice00001 - [INFO] - [E:314| 600]: Train Loss:0.0017913,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:15:53,637 - ice00001 - [INFO] - [E:163| 800]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:16:14,562 - ice00001 - [INFO] - [E:314| 700]: Train Loss:0.0017913,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:17:31,441 - ice00001 - [INFO] - [E:163| 900]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:17:54,841 - ice00001 - [INFO] - [E:314| 800]: Train Loss:0.0017918,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:18:40,566 - ice00001 - [INFO] - [Epoch:163]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 06:18:40,903 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 06:19:03,423 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 06:19:25,659 - ice00001 - [INFO] - [Evaluating Epoch 163 valid]: 
 | 
						|
	MRR: Tail : 0.09475, Head : 0.06953, Avg : 0.08214
 | 
						|
 | 
						|
2023-05-23 06:19:25,659 - ice00001 - [INFO] - [Epoch 163]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 06:19:26,766 - ice00001 - [INFO] - [E:164| 0]: Train Loss:0.0028341,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:19:35,675 - ice00001 - [INFO] - [E:314| 900]: Train Loss:0.0017921,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:20:36,669 - ice00001 - [INFO] - [Epoch:314]:  Training Loss:0.001792
 | 
						|
 | 
						|
2023-05-23 06:20:37,175 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 06:20:54,667 - ice00001 - [INFO] - [E:164| 100]: Train Loss:0.0029052,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:21:00,154 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 06:21:22,740 - ice00001 - [INFO] - [Evaluating Epoch 314 valid]: 
 | 
						|
	MRR: Tail : 0.42126, Head : 0.3714, Avg : 0.39633
 | 
						|
 | 
						|
2023-05-23 06:21:22,740 - ice00001 - [INFO] - [Epoch 314]:  Training Loss: 0.0017923,  Valid MRR: 0.39754, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 06:21:23,777 - ice00001 - [INFO] - [E:315| 0]: Train Loss:0.0017898,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:22:34,369 - ice00001 - [INFO] - [E:164| 200]: Train Loss:0.0029048,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:23:06,297 - ice00001 - [INFO] - [E:315| 100]: Train Loss:0.0017918,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:24:10,851 - ice00001 - [INFO] - [E:164| 300]: Train Loss:0.002903,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:24:45,138 - ice00001 - [INFO] - [E:315| 200]: Train Loss:0.0017917,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:25:48,557 - ice00001 - [INFO] - [E:164| 400]: Train Loss:0.0029036,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:26:25,442 - ice00001 - [INFO] - [E:315| 300]: Train Loss:0.0017915,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:27:25,989 - ice00001 - [INFO] - [E:164| 500]: Train Loss:0.0029036,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:28:06,065 - ice00001 - [INFO] - [E:315| 400]: Train Loss:0.0017913,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:28:53,042 - ice00001 - [INFO] - [E:164| 600]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:29:36,723 - ice00001 - [INFO] - [E:315| 500]: Train Loss:0.0017916,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:30:30,285 - ice00001 - [INFO] - [E:164| 700]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:31:18,000 - ice00001 - [INFO] - [E:315| 600]: Train Loss:0.0017911,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:32:08,239 - ice00001 - [INFO] - [E:164| 800]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:32:59,550 - ice00001 - [INFO] - [E:315| 700]: Train Loss:0.0017912,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:33:45,621 - ice00001 - [INFO] - [E:164| 900]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:34:40,532 - ice00001 - [INFO] - [E:315| 800]: Train Loss:0.0017919,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:34:54,378 - ice00001 - [INFO] - [Epoch:164]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 06:34:54,629 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 06:35:17,449 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 06:35:39,904 - ice00001 - [INFO] - [Evaluating Epoch 164 valid]: 
 | 
						|
	MRR: Tail : 0.09571, Head : 0.06846, Avg : 0.08208
 | 
						|
 | 
						|
2023-05-23 06:35:39,904 - ice00001 - [INFO] - [Epoch 164]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 06:35:41,033 - ice00001 - [INFO] - [E:165| 0]: Train Loss:0.0028819,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:36:21,436 - ice00001 - [INFO] - [E:315| 900]: Train Loss:0.0017917,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:37:18,797 - ice00001 - [INFO] - [E:165| 100]: Train Loss:0.0028983,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:37:26,939 - ice00001 - [INFO] - [Epoch:315]:  Training Loss:0.001792
 | 
						|
 | 
						|
2023-05-23 06:37:27,152 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 06:37:43,949 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 06:38:06,618 - ice00001 - [INFO] - [Evaluating Epoch 315 valid]: 
 | 
						|
	MRR: Tail : 0.42106, Head : 0.37341, Avg : 0.39723
 | 
						|
 | 
						|
2023-05-23 06:38:06,618 - ice00001 - [INFO] - [Epoch 315]:  Training Loss: 0.001792,  Valid MRR: 0.39754, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 06:38:07,543 - ice00001 - [INFO] - [E:316| 0]: Train Loss:0.0017771,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:38:45,080 - ice00001 - [INFO] - [E:165| 200]: Train Loss:0.0028999,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:39:47,383 - ice00001 - [INFO] - [E:316| 100]: Train Loss:0.001784,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:40:22,747 - ice00001 - [INFO] - [E:165| 300]: Train Loss:0.0028998,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:41:28,677 - ice00001 - [INFO] - [E:316| 200]: Train Loss:0.0017855,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:42:00,393 - ice00001 - [INFO] - [E:165| 400]: Train Loss:0.0029005,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:43:09,737 - ice00001 - [INFO] - [E:316| 300]: Train Loss:0.0017858,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:43:38,060 - ice00001 - [INFO] - [E:165| 500]: Train Loss:0.0029001,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:44:51,461 - ice00001 - [INFO] - [E:316| 400]: Train Loss:0.0017869,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:45:15,528 - ice00001 - [INFO] - [E:165| 600]: Train Loss:0.0029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:46:22,025 - ice00001 - [INFO] - [E:316| 500]: Train Loss:0.0017884,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:46:43,008 - ice00001 - [INFO] - [E:165| 700]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:48:03,790 - ice00001 - [INFO] - [E:316| 600]: Train Loss:0.0017893,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:48:20,708 - ice00001 - [INFO] - [E:165| 800]: Train Loss:0.0029006,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:49:45,244 - ice00001 - [INFO] - [E:316| 700]: Train Loss:0.0017902,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:49:58,743 - ice00001 - [INFO] - [E:165| 900]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:51:07,386 - ice00001 - [INFO] - [Epoch:165]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 06:51:07,743 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 06:51:26,644 - ice00001 - [INFO] - [E:316| 800]: Train Loss:0.001791,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:51:30,275 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 06:51:51,852 - ice00001 - [INFO] - [Evaluating Epoch 165 valid]: 
 | 
						|
	MRR: Tail : 0.09535, Head : 0.069, Avg : 0.08217
 | 
						|
 | 
						|
2023-05-23 06:51:51,852 - ice00001 - [INFO] - [Epoch 165]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 06:51:52,969 - ice00001 - [INFO] - [E:166| 0]: Train Loss:0.0029156,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:53:05,714 - ice00001 - [INFO] - [E:316| 900]: Train Loss:0.0017914,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:53:29,093 - ice00001 - [INFO] - [E:166| 100]: Train Loss:0.0029038,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:54:16,741 - ice00001 - [INFO] - [Epoch:316]:  Training Loss:0.001791
 | 
						|
 | 
						|
2023-05-23 06:54:17,086 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 06:54:38,777 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 06:54:52,222 - ice00001 - [INFO] - [Evaluating Epoch 316 valid]: 
 | 
						|
	MRR: Tail : 0.42076, Head : 0.37082, Avg : 0.39579
 | 
						|
 | 
						|
2023-05-23 06:54:52,222 - ice00001 - [INFO] - [Epoch 316]:  Training Loss: 0.0017911,  Valid MRR: 0.39754, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 06:54:52,873 - ice00001 - [INFO] - [E:317| 0]: Train Loss:0.0017691,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:54:56,494 - ice00001 - [INFO] - [E:166| 200]: Train Loss:0.0029032,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:56:32,599 - ice00001 - [INFO] - [E:317| 100]: Train Loss:0.0017841,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:56:33,837 - ice00001 - [INFO] - [E:166| 300]: Train Loss:0.0029028,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:58:11,419 - ice00001 - [INFO] - [E:166| 400]: Train Loss:0.0029029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:58:13,001 - ice00001 - [INFO] - [E:317| 200]: Train Loss:0.0017849,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 06:59:49,660 - ice00001 - [INFO] - [E:166| 500]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 06:59:53,960 - ice00001 - [INFO] - [E:317| 300]: Train Loss:0.0017863,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:01:27,431 - ice00001 - [INFO] - [E:166| 600]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:01:35,095 - ice00001 - [INFO] - [E:317| 400]: Train Loss:0.0017864,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:03:05,320 - ice00001 - [INFO] - [E:166| 700]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:03:16,140 - ice00001 - [INFO] - [E:317| 500]: Train Loss:0.0017878,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:04:32,974 - ice00001 - [INFO] - [E:166| 800]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:04:46,729 - ice00001 - [INFO] - [E:317| 600]: Train Loss:0.0017888,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:06:09,955 - ice00001 - [INFO] - [E:166| 900]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:06:26,062 - ice00001 - [INFO] - [E:317| 700]: Train Loss:0.001789,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:07:18,157 - ice00001 - [INFO] - [Epoch:166]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-23 07:07:18,408 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 07:07:40,556 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 07:08:02,739 - ice00001 - [INFO] - [Evaluating Epoch 166 valid]: 
 | 
						|
	MRR: Tail : 0.09508, Head : 0.06927, Avg : 0.08217
 | 
						|
 | 
						|
2023-05-23 07:08:02,740 - ice00001 - [INFO] - [Epoch 166]:  Training Loss: 0.0029014,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 07:08:03,623 - ice00001 - [INFO] - [E:167| 0]: Train Loss:0.0028862,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:08:05,405 - ice00001 - [INFO] - [E:317| 800]: Train Loss:0.0017895,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:09:42,736 - ice00001 - [INFO] - [E:167| 100]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:09:48,416 - ice00001 - [INFO] - [E:317| 900]: Train Loss:0.00179,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:10:59,120 - ice00001 - [INFO] - [Epoch:317]:  Training Loss:0.001791
 | 
						|
 | 
						|
2023-05-23 07:10:59,613 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 07:11:21,627 - ice00001 - [INFO] - [E:167| 200]: Train Loss:0.0029028,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:11:22,397 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 07:11:44,954 - ice00001 - [INFO] - [Evaluating Epoch 317 valid]: 
 | 
						|
	MRR: Tail : 0.42119, Head : 0.37213, Avg : 0.39666
 | 
						|
 | 
						|
2023-05-23 07:11:44,954 - ice00001 - [INFO] - [Epoch 317]:  Training Loss: 0.0017908,  Valid MRR: 0.39754, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 07:11:46,051 - ice00001 - [INFO] - [E:318| 0]: Train Loss:0.0018186,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:12:49,057 - ice00001 - [INFO] - [E:167| 300]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:13:16,777 - ice00001 - [INFO] - [E:318| 100]: Train Loss:0.001786,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:14:26,929 - ice00001 - [INFO] - [E:167| 400]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:14:57,795 - ice00001 - [INFO] - [E:318| 200]: Train Loss:0.0017858,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:16:05,261 - ice00001 - [INFO] - [E:167| 500]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:16:39,157 - ice00001 - [INFO] - [E:318| 300]: Train Loss:0.0017869,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:17:42,426 - ice00001 - [INFO] - [E:167| 600]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:18:19,611 - ice00001 - [INFO] - [E:318| 400]: Train Loss:0.0017869,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:19:20,616 - ice00001 - [INFO] - [E:167| 700]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:20:00,094 - ice00001 - [INFO] - [E:318| 500]: Train Loss:0.0017873,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:20:57,492 - ice00001 - [INFO] - [E:167| 800]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:21:29,598 - ice00001 - [INFO] - [E:318| 600]: Train Loss:0.0017877,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:22:25,010 - ice00001 - [INFO] - [E:167| 900]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:23:10,284 - ice00001 - [INFO] - [E:318| 700]: Train Loss:0.0017884,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:23:33,414 - ice00001 - [INFO] - [Epoch:167]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-23 07:23:33,737 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 07:23:56,486 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 07:24:18,612 - ice00001 - [INFO] - [Evaluating Epoch 167 valid]: 
 | 
						|
	MRR: Tail : 0.09452, Head : 0.0698, Avg : 0.08216
 | 
						|
 | 
						|
2023-05-23 07:24:18,612 - ice00001 - [INFO] - [Epoch 167]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 07:24:19,721 - ice00001 - [INFO] - [E:168| 0]: Train Loss:0.0029486,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:24:52,074 - ice00001 - [INFO] - [E:318| 800]: Train Loss:0.0017893,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:25:57,348 - ice00001 - [INFO] - [E:168| 100]: Train Loss:0.0028964,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:26:33,989 - ice00001 - [INFO] - [E:318| 900]: Train Loss:0.0017897,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:27:34,861 - ice00001 - [INFO] - [E:168| 200]: Train Loss:0.0028972,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:27:45,119 - ice00001 - [INFO] - [Epoch:318]:  Training Loss:0.00179
 | 
						|
 | 
						|
2023-05-23 07:27:45,457 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 07:28:08,604 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 07:28:31,253 - ice00001 - [INFO] - [Evaluating Epoch 318 valid]: 
 | 
						|
	MRR: Tail : 0.42223, Head : 0.3721, Avg : 0.39717
 | 
						|
 | 
						|
2023-05-23 07:28:31,254 - ice00001 - [INFO] - [Epoch 318]:  Training Loss: 0.0017898,  Valid MRR: 0.39754, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 07:28:32,186 - ice00001 - [INFO] - [E:319| 0]: Train Loss:0.001785,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:29:12,553 - ice00001 - [INFO] - [E:168| 300]: Train Loss:0.0028999,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:30:03,171 - ice00001 - [INFO] - [E:319| 100]: Train Loss:0.0017867,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:30:39,886 - ice00001 - [INFO] - [E:168| 400]: Train Loss:0.0028998,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:31:44,409 - ice00001 - [INFO] - [E:319| 200]: Train Loss:0.0017862,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:32:17,538 - ice00001 - [INFO] - [E:168| 500]: Train Loss:0.0028993,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:33:25,863 - ice00001 - [INFO] - [E:319| 300]: Train Loss:0.0017867,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:33:55,681 - ice00001 - [INFO] - [E:168| 600]: Train Loss:0.0029005,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:35:06,618 - ice00001 - [INFO] - [E:319| 400]: Train Loss:0.0017865,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:35:32,558 - ice00001 - [INFO] - [E:168| 700]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:36:46,359 - ice00001 - [INFO] - [E:319| 500]: Train Loss:0.0017873,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:37:09,281 - ice00001 - [INFO] - [E:168| 800]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:38:24,885 - ice00001 - [INFO] - [E:319| 600]: Train Loss:0.0017876,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:38:36,825 - ice00001 - [INFO] - [E:168| 900]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:39:45,816 - ice00001 - [INFO] - [Epoch:168]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-23 07:39:46,172 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 07:39:59,365 - ice00001 - [INFO] - [E:319| 700]: Train Loss:0.0017879,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:40:08,758 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 07:40:30,886 - ice00001 - [INFO] - [Evaluating Epoch 168 valid]: 
 | 
						|
	MRR: Tail : 0.09257, Head : 0.06378, Avg : 0.07817
 | 
						|
 | 
						|
2023-05-23 07:40:30,886 - ice00001 - [INFO] - [Epoch 168]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 07:40:31,966 - ice00001 - [INFO] - [E:169| 0]: Train Loss:0.0028986,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:41:39,969 - ice00001 - [INFO] - [E:319| 800]: Train Loss:0.0017889,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:42:09,234 - ice00001 - [INFO] - [E:169| 100]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:43:21,399 - ice00001 - [INFO] - [E:319| 900]: Train Loss:0.0017892,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:43:46,642 - ice00001 - [INFO] - [E:169| 200]: Train Loss:0.0029028,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:44:32,343 - ice00001 - [INFO] - [Epoch:319]:  Training Loss:0.001789
 | 
						|
 | 
						|
2023-05-23 07:44:32,848 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 07:44:56,088 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 07:45:18,640 - ice00001 - [INFO] - [Evaluating Epoch 319 valid]: 
 | 
						|
	MRR: Tail : 0.42112, Head : 0.37138, Avg : 0.39625
 | 
						|
	MR: Tail : 322.84, Head : 336.53, Avg : 329.69
 | 
						|
	Hit-1: Tail : 0.31302, Head : 0.26508, Avg : 0.28905
 | 
						|
	Hit-3: Tail : 0.47554, Head : 0.42068, Avg : 0.44811
 | 
						|
	Hit-10: Tail : 0.62896, Head : 0.58235, Avg : 0.60566
 | 
						|
2023-05-23 07:45:18,640 - ice00001 - [INFO] - [Epoch 319]:  Training Loss: 0.0017892,  Valid MRR: 0.39754, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 07:45:19,403 - ice00001 - [INFO] - [E:320| 0]: Train Loss:0.001818,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:45:24,804 - ice00001 - [INFO] - [E:169| 300]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:46:59,625 - ice00001 - [INFO] - [E:320| 100]: Train Loss:0.0017857,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:47:02,353 - ice00001 - [INFO] - [E:169| 400]: Train Loss:0.0029025,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:48:30,045 - ice00001 - [INFO] - [E:169| 500]: Train Loss:0.0029034,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:48:30,996 - ice00001 - [INFO] - [E:320| 200]: Train Loss:0.0017869,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:50:06,693 - ice00001 - [INFO] - [E:169| 600]: Train Loss:0.0029032,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:50:11,439 - ice00001 - [INFO] - [E:320| 300]: Train Loss:0.0017861,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:51:43,508 - ice00001 - [INFO] - [E:169| 700]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:51:51,296 - ice00001 - [INFO] - [E:320| 400]: Train Loss:0.0017863,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:53:20,802 - ice00001 - [INFO] - [E:169| 800]: Train Loss:0.0029028,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:53:32,340 - ice00001 - [INFO] - [E:320| 500]: Train Loss:0.0017869,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:54:57,788 - ice00001 - [INFO] - [E:169| 900]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:55:13,395 - ice00001 - [INFO] - [E:320| 600]: Train Loss:0.0017874,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:55:59,878 - ice00001 - [INFO] - [Epoch:169]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-23 07:56:00,087 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 07:56:18,371 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 07:56:40,893 - ice00001 - [INFO] - [Evaluating Epoch 169 valid]: 
 | 
						|
	MRR: Tail : 0.09452, Head : 0.06961, Avg : 0.08207
 | 
						|
	MR: Tail : 830.41, Head : 994.53, Avg : 912.47
 | 
						|
	Hit-1: Tail : 0.03848, Head : 0.02779, Avg : 0.03314
 | 
						|
	Hit-3: Tail : 0.09892, Head : 0.06142, Avg : 0.08017
 | 
						|
	Hit-10: Tail : 0.21022, Head : 0.15864, Avg : 0.18443
 | 
						|
2023-05-23 07:56:40,893 - ice00001 - [INFO] - [Epoch 169]:  Training Loss: 0.0029013,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 07:56:41,996 - ice00001 - [INFO] - [E:170| 0]: Train Loss:0.0029116,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:56:44,364 - ice00001 - [INFO] - [E:320| 700]: Train Loss:0.0017878,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 07:58:22,407 - ice00001 - [INFO] - [E:170| 100]: Train Loss:0.002903,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 07:58:28,218 - ice00001 - [INFO] - [E:320| 800]: Train Loss:0.0017879,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 08:00:00,075 - ice00001 - [INFO] - [E:170| 200]: Train Loss:0.0029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:00:09,592 - ice00001 - [INFO] - [E:320| 900]: Train Loss:0.0017884,  Val MRR:0.39754, 	ice00001
 | 
						|
2023-05-23 08:01:20,977 - ice00001 - [INFO] - [Epoch:320]:  Training Loss:0.001789
 | 
						|
 | 
						|
2023-05-23 08:01:21,484 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 08:01:37,229 - ice00001 - [INFO] - [E:170| 300]: Train Loss:0.0029043,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:01:44,336 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 08:02:06,870 - ice00001 - [INFO] - [Evaluating Epoch 320 valid]: 
 | 
						|
	MRR: Tail : 0.42281, Head : 0.37346, Avg : 0.39813
 | 
						|
 | 
						|
2023-05-23 08:02:09,205 - ice00001 - [INFO] - [Epoch 320]:  Training Loss: 0.001789,  Valid MRR: 0.39813, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 08:02:10,610 - ice00001 - [INFO] - [E:321| 0]: Train Loss:0.0017858,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:03:15,023 - ice00001 - [INFO] - [E:170| 400]: Train Loss:0.0029034,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:03:51,190 - ice00001 - [INFO] - [E:321| 100]: Train Loss:0.001786,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:04:47,231 - ice00001 - [INFO] - [E:170| 500]: Train Loss:0.0029024,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:05:20,673 - ice00001 - [INFO] - [E:321| 200]: Train Loss:0.0017879,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:06:18,796 - ice00001 - [INFO] - [E:170| 600]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:07:01,123 - ice00001 - [INFO] - [E:321| 300]: Train Loss:0.0017865,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:07:57,089 - ice00001 - [INFO] - [E:170| 700]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:08:42,532 - ice00001 - [INFO] - [E:321| 400]: Train Loss:0.0017875,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:09:34,616 - ice00001 - [INFO] - [E:170| 800]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:10:23,305 - ice00001 - [INFO] - [E:321| 500]: Train Loss:0.001787,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:11:11,716 - ice00001 - [INFO] - [E:170| 900]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:12:04,702 - ice00001 - [INFO] - [E:321| 600]: Train Loss:0.0017873,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:12:20,169 - ice00001 - [INFO] - [Epoch:170]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-23 08:12:20,612 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 08:12:43,225 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 08:13:05,446 - ice00001 - [INFO] - [Evaluating Epoch 170 valid]: 
 | 
						|
	MRR: Tail : 0.09485, Head : 0.06876, Avg : 0.0818
 | 
						|
 | 
						|
2023-05-23 08:13:05,446 - ice00001 - [INFO] - [Epoch 170]:  Training Loss: 0.0029014,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 08:13:06,258 - ice00001 - [INFO] - [E:171| 0]: Train Loss:0.002916,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:13:37,223 - ice00001 - [INFO] - [E:321| 700]: Train Loss:0.0017873,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:14:33,495 - ice00001 - [INFO] - [E:171| 100]: Train Loss:0.0029043,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:15:15,670 - ice00001 - [INFO] - [E:321| 800]: Train Loss:0.0017875,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:16:11,535 - ice00001 - [INFO] - [E:171| 200]: Train Loss:0.0029027,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:16:55,702 - ice00001 - [INFO] - [E:321| 900]: Train Loss:0.0017881,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:17:49,012 - ice00001 - [INFO] - [E:171| 300]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:18:06,203 - ice00001 - [INFO] - [Epoch:321]:  Training Loss:0.001789
 | 
						|
 | 
						|
2023-05-23 08:18:06,460 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 08:18:29,429 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 08:18:51,650 - ice00001 - [INFO] - [Evaluating Epoch 321 valid]: 
 | 
						|
	MRR: Tail : 0.42277, Head : 0.37206, Avg : 0.39741
 | 
						|
 | 
						|
2023-05-23 08:18:51,650 - ice00001 - [INFO] - [Epoch 321]:  Training Loss: 0.0017887,  Valid MRR: 0.39813, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 08:18:52,727 - ice00001 - [INFO] - [E:322| 0]: Train Loss:0.0017922,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:19:25,580 - ice00001 - [INFO] - [E:171| 400]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:20:32,296 - ice00001 - [INFO] - [E:322| 100]: Train Loss:0.0017854,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:21:02,679 - ice00001 - [INFO] - [E:171| 500]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:22:07,576 - ice00001 - [INFO] - [E:322| 200]: Train Loss:0.0017831,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:22:30,483 - ice00001 - [INFO] - [E:171| 600]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:23:44,551 - ice00001 - [INFO] - [E:322| 300]: Train Loss:0.0017843,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:24:08,343 - ice00001 - [INFO] - [E:171| 700]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:25:26,064 - ice00001 - [INFO] - [E:322| 400]: Train Loss:0.0017852,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:25:46,437 - ice00001 - [INFO] - [E:171| 800]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:27:07,594 - ice00001 - [INFO] - [E:322| 500]: Train Loss:0.0017858,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:27:24,087 - ice00001 - [INFO] - [E:171| 900]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:28:32,724 - ice00001 - [INFO] - [Epoch:171]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-23 08:28:33,049 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 08:28:48,781 - ice00001 - [INFO] - [E:322| 600]: Train Loss:0.0017866,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:28:56,045 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 08:29:18,425 - ice00001 - [INFO] - [Evaluating Epoch 171 valid]: 
 | 
						|
	MRR: Tail : 0.09275, Head : 0.07023, Avg : 0.08149
 | 
						|
 | 
						|
2023-05-23 08:29:18,425 - ice00001 - [INFO] - [Epoch 171]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 08:29:19,550 - ice00001 - [INFO] - [E:172| 0]: Train Loss:0.0029421,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:30:30,930 - ice00001 - [INFO] - [E:322| 700]: Train Loss:0.0017869,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:30:54,496 - ice00001 - [INFO] - [E:172| 100]: Train Loss:0.002903,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:32:01,746 - ice00001 - [INFO] - [E:322| 800]: Train Loss:0.0017875,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:32:25,656 - ice00001 - [INFO] - [E:172| 200]: Train Loss:0.0029002,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:33:41,108 - ice00001 - [INFO] - [E:322| 900]: Train Loss:0.0017878,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:34:01,996 - ice00001 - [INFO] - [E:172| 300]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:34:50,872 - ice00001 - [INFO] - [Epoch:322]:  Training Loss:0.001788
 | 
						|
 | 
						|
2023-05-23 08:34:51,362 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 08:35:14,380 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 08:35:36,658 - ice00001 - [INFO] - [Evaluating Epoch 322 valid]: 
 | 
						|
	MRR: Tail : 0.42142, Head : 0.37284, Avg : 0.39713
 | 
						|
 | 
						|
2023-05-23 08:35:36,658 - ice00001 - [INFO] - [Epoch 322]:  Training Loss: 0.0017884,  Valid MRR: 0.39813, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 08:35:37,700 - ice00001 - [INFO] - [E:323| 0]: Train Loss:0.0018222,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:35:39,742 - ice00001 - [INFO] - [E:172| 400]: Train Loss:0.0029002,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:37:18,270 - ice00001 - [INFO] - [E:323| 100]: Train Loss:0.0017803,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:37:18,276 - ice00001 - [INFO] - [E:172| 500]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:38:56,408 - ice00001 - [INFO] - [E:172| 600]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:38:59,026 - ice00001 - [INFO] - [E:323| 200]: Train Loss:0.0017826,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:40:23,733 - ice00001 - [INFO] - [E:172| 700]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:40:30,138 - ice00001 - [INFO] - [E:323| 300]: Train Loss:0.001785,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:42:00,603 - ice00001 - [INFO] - [E:172| 800]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:42:11,797 - ice00001 - [INFO] - [E:323| 400]: Train Loss:0.0017847,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:43:38,116 - ice00001 - [INFO] - [E:172| 900]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:43:53,605 - ice00001 - [INFO] - [E:323| 500]: Train Loss:0.0017845,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:44:46,291 - ice00001 - [INFO] - [Epoch:172]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 08:44:46,626 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 08:45:09,178 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 08:45:31,589 - ice00001 - [INFO] - [Evaluating Epoch 172 valid]: 
 | 
						|
	MRR: Tail : 0.09339, Head : 0.06968, Avg : 0.08154
 | 
						|
 | 
						|
2023-05-23 08:45:31,589 - ice00001 - [INFO] - [Epoch 172]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 08:45:32,674 - ice00001 - [INFO] - [E:173| 0]: Train Loss:0.0029126,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:45:35,679 - ice00001 - [INFO] - [E:323| 600]: Train Loss:0.0017842,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:47:13,184 - ice00001 - [INFO] - [E:173| 100]: Train Loss:0.0029073,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:47:19,520 - ice00001 - [INFO] - [E:323| 700]: Train Loss:0.0017847,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:48:39,725 - ice00001 - [INFO] - [E:173| 200]: Train Loss:0.0029034,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:48:48,838 - ice00001 - [INFO] - [E:323| 800]: Train Loss:0.0017866,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:50:15,722 - ice00001 - [INFO] - [E:173| 300]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:50:28,272 - ice00001 - [INFO] - [E:323| 900]: Train Loss:0.0017873,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:51:37,713 - ice00001 - [INFO] - [Epoch:323]:  Training Loss:0.001788
 | 
						|
 | 
						|
2023-05-23 08:51:38,099 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 08:51:52,218 - ice00001 - [INFO] - [E:173| 400]: Train Loss:0.0029032,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:52:00,770 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 08:52:23,161 - ice00001 - [INFO] - [Evaluating Epoch 323 valid]: 
 | 
						|
	MRR: Tail : 0.42098, Head : 0.37253, Avg : 0.39676
 | 
						|
 | 
						|
2023-05-23 08:52:23,161 - ice00001 - [INFO] - [Epoch 323]:  Training Loss: 0.0017878,  Valid MRR: 0.39813, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 08:52:24,008 - ice00001 - [INFO] - [E:324| 0]: Train Loss:0.0018071,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:53:28,325 - ice00001 - [INFO] - [E:173| 500]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:54:02,756 - ice00001 - [INFO] - [E:324| 100]: Train Loss:0.0017794,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:55:04,637 - ice00001 - [INFO] - [E:173| 600]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:55:41,492 - ice00001 - [INFO] - [E:324| 200]: Train Loss:0.0017823,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:56:39,605 - ice00001 - [INFO] - [E:173| 700]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:57:10,375 - ice00001 - [INFO] - [E:324| 300]: Train Loss:0.0017833,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:58:07,790 - ice00001 - [INFO] - [E:173| 800]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 08:58:48,687 - ice00001 - [INFO] - [E:324| 400]: Train Loss:0.0017833,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 08:59:44,699 - ice00001 - [INFO] - [E:173| 900]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:00:27,209 - ice00001 - [INFO] - [E:324| 500]: Train Loss:0.0017838,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:00:52,886 - ice00001 - [INFO] - [Epoch:173]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-23 09:00:53,135 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 09:01:15,507 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 09:01:37,621 - ice00001 - [INFO] - [Evaluating Epoch 173 valid]: 
 | 
						|
	MRR: Tail : 0.09445, Head : 0.06949, Avg : 0.08197
 | 
						|
 | 
						|
2023-05-23 09:01:37,621 - ice00001 - [INFO] - [Epoch 173]:  Training Loss: 0.0029014,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 09:01:38,749 - ice00001 - [INFO] - [E:174| 0]: Train Loss:0.0028754,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:02:04,965 - ice00001 - [INFO] - [E:324| 600]: Train Loss:0.0017854,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:03:16,291 - ice00001 - [INFO] - [E:174| 100]: Train Loss:0.0029042,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:03:42,787 - ice00001 - [INFO] - [E:324| 700]: Train Loss:0.0017854,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:04:51,820 - ice00001 - [INFO] - [E:174| 200]: Train Loss:0.002903,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:05:11,482 - ice00001 - [INFO] - [E:324| 800]: Train Loss:0.0017854,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:06:20,012 - ice00001 - [INFO] - [E:174| 300]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:06:50,668 - ice00001 - [INFO] - [E:324| 900]: Train Loss:0.0017864,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:07:56,331 - ice00001 - [INFO] - [E:174| 400]: Train Loss:0.0029025,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:08:00,965 - ice00001 - [INFO] - [Epoch:324]:  Training Loss:0.001787
 | 
						|
 | 
						|
2023-05-23 09:08:01,434 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 09:08:23,986 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 09:08:45,976 - ice00001 - [INFO] - [Evaluating Epoch 324 valid]: 
 | 
						|
	MRR: Tail : 0.42115, Head : 0.37286, Avg : 0.397
 | 
						|
 | 
						|
2023-05-23 09:08:45,977 - ice00001 - [INFO] - [Epoch 324]:  Training Loss: 0.0017869,  Valid MRR: 0.39813, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 09:08:47,048 - ice00001 - [INFO] - [E:325| 0]: Train Loss:0.0018035,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:09:32,588 - ice00001 - [INFO] - [E:174| 500]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:10:25,559 - ice00001 - [INFO] - [E:325| 100]: Train Loss:0.0017791,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:11:09,401 - ice00001 - [INFO] - [E:174| 600]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:12:03,572 - ice00001 - [INFO] - [E:325| 200]: Train Loss:0.0017835,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:12:45,287 - ice00001 - [INFO] - [E:174| 700]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:13:32,389 - ice00001 - [INFO] - [E:325| 300]: Train Loss:0.001783,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:14:11,518 - ice00001 - [INFO] - [E:174| 800]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:15:11,482 - ice00001 - [INFO] - [E:325| 400]: Train Loss:0.0017838,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:15:47,456 - ice00001 - [INFO] - [E:174| 900]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:16:50,556 - ice00001 - [INFO] - [E:325| 500]: Train Loss:0.0017844,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:16:54,557 - ice00001 - [INFO] - [Epoch:174]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 09:16:55,055 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 09:17:16,970 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 09:17:38,973 - ice00001 - [INFO] - [Evaluating Epoch 174 valid]: 
 | 
						|
	MRR: Tail : 0.09336, Head : 0.07002, Avg : 0.08169
 | 
						|
 | 
						|
2023-05-23 09:17:38,973 - ice00001 - [INFO] - [Epoch 174]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 09:17:39,935 - ice00001 - [INFO] - [E:175| 0]: Train Loss:0.0028777,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:18:29,422 - ice00001 - [INFO] - [E:325| 600]: Train Loss:0.0017843,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:19:16,133 - ice00001 - [INFO] - [E:175| 100]: Train Loss:0.0029062,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:20:09,089 - ice00001 - [INFO] - [E:325| 700]: Train Loss:0.0017852,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:20:52,343 - ice00001 - [INFO] - [E:175| 200]: Train Loss:0.0029025,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:21:38,374 - ice00001 - [INFO] - [E:325| 800]: Train Loss:0.0017859,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:22:18,709 - ice00001 - [INFO] - [E:175| 300]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:23:17,377 - ice00001 - [INFO] - [E:325| 900]: Train Loss:0.0017863,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:23:54,568 - ice00001 - [INFO] - [E:175| 400]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:24:26,799 - ice00001 - [INFO] - [Epoch:325]:  Training Loss:0.001787
 | 
						|
 | 
						|
2023-05-23 09:24:27,293 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 09:24:49,837 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 09:25:12,431 - ice00001 - [INFO] - [Evaluating Epoch 325 valid]: 
 | 
						|
	MRR: Tail : 0.41939, Head : 0.37307, Avg : 0.39623
 | 
						|
 | 
						|
2023-05-23 09:25:12,431 - ice00001 - [INFO] - [Epoch 325]:  Training Loss: 0.0017866,  Valid MRR: 0.39813, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 09:25:13,214 - ice00001 - [INFO] - [E:326| 0]: Train Loss:0.0017386,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:25:30,398 - ice00001 - [INFO] - [E:175| 500]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:26:53,092 - ice00001 - [INFO] - [E:326| 100]: Train Loss:0.0017788,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:27:06,324 - ice00001 - [INFO] - [E:175| 600]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:28:33,051 - ice00001 - [INFO] - [E:326| 200]: Train Loss:0.0017795,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:28:41,959 - ice00001 - [INFO] - [E:175| 700]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:30:02,868 - ice00001 - [INFO] - [E:326| 300]: Train Loss:0.0017814,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:30:08,018 - ice00001 - [INFO] - [E:175| 800]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:31:42,276 - ice00001 - [INFO] - [E:326| 400]: Train Loss:0.0017836,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:31:43,954 - ice00001 - [INFO] - [E:175| 900]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:32:55,335 - ice00001 - [INFO] - [Epoch:175]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-23 09:32:55,802 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 09:33:17,558 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 09:33:24,911 - ice00001 - [INFO] - [E:326| 500]: Train Loss:0.001784,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:33:39,495 - ice00001 - [INFO] - [Evaluating Epoch 175 valid]: 
 | 
						|
	MRR: Tail : 0.09547, Head : 0.06857, Avg : 0.08202
 | 
						|
 | 
						|
2023-05-23 09:33:39,495 - ice00001 - [INFO] - [Epoch 175]:  Training Loss: 0.0029014,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 09:33:40,305 - ice00001 - [INFO] - [E:176| 0]: Train Loss:0.0029081,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:35:03,839 - ice00001 - [INFO] - [E:326| 600]: Train Loss:0.0017845,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:35:16,685 - ice00001 - [INFO] - [E:176| 100]: Train Loss:0.0029006,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:36:41,966 - ice00001 - [INFO] - [E:326| 700]: Train Loss:0.0017849,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:36:52,903 - ice00001 - [INFO] - [E:176| 200]: Train Loss:0.0029006,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:38:11,243 - ice00001 - [INFO] - [E:326| 800]: Train Loss:0.0017856,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:38:19,184 - ice00001 - [INFO] - [E:176| 300]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:39:49,673 - ice00001 - [INFO] - [E:326| 900]: Train Loss:0.0017863,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:39:55,247 - ice00001 - [INFO] - [E:176| 400]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:40:59,271 - ice00001 - [INFO] - [Epoch:326]:  Training Loss:0.001786
 | 
						|
 | 
						|
2023-05-23 09:40:59,532 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 09:41:22,191 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 09:41:31,730 - ice00001 - [INFO] - [E:176| 500]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:41:44,635 - ice00001 - [INFO] - [Evaluating Epoch 326 valid]: 
 | 
						|
	MRR: Tail : 0.41966, Head : 0.3721, Avg : 0.39588
 | 
						|
 | 
						|
2023-05-23 09:41:44,635 - ice00001 - [INFO] - [Epoch 326]:  Training Loss: 0.0017864,  Valid MRR: 0.39813, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 09:41:45,744 - ice00001 - [INFO] - [E:327| 0]: Train Loss:0.0017469,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:43:08,743 - ice00001 - [INFO] - [E:176| 600]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:43:24,287 - ice00001 - [INFO] - [E:327| 100]: Train Loss:0.0017755,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:44:45,887 - ice00001 - [INFO] - [E:176| 700]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:45:02,283 - ice00001 - [INFO] - [E:327| 200]: Train Loss:0.0017807,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:46:14,574 - ice00001 - [INFO] - [E:176| 800]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:46:31,571 - ice00001 - [INFO] - [E:327| 300]: Train Loss:0.0017819,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:47:48,169 - ice00001 - [INFO] - [E:176| 900]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:48:10,451 - ice00001 - [INFO] - [E:327| 400]: Train Loss:0.0017819,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:48:56,042 - ice00001 - [INFO] - [Epoch:176]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-23 09:48:56,293 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 09:49:18,625 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 09:49:40,454 - ice00001 - [INFO] - [Evaluating Epoch 176 valid]: 
 | 
						|
	MRR: Tail : 0.09319, Head : 0.06945, Avg : 0.08132
 | 
						|
 | 
						|
2023-05-23 09:49:40,455 - ice00001 - [INFO] - [Epoch 176]:  Training Loss: 0.0029014,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 09:49:41,576 - ice00001 - [INFO] - [E:177| 0]: Train Loss:0.0029397,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:49:48,824 - ice00001 - [INFO] - [E:327| 500]: Train Loss:0.0017824,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:51:17,807 - ice00001 - [INFO] - [E:177| 100]: Train Loss:0.0029097,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:51:28,249 - ice00001 - [INFO] - [E:327| 600]: Train Loss:0.0017828,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:52:53,811 - ice00001 - [INFO] - [E:177| 200]: Train Loss:0.0029044,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:53:07,467 - ice00001 - [INFO] - [E:327| 700]: Train Loss:0.0017836,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:54:24,360 - ice00001 - [INFO] - [E:177| 300]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:54:36,753 - ice00001 - [INFO] - [E:327| 800]: Train Loss:0.0017841,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:55:57,255 - ice00001 - [INFO] - [E:177| 400]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:56:15,731 - ice00001 - [INFO] - [E:327| 900]: Train Loss:0.0017851,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:57:25,676 - ice00001 - [INFO] - [Epoch:327]:  Training Loss:0.001786
 | 
						|
 | 
						|
2023-05-23 09:57:26,141 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 09:57:33,580 - ice00001 - [INFO] - [E:177| 500]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:57:48,448 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 09:58:10,556 - ice00001 - [INFO] - [Evaluating Epoch 327 valid]: 
 | 
						|
	MRR: Tail : 0.42029, Head : 0.37337, Avg : 0.39683
 | 
						|
 | 
						|
2023-05-23 09:58:10,556 - ice00001 - [INFO] - [Epoch 327]:  Training Loss: 0.0017855,  Valid MRR: 0.39813, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 09:58:11,603 - ice00001 - [INFO] - [E:328| 0]: Train Loss:0.0017999,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 09:59:09,822 - ice00001 - [INFO] - [E:177| 600]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 09:59:50,756 - ice00001 - [INFO] - [E:328| 100]: Train Loss:0.0017804,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:00:46,001 - ice00001 - [INFO] - [E:177| 700]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:01:29,783 - ice00001 - [INFO] - [E:328| 200]: Train Loss:0.0017819,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:02:22,312 - ice00001 - [INFO] - [E:177| 800]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:02:59,426 - ice00001 - [INFO] - [E:328| 300]: Train Loss:0.0017825,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:03:48,718 - ice00001 - [INFO] - [E:177| 900]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:04:39,113 - ice00001 - [INFO] - [E:328| 400]: Train Loss:0.0017826,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:04:56,700 - ice00001 - [INFO] - [Epoch:177]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 10:04:57,162 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 10:05:19,206 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 10:05:40,950 - ice00001 - [INFO] - [Evaluating Epoch 177 valid]: 
 | 
						|
	MRR: Tail : 0.09463, Head : 0.06937, Avg : 0.082
 | 
						|
 | 
						|
2023-05-23 10:05:40,950 - ice00001 - [INFO] - [Epoch 177]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 10:05:42,069 - ice00001 - [INFO] - [E:178| 0]: Train Loss:0.0029154,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:06:18,576 - ice00001 - [INFO] - [E:328| 500]: Train Loss:0.0017826,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:07:18,752 - ice00001 - [INFO] - [E:178| 100]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:07:56,723 - ice00001 - [INFO] - [E:328| 600]: Train Loss:0.0017823,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:08:55,692 - ice00001 - [INFO] - [E:178| 200]: Train Loss:0.0029004,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:09:35,615 - ice00001 - [INFO] - [E:328| 700]: Train Loss:0.0017824,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:10:32,548 - ice00001 - [INFO] - [E:178| 300]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:11:04,549 - ice00001 - [INFO] - [E:328| 800]: Train Loss:0.0017833,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:11:59,310 - ice00001 - [INFO] - [E:178| 400]: Train Loss:0.0029005,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:12:43,069 - ice00001 - [INFO] - [E:328| 900]: Train Loss:0.0017845,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:13:35,968 - ice00001 - [INFO] - [E:178| 500]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:13:52,328 - ice00001 - [INFO] - [Epoch:328]:  Training Loss:0.001785
 | 
						|
 | 
						|
2023-05-23 10:13:52,715 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 10:14:15,288 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 10:14:37,825 - ice00001 - [INFO] - [Evaluating Epoch 328 valid]: 
 | 
						|
	MRR: Tail : 0.42124, Head : 0.37235, Avg : 0.3968
 | 
						|
 | 
						|
2023-05-23 10:14:37,826 - ice00001 - [INFO] - [Epoch 328]:  Training Loss: 0.0017849,  Valid MRR: 0.39813, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 10:14:38,797 - ice00001 - [INFO] - [E:329| 0]: Train Loss:0.0017721,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:15:12,063 - ice00001 - [INFO] - [E:178| 600]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:16:18,231 - ice00001 - [INFO] - [E:329| 100]: Train Loss:0.0017765,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:16:48,783 - ice00001 - [INFO] - [E:178| 700]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:18:00,276 - ice00001 - [INFO] - [E:329| 200]: Train Loss:0.0017783,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:18:28,065 - ice00001 - [INFO] - [E:178| 800]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:19:29,354 - ice00001 - [INFO] - [E:329| 300]: Train Loss:0.0017806,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:19:54,676 - ice00001 - [INFO] - [E:178| 900]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:21:02,739 - ice00001 - [INFO] - [Epoch:178]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-23 10:21:03,162 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 10:21:07,825 - ice00001 - [INFO] - [E:329| 400]: Train Loss:0.001782,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:21:25,309 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 10:21:47,383 - ice00001 - [INFO] - [Evaluating Epoch 178 valid]: 
 | 
						|
	MRR: Tail : 0.09372, Head : 0.06939, Avg : 0.08156
 | 
						|
 | 
						|
2023-05-23 10:21:47,383 - ice00001 - [INFO] - [Epoch 178]:  Training Loss: 0.0029014,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 10:21:48,470 - ice00001 - [INFO] - [E:179| 0]: Train Loss:0.0029285,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:22:45,898 - ice00001 - [INFO] - [E:329| 500]: Train Loss:0.0017819,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:23:24,800 - ice00001 - [INFO] - [E:179| 100]: Train Loss:0.0029006,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:24:24,649 - ice00001 - [INFO] - [E:329| 600]: Train Loss:0.0017828,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:25:00,452 - ice00001 - [INFO] - [E:179| 200]: Train Loss:0.0029002,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:26:03,694 - ice00001 - [INFO] - [E:329| 700]: Train Loss:0.0017834,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:26:36,618 - ice00001 - [INFO] - [E:179| 300]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:27:32,998 - ice00001 - [INFO] - [E:329| 800]: Train Loss:0.001784,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:28:02,879 - ice00001 - [INFO] - [E:179| 400]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:29:12,601 - ice00001 - [INFO] - [E:329| 900]: Train Loss:0.0017846,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:29:39,028 - ice00001 - [INFO] - [E:179| 500]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:30:22,559 - ice00001 - [INFO] - [Epoch:329]:  Training Loss:0.001785
 | 
						|
 | 
						|
2023-05-23 10:30:22,946 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 10:30:45,678 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 10:31:08,146 - ice00001 - [INFO] - [Evaluating Epoch 329 valid]: 
 | 
						|
	MRR: Tail : 0.42188, Head : 0.37049, Avg : 0.39619
 | 
						|
	MR: Tail : 330.71, Head : 346.67, Avg : 338.69
 | 
						|
	Hit-1: Tail : 0.31399, Head : 0.26205, Avg : 0.28802
 | 
						|
	Hit-3: Tail : 0.47445, Head : 0.41631, Avg : 0.44538
 | 
						|
	Hit-10: Tail : 0.62847, Head : 0.58405, Avg : 0.60626
 | 
						|
2023-05-23 10:31:08,146 - ice00001 - [INFO] - [Epoch 329]:  Training Loss: 0.0017849,  Valid MRR: 0.39813, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 10:31:09,062 - ice00001 - [INFO] - [E:330| 0]: Train Loss:0.0017712,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:31:15,002 - ice00001 - [INFO] - [E:179| 600]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:32:48,056 - ice00001 - [INFO] - [E:330| 100]: Train Loss:0.0017816,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:32:51,342 - ice00001 - [INFO] - [E:179| 700]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:34:26,805 - ice00001 - [INFO] - [E:330| 200]: Train Loss:0.0017822,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:34:27,452 - ice00001 - [INFO] - [E:179| 800]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:35:53,971 - ice00001 - [INFO] - [E:179| 900]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:35:55,900 - ice00001 - [INFO] - [E:330| 300]: Train Loss:0.0017798,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:37:01,909 - ice00001 - [INFO] - [Epoch:179]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-23 10:37:02,166 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 10:37:24,068 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 10:37:35,429 - ice00001 - [INFO] - [E:330| 400]: Train Loss:0.0017804,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:37:45,714 - ice00001 - [INFO] - [Evaluating Epoch 179 valid]: 
 | 
						|
	MRR: Tail : 0.09406, Head : 0.06977, Avg : 0.08191
 | 
						|
	MR: Tail : 757.01, Head : 943.76, Avg : 850.38
 | 
						|
	Hit-1: Tail : 0.03848, Head : 0.02779, Avg : 0.03314
 | 
						|
	Hit-3: Tail : 0.09892, Head : 0.06142, Avg : 0.08017
 | 
						|
	Hit-10: Tail : 0.21568, Head : 0.15499, Avg : 0.18534
 | 
						|
2023-05-23 10:37:45,715 - ice00001 - [INFO] - [Epoch 179]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 10:37:46,748 - ice00001 - [INFO] - [E:180| 0]: Train Loss:0.0028774,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:39:14,261 - ice00001 - [INFO] - [E:330| 500]: Train Loss:0.0017805,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:39:23,258 - ice00001 - [INFO] - [E:180| 100]: Train Loss:0.0028997,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:40:52,424 - ice00001 - [INFO] - [E:330| 600]: Train Loss:0.0017822,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:41:00,102 - ice00001 - [INFO] - [E:180| 200]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:42:30,694 - ice00001 - [INFO] - [E:330| 700]: Train Loss:0.0017835,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:42:37,242 - ice00001 - [INFO] - [E:180| 300]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:43:58,913 - ice00001 - [INFO] - [E:330| 800]: Train Loss:0.0017837,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:44:04,279 - ice00001 - [INFO] - [E:180| 400]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:45:38,396 - ice00001 - [INFO] - [E:330| 900]: Train Loss:0.0017843,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:45:41,059 - ice00001 - [INFO] - [E:180| 500]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:46:48,002 - ice00001 - [INFO] - [Epoch:330]:  Training Loss:0.001785
 | 
						|
 | 
						|
2023-05-23 10:46:48,504 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 10:47:11,142 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 10:47:17,493 - ice00001 - [INFO] - [E:180| 600]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:47:33,378 - ice00001 - [INFO] - [Evaluating Epoch 330 valid]: 
 | 
						|
	MRR: Tail : 0.42095, Head : 0.37334, Avg : 0.39715
 | 
						|
 | 
						|
2023-05-23 10:47:33,378 - ice00001 - [INFO] - [Epoch 330]:  Training Loss: 0.0017847,  Valid MRR: 0.39813, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 10:47:34,516 - ice00001 - [INFO] - [E:331| 0]: Train Loss:0.0018107,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:48:53,283 - ice00001 - [INFO] - [E:180| 700]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:49:13,723 - ice00001 - [INFO] - [E:331| 100]: Train Loss:0.0017748,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:50:29,111 - ice00001 - [INFO] - [E:180| 800]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:50:53,074 - ice00001 - [INFO] - [E:331| 200]: Train Loss:0.0017779,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:51:56,380 - ice00001 - [INFO] - [E:180| 900]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:52:22,320 - ice00001 - [INFO] - [E:331| 300]: Train Loss:0.0017796,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:53:03,350 - ice00001 - [INFO] - [Epoch:180]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 10:53:03,689 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 10:53:25,992 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 10:53:47,379 - ice00001 - [INFO] - [Evaluating Epoch 180 valid]: 
 | 
						|
	MRR: Tail : 0.09407, Head : 0.06961, Avg : 0.08184
 | 
						|
 | 
						|
2023-05-23 10:53:47,379 - ice00001 - [INFO] - [Epoch 180]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 10:53:48,521 - ice00001 - [INFO] - [E:181| 0]: Train Loss:0.0029134,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:54:01,257 - ice00001 - [INFO] - [E:331| 400]: Train Loss:0.001779,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:55:24,359 - ice00001 - [INFO] - [E:181| 100]: Train Loss:0.0029028,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:55:40,525 - ice00001 - [INFO] - [E:331| 500]: Train Loss:0.0017802,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:57:00,570 - ice00001 - [INFO] - [E:181| 200]: Train Loss:0.0028996,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:57:19,500 - ice00001 - [INFO] - [E:331| 600]: Train Loss:0.0017818,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 10:58:36,293 - ice00001 - [INFO] - [E:181| 300]: Train Loss:0.0028976,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 10:58:58,724 - ice00001 - [INFO] - [E:331| 700]: Train Loss:0.0017818,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:00:05,073 - ice00001 - [INFO] - [E:181| 400]: Train Loss:0.0028995,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:00:28,100 - ice00001 - [INFO] - [E:331| 800]: Train Loss:0.0017834,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:01:38,686 - ice00001 - [INFO] - [E:181| 500]: Train Loss:0.0029001,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:02:06,823 - ice00001 - [INFO] - [E:331| 900]: Train Loss:0.0017836,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:03:16,785 - ice00001 - [INFO] - [E:181| 600]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:03:18,889 - ice00001 - [INFO] - [Epoch:331]:  Training Loss:0.001784
 | 
						|
 | 
						|
2023-05-23 11:03:19,398 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 11:03:41,815 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 11:04:04,002 - ice00001 - [INFO] - [Evaluating Epoch 331 valid]: 
 | 
						|
	MRR: Tail : 0.42109, Head : 0.37257, Avg : 0.39683
 | 
						|
 | 
						|
2023-05-23 11:04:04,002 - ice00001 - [INFO] - [Epoch 331]:  Training Loss: 0.0017839,  Valid MRR: 0.39813, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 11:04:05,058 - ice00001 - [INFO] - [E:332| 0]: Train Loss:0.0017884,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:04:53,071 - ice00001 - [INFO] - [E:181| 700]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:05:44,424 - ice00001 - [INFO] - [E:332| 100]: Train Loss:0.0017742,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:06:29,102 - ice00001 - [INFO] - [E:181| 800]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:07:23,425 - ice00001 - [INFO] - [E:332| 200]: Train Loss:0.001776,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:08:05,301 - ice00001 - [INFO] - [E:181| 900]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:08:52,508 - ice00001 - [INFO] - [E:332| 300]: Train Loss:0.0017783,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:09:03,454 - ice00001 - [INFO] - [Epoch:181]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-23 11:09:03,940 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 11:09:26,039 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 11:09:47,997 - ice00001 - [INFO] - [Evaluating Epoch 181 valid]: 
 | 
						|
	MRR: Tail : 0.09468, Head : 0.06956, Avg : 0.08212
 | 
						|
 | 
						|
2023-05-23 11:09:47,997 - ice00001 - [INFO] - [Epoch 181]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 11:09:49,111 - ice00001 - [INFO] - [E:182| 0]: Train Loss:0.0029312,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:10:31,061 - ice00001 - [INFO] - [E:332| 400]: Train Loss:0.0017797,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:11:25,770 - ice00001 - [INFO] - [E:182| 100]: Train Loss:0.0028972,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:12:09,910 - ice00001 - [INFO] - [E:332| 500]: Train Loss:0.0017812,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:13:02,938 - ice00001 - [INFO] - [E:182| 200]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:13:48,157 - ice00001 - [INFO] - [E:332| 600]: Train Loss:0.0017818,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:14:39,447 - ice00001 - [INFO] - [E:182| 300]: Train Loss:0.0029003,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:15:26,690 - ice00001 - [INFO] - [E:332| 700]: Train Loss:0.0017822,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:16:16,004 - ice00001 - [INFO] - [E:182| 400]: Train Loss:0.0029025,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:16:55,710 - ice00001 - [INFO] - [E:332| 800]: Train Loss:0.0017823,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:17:42,161 - ice00001 - [INFO] - [E:182| 500]: Train Loss:0.0029032,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:18:35,385 - ice00001 - [INFO] - [E:332| 900]: Train Loss:0.0017828,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:19:18,291 - ice00001 - [INFO] - [E:182| 600]: Train Loss:0.0029028,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:19:45,370 - ice00001 - [INFO] - [Epoch:332]:  Training Loss:0.001783
 | 
						|
 | 
						|
2023-05-23 11:19:45,704 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 11:20:08,586 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 11:20:31,026 - ice00001 - [INFO] - [Evaluating Epoch 332 valid]: 
 | 
						|
	MRR: Tail : 0.42159, Head : 0.37207, Avg : 0.39683
 | 
						|
 | 
						|
2023-05-23 11:20:31,026 - ice00001 - [INFO] - [Epoch 332]:  Training Loss: 0.0017831,  Valid MRR: 0.39813, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 11:20:31,824 - ice00001 - [INFO] - [E:333| 0]: Train Loss:0.001778,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:20:54,694 - ice00001 - [INFO] - [E:182| 700]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:22:10,917 - ice00001 - [INFO] - [E:333| 100]: Train Loss:0.0017849,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:22:30,600 - ice00001 - [INFO] - [E:182| 800]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:23:49,627 - ice00001 - [INFO] - [E:333| 200]: Train Loss:0.0017806,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:24:06,707 - ice00001 - [INFO] - [E:182| 900]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:25:04,384 - ice00001 - [INFO] - [Epoch:182]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 11:25:04,715 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 11:25:18,609 - ice00001 - [INFO] - [E:333| 300]: Train Loss:0.0017805,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:25:27,204 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 11:25:48,768 - ice00001 - [INFO] - [Evaluating Epoch 182 valid]: 
 | 
						|
	MRR: Tail : 0.09543, Head : 0.0692, Avg : 0.08231
 | 
						|
 | 
						|
2023-05-23 11:25:48,768 - ice00001 - [INFO] - [Epoch 182]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 11:25:49,839 - ice00001 - [INFO] - [E:183| 0]: Train Loss:0.0029452,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:26:56,729 - ice00001 - [INFO] - [E:333| 400]: Train Loss:0.0017807,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:27:26,483 - ice00001 - [INFO] - [E:183| 100]: Train Loss:0.0029025,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:28:34,832 - ice00001 - [INFO] - [E:333| 500]: Train Loss:0.0017806,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:29:02,996 - ice00001 - [INFO] - [E:183| 200]: Train Loss:0.0029031,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:30:13,502 - ice00001 - [INFO] - [E:333| 600]: Train Loss:0.0017819,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:30:39,623 - ice00001 - [INFO] - [E:183| 300]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:31:51,723 - ice00001 - [INFO] - [E:333| 700]: Train Loss:0.0017819,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:32:15,891 - ice00001 - [INFO] - [E:183| 400]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:33:21,020 - ice00001 - [INFO] - [E:333| 800]: Train Loss:0.0017819,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:33:42,566 - ice00001 - [INFO] - [E:183| 500]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:35:00,122 - ice00001 - [INFO] - [E:333| 900]: Train Loss:0.0017825,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:35:18,919 - ice00001 - [INFO] - [E:183| 600]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:36:09,757 - ice00001 - [INFO] - [Epoch:333]:  Training Loss:0.001783
 | 
						|
 | 
						|
2023-05-23 11:36:10,144 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 11:36:32,740 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 11:36:54,919 - ice00001 - [INFO] - [Evaluating Epoch 333 valid]: 
 | 
						|
	MRR: Tail : 0.42131, Head : 0.37114, Avg : 0.39623
 | 
						|
 | 
						|
2023-05-23 11:36:54,919 - ice00001 - [INFO] - [Epoch 333]:  Training Loss: 0.0017828,  Valid MRR: 0.39813, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 11:36:55,431 - ice00001 - [INFO] - [E:183| 700]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:36:55,924 - ice00001 - [INFO] - [E:334| 0]: Train Loss:0.0017706,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:38:31,295 - ice00001 - [INFO] - [E:183| 800]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:38:35,348 - ice00001 - [INFO] - [E:334| 100]: Train Loss:0.001778,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:40:07,576 - ice00001 - [INFO] - [E:183| 900]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:40:14,454 - ice00001 - [INFO] - [E:334| 200]: Train Loss:0.0017791,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:41:09,685 - ice00001 - [INFO] - [Epoch:183]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-23 11:41:09,895 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 11:41:27,012 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 11:41:43,567 - ice00001 - [INFO] - [E:334| 300]: Train Loss:0.0017802,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:41:48,743 - ice00001 - [INFO] - [Evaluating Epoch 183 valid]: 
 | 
						|
	MRR: Tail : 0.09465, Head : 0.06903, Avg : 0.08184
 | 
						|
 | 
						|
2023-05-23 11:41:48,743 - ice00001 - [INFO] - [Epoch 183]:  Training Loss: 0.0029014,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 11:41:49,828 - ice00001 - [INFO] - [E:184| 0]: Train Loss:0.002883,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:43:21,916 - ice00001 - [INFO] - [E:334| 400]: Train Loss:0.0017793,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:43:26,587 - ice00001 - [INFO] - [E:184| 100]: Train Loss:0.002905,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:45:00,995 - ice00001 - [INFO] - [E:334| 500]: Train Loss:0.0017802,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:45:02,547 - ice00001 - [INFO] - [E:184| 200]: Train Loss:0.0029001,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:46:38,285 - ice00001 - [INFO] - [E:184| 300]: Train Loss:0.002903,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:46:40,413 - ice00001 - [INFO] - [E:334| 600]: Train Loss:0.0017801,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:48:18,393 - ice00001 - [INFO] - [E:184| 400]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:48:21,596 - ice00001 - [INFO] - [E:334| 700]: Train Loss:0.0017809,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:49:45,804 - ice00001 - [INFO] - [E:184| 500]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:49:51,463 - ice00001 - [INFO] - [E:334| 800]: Train Loss:0.001782,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:51:22,960 - ice00001 - [INFO] - [E:184| 600]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:51:28,840 - ice00001 - [INFO] - [E:334| 900]: Train Loss:0.0017826,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:52:37,421 - ice00001 - [INFO] - [Epoch:334]:  Training Loss:0.001782
 | 
						|
 | 
						|
2023-05-23 11:52:37,929 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 11:52:59,889 - ice00001 - [INFO] - [E:184| 700]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:53:00,284 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 11:53:22,321 - ice00001 - [INFO] - [Evaluating Epoch 334 valid]: 
 | 
						|
	MRR: Tail : 0.42225, Head : 0.37288, Avg : 0.39756
 | 
						|
 | 
						|
2023-05-23 11:53:22,321 - ice00001 - [INFO] - [Epoch 334]:  Training Loss: 0.0017824,  Valid MRR: 0.39813, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 11:53:23,452 - ice00001 - [INFO] - [E:335| 0]: Train Loss:0.0017938,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:54:36,443 - ice00001 - [INFO] - [E:184| 800]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:55:02,118 - ice00001 - [INFO] - [E:335| 100]: Train Loss:0.0017761,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:56:12,874 - ice00001 - [INFO] - [E:184| 900]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:56:41,162 - ice00001 - [INFO] - [E:335| 200]: Train Loss:0.0017749,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:57:20,940 - ice00001 - [INFO] - [Epoch:184]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 11:57:21,278 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 11:57:39,785 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 11:57:53,950 - ice00001 - [INFO] - [Evaluating Epoch 184 valid]: 
 | 
						|
	MRR: Tail : 0.09275, Head : 0.06412, Avg : 0.07843
 | 
						|
 | 
						|
2023-05-23 11:57:53,950 - ice00001 - [INFO] - [Epoch 184]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 11:57:55,003 - ice00001 - [INFO] - [E:185| 0]: Train Loss:0.0028647,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:58:09,614 - ice00001 - [INFO] - [E:335| 300]: Train Loss:0.0017762,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 11:59:31,819 - ice00001 - [INFO] - [E:185| 100]: Train Loss:0.0029041,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 11:59:47,707 - ice00001 - [INFO] - [E:335| 400]: Train Loss:0.0017787,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:01:08,474 - ice00001 - [INFO] - [E:185| 200]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:01:26,050 - ice00001 - [INFO] - [E:335| 500]: Train Loss:0.00178,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:02:45,553 - ice00001 - [INFO] - [E:185| 300]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:03:04,516 - ice00001 - [INFO] - [E:335| 600]: Train Loss:0.001781,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:04:22,872 - ice00001 - [INFO] - [E:185| 400]: Train Loss:0.0029036,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:04:42,686 - ice00001 - [INFO] - [E:335| 700]: Train Loss:0.0017809,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:05:54,544 - ice00001 - [INFO] - [E:185| 500]: Train Loss:0.0029025,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:06:11,402 - ice00001 - [INFO] - [E:335| 800]: Train Loss:0.0017815,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:07:25,782 - ice00001 - [INFO] - [E:185| 600]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:07:50,730 - ice00001 - [INFO] - [E:335| 900]: Train Loss:0.0017816,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:09:00,386 - ice00001 - [INFO] - [Epoch:335]:  Training Loss:0.001782
 | 
						|
 | 
						|
2023-05-23 12:09:00,675 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 12:09:01,865 - ice00001 - [INFO] - [E:185| 700]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:09:23,194 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 12:09:45,564 - ice00001 - [INFO] - [Evaluating Epoch 335 valid]: 
 | 
						|
	MRR: Tail : 0.42145, Head : 0.37307, Avg : 0.39726
 | 
						|
 | 
						|
2023-05-23 12:09:45,564 - ice00001 - [INFO] - [Epoch 335]:  Training Loss: 0.0017822,  Valid MRR: 0.39813, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 12:09:46,545 - ice00001 - [INFO] - [E:336| 0]: Train Loss:0.0018036,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:10:37,977 - ice00001 - [INFO] - [E:185| 800]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:11:25,646 - ice00001 - [INFO] - [E:336| 100]: Train Loss:0.0017737,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:12:13,984 - ice00001 - [INFO] - [E:185| 900]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:13:04,144 - ice00001 - [INFO] - [E:336| 200]: Train Loss:0.0017744,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:13:21,832 - ice00001 - [INFO] - [Epoch:185]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 12:13:22,161 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 12:13:44,482 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 12:14:02,950 - ice00001 - [INFO] - [Evaluating Epoch 185 valid]: 
 | 
						|
	MRR: Tail : 0.09541, Head : 0.06917, Avg : 0.08229
 | 
						|
 | 
						|
2023-05-23 12:14:02,950 - ice00001 - [INFO] - [Epoch 185]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 12:14:03,580 - ice00001 - [INFO] - [E:186| 0]: Train Loss:0.0028872,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:14:33,187 - ice00001 - [INFO] - [E:336| 300]: Train Loss:0.0017761,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:15:32,833 - ice00001 - [INFO] - [E:186| 100]: Train Loss:0.0029083,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:16:12,213 - ice00001 - [INFO] - [E:336| 400]: Train Loss:0.0017775,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:17:09,189 - ice00001 - [INFO] - [E:186| 200]: Train Loss:0.002906,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:17:51,282 - ice00001 - [INFO] - [E:336| 500]: Train Loss:0.0017786,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:18:45,122 - ice00001 - [INFO] - [E:186| 300]: Train Loss:0.002905,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:19:30,958 - ice00001 - [INFO] - [E:336| 600]: Train Loss:0.0017796,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:20:21,003 - ice00001 - [INFO] - [E:186| 400]: Train Loss:0.0029043,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:21:10,761 - ice00001 - [INFO] - [E:336| 700]: Train Loss:0.00178,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:21:56,877 - ice00001 - [INFO] - [E:186| 500]: Train Loss:0.0029037,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:22:39,918 - ice00001 - [INFO] - [E:336| 800]: Train Loss:0.0017808,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:23:23,516 - ice00001 - [INFO] - [E:186| 600]: Train Loss:0.0029026,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:24:19,146 - ice00001 - [INFO] - [E:336| 900]: Train Loss:0.0017811,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:24:59,178 - ice00001 - [INFO] - [E:186| 700]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:25:29,654 - ice00001 - [INFO] - [Epoch:336]:  Training Loss:0.001781
 | 
						|
 | 
						|
2023-05-23 12:25:29,999 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 12:25:52,719 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 12:26:15,050 - ice00001 - [INFO] - [Evaluating Epoch 336 valid]: 
 | 
						|
	MRR: Tail : 0.42203, Head : 0.37141, Avg : 0.39672
 | 
						|
 | 
						|
2023-05-23 12:26:15,050 - ice00001 - [INFO] - [Epoch 336]:  Training Loss: 0.0017814,  Valid MRR: 0.39813, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 12:26:16,140 - ice00001 - [INFO] - [E:337| 0]: Train Loss:0.0017882,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:26:35,252 - ice00001 - [INFO] - [E:186| 800]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:27:55,052 - ice00001 - [INFO] - [E:337| 100]: Train Loss:0.0017786,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:28:11,524 - ice00001 - [INFO] - [E:186| 900]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:29:19,329 - ice00001 - [INFO] - [Epoch:186]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 12:29:19,579 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 12:29:33,516 - ice00001 - [INFO] - [E:337| 200]: Train Loss:0.0017784,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:29:41,558 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 12:30:03,574 - ice00001 - [INFO] - [Evaluating Epoch 186 valid]: 
 | 
						|
	MRR: Tail : 0.09317, Head : 0.06927, Avg : 0.08122
 | 
						|
 | 
						|
2023-05-23 12:30:03,574 - ice00001 - [INFO] - [Epoch 186]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 12:30:04,333 - ice00001 - [INFO] - [E:187| 0]: Train Loss:0.0029176,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:31:02,530 - ice00001 - [INFO] - [E:337| 300]: Train Loss:0.0017783,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:31:30,574 - ice00001 - [INFO] - [E:187| 100]: Train Loss:0.0029006,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:32:41,142 - ice00001 - [INFO] - [E:337| 400]: Train Loss:0.0017782,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:33:06,722 - ice00001 - [INFO] - [E:187| 200]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:34:23,179 - ice00001 - [INFO] - [E:337| 500]: Train Loss:0.0017794,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:34:46,315 - ice00001 - [INFO] - [E:187| 300]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:36:01,887 - ice00001 - [INFO] - [E:337| 600]: Train Loss:0.0017792,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:36:22,267 - ice00001 - [INFO] - [E:187| 400]: Train Loss:0.0029028,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:37:41,263 - ice00001 - [INFO] - [E:337| 700]: Train Loss:0.0017801,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:37:58,437 - ice00001 - [INFO] - [E:187| 500]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:39:10,687 - ice00001 - [INFO] - [E:337| 800]: Train Loss:0.0017802,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:39:24,612 - ice00001 - [INFO] - [E:187| 600]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:40:49,503 - ice00001 - [INFO] - [E:337| 900]: Train Loss:0.0017805,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:41:01,344 - ice00001 - [INFO] - [E:187| 700]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:41:58,877 - ice00001 - [INFO] - [Epoch:337]:  Training Loss:0.001781
 | 
						|
 | 
						|
2023-05-23 12:41:59,325 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 12:42:21,545 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 12:42:37,251 - ice00001 - [INFO] - [E:187| 800]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:42:43,805 - ice00001 - [INFO] - [Evaluating Epoch 337 valid]: 
 | 
						|
	MRR: Tail : 0.42152, Head : 0.37269, Avg : 0.39711
 | 
						|
 | 
						|
2023-05-23 12:42:43,806 - ice00001 - [INFO] - [Epoch 337]:  Training Loss: 0.0017808,  Valid MRR: 0.39813, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 12:42:44,964 - ice00001 - [INFO] - [E:338| 0]: Train Loss:0.0017281,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:44:13,270 - ice00001 - [INFO] - [E:187| 900]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:44:23,869 - ice00001 - [INFO] - [E:338| 100]: Train Loss:0.0017806,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:45:20,439 - ice00001 - [INFO] - [Epoch:187]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 12:45:20,936 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 12:45:42,813 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 12:46:03,179 - ice00001 - [INFO] - [E:338| 200]: Train Loss:0.0017794,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:46:04,629 - ice00001 - [INFO] - [Evaluating Epoch 187 valid]: 
 | 
						|
	MRR: Tail : 0.09531, Head : 0.06917, Avg : 0.08224
 | 
						|
 | 
						|
2023-05-23 12:46:04,629 - ice00001 - [INFO] - [Epoch 187]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 12:46:05,770 - ice00001 - [INFO] - [E:188| 0]: Train Loss:0.0028882,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:47:31,681 - ice00001 - [INFO] - [E:188| 100]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:47:32,901 - ice00001 - [INFO] - [E:338| 300]: Train Loss:0.0017795,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:49:08,177 - ice00001 - [INFO] - [E:188| 200]: Train Loss:0.0029031,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:49:11,799 - ice00001 - [INFO] - [E:338| 400]: Train Loss:0.0017792,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:50:44,527 - ice00001 - [INFO] - [E:188| 300]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:50:50,399 - ice00001 - [INFO] - [E:338| 500]: Train Loss:0.0017788,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:52:21,586 - ice00001 - [INFO] - [E:188| 400]: Train Loss:0.0029032,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:52:28,438 - ice00001 - [INFO] - [E:338| 600]: Train Loss:0.001779,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:53:58,575 - ice00001 - [INFO] - [E:188| 500]: Train Loss:0.0029033,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:54:06,433 - ice00001 - [INFO] - [E:338| 700]: Train Loss:0.0017794,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:55:25,853 - ice00001 - [INFO] - [E:188| 600]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:55:35,326 - ice00001 - [INFO] - [E:338| 800]: Train Loss:0.0017793,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:57:01,682 - ice00001 - [INFO] - [E:188| 700]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:57:13,902 - ice00001 - [INFO] - [E:338| 900]: Train Loss:0.0017796,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 12:58:23,085 - ice00001 - [INFO] - [Epoch:338]:  Training Loss:0.00178
 | 
						|
 | 
						|
2023-05-23 12:58:23,441 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 12:58:38,330 - ice00001 - [INFO] - [E:188| 800]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 12:58:45,919 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 12:59:08,396 - ice00001 - [INFO] - [Evaluating Epoch 338 valid]: 
 | 
						|
	MRR: Tail : 0.42101, Head : 0.37179, Avg : 0.3964
 | 
						|
 | 
						|
2023-05-23 12:59:08,396 - ice00001 - [INFO] - [Epoch 338]:  Training Loss: 0.00178,  Valid MRR: 0.39813, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 12:59:09,158 - ice00001 - [INFO] - [E:339| 0]: Train Loss:0.0017886,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:00:14,597 - ice00001 - [INFO] - [E:188| 900]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:00:48,879 - ice00001 - [INFO] - [E:339| 100]: Train Loss:0.0017773,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:01:22,284 - ice00001 - [INFO] - [Epoch:188]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 13:01:22,616 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 13:01:44,375 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 13:02:06,387 - ice00001 - [INFO] - [Evaluating Epoch 188 valid]: 
 | 
						|
	MRR: Tail : 0.09495, Head : 0.06875, Avg : 0.08185
 | 
						|
 | 
						|
2023-05-23 13:02:06,388 - ice00001 - [INFO] - [Epoch 188]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 13:02:07,317 - ice00001 - [INFO] - [E:189| 0]: Train Loss:0.0028492,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:02:28,325 - ice00001 - [INFO] - [E:339| 200]: Train Loss:0.0017771,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:03:34,797 - ice00001 - [INFO] - [E:189| 100]: Train Loss:0.0029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:03:58,123 - ice00001 - [INFO] - [E:339| 300]: Train Loss:0.0017779,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:05:09,695 - ice00001 - [INFO] - [E:189| 200]: Train Loss:0.0029004,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:05:36,506 - ice00001 - [INFO] - [E:339| 400]: Train Loss:0.0017775,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:06:46,528 - ice00001 - [INFO] - [E:189| 300]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:07:14,980 - ice00001 - [INFO] - [E:339| 500]: Train Loss:0.0017776,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:08:23,160 - ice00001 - [INFO] - [E:189| 400]: Train Loss:0.0029035,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:08:54,284 - ice00001 - [INFO] - [E:339| 600]: Train Loss:0.0017774,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:09:59,228 - ice00001 - [INFO] - [E:189| 500]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:10:33,052 - ice00001 - [INFO] - [E:339| 700]: Train Loss:0.001778,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:11:34,407 - ice00001 - [INFO] - [E:189| 600]: Train Loss:0.0029028,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:12:02,162 - ice00001 - [INFO] - [E:339| 800]: Train Loss:0.001779,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:13:01,552 - ice00001 - [INFO] - [E:189| 700]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:13:40,587 - ice00001 - [INFO] - [E:339| 900]: Train Loss:0.0017796,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:14:38,442 - ice00001 - [INFO] - [E:189| 800]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:14:49,976 - ice00001 - [INFO] - [Epoch:339]:  Training Loss:0.00178
 | 
						|
 | 
						|
2023-05-23 13:14:50,482 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 13:15:12,744 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 13:15:34,959 - ice00001 - [INFO] - [Evaluating Epoch 339 valid]: 
 | 
						|
	MRR: Tail : 0.42173, Head : 0.37132, Avg : 0.39652
 | 
						|
	MR: Tail : 327.61, Head : 343.59, Avg : 335.6
 | 
						|
	Hit-1: Tail : 0.31375, Head : 0.26399, Avg : 0.28887
 | 
						|
	Hit-3: Tail : 0.47372, Head : 0.41838, Avg : 0.44605
 | 
						|
	Hit-10: Tail : 0.6326, Head : 0.58393, Avg : 0.60827
 | 
						|
2023-05-23 13:15:34,959 - ice00001 - [INFO] - [Epoch 339]:  Training Loss: 0.0017798,  Valid MRR: 0.39813, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 13:15:36,118 - ice00001 - [INFO] - [E:340| 0]: Train Loss:0.0017899,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:16:14,511 - ice00001 - [INFO] - [E:189| 900]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:17:14,491 - ice00001 - [INFO] - [E:340| 100]: Train Loss:0.0017756,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:17:22,536 - ice00001 - [INFO] - [Epoch:189]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-23 13:17:22,869 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 13:17:45,256 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 13:18:07,017 - ice00001 - [INFO] - [Evaluating Epoch 189 valid]: 
 | 
						|
	MRR: Tail : 0.09579, Head : 0.06923, Avg : 0.08251
 | 
						|
	MR: Tail : 745.83, Head : 903.94, Avg : 824.88
 | 
						|
	Hit-1: Tail : 0.03848, Head : 0.02779, Avg : 0.03314
 | 
						|
	Hit-3: Tail : 0.09831, Head : 0.06142, Avg : 0.07986
 | 
						|
	Hit-10: Tail : 0.21119, Head : 0.159, Avg : 0.1851
 | 
						|
2023-05-23 13:18:07,017 - ice00001 - [INFO] - [Epoch 189]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 13:18:08,045 - ice00001 - [INFO] - [E:190| 0]: Train Loss:0.0029323,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:18:52,726 - ice00001 - [INFO] - [E:340| 200]: Train Loss:0.0017775,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:19:47,572 - ice00001 - [INFO] - [E:190| 100]: Train Loss:0.0029007,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:20:24,500 - ice00001 - [INFO] - [E:340| 300]: Train Loss:0.001777,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:21:13,932 - ice00001 - [INFO] - [E:190| 200]: Train Loss:0.002902,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:22:02,799 - ice00001 - [INFO] - [E:340| 400]: Train Loss:0.0017771,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:22:50,576 - ice00001 - [INFO] - [E:190| 300]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:23:41,148 - ice00001 - [INFO] - [E:340| 500]: Train Loss:0.0017779,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:24:26,512 - ice00001 - [INFO] - [E:190| 400]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:25:19,518 - ice00001 - [INFO] - [E:340| 600]: Train Loss:0.0017782,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:26:02,536 - ice00001 - [INFO] - [E:190| 500]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:26:58,335 - ice00001 - [INFO] - [E:340| 700]: Train Loss:0.0017787,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:27:38,530 - ice00001 - [INFO] - [E:190| 600]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:28:27,026 - ice00001 - [INFO] - [E:340| 800]: Train Loss:0.0017788,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:29:05,115 - ice00001 - [INFO] - [E:190| 700]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:30:05,220 - ice00001 - [INFO] - [E:340| 900]: Train Loss:0.0017791,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:30:41,594 - ice00001 - [INFO] - [E:190| 800]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:31:14,251 - ice00001 - [INFO] - [Epoch:340]:  Training Loss:0.001779
 | 
						|
 | 
						|
2023-05-23 13:31:14,591 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 13:31:37,415 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 13:31:59,276 - ice00001 - [INFO] - [Evaluating Epoch 340 valid]: 
 | 
						|
	MRR: Tail : 0.42163, Head : 0.3718, Avg : 0.39672
 | 
						|
 | 
						|
2023-05-23 13:31:59,276 - ice00001 - [INFO] - [Epoch 340]:  Training Loss: 0.0017794,  Valid MRR: 0.39813, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 13:32:00,427 - ice00001 - [INFO] - [E:341| 0]: Train Loss:0.0017478,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:32:18,393 - ice00001 - [INFO] - [E:190| 900]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:33:25,981 - ice00001 - [INFO] - [Epoch:190]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 13:33:26,480 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 13:33:38,383 - ice00001 - [INFO] - [E:341| 100]: Train Loss:0.001772,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:33:48,506 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 13:34:10,740 - ice00001 - [INFO] - [Evaluating Epoch 190 valid]: 
 | 
						|
	MRR: Tail : 0.09509, Head : 0.06953, Avg : 0.08231
 | 
						|
 | 
						|
2023-05-23 13:34:10,740 - ice00001 - [INFO] - [Epoch 190]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 13:34:11,611 - ice00001 - [INFO] - [E:191| 0]: Train Loss:0.0028915,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:35:16,514 - ice00001 - [INFO] - [E:341| 200]: Train Loss:0.0017753,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:35:48,433 - ice00001 - [INFO] - [E:191| 100]: Train Loss:0.0029065,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:36:44,879 - ice00001 - [INFO] - [E:341| 300]: Train Loss:0.0017753,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:37:15,529 - ice00001 - [INFO] - [E:191| 200]: Train Loss:0.0029038,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:38:23,883 - ice00001 - [INFO] - [E:341| 400]: Train Loss:0.0017761,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:38:51,211 - ice00001 - [INFO] - [E:191| 300]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:40:02,267 - ice00001 - [INFO] - [E:341| 500]: Train Loss:0.0017767,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:40:27,115 - ice00001 - [INFO] - [E:191| 400]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:41:41,545 - ice00001 - [INFO] - [E:341| 600]: Train Loss:0.0017777,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:42:03,149 - ice00001 - [INFO] - [E:191| 500]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:43:20,285 - ice00001 - [INFO] - [E:341| 700]: Train Loss:0.0017782,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:43:38,919 - ice00001 - [INFO] - [E:191| 600]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:44:49,680 - ice00001 - [INFO] - [E:341| 800]: Train Loss:0.0017784,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:45:05,028 - ice00001 - [INFO] - [E:191| 700]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:46:28,607 - ice00001 - [INFO] - [E:341| 900]: Train Loss:0.0017786,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:46:41,341 - ice00001 - [INFO] - [E:191| 800]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:47:38,057 - ice00001 - [INFO] - [Epoch:341]:  Training Loss:0.001779
 | 
						|
 | 
						|
2023-05-23 13:47:38,345 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 13:48:00,833 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 13:48:16,911 - ice00001 - [INFO] - [E:191| 900]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:48:23,244 - ice00001 - [INFO] - [Evaluating Epoch 341 valid]: 
 | 
						|
	MRR: Tail : 0.42204, Head : 0.37293, Avg : 0.39749
 | 
						|
 | 
						|
2023-05-23 13:48:23,244 - ice00001 - [INFO] - [Epoch 341]:  Training Loss: 0.0017789,  Valid MRR: 0.39813, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 13:48:24,171 - ice00001 - [INFO] - [E:342| 0]: Train Loss:0.001747,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:49:24,369 - ice00001 - [INFO] - [Epoch:191]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 13:49:24,702 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 13:49:47,018 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 13:50:02,905 - ice00001 - [INFO] - [E:342| 100]: Train Loss:0.0017736,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:50:08,618 - ice00001 - [INFO] - [Evaluating Epoch 191 valid]: 
 | 
						|
	MRR: Tail : 0.0903, Head : 0.06511, Avg : 0.07771
 | 
						|
 | 
						|
2023-05-23 13:50:08,618 - ice00001 - [INFO] - [Epoch 191]:  Training Loss: 0.0029016,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 13:50:09,723 - ice00001 - [INFO] - [E:192| 0]: Train Loss:0.0029027,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:51:41,210 - ice00001 - [INFO] - [E:342| 200]: Train Loss:0.0017752,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:51:45,841 - ice00001 - [INFO] - [E:192| 100]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:53:10,579 - ice00001 - [INFO] - [E:342| 300]: Train Loss:0.0017762,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:53:12,001 - ice00001 - [INFO] - [E:192| 200]: Train Loss:0.0029056,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:54:48,068 - ice00001 - [INFO] - [E:192| 300]: Train Loss:0.0029069,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:54:50,104 - ice00001 - [INFO] - [E:342| 400]: Train Loss:0.0017754,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:56:23,885 - ice00001 - [INFO] - [E:192| 400]: Train Loss:0.0029058,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:56:28,775 - ice00001 - [INFO] - [E:342| 500]: Train Loss:0.0017755,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:58:00,030 - ice00001 - [INFO] - [E:192| 500]: Train Loss:0.0029037,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:58:07,629 - ice00001 - [INFO] - [E:342| 600]: Train Loss:0.0017752,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 13:59:36,532 - ice00001 - [INFO] - [E:192| 600]: Train Loss:0.0029034,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 13:59:46,202 - ice00001 - [INFO] - [E:342| 700]: Train Loss:0.0017763,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 14:01:06,893 - ice00001 - [INFO] - [E:192| 700]: Train Loss:0.0029025,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:01:14,621 - ice00001 - [INFO] - [E:342| 800]: Train Loss:0.0017772,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 14:02:39,740 - ice00001 - [INFO] - [E:192| 800]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:02:53,642 - ice00001 - [INFO] - [E:342| 900]: Train Loss:0.0017782,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 14:04:03,162 - ice00001 - [INFO] - [Epoch:342]:  Training Loss:0.001778
 | 
						|
 | 
						|
2023-05-23 14:04:03,547 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 14:04:16,414 - ice00001 - [INFO] - [E:192| 900]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:04:26,272 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 14:04:51,132 - ice00001 - [INFO] - [Evaluating Epoch 342 valid]: 
 | 
						|
	MRR: Tail : 0.42249, Head : 0.37347, Avg : 0.39798
 | 
						|
 | 
						|
2023-05-23 14:04:51,389 - ice00001 - [INFO] - [Epoch 342]:  Training Loss: 0.0017784,  Valid MRR: 0.39813, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 14:04:52,782 - ice00001 - [INFO] - [E:343| 0]: Train Loss:0.0017703,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 14:05:27,331 - ice00001 - [INFO] - [Epoch:192]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 14:05:27,739 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 14:05:49,732 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 14:06:11,452 - ice00001 - [INFO] - [Evaluating Epoch 192 valid]: 
 | 
						|
	MRR: Tail : 0.09509, Head : 0.06937, Avg : 0.08223
 | 
						|
 | 
						|
2023-05-23 14:06:11,452 - ice00001 - [INFO] - [Epoch 192]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 14:06:12,592 - ice00001 - [INFO] - [E:193| 0]: Train Loss:0.0029029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:06:31,649 - ice00001 - [INFO] - [E:343| 100]: Train Loss:0.0017749,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 14:07:48,526 - ice00001 - [INFO] - [E:193| 100]: Train Loss:0.0028991,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:08:11,012 - ice00001 - [INFO] - [E:343| 200]: Train Loss:0.001775,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 14:09:21,714 - ice00001 - [INFO] - [E:193| 200]: Train Loss:0.0029002,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:09:40,545 - ice00001 - [INFO] - [E:343| 300]: Train Loss:0.0017745,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 14:10:50,973 - ice00001 - [INFO] - [E:193| 300]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:11:18,513 - ice00001 - [INFO] - [E:343| 400]: Train Loss:0.0017766,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 14:12:27,616 - ice00001 - [INFO] - [E:193| 400]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:12:56,734 - ice00001 - [INFO] - [E:343| 500]: Train Loss:0.0017769,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 14:14:03,995 - ice00001 - [INFO] - [E:193| 500]: Train Loss:0.0029029,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:14:35,354 - ice00001 - [INFO] - [E:343| 600]: Train Loss:0.0017777,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 14:15:39,867 - ice00001 - [INFO] - [E:193| 600]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:16:14,306 - ice00001 - [INFO] - [E:343| 700]: Train Loss:0.0017776,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 14:17:15,943 - ice00001 - [INFO] - [E:193| 700]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:17:44,956 - ice00001 - [INFO] - [E:343| 800]: Train Loss:0.0017782,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 14:18:42,294 - ice00001 - [INFO] - [E:193| 800]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:19:22,025 - ice00001 - [INFO] - [E:343| 900]: Train Loss:0.0017779,  Val MRR:0.39813, 	ice00001
 | 
						|
2023-05-23 14:20:18,175 - ice00001 - [INFO] - [E:193| 900]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:20:32,114 - ice00001 - [INFO] - [Epoch:343]:  Training Loss:0.001778
 | 
						|
 | 
						|
2023-05-23 14:20:32,510 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 14:20:55,084 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 14:21:17,145 - ice00001 - [INFO] - [Evaluating Epoch 343 valid]: 
 | 
						|
	MRR: Tail : 0.42358, Head : 0.37356, Avg : 0.39857
 | 
						|
 | 
						|
2023-05-23 14:21:20,634 - ice00001 - [INFO] - [Epoch 343]:  Training Loss: 0.0017779,  Valid MRR: 0.39857, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 14:21:21,856 - ice00001 - [INFO] - [E:344| 0]: Train Loss:0.0017498,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 14:21:25,568 - ice00001 - [INFO] - [Epoch:193]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 14:21:25,968 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 14:21:48,201 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 14:22:09,742 - ice00001 - [INFO] - [Evaluating Epoch 193 valid]: 
 | 
						|
	MRR: Tail : 0.09287, Head : 0.06993, Avg : 0.0814
 | 
						|
 | 
						|
2023-05-23 14:22:09,742 - ice00001 - [INFO] - [Epoch 193]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 14:22:10,873 - ice00001 - [INFO] - [E:194| 0]: Train Loss:0.0029544,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:23:00,939 - ice00001 - [INFO] - [E:344| 100]: Train Loss:0.0017714,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 14:23:46,792 - ice00001 - [INFO] - [E:194| 100]: Train Loss:0.0029008,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:24:39,686 - ice00001 - [INFO] - [E:344| 200]: Train Loss:0.0017728,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 14:25:23,033 - ice00001 - [INFO] - [E:194| 200]: Train Loss:0.0028995,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:26:08,986 - ice00001 - [INFO] - [E:344| 300]: Train Loss:0.0017742,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 14:26:49,878 - ice00001 - [INFO] - [E:194| 300]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:27:47,438 - ice00001 - [INFO] - [E:344| 400]: Train Loss:0.0017753,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 14:28:25,558 - ice00001 - [INFO] - [E:194| 400]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:29:26,311 - ice00001 - [INFO] - [E:344| 500]: Train Loss:0.0017756,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 14:30:01,486 - ice00001 - [INFO] - [E:194| 500]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:31:05,087 - ice00001 - [INFO] - [E:344| 600]: Train Loss:0.0017753,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 14:31:37,603 - ice00001 - [INFO] - [E:194| 600]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:32:44,263 - ice00001 - [INFO] - [E:344| 700]: Train Loss:0.0017758,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 14:33:13,600 - ice00001 - [INFO] - [E:194| 700]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:34:13,091 - ice00001 - [INFO] - [E:344| 800]: Train Loss:0.001776,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 14:34:40,339 - ice00001 - [INFO] - [E:194| 800]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:35:51,694 - ice00001 - [INFO] - [E:344| 900]: Train Loss:0.001777,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 14:36:16,469 - ice00001 - [INFO] - [E:194| 900]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:37:01,006 - ice00001 - [INFO] - [Epoch:344]:  Training Loss:0.001778
 | 
						|
 | 
						|
2023-05-23 14:37:01,344 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 14:37:24,137 - ice00001 - [INFO] - [Epoch:194]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-23 14:37:24,168 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 14:37:24,388 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 14:37:46,088 - ice00001 - [INFO] - [Evaluating Epoch 344 valid]: 
 | 
						|
	MRR: Tail : 0.42251, Head : 0.37212, Avg : 0.39732
 | 
						|
 | 
						|
2023-05-23 14:37:46,088 - ice00001 - [INFO] - [Epoch 344]:  Training Loss: 0.0017775,  Valid MRR: 0.39857, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 14:37:46,469 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 14:37:46,925 - ice00001 - [INFO] - [E:345| 0]: Train Loss:0.0017704,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 14:38:08,246 - ice00001 - [INFO] - [Evaluating Epoch 194 valid]: 
 | 
						|
	MRR: Tail : 0.09488, Head : 0.06903, Avg : 0.08196
 | 
						|
 | 
						|
2023-05-23 14:38:08,246 - ice00001 - [INFO] - [Epoch 194]:  Training Loss: 0.0029014,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 14:38:09,387 - ice00001 - [INFO] - [E:195| 0]: Train Loss:0.0028468,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:39:26,136 - ice00001 - [INFO] - [E:345| 100]: Train Loss:0.0017722,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 14:39:45,333 - ice00001 - [INFO] - [E:195| 100]: Train Loss:0.0029037,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:41:04,864 - ice00001 - [INFO] - [E:345| 200]: Train Loss:0.0017732,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 14:41:21,366 - ice00001 - [INFO] - [E:195| 200]: Train Loss:0.002906,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:42:33,901 - ice00001 - [INFO] - [E:345| 300]: Train Loss:0.0017723,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 14:42:47,766 - ice00001 - [INFO] - [E:195| 300]: Train Loss:0.0029022,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:44:12,419 - ice00001 - [INFO] - [E:345| 400]: Train Loss:0.0017739,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 14:44:23,765 - ice00001 - [INFO] - [E:195| 400]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:45:51,482 - ice00001 - [INFO] - [E:345| 500]: Train Loss:0.001775,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 14:46:00,495 - ice00001 - [INFO] - [E:195| 500]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:47:31,075 - ice00001 - [INFO] - [E:345| 600]: Train Loss:0.0017755,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 14:47:36,916 - ice00001 - [INFO] - [E:195| 600]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:49:09,948 - ice00001 - [INFO] - [E:345| 700]: Train Loss:0.0017758,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 14:49:13,652 - ice00001 - [INFO] - [E:195| 700]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:50:44,954 - ice00001 - [INFO] - [E:345| 800]: Train Loss:0.0017766,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 14:50:45,492 - ice00001 - [INFO] - [E:195| 800]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:52:19,834 - ice00001 - [INFO] - [E:195| 900]: Train Loss:0.0029016,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:52:21,366 - ice00001 - [INFO] - [E:345| 900]: Train Loss:0.0017768,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 14:53:27,584 - ice00001 - [INFO] - [Epoch:195]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-23 14:53:28,070 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 14:53:30,828 - ice00001 - [INFO] - [Epoch:345]:  Training Loss:0.001777
 | 
						|
 | 
						|
2023-05-23 14:53:31,084 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 14:53:50,069 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 14:53:53,074 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 14:54:11,665 - ice00001 - [INFO] - [Evaluating Epoch 195 valid]: 
 | 
						|
	MRR: Tail : 0.0943, Head : 0.06974, Avg : 0.08202
 | 
						|
 | 
						|
2023-05-23 14:54:11,665 - ice00001 - [INFO] - [Epoch 195]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 14:54:12,571 - ice00001 - [INFO] - [E:196| 0]: Train Loss:0.0029452,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:54:15,026 - ice00001 - [INFO] - [Evaluating Epoch 345 valid]: 
 | 
						|
	MRR: Tail : 0.42238, Head : 0.37314, Avg : 0.39776
 | 
						|
 | 
						|
2023-05-23 14:54:15,026 - ice00001 - [INFO] - [Epoch 345]:  Training Loss: 0.0017773,  Valid MRR: 0.39857, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 14:54:16,083 - ice00001 - [INFO] - [E:346| 0]: Train Loss:0.0017536,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 14:55:48,933 - ice00001 - [INFO] - [E:196| 100]: Train Loss:0.0029048,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:55:55,225 - ice00001 - [INFO] - [E:346| 100]: Train Loss:0.0017722,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 14:57:24,678 - ice00001 - [INFO] - [E:196| 200]: Train Loss:0.0029034,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:57:33,993 - ice00001 - [INFO] - [E:346| 200]: Train Loss:0.0017726,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 14:58:53,336 - ice00001 - [INFO] - [E:196| 300]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 14:59:03,177 - ice00001 - [INFO] - [E:346| 300]: Train Loss:0.0017733,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:00:27,275 - ice00001 - [INFO] - [E:196| 400]: Train Loss:0.0029001,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:00:42,796 - ice00001 - [INFO] - [E:346| 400]: Train Loss:0.0017735,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:02:03,370 - ice00001 - [INFO] - [E:196| 500]: Train Loss:0.0029019,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:02:22,388 - ice00001 - [INFO] - [E:346| 500]: Train Loss:0.0017734,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:03:40,110 - ice00001 - [INFO] - [E:196| 600]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:04:01,174 - ice00001 - [INFO] - [E:346| 600]: Train Loss:0.0017745,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:05:16,991 - ice00001 - [INFO] - [E:196| 700]: Train Loss:0.0029025,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:05:40,047 - ice00001 - [INFO] - [E:346| 700]: Train Loss:0.0017757,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:06:52,537 - ice00001 - [INFO] - [E:196| 800]: Train Loss:0.0029024,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:07:09,157 - ice00001 - [INFO] - [E:346| 800]: Train Loss:0.0017759,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:08:19,447 - ice00001 - [INFO] - [E:196| 900]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:08:48,391 - ice00001 - [INFO] - [E:346| 900]: Train Loss:0.0017763,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:09:27,148 - ice00001 - [INFO] - [Epoch:196]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 15:09:27,534 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 15:09:49,381 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 15:09:57,343 - ice00001 - [INFO] - [Epoch:346]:  Training Loss:0.001776
 | 
						|
 | 
						|
2023-05-23 15:09:57,795 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 15:10:11,177 - ice00001 - [INFO] - [Evaluating Epoch 196 valid]: 
 | 
						|
	MRR: Tail : 0.095, Head : 0.06916, Avg : 0.08208
 | 
						|
 | 
						|
2023-05-23 15:10:11,177 - ice00001 - [INFO] - [Epoch 196]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 15:10:12,234 - ice00001 - [INFO] - [E:197| 0]: Train Loss:0.0028602,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:10:20,047 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 15:10:42,286 - ice00001 - [INFO] - [Evaluating Epoch 346 valid]: 
 | 
						|
	MRR: Tail : 0.42405, Head : 0.37254, Avg : 0.3983
 | 
						|
 | 
						|
2023-05-23 15:10:42,287 - ice00001 - [INFO] - [Epoch 346]:  Training Loss: 0.0017765,  Valid MRR: 0.39857, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 15:10:43,433 - ice00001 - [INFO] - [E:347| 0]: Train Loss:0.0017749,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:11:48,193 - ice00001 - [INFO] - [E:197| 100]: Train Loss:0.0029013,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:12:22,357 - ice00001 - [INFO] - [E:347| 100]: Train Loss:0.0017665,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:13:23,850 - ice00001 - [INFO] - [E:197| 200]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:14:01,136 - ice00001 - [INFO] - [E:347| 200]: Train Loss:0.0017674,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:14:59,924 - ice00001 - [INFO] - [E:197| 300]: Train Loss:0.0028997,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:15:30,610 - ice00001 - [INFO] - [E:347| 300]: Train Loss:0.00177,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:16:26,337 - ice00001 - [INFO] - [E:197| 400]: Train Loss:0.0028998,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:17:08,867 - ice00001 - [INFO] - [E:347| 400]: Train Loss:0.0017715,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:18:03,068 - ice00001 - [INFO] - [E:197| 500]: Train Loss:0.002901,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:18:48,159 - ice00001 - [INFO] - [E:347| 500]: Train Loss:0.0017721,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:19:39,427 - ice00001 - [INFO] - [E:197| 600]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:20:26,784 - ice00001 - [INFO] - [E:347| 600]: Train Loss:0.0017731,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:21:15,283 - ice00001 - [INFO] - [E:197| 700]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:22:05,954 - ice00001 - [INFO] - [E:347| 700]: Train Loss:0.0017743,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:22:51,602 - ice00001 - [INFO] - [E:197| 800]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:23:34,747 - ice00001 - [INFO] - [E:347| 800]: Train Loss:0.0017749,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:24:17,617 - ice00001 - [INFO] - [E:197| 900]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:25:13,833 - ice00001 - [INFO] - [E:347| 900]: Train Loss:0.0017753,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:25:25,245 - ice00001 - [INFO] - [Epoch:197]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-23 15:25:25,575 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 15:25:47,661 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 15:26:09,512 - ice00001 - [INFO] - [Evaluating Epoch 197 valid]: 
 | 
						|
	MRR: Tail : 0.09551, Head : 0.06906, Avg : 0.08228
 | 
						|
 | 
						|
2023-05-23 15:26:09,512 - ice00001 - [INFO] - [Epoch 197]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 15:26:10,534 - ice00001 - [INFO] - [E:198| 0]: Train Loss:0.0029275,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:26:23,809 - ice00001 - [INFO] - [Epoch:347]:  Training Loss:0.001776
 | 
						|
 | 
						|
2023-05-23 15:26:24,314 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 15:26:46,816 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 15:27:09,149 - ice00001 - [INFO] - [Evaluating Epoch 347 valid]: 
 | 
						|
	MRR: Tail : 0.42251, Head : 0.37339, Avg : 0.39795
 | 
						|
 | 
						|
2023-05-23 15:27:09,149 - ice00001 - [INFO] - [Epoch 347]:  Training Loss: 0.0017759,  Valid MRR: 0.39857, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 15:27:10,298 - ice00001 - [INFO] - [E:348| 0]: Train Loss:0.0017611,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:27:46,491 - ice00001 - [INFO] - [E:198| 100]: Train Loss:0.0029078,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:28:49,101 - ice00001 - [INFO] - [E:348| 100]: Train Loss:0.0017682,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:29:22,606 - ice00001 - [INFO] - [E:198| 200]: Train Loss:0.0029031,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:30:28,361 - ice00001 - [INFO] - [E:348| 200]: Train Loss:0.0017706,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:30:58,454 - ice00001 - [INFO] - [E:198| 300]: Train Loss:0.0029032,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:31:57,524 - ice00001 - [INFO] - [E:348| 300]: Train Loss:0.0017728,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:32:24,891 - ice00001 - [INFO] - [E:198| 400]: Train Loss:0.0029023,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:33:36,998 - ice00001 - [INFO] - [E:348| 400]: Train Loss:0.0017734,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:34:00,746 - ice00001 - [INFO] - [E:198| 500]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:35:16,458 - ice00001 - [INFO] - [E:348| 500]: Train Loss:0.0017739,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:35:36,804 - ice00001 - [INFO] - [E:198| 600]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:36:57,908 - ice00001 - [INFO] - [E:348| 600]: Train Loss:0.0017742,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:37:15,877 - ice00001 - [INFO] - [E:198| 700]: Train Loss:0.0029009,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:38:36,681 - ice00001 - [INFO] - [E:348| 700]: Train Loss:0.0017742,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:38:51,924 - ice00001 - [INFO] - [E:198| 800]: Train Loss:0.0029011,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:40:06,749 - ice00001 - [INFO] - [E:348| 800]: Train Loss:0.0017746,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:40:17,910 - ice00001 - [INFO] - [E:198| 900]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:41:25,816 - ice00001 - [INFO] - [Epoch:198]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 15:41:26,068 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 15:41:44,188 - ice00001 - [INFO] - [E:348| 900]: Train Loss:0.0017752,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:41:48,207 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 15:42:10,113 - ice00001 - [INFO] - [Evaluating Epoch 198 valid]: 
 | 
						|
	MRR: Tail : 0.09404, Head : 0.0688, Avg : 0.08142
 | 
						|
 | 
						|
2023-05-23 15:42:10,113 - ice00001 - [INFO] - [Epoch 198]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 15:42:11,159 - ice00001 - [INFO] - [E:199| 0]: Train Loss:0.0028617,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:42:53,144 - ice00001 - [INFO] - [Epoch:348]:  Training Loss:0.001776
 | 
						|
 | 
						|
2023-05-23 15:42:53,527 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 15:43:15,991 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 15:43:38,320 - ice00001 - [INFO] - [Evaluating Epoch 348 valid]: 
 | 
						|
	MRR: Tail : 0.42307, Head : 0.37384, Avg : 0.39846
 | 
						|
 | 
						|
2023-05-23 15:43:38,320 - ice00001 - [INFO] - [Epoch 348]:  Training Loss: 0.0017757,  Valid MRR: 0.39857, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 15:43:39,310 - ice00001 - [INFO] - [E:349| 0]: Train Loss:0.0017595,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:43:47,102 - ice00001 - [INFO] - [E:199| 100]: Train Loss:0.0029076,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:45:17,865 - ice00001 - [INFO] - [E:349| 100]: Train Loss:0.0017682,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:45:23,269 - ice00001 - [INFO] - [E:199| 200]: Train Loss:0.0029038,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:46:57,020 - ice00001 - [INFO] - [E:349| 200]: Train Loss:0.0017727,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:46:59,271 - ice00001 - [INFO] - [E:199| 300]: Train Loss:0.0029051,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:48:25,214 - ice00001 - [INFO] - [E:199| 400]: Train Loss:0.002904,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:48:26,517 - ice00001 - [INFO] - [E:349| 300]: Train Loss:0.0017722,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:50:00,923 - ice00001 - [INFO] - [E:199| 500]: Train Loss:0.0029021,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:50:05,653 - ice00001 - [INFO] - [E:349| 400]: Train Loss:0.0017725,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:51:37,086 - ice00001 - [INFO] - [E:199| 600]: Train Loss:0.0029015,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:51:45,336 - ice00001 - [INFO] - [E:349| 500]: Train Loss:0.0017736,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:53:12,833 - ice00001 - [INFO] - [E:199| 700]: Train Loss:0.0029017,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:53:24,651 - ice00001 - [INFO] - [E:349| 600]: Train Loss:0.0017739,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:54:49,188 - ice00001 - [INFO] - [E:199| 800]: Train Loss:0.0029018,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:55:03,055 - ice00001 - [INFO] - [E:349| 700]: Train Loss:0.0017748,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:56:22,141 - ice00001 - [INFO] - [E:199| 900]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:56:32,397 - ice00001 - [INFO] - [E:349| 800]: Train Loss:0.0017753,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:57:23,747 - ice00001 - [INFO] - [Epoch:199]:  Training Loss:0.002902
 | 
						|
 | 
						|
2023-05-23 15:57:24,241 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 15:57:46,331 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 15:58:08,452 - ice00001 - [INFO] - [Evaluating Epoch 199 valid]: 
 | 
						|
	MRR: Tail : 0.09459, Head : 0.06915, Avg : 0.08187
 | 
						|
	MR: Tail : 901.29, Head : 1054.1, Avg : 977.68
 | 
						|
	Hit-1: Tail : 0.03848, Head : 0.02779, Avg : 0.03314
 | 
						|
	Hit-3: Tail : 0.09892, Head : 0.06142, Avg : 0.08017
 | 
						|
	Hit-10: Tail : 0.20646, Head : 0.15876, Avg : 0.18261
 | 
						|
2023-05-23 15:58:08,453 - ice00001 - [INFO] - [Epoch 199]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 15:58:09,270 - ice00001 - [INFO] - [E:200| 0]: Train Loss:0.0028972,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 15:58:10,251 - ice00001 - [INFO] - [E:349| 900]: Train Loss:0.0017752,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 15:59:19,364 - ice00001 - [INFO] - [Epoch:349]:  Training Loss:0.001775
 | 
						|
 | 
						|
2023-05-23 15:59:19,620 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 15:59:42,435 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 15:59:45,628 - ice00001 - [INFO] - [E:200| 100]: Train Loss:0.0029048,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 16:00:04,631 - ice00001 - [INFO] - [Evaluating Epoch 349 valid]: 
 | 
						|
	MRR: Tail : 0.42239, Head : 0.37311, Avg : 0.39775
 | 
						|
	MR: Tail : 337.01, Head : 349.53, Avg : 343.27
 | 
						|
	Hit-1: Tail : 0.31387, Head : 0.26593, Avg : 0.2899
 | 
						|
	Hit-3: Tail : 0.477, Head : 0.42275, Avg : 0.44987
 | 
						|
	Hit-10: Tail : 0.63224, Head : 0.58272, Avg : 0.60748
 | 
						|
2023-05-23 16:00:04,631 - ice00001 - [INFO] - [Epoch 349]:  Training Loss: 0.0017754,  Valid MRR: 0.39857, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 16:00:05,804 - ice00001 - [INFO] - [E:350| 0]: Train Loss:0.0017658,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:01:21,630 - ice00001 - [INFO] - [E:200| 200]: Train Loss:0.0029024,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 16:01:44,524 - ice00001 - [INFO] - [E:350| 100]: Train Loss:0.0017707,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:02:57,533 - ice00001 - [INFO] - [E:200| 300]: Train Loss:0.0029014,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 16:03:23,849 - ice00001 - [INFO] - [E:350| 200]: Train Loss:0.0017698,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:04:31,103 - ice00001 - [INFO] - [E:200| 400]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 16:04:52,727 - ice00001 - [INFO] - [E:350| 300]: Train Loss:0.001771,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:05:58,641 - ice00001 - [INFO] - [E:200| 500]: Train Loss:0.0029004,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 16:06:31,455 - ice00001 - [INFO] - [E:350| 400]: Train Loss:0.0017716,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:07:35,839 - ice00001 - [INFO] - [E:200| 600]: Train Loss:0.0028993,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 16:08:10,715 - ice00001 - [INFO] - [E:350| 500]: Train Loss:0.0017722,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:09:11,700 - ice00001 - [INFO] - [E:200| 700]: Train Loss:0.0028999,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 16:09:49,871 - ice00001 - [INFO] - [E:350| 600]: Train Loss:0.001772,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:10:48,333 - ice00001 - [INFO] - [E:200| 800]: Train Loss:0.0029004,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 16:11:29,547 - ice00001 - [INFO] - [E:350| 700]: Train Loss:0.0017725,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:12:24,622 - ice00001 - [INFO] - [E:200| 900]: Train Loss:0.0029012,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 16:12:58,381 - ice00001 - [INFO] - [E:350| 800]: Train Loss:0.0017736,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:13:22,005 - ice00001 - [INFO] - [Epoch:200]:  Training Loss:0.002901
 | 
						|
 | 
						|
2023-05-23 16:13:22,344 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 16:13:44,761 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 16:14:06,398 - ice00001 - [INFO] - [Evaluating Epoch 200 valid]: 
 | 
						|
	MRR: Tail : 0.09471, Head : 0.06957, Avg : 0.08214
 | 
						|
 | 
						|
2023-05-23 16:14:06,398 - ice00001 - [INFO] - [Epoch 200]:  Training Loss: 0.0029015,  Valid MRR: 0.08254, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 16:14:07,538 - ice00001 - [INFO] - [E:201| 0]: Train Loss:0.0028923,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 16:14:37,691 - ice00001 - [INFO] - [E:350| 900]: Train Loss:0.0017745,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:15:43,288 - ice00001 - [INFO] - [E:201| 100]: Train Loss:0.0028965,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 16:15:47,357 - ice00001 - [INFO] - [Epoch:350]:  Training Loss:0.001775
 | 
						|
 | 
						|
2023-05-23 16:15:47,850 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 16:16:10,198 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 16:16:32,596 - ice00001 - [INFO] - [Evaluating Epoch 350 valid]: 
 | 
						|
	MRR: Tail : 0.4229, Head : 0.37335, Avg : 0.39813
 | 
						|
 | 
						|
2023-05-23 16:16:32,597 - ice00001 - [INFO] - [Epoch 350]:  Training Loss: 0.0017749,  Valid MRR: 0.39857, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 16:16:33,681 - ice00001 - [INFO] - [E:351| 0]: Train Loss:0.0017394,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:17:19,346 - ice00001 - [INFO] - [E:201| 200]: Train Loss:0.0028998,  Val MRR:0.08254, 	ice00001
 | 
						|
2023-05-23 16:18:12,569 - ice00001 - [INFO] - [E:351| 100]: Train Loss:0.0017673,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:19:50,371 - ice00001 - [INFO] - [E:351| 200]: Train Loss:0.0017683,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:21:21,092 - ice00001 - [INFO] - [E:351| 300]: Train Loss:0.0017696,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:22:59,663 - ice00001 - [INFO] - [E:351| 400]: Train Loss:0.0017711,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:24:38,419 - ice00001 - [INFO] - [E:351| 500]: Train Loss:0.0017719,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:26:17,031 - ice00001 - [INFO] - [E:351| 600]: Train Loss:0.0017721,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:27:54,868 - ice00001 - [INFO] - [E:351| 700]: Train Loss:0.0017729,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:29:23,155 - ice00001 - [INFO] - [E:351| 800]: Train Loss:0.0017735,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:31:01,588 - ice00001 - [INFO] - [E:351| 900]: Train Loss:0.0017744,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:32:10,861 - ice00001 - [INFO] - [Epoch:351]:  Training Loss:0.001775
 | 
						|
 | 
						|
2023-05-23 16:32:11,119 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 16:32:33,040 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 16:32:54,699 - ice00001 - [INFO] - [Evaluating Epoch 351 valid]: 
 | 
						|
	MRR: Tail : 0.42382, Head : 0.37323, Avg : 0.39852
 | 
						|
 | 
						|
2023-05-23 16:32:54,699 - ice00001 - [INFO] - [Epoch 351]:  Training Loss: 0.0017746,  Valid MRR: 0.39857, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 16:32:55,802 - ice00001 - [INFO] - [E:352| 0]: Train Loss:0.0017548,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:34:33,480 - ice00001 - [INFO] - [E:352| 100]: Train Loss:0.0017663,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:36:11,331 - ice00001 - [INFO] - [E:352| 200]: Train Loss:0.0017686,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:37:39,918 - ice00001 - [INFO] - [E:352| 300]: Train Loss:0.0017685,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:39:18,038 - ice00001 - [INFO] - [E:352| 400]: Train Loss:0.0017699,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:40:56,365 - ice00001 - [INFO] - [E:352| 500]: Train Loss:0.0017709,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:42:34,414 - ice00001 - [INFO] - [E:352| 600]: Train Loss:0.0017718,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:44:12,479 - ice00001 - [INFO] - [E:352| 700]: Train Loss:0.0017724,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:45:40,750 - ice00001 - [INFO] - [E:352| 800]: Train Loss:0.0017734,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:47:18,719 - ice00001 - [INFO] - [E:352| 900]: Train Loss:0.0017738,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:48:28,145 - ice00001 - [INFO] - [Epoch:352]:  Training Loss:0.001774
 | 
						|
 | 
						|
2023-05-23 16:48:28,532 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 16:48:50,428 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 16:49:12,014 - ice00001 - [INFO] - [Evaluating Epoch 352 valid]: 
 | 
						|
	MRR: Tail : 0.42289, Head : 0.37326, Avg : 0.39807
 | 
						|
 | 
						|
2023-05-23 16:49:12,014 - ice00001 - [INFO] - [Epoch 352]:  Training Loss: 0.0017739,  Valid MRR: 0.39857, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 16:49:13,086 - ice00001 - [INFO] - [E:353| 0]: Train Loss:0.0017289,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:50:51,277 - ice00001 - [INFO] - [E:353| 100]: Train Loss:0.0017672,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:52:22,962 - ice00001 - [INFO] - [E:353| 200]: Train Loss:0.0017703,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:53:58,507 - ice00001 - [INFO] - [E:353| 300]: Train Loss:0.0017686,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:55:37,232 - ice00001 - [INFO] - [E:353| 400]: Train Loss:0.0017701,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:57:15,517 - ice00001 - [INFO] - [E:353| 500]: Train Loss:0.0017709,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 16:58:53,473 - ice00001 - [INFO] - [E:353| 600]: Train Loss:0.0017713,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 17:00:21,535 - ice00001 - [INFO] - [E:353| 700]: Train Loss:0.001772,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 17:01:59,304 - ice00001 - [INFO] - [E:353| 800]: Train Loss:0.0017722,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 17:03:37,790 - ice00001 - [INFO] - [E:353| 900]: Train Loss:0.0017729,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 17:04:48,687 - ice00001 - [INFO] - [Epoch:353]:  Training Loss:0.001774
 | 
						|
 | 
						|
2023-05-23 17:04:49,196 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 17:05:11,058 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 17:05:32,677 - ice00001 - [INFO] - [Evaluating Epoch 353 valid]: 
 | 
						|
	MRR: Tail : 0.42143, Head : 0.37275, Avg : 0.39709
 | 
						|
 | 
						|
2023-05-23 17:05:32,677 - ice00001 - [INFO] - [Epoch 353]:  Training Loss: 0.0017736,  Valid MRR: 0.39857, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 17:05:33,724 - ice00001 - [INFO] - [E:354| 0]: Train Loss:0.0017721,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 17:07:11,571 - ice00001 - [INFO] - [E:354| 100]: Train Loss:0.0017671,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 17:08:39,738 - ice00001 - [INFO] - [E:354| 200]: Train Loss:0.0017708,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 17:10:18,043 - ice00001 - [INFO] - [E:354| 300]: Train Loss:0.0017704,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 17:11:56,127 - ice00001 - [INFO] - [E:354| 400]: Train Loss:0.0017706,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 17:13:34,292 - ice00001 - [INFO] - [E:354| 500]: Train Loss:0.0017702,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 17:15:12,358 - ice00001 - [INFO] - [E:354| 600]: Train Loss:0.001771,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 17:16:41,192 - ice00001 - [INFO] - [E:354| 700]: Train Loss:0.0017717,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 17:18:19,878 - ice00001 - [INFO] - [E:354| 800]: Train Loss:0.0017723,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 17:19:58,446 - ice00001 - [INFO] - [E:354| 900]: Train Loss:0.0017728,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 17:21:07,204 - ice00001 - [INFO] - [Epoch:354]:  Training Loss:0.001773
 | 
						|
 | 
						|
2023-05-23 17:21:07,462 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 17:21:29,566 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 17:21:51,447 - ice00001 - [INFO] - [Evaluating Epoch 354 valid]: 
 | 
						|
	MRR: Tail : 0.42313, Head : 0.37293, Avg : 0.39803
 | 
						|
 | 
						|
2023-05-23 17:21:51,447 - ice00001 - [INFO] - [Epoch 354]:  Training Loss: 0.0017731,  Valid MRR: 0.39857, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 17:21:52,211 - ice00001 - [INFO] - [E:355| 0]: Train Loss:0.0017813,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 17:23:30,309 - ice00001 - [INFO] - [E:355| 100]: Train Loss:0.001771,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 17:24:59,368 - ice00001 - [INFO] - [E:355| 200]: Train Loss:0.0017682,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 17:26:38,133 - ice00001 - [INFO] - [E:355| 300]: Train Loss:0.0017689,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 17:28:15,774 - ice00001 - [INFO] - [E:355| 400]: Train Loss:0.0017701,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 17:29:54,304 - ice00001 - [INFO] - [E:355| 500]: Train Loss:0.0017705,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 17:31:30,582 - ice00001 - [INFO] - [E:355| 600]: Train Loss:0.0017715,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 17:33:00,872 - ice00001 - [INFO] - [E:355| 700]: Train Loss:0.001771,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 17:34:38,892 - ice00001 - [INFO] - [E:355| 800]: Train Loss:0.0017714,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 17:36:17,076 - ice00001 - [INFO] - [E:355| 900]: Train Loss:0.0017719,  Val MRR:0.39857, 	ice00001
 | 
						|
2023-05-23 17:37:26,225 - ice00001 - [INFO] - [Epoch:355]:  Training Loss:0.001772
 | 
						|
 | 
						|
2023-05-23 17:37:26,591 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 17:37:48,399 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 17:38:09,900 - ice00001 - [INFO] - [Evaluating Epoch 355 valid]: 
 | 
						|
	MRR: Tail : 0.42471, Head : 0.37257, Avg : 0.39864
 | 
						|
 | 
						|
2023-05-23 17:38:11,429 - ice00001 - [INFO] - [Epoch 355]:  Training Loss: 0.0017725,  Valid MRR: 0.39864, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 17:38:12,466 - ice00001 - [INFO] - [E:356| 0]: Train Loss:0.0017954,  Val MRR:0.39864, 	ice00001
 | 
						|
2023-05-23 17:39:41,107 - ice00001 - [INFO] - [E:356| 100]: Train Loss:0.0017623,  Val MRR:0.39864, 	ice00001
 | 
						|
2023-05-23 17:41:19,746 - ice00001 - [INFO] - [E:356| 200]: Train Loss:0.0017668,  Val MRR:0.39864, 	ice00001
 | 
						|
2023-05-23 17:42:58,481 - ice00001 - [INFO] - [E:356| 300]: Train Loss:0.0017677,  Val MRR:0.39864, 	ice00001
 | 
						|
2023-05-23 17:44:37,058 - ice00001 - [INFO] - [E:356| 400]: Train Loss:0.0017677,  Val MRR:0.39864, 	ice00001
 | 
						|
2023-05-23 17:46:14,892 - ice00001 - [INFO] - [E:356| 500]: Train Loss:0.0017692,  Val MRR:0.39864, 	ice00001
 | 
						|
2023-05-23 17:47:42,943 - ice00001 - [INFO] - [E:356| 600]: Train Loss:0.0017698,  Val MRR:0.39864, 	ice00001
 | 
						|
2023-05-23 17:49:23,419 - ice00001 - [INFO] - [E:356| 700]: Train Loss:0.0017708,  Val MRR:0.39864, 	ice00001
 | 
						|
2023-05-23 17:51:01,239 - ice00001 - [INFO] - [E:356| 800]: Train Loss:0.0017717,  Val MRR:0.39864, 	ice00001
 | 
						|
2023-05-23 17:52:39,930 - ice00001 - [INFO] - [E:356| 900]: Train Loss:0.0017719,  Val MRR:0.39864, 	ice00001
 | 
						|
2023-05-23 17:53:49,054 - ice00001 - [INFO] - [Epoch:356]:  Training Loss:0.001772
 | 
						|
 | 
						|
2023-05-23 17:53:49,431 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 17:54:11,252 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 17:54:32,925 - ice00001 - [INFO] - [Evaluating Epoch 356 valid]: 
 | 
						|
	MRR: Tail : 0.42367, Head : 0.37424, Avg : 0.39895
 | 
						|
 | 
						|
2023-05-23 17:54:34,426 - ice00001 - [INFO] - [Epoch 356]:  Training Loss: 0.0017723,  Valid MRR: 0.39895, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 17:54:35,599 - ice00001 - [INFO] - [E:357| 0]: Train Loss:0.0017312,  Val MRR:0.39895, 	ice00001
 | 
						|
2023-05-23 17:56:04,077 - ice00001 - [INFO] - [E:357| 100]: Train Loss:0.0017645,  Val MRR:0.39895, 	ice00001
 | 
						|
2023-05-23 17:57:42,458 - ice00001 - [INFO] - [E:357| 200]: Train Loss:0.0017667,  Val MRR:0.39895, 	ice00001
 | 
						|
2023-05-23 17:59:21,129 - ice00001 - [INFO] - [E:357| 300]: Train Loss:0.0017665,  Val MRR:0.39895, 	ice00001
 | 
						|
2023-05-23 18:00:59,126 - ice00001 - [INFO] - [E:357| 400]: Train Loss:0.0017676,  Val MRR:0.39895, 	ice00001
 | 
						|
2023-05-23 18:02:36,935 - ice00001 - [INFO] - [E:357| 500]: Train Loss:0.0017684,  Val MRR:0.39895, 	ice00001
 | 
						|
2023-05-23 18:04:05,851 - ice00001 - [INFO] - [E:357| 600]: Train Loss:0.0017695,  Val MRR:0.39895, 	ice00001
 | 
						|
2023-05-23 18:05:43,352 - ice00001 - [INFO] - [E:357| 700]: Train Loss:0.0017697,  Val MRR:0.39895, 	ice00001
 | 
						|
2023-05-23 18:07:21,399 - ice00001 - [INFO] - [E:357| 800]: Train Loss:0.0017703,  Val MRR:0.39895, 	ice00001
 | 
						|
2023-05-23 18:08:59,896 - ice00001 - [INFO] - [E:357| 900]: Train Loss:0.0017707,  Val MRR:0.39895, 	ice00001
 | 
						|
2023-05-23 18:10:08,593 - ice00001 - [INFO] - [Epoch:357]:  Training Loss:0.001771
 | 
						|
 | 
						|
2023-05-23 18:10:08,976 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 18:10:31,118 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 18:10:45,651 - ice00001 - [INFO] - [Evaluating Epoch 357 valid]: 
 | 
						|
	MRR: Tail : 0.4242, Head : 0.37403, Avg : 0.39911
 | 
						|
 | 
						|
2023-05-23 18:10:47,148 - ice00001 - [INFO] - [Epoch 357]:  Training Loss: 0.0017713,  Valid MRR: 0.39911, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 18:10:47,801 - ice00001 - [INFO] - [E:358| 0]: Train Loss:0.0017923,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 18:12:23,758 - ice00001 - [INFO] - [E:358| 100]: Train Loss:0.0017682,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 18:14:02,418 - ice00001 - [INFO] - [E:358| 200]: Train Loss:0.001768,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 18:15:41,102 - ice00001 - [INFO] - [E:358| 300]: Train Loss:0.0017689,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 18:17:19,913 - ice00001 - [INFO] - [E:358| 400]: Train Loss:0.0017694,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 18:18:48,601 - ice00001 - [INFO] - [E:358| 500]: Train Loss:0.0017694,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 18:20:27,295 - ice00001 - [INFO] - [E:358| 600]: Train Loss:0.0017695,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 18:22:05,664 - ice00001 - [INFO] - [E:358| 700]: Train Loss:0.0017702,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 18:23:43,918 - ice00001 - [INFO] - [E:358| 800]: Train Loss:0.0017704,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 18:25:22,613 - ice00001 - [INFO] - [E:358| 900]: Train Loss:0.0017707,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 18:26:23,143 - ice00001 - [INFO] - [Epoch:358]:  Training Loss:0.001771
 | 
						|
 | 
						|
2023-05-23 18:26:23,356 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 18:26:44,147 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 18:27:05,703 - ice00001 - [INFO] - [Evaluating Epoch 358 valid]: 
 | 
						|
	MRR: Tail : 0.42189, Head : 0.37236, Avg : 0.39712
 | 
						|
 | 
						|
2023-05-23 18:27:05,703 - ice00001 - [INFO] - [Epoch 358]:  Training Loss: 0.0017711,  Valid MRR: 0.39911, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 18:27:06,745 - ice00001 - [INFO] - [E:359| 0]: Train Loss:0.0017632,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 18:28:45,355 - ice00001 - [INFO] - [E:359| 100]: Train Loss:0.0017688,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 18:30:23,201 - ice00001 - [INFO] - [E:359| 200]: Train Loss:0.0017674,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 18:32:03,559 - ice00001 - [INFO] - [E:359| 300]: Train Loss:0.0017667,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 18:33:41,348 - ice00001 - [INFO] - [E:359| 400]: Train Loss:0.0017683,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 18:35:10,156 - ice00001 - [INFO] - [E:359| 500]: Train Loss:0.0017687,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 18:36:48,548 - ice00001 - [INFO] - [E:359| 600]: Train Loss:0.0017701,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 18:38:27,111 - ice00001 - [INFO] - [E:359| 700]: Train Loss:0.0017701,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 18:40:05,382 - ice00001 - [INFO] - [E:359| 800]: Train Loss:0.0017704,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 18:41:43,023 - ice00001 - [INFO] - [E:359| 900]: Train Loss:0.0017703,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 18:42:42,306 - ice00001 - [INFO] - [Epoch:359]:  Training Loss:0.00177
 | 
						|
 | 
						|
2023-05-23 18:42:42,814 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 18:43:04,708 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 18:43:26,297 - ice00001 - [INFO] - [Evaluating Epoch 359 valid]: 
 | 
						|
	MRR: Tail : 0.42456, Head : 0.37315, Avg : 0.39885
 | 
						|
	MR: Tail : 335.73, Head : 348.32, Avg : 342.03
 | 
						|
	Hit-1: Tail : 0.31691, Head : 0.26678, Avg : 0.29184
 | 
						|
	Hit-3: Tail : 0.47603, Head : 0.41935, Avg : 0.44769
 | 
						|
	Hit-10: Tail : 0.63297, Head : 0.5849, Avg : 0.60893
 | 
						|
2023-05-23 18:43:26,298 - ice00001 - [INFO] - [Epoch 359]:  Training Loss: 0.0017704,  Valid MRR: 0.39911, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 18:43:27,337 - ice00001 - [INFO] - [E:360| 0]: Train Loss:0.001739,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 18:45:05,837 - ice00001 - [INFO] - [E:360| 100]: Train Loss:0.0017656,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 18:46:44,123 - ice00001 - [INFO] - [E:360| 200]: Train Loss:0.0017654,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 18:48:22,205 - ice00001 - [INFO] - [E:360| 300]: Train Loss:0.0017654,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 18:49:53,739 - ice00001 - [INFO] - [E:360| 400]: Train Loss:0.001766,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 18:51:28,978 - ice00001 - [INFO] - [E:360| 500]: Train Loss:0.0017675,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 18:53:07,332 - ice00001 - [INFO] - [E:360| 600]: Train Loss:0.0017686,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 18:54:45,156 - ice00001 - [INFO] - [E:360| 700]: Train Loss:0.0017687,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 18:56:22,811 - ice00001 - [INFO] - [E:360| 800]: Train Loss:0.0017696,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 18:57:51,716 - ice00001 - [INFO] - [E:360| 900]: Train Loss:0.0017698,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 18:59:00,809 - ice00001 - [INFO] - [Epoch:360]:  Training Loss:0.00177
 | 
						|
 | 
						|
2023-05-23 18:59:01,144 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 18:59:23,157 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 18:59:45,048 - ice00001 - [INFO] - [Evaluating Epoch 360 valid]: 
 | 
						|
	MRR: Tail : 0.42339, Head : 0.37305, Avg : 0.39822
 | 
						|
 | 
						|
2023-05-23 18:59:45,048 - ice00001 - [INFO] - [Epoch 360]:  Training Loss: 0.0017705,  Valid MRR: 0.39911, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 18:59:45,817 - ice00001 - [INFO] - [E:361| 0]: Train Loss:0.0018002,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 19:01:23,919 - ice00001 - [INFO] - [E:361| 100]: Train Loss:0.0017667,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 19:03:01,984 - ice00001 - [INFO] - [E:361| 200]: Train Loss:0.0017677,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 19:04:39,770 - ice00001 - [INFO] - [E:361| 300]: Train Loss:0.0017679,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 19:06:07,978 - ice00001 - [INFO] - [E:361| 400]: Train Loss:0.0017674,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 19:07:45,783 - ice00001 - [INFO] - [E:361| 500]: Train Loss:0.0017681,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 19:09:23,654 - ice00001 - [INFO] - [E:361| 600]: Train Loss:0.0017683,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 19:11:01,746 - ice00001 - [INFO] - [E:361| 700]: Train Loss:0.0017688,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 19:12:40,530 - ice00001 - [INFO] - [E:361| 800]: Train Loss:0.0017692,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 19:14:09,319 - ice00001 - [INFO] - [E:361| 900]: Train Loss:0.0017695,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 19:15:20,573 - ice00001 - [INFO] - [Epoch:361]:  Training Loss:0.00177
 | 
						|
 | 
						|
2023-05-23 19:15:21,079 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 19:15:42,933 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 19:16:04,479 - ice00001 - [INFO] - [Evaluating Epoch 361 valid]: 
 | 
						|
	MRR: Tail : 0.42398, Head : 0.37245, Avg : 0.39821
 | 
						|
 | 
						|
2023-05-23 19:16:04,479 - ice00001 - [INFO] - [Epoch 361]:  Training Loss: 0.0017701,  Valid MRR: 0.39911, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 19:16:05,515 - ice00001 - [INFO] - [E:362| 0]: Train Loss:0.0018105,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 19:17:43,995 - ice00001 - [INFO] - [E:362| 100]: Train Loss:0.0017638,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 19:19:22,758 - ice00001 - [INFO] - [E:362| 200]: Train Loss:0.0017672,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 19:21:00,773 - ice00001 - [INFO] - [E:362| 300]: Train Loss:0.0017681,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 19:22:29,241 - ice00001 - [INFO] - [E:362| 400]: Train Loss:0.0017674,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 19:24:07,040 - ice00001 - [INFO] - [E:362| 500]: Train Loss:0.0017679,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 19:25:44,658 - ice00001 - [INFO] - [E:362| 600]: Train Loss:0.0017684,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 19:27:22,967 - ice00001 - [INFO] - [E:362| 700]: Train Loss:0.0017693,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 19:29:01,132 - ice00001 - [INFO] - [E:362| 800]: Train Loss:0.0017695,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 19:30:30,004 - ice00001 - [INFO] - [E:362| 900]: Train Loss:0.0017698,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 19:31:38,722 - ice00001 - [INFO] - [Epoch:362]:  Training Loss:0.00177
 | 
						|
 | 
						|
2023-05-23 19:31:39,062 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 19:32:01,053 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 19:32:22,650 - ice00001 - [INFO] - [Evaluating Epoch 362 valid]: 
 | 
						|
	MRR: Tail : 0.42425, Head : 0.37241, Avg : 0.39833
 | 
						|
 | 
						|
2023-05-23 19:32:22,650 - ice00001 - [INFO] - [Epoch 362]:  Training Loss: 0.00177,  Valid MRR: 0.39911, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 19:32:23,656 - ice00001 - [INFO] - [E:363| 0]: Train Loss:0.0017937,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 19:34:01,886 - ice00001 - [INFO] - [E:363| 100]: Train Loss:0.0017692,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 19:35:40,174 - ice00001 - [INFO] - [E:363| 200]: Train Loss:0.0017684,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 19:37:08,807 - ice00001 - [INFO] - [E:363| 300]: Train Loss:0.0017666,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 19:38:46,895 - ice00001 - [INFO] - [E:363| 400]: Train Loss:0.0017676,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 19:40:24,896 - ice00001 - [INFO] - [E:363| 500]: Train Loss:0.0017682,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 19:42:02,864 - ice00001 - [INFO] - [E:363| 600]: Train Loss:0.001769,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 19:43:41,130 - ice00001 - [INFO] - [E:363| 700]: Train Loss:0.0017692,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 19:45:09,522 - ice00001 - [INFO] - [E:363| 800]: Train Loss:0.001769,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 19:46:47,098 - ice00001 - [INFO] - [E:363| 900]: Train Loss:0.0017691,  Val MRR:0.39911, 	ice00001
 | 
						|
2023-05-23 19:47:56,618 - ice00001 - [INFO] - [Epoch:363]:  Training Loss:0.00177
 | 
						|
 | 
						|
2023-05-23 19:47:57,125 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 19:48:19,028 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 19:48:40,598 - ice00001 - [INFO] - [Evaluating Epoch 363 valid]: 
 | 
						|
	MRR: Tail : 0.42545, Head : 0.37383, Avg : 0.39964
 | 
						|
 | 
						|
2023-05-23 19:48:42,089 - ice00001 - [INFO] - [Epoch 363]:  Training Loss: 0.0017695,  Valid MRR: 0.39964, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 19:48:43,136 - ice00001 - [INFO] - [E:364| 0]: Train Loss:0.0017792,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 19:50:21,695 - ice00001 - [INFO] - [E:364| 100]: Train Loss:0.0017626,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 19:51:59,968 - ice00001 - [INFO] - [E:364| 200]: Train Loss:0.0017641,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 19:53:28,255 - ice00001 - [INFO] - [E:364| 300]: Train Loss:0.0017665,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 19:55:06,750 - ice00001 - [INFO] - [E:364| 400]: Train Loss:0.001766,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 19:56:45,281 - ice00001 - [INFO] - [E:364| 500]: Train Loss:0.0017664,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 19:58:25,146 - ice00001 - [INFO] - [E:364| 600]: Train Loss:0.0017666,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:00:02,651 - ice00001 - [INFO] - [E:364| 700]: Train Loss:0.0017676,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:01:31,293 - ice00001 - [INFO] - [E:364| 800]: Train Loss:0.0017673,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:03:09,686 - ice00001 - [INFO] - [E:364| 900]: Train Loss:0.0017683,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:04:18,480 - ice00001 - [INFO] - [Epoch:364]:  Training Loss:0.001769
 | 
						|
 | 
						|
2023-05-23 20:04:18,870 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 20:04:40,805 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 20:05:02,457 - ice00001 - [INFO] - [Evaluating Epoch 364 valid]: 
 | 
						|
	MRR: Tail : 0.42419, Head : 0.3715, Avg : 0.39785
 | 
						|
 | 
						|
2023-05-23 20:05:02,457 - ice00001 - [INFO] - [Epoch 364]:  Training Loss: 0.0017688,  Valid MRR: 0.39964, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 20:05:03,411 - ice00001 - [INFO] - [E:365| 0]: Train Loss:0.0018008,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:06:41,392 - ice00001 - [INFO] - [E:365| 100]: Train Loss:0.0017651,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:08:18,736 - ice00001 - [INFO] - [E:365| 200]: Train Loss:0.0017646,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:09:47,827 - ice00001 - [INFO] - [E:365| 300]: Train Loss:0.001764,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:11:26,498 - ice00001 - [INFO] - [E:365| 400]: Train Loss:0.0017658,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:13:04,514 - ice00001 - [INFO] - [E:365| 500]: Train Loss:0.0017663,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:14:42,429 - ice00001 - [INFO] - [E:365| 600]: Train Loss:0.0017669,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:16:15,884 - ice00001 - [INFO] - [E:365| 700]: Train Loss:0.0017671,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:17:49,294 - ice00001 - [INFO] - [E:365| 800]: Train Loss:0.0017676,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:19:27,308 - ice00001 - [INFO] - [E:365| 900]: Train Loss:0.0017682,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:20:35,998 - ice00001 - [INFO] - [Epoch:365]:  Training Loss:0.001769
 | 
						|
 | 
						|
2023-05-23 20:20:36,338 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 20:20:58,337 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 20:21:19,972 - ice00001 - [INFO] - [Evaluating Epoch 365 valid]: 
 | 
						|
	MRR: Tail : 0.4231, Head : 0.37259, Avg : 0.39785
 | 
						|
 | 
						|
2023-05-23 20:21:19,972 - ice00001 - [INFO] - [Epoch 365]:  Training Loss: 0.0017687,  Valid MRR: 0.39964, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 20:21:20,970 - ice00001 - [INFO] - [E:366| 0]: Train Loss:0.0017943,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:22:59,651 - ice00001 - [INFO] - [E:366| 100]: Train Loss:0.0017582,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:24:28,655 - ice00001 - [INFO] - [E:366| 200]: Train Loss:0.0017628,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:26:06,971 - ice00001 - [INFO] - [E:366| 300]: Train Loss:0.0017633,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:27:44,592 - ice00001 - [INFO] - [E:366| 400]: Train Loss:0.0017647,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:29:22,097 - ice00001 - [INFO] - [E:366| 500]: Train Loss:0.0017657,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:31:00,085 - ice00001 - [INFO] - [E:366| 600]: Train Loss:0.0017661,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:32:28,686 - ice00001 - [INFO] - [E:366| 700]: Train Loss:0.0017673,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:34:06,626 - ice00001 - [INFO] - [E:366| 800]: Train Loss:0.0017671,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:35:45,165 - ice00001 - [INFO] - [E:366| 900]: Train Loss:0.0017674,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:36:54,538 - ice00001 - [INFO] - [Epoch:366]:  Training Loss:0.001768
 | 
						|
 | 
						|
2023-05-23 20:36:54,921 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 20:37:17,137 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 20:37:38,776 - ice00001 - [INFO] - [Evaluating Epoch 366 valid]: 
 | 
						|
	MRR: Tail : 0.42451, Head : 0.37356, Avg : 0.39903
 | 
						|
 | 
						|
2023-05-23 20:37:38,776 - ice00001 - [INFO] - [Epoch 366]:  Training Loss: 0.0017679,  Valid MRR: 0.39964, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 20:37:39,553 - ice00001 - [INFO] - [E:367| 0]: Train Loss:0.0017382,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:39:17,129 - ice00001 - [INFO] - [E:367| 100]: Train Loss:0.0017637,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:40:44,977 - ice00001 - [INFO] - [E:367| 200]: Train Loss:0.0017633,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:42:25,478 - ice00001 - [INFO] - [E:367| 300]: Train Loss:0.0017639,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:44:04,139 - ice00001 - [INFO] - [E:367| 400]: Train Loss:0.0017652,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:45:43,013 - ice00001 - [INFO] - [E:367| 500]: Train Loss:0.0017659,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:47:21,240 - ice00001 - [INFO] - [E:367| 600]: Train Loss:0.0017663,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:48:49,410 - ice00001 - [INFO] - [E:367| 700]: Train Loss:0.0017668,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:50:26,969 - ice00001 - [INFO] - [E:367| 800]: Train Loss:0.0017673,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:52:04,806 - ice00001 - [INFO] - [E:367| 900]: Train Loss:0.0017674,  Val MRR:0.39964, 	ice00001
 | 
						|
2023-05-23 20:53:13,893 - ice00001 - [INFO] - [Epoch:367]:  Training Loss:0.001768
 | 
						|
 | 
						|
2023-05-23 20:53:14,359 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 20:53:36,180 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 20:53:57,718 - ice00001 - [INFO] - [Evaluating Epoch 367 valid]: 
 | 
						|
	MRR: Tail : 0.42508, Head : 0.37428, Avg : 0.39968
 | 
						|
 | 
						|
2023-05-23 20:53:59,123 - ice00001 - [INFO] - [Epoch 367]:  Training Loss: 0.0017677,  Valid MRR: 0.39968, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 20:53:59,885 - ice00001 - [INFO] - [E:368| 0]: Train Loss:0.0017604,  Val MRR:0.39968, 	ice00001
 | 
						|
2023-05-23 20:55:31,509 - ice00001 - [INFO] - [E:368| 100]: Train Loss:0.0017653,  Val MRR:0.39968, 	ice00001
 | 
						|
2023-05-23 20:57:06,331 - ice00001 - [INFO] - [E:368| 200]: Train Loss:0.0017646,  Val MRR:0.39968, 	ice00001
 | 
						|
2023-05-23 20:58:43,958 - ice00001 - [INFO] - [E:368| 300]: Train Loss:0.0017645,  Val MRR:0.39968, 	ice00001
 | 
						|
2023-05-23 21:00:22,091 - ice00001 - [INFO] - [E:368| 400]: Train Loss:0.001765,  Val MRR:0.39968, 	ice00001
 | 
						|
2023-05-23 21:02:00,807 - ice00001 - [INFO] - [E:368| 500]: Train Loss:0.0017648,  Val MRR:0.39968, 	ice00001
 | 
						|
2023-05-23 21:03:29,703 - ice00001 - [INFO] - [E:368| 600]: Train Loss:0.0017659,  Val MRR:0.39968, 	ice00001
 | 
						|
2023-05-23 21:05:08,320 - ice00001 - [INFO] - [E:368| 700]: Train Loss:0.0017658,  Val MRR:0.39968, 	ice00001
 | 
						|
2023-05-23 21:06:46,578 - ice00001 - [INFO] - [E:368| 800]: Train Loss:0.0017669,  Val MRR:0.39968, 	ice00001
 | 
						|
2023-05-23 21:08:24,576 - ice00001 - [INFO] - [E:368| 900]: Train Loss:0.0017672,  Val MRR:0.39968, 	ice00001
 | 
						|
2023-05-23 21:09:33,496 - ice00001 - [INFO] - [Epoch:368]:  Training Loss:0.001767
 | 
						|
 | 
						|
2023-05-23 21:09:34,003 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 21:09:55,917 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 21:10:17,478 - ice00001 - [INFO] - [Evaluating Epoch 368 valid]: 
 | 
						|
	MRR: Tail : 0.42553, Head : 0.3748, Avg : 0.40017
 | 
						|
 | 
						|
2023-05-23 21:10:18,939 - ice00001 - [INFO] - [Epoch 368]:  Training Loss: 0.0017674,  Valid MRR: 0.40017, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 21:10:19,994 - ice00001 - [INFO] - [E:369| 0]: Train Loss:0.0017447,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 21:11:48,183 - ice00001 - [INFO] - [E:369| 100]: Train Loss:0.0017646,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 21:13:26,089 - ice00001 - [INFO] - [E:369| 200]: Train Loss:0.0017645,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 21:15:03,814 - ice00001 - [INFO] - [E:369| 300]: Train Loss:0.0017643,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 21:16:42,207 - ice00001 - [INFO] - [E:369| 400]: Train Loss:0.0017645,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 21:18:20,207 - ice00001 - [INFO] - [E:369| 500]: Train Loss:0.0017651,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 21:19:48,554 - ice00001 - [INFO] - [E:369| 600]: Train Loss:0.0017654,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 21:21:27,061 - ice00001 - [INFO] - [E:369| 700]: Train Loss:0.0017656,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 21:23:05,036 - ice00001 - [INFO] - [E:369| 800]: Train Loss:0.0017656,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 21:24:45,761 - ice00001 - [INFO] - [E:369| 900]: Train Loss:0.0017662,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 21:25:54,421 - ice00001 - [INFO] - [Epoch:369]:  Training Loss:0.001767
 | 
						|
 | 
						|
2023-05-23 21:25:54,765 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 21:26:16,746 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 21:26:38,695 - ice00001 - [INFO] - [Evaluating Epoch 369 valid]: 
 | 
						|
	MRR: Tail : 0.42351, Head : 0.37317, Avg : 0.39834
 | 
						|
	MR: Tail : 334.85, Head : 344.91, Avg : 339.88
 | 
						|
	Hit-1: Tail : 0.31533, Head : 0.26629, Avg : 0.29081
 | 
						|
	Hit-3: Tail : 0.47518, Head : 0.42032, Avg : 0.44775
 | 
						|
	Hit-10: Tail : 0.63466, Head : 0.5849, Avg : 0.60978
 | 
						|
2023-05-23 21:26:38,695 - ice00001 - [INFO] - [Epoch 369]:  Training Loss: 0.0017666,  Valid MRR: 0.40017, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 21:26:39,453 - ice00001 - [INFO] - [E:370| 0]: Train Loss:0.0017928,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 21:28:07,814 - ice00001 - [INFO] - [E:370| 100]: Train Loss:0.0017612,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 21:29:45,442 - ice00001 - [INFO] - [E:370| 200]: Train Loss:0.0017639,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 21:31:23,859 - ice00001 - [INFO] - [E:370| 300]: Train Loss:0.0017627,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 21:33:01,702 - ice00001 - [INFO] - [E:370| 400]: Train Loss:0.0017635,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 21:34:38,071 - ice00001 - [INFO] - [E:370| 500]: Train Loss:0.0017644,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 21:36:09,415 - ice00001 - [INFO] - [E:370| 600]: Train Loss:0.0017645,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 21:37:47,406 - ice00001 - [INFO] - [E:370| 700]: Train Loss:0.0017652,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 21:39:26,154 - ice00001 - [INFO] - [E:370| 800]: Train Loss:0.0017652,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 21:41:04,554 - ice00001 - [INFO] - [E:370| 900]: Train Loss:0.0017658,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 21:42:13,577 - ice00001 - [INFO] - [Epoch:370]:  Training Loss:0.001766
 | 
						|
 | 
						|
2023-05-23 21:42:13,919 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 21:42:30,093 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 21:42:46,976 - ice00001 - [INFO] - [Evaluating Epoch 370 valid]: 
 | 
						|
	MRR: Tail : 0.42291, Head : 0.37409, Avg : 0.3985
 | 
						|
 | 
						|
2023-05-23 21:42:46,976 - ice00001 - [INFO] - [Epoch 370]:  Training Loss: 0.0017662,  Valid MRR: 0.40017, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 21:42:47,753 - ice00001 - [INFO] - [E:371| 0]: Train Loss:0.0018197,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 21:44:26,462 - ice00001 - [INFO] - [E:371| 100]: Train Loss:0.0017595,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 21:46:05,069 - ice00001 - [INFO] - [E:371| 200]: Train Loss:0.0017641,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 21:47:43,178 - ice00001 - [INFO] - [E:371| 300]: Train Loss:0.0017628,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 21:49:21,731 - ice00001 - [INFO] - [E:371| 400]: Train Loss:0.0017634,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 21:50:50,125 - ice00001 - [INFO] - [E:371| 500]: Train Loss:0.0017639,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 21:52:27,997 - ice00001 - [INFO] - [E:371| 600]: Train Loss:0.0017651,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 21:54:05,735 - ice00001 - [INFO] - [E:371| 700]: Train Loss:0.0017647,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 21:55:43,743 - ice00001 - [INFO] - [E:371| 800]: Train Loss:0.0017655,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 21:57:21,279 - ice00001 - [INFO] - [E:371| 900]: Train Loss:0.0017662,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 21:58:20,805 - ice00001 - [INFO] - [Epoch:371]:  Training Loss:0.001766
 | 
						|
 | 
						|
2023-05-23 21:58:21,021 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 21:58:42,695 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 21:59:04,231 - ice00001 - [INFO] - [Evaluating Epoch 371 valid]: 
 | 
						|
	MRR: Tail : 0.42444, Head : 0.37455, Avg : 0.39949
 | 
						|
 | 
						|
2023-05-23 21:59:04,231 - ice00001 - [INFO] - [Epoch 371]:  Training Loss: 0.0017663,  Valid MRR: 0.40017, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 21:59:05,280 - ice00001 - [INFO] - [E:372| 0]: Train Loss:0.0017677,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:00:43,983 - ice00001 - [INFO] - [E:372| 100]: Train Loss:0.0017627,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:02:22,399 - ice00001 - [INFO] - [E:372| 200]: Train Loss:0.0017626,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:04:00,732 - ice00001 - [INFO] - [E:372| 300]: Train Loss:0.0017631,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:05:38,389 - ice00001 - [INFO] - [E:372| 400]: Train Loss:0.0017625,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:07:06,751 - ice00001 - [INFO] - [E:372| 500]: Train Loss:0.0017637,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:08:46,827 - ice00001 - [INFO] - [E:372| 600]: Train Loss:0.0017644,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:10:24,403 - ice00001 - [INFO] - [E:372| 700]: Train Loss:0.0017645,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:12:02,449 - ice00001 - [INFO] - [E:372| 800]: Train Loss:0.0017644,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:13:40,024 - ice00001 - [INFO] - [E:372| 900]: Train Loss:0.0017651,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:14:39,243 - ice00001 - [INFO] - [Epoch:372]:  Training Loss:0.001766
 | 
						|
 | 
						|
2023-05-23 22:14:39,629 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 22:15:01,485 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 22:15:23,013 - ice00001 - [INFO] - [Evaluating Epoch 372 valid]: 
 | 
						|
	MRR: Tail : 0.42268, Head : 0.37426, Avg : 0.39847
 | 
						|
 | 
						|
2023-05-23 22:15:23,013 - ice00001 - [INFO] - [Epoch 372]:  Training Loss: 0.0017656,  Valid MRR: 0.40017, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 22:15:24,057 - ice00001 - [INFO] - [E:373| 0]: Train Loss:0.0017362,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:17:01,796 - ice00001 - [INFO] - [E:373| 100]: Train Loss:0.0017645,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:18:39,639 - ice00001 - [INFO] - [E:373| 200]: Train Loss:0.0017634,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:20:17,095 - ice00001 - [INFO] - [E:373| 300]: Train Loss:0.0017642,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:21:52,570 - ice00001 - [INFO] - [E:373| 400]: Train Loss:0.0017637,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:23:23,263 - ice00001 - [INFO] - [E:373| 500]: Train Loss:0.0017637,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:25:02,045 - ice00001 - [INFO] - [E:373| 600]: Train Loss:0.0017634,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:26:40,102 - ice00001 - [INFO] - [E:373| 700]: Train Loss:0.0017637,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:28:17,966 - ice00001 - [INFO] - [E:373| 800]: Train Loss:0.0017646,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:29:49,911 - ice00001 - [INFO] - [E:373| 900]: Train Loss:0.0017645,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:30:55,569 - ice00001 - [INFO] - [Epoch:373]:  Training Loss:0.001765
 | 
						|
 | 
						|
2023-05-23 22:30:55,827 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 22:31:17,926 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 22:31:39,581 - ice00001 - [INFO] - [Evaluating Epoch 373 valid]: 
 | 
						|
	MRR: Tail : 0.42279, Head : 0.37394, Avg : 0.39836
 | 
						|
 | 
						|
2023-05-23 22:31:39,581 - ice00001 - [INFO] - [Epoch 373]:  Training Loss: 0.0017651,  Valid MRR: 0.40017, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 22:31:40,563 - ice00001 - [INFO] - [E:374| 0]: Train Loss:0.0017383,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:33:19,364 - ice00001 - [INFO] - [E:374| 100]: Train Loss:0.0017607,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:34:57,322 - ice00001 - [INFO] - [E:374| 200]: Train Loss:0.0017592,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:36:35,372 - ice00001 - [INFO] - [E:374| 300]: Train Loss:0.0017603,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:38:03,581 - ice00001 - [INFO] - [E:374| 400]: Train Loss:0.0017592,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:39:41,990 - ice00001 - [INFO] - [E:374| 500]: Train Loss:0.0017599,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:41:19,876 - ice00001 - [INFO] - [E:374| 600]: Train Loss:0.0017612,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:42:58,212 - ice00001 - [INFO] - [E:374| 700]: Train Loss:0.0017623,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:44:36,223 - ice00001 - [INFO] - [E:374| 800]: Train Loss:0.0017631,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:46:04,268 - ice00001 - [INFO] - [E:374| 900]: Train Loss:0.0017641,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:47:12,949 - ice00001 - [INFO] - [Epoch:374]:  Training Loss:0.001765
 | 
						|
 | 
						|
2023-05-23 22:47:13,292 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 22:47:35,212 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 22:47:56,859 - ice00001 - [INFO] - [Evaluating Epoch 374 valid]: 
 | 
						|
	MRR: Tail : 0.42332, Head : 0.37319, Avg : 0.39826
 | 
						|
 | 
						|
2023-05-23 22:47:56,859 - ice00001 - [INFO] - [Epoch 374]:  Training Loss: 0.0017646,  Valid MRR: 0.40017, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 22:47:57,846 - ice00001 - [INFO] - [E:375| 0]: Train Loss:0.001726,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:49:36,371 - ice00001 - [INFO] - [E:375| 100]: Train Loss:0.0017586,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:51:16,581 - ice00001 - [INFO] - [E:375| 200]: Train Loss:0.0017604,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:52:55,128 - ice00001 - [INFO] - [E:375| 300]: Train Loss:0.0017612,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:54:23,279 - ice00001 - [INFO] - [E:375| 400]: Train Loss:0.001763,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:56:02,081 - ice00001 - [INFO] - [E:375| 500]: Train Loss:0.0017629,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:57:40,353 - ice00001 - [INFO] - [E:375| 600]: Train Loss:0.0017634,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 22:59:18,570 - ice00001 - [INFO] - [E:375| 700]: Train Loss:0.0017634,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:00:56,456 - ice00001 - [INFO] - [E:375| 800]: Train Loss:0.0017642,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:02:24,811 - ice00001 - [INFO] - [E:375| 900]: Train Loss:0.0017645,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:03:33,519 - ice00001 - [INFO] - [Epoch:375]:  Training Loss:0.001764
 | 
						|
 | 
						|
2023-05-23 23:03:33,902 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 23:03:55,765 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 23:04:17,648 - ice00001 - [INFO] - [Evaluating Epoch 375 valid]: 
 | 
						|
	MRR: Tail : 0.42428, Head : 0.37347, Avg : 0.39888
 | 
						|
 | 
						|
2023-05-23 23:04:17,648 - ice00001 - [INFO] - [Epoch 375]:  Training Loss: 0.0017644,  Valid MRR: 0.40017, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 23:04:18,476 - ice00001 - [INFO] - [E:376| 0]: Train Loss:0.0017637,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:05:57,046 - ice00001 - [INFO] - [E:376| 100]: Train Loss:0.0017581,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:07:35,768 - ice00001 - [INFO] - [E:376| 200]: Train Loss:0.0017579,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:09:04,746 - ice00001 - [INFO] - [E:376| 300]: Train Loss:0.0017592,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:10:42,554 - ice00001 - [INFO] - [E:376| 400]: Train Loss:0.0017612,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:12:21,272 - ice00001 - [INFO] - [E:376| 500]: Train Loss:0.0017612,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:13:58,897 - ice00001 - [INFO] - [E:376| 600]: Train Loss:0.0017613,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:15:36,796 - ice00001 - [INFO] - [E:376| 700]: Train Loss:0.0017627,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:17:05,745 - ice00001 - [INFO] - [E:376| 800]: Train Loss:0.0017631,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:18:44,157 - ice00001 - [INFO] - [E:376| 900]: Train Loss:0.0017637,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:19:53,038 - ice00001 - [INFO] - [Epoch:376]:  Training Loss:0.001764
 | 
						|
 | 
						|
2023-05-23 23:19:53,436 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 23:20:15,532 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 23:20:37,086 - ice00001 - [INFO] - [Evaluating Epoch 376 valid]: 
 | 
						|
	MRR: Tail : 0.42436, Head : 0.37389, Avg : 0.39912
 | 
						|
 | 
						|
2023-05-23 23:20:37,086 - ice00001 - [INFO] - [Epoch 376]:  Training Loss: 0.0017639,  Valid MRR: 0.40017, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 23:20:38,137 - ice00001 - [INFO] - [E:377| 0]: Train Loss:0.001729,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:22:16,577 - ice00001 - [INFO] - [E:377| 100]: Train Loss:0.0017588,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:23:54,292 - ice00001 - [INFO] - [E:377| 200]: Train Loss:0.0017576,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:25:22,555 - ice00001 - [INFO] - [E:377| 300]: Train Loss:0.0017591,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:27:00,441 - ice00001 - [INFO] - [E:377| 400]: Train Loss:0.0017606,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:28:38,400 - ice00001 - [INFO] - [E:377| 500]: Train Loss:0.0017608,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:30:15,664 - ice00001 - [INFO] - [E:377| 600]: Train Loss:0.0017612,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:31:53,446 - ice00001 - [INFO] - [E:377| 700]: Train Loss:0.0017618,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:33:21,847 - ice00001 - [INFO] - [E:377| 800]: Train Loss:0.0017628,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:35:01,699 - ice00001 - [INFO] - [E:377| 900]: Train Loss:0.0017632,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:36:10,580 - ice00001 - [INFO] - [Epoch:377]:  Training Loss:0.001763
 | 
						|
 | 
						|
2023-05-23 23:36:10,946 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 23:36:32,746 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 23:36:54,281 - ice00001 - [INFO] - [Evaluating Epoch 377 valid]: 
 | 
						|
	MRR: Tail : 0.42268, Head : 0.37347, Avg : 0.39808
 | 
						|
 | 
						|
2023-05-23 23:36:54,281 - ice00001 - [INFO] - [Epoch 377]:  Training Loss: 0.0017635,  Valid MRR: 0.40017, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 23:36:55,325 - ice00001 - [INFO] - [E:378| 0]: Train Loss:0.0017491,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:38:32,923 - ice00001 - [INFO] - [E:378| 100]: Train Loss:0.0017556,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:40:11,125 - ice00001 - [INFO] - [E:378| 200]: Train Loss:0.0017575,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:41:40,161 - ice00001 - [INFO] - [E:378| 300]: Train Loss:0.0017587,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:43:18,150 - ice00001 - [INFO] - [E:378| 400]: Train Loss:0.0017596,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:44:56,045 - ice00001 - [INFO] - [E:378| 500]: Train Loss:0.0017608,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:46:34,182 - ice00001 - [INFO] - [E:378| 600]: Train Loss:0.0017616,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:48:12,187 - ice00001 - [INFO] - [E:378| 700]: Train Loss:0.0017617,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:49:40,801 - ice00001 - [INFO] - [E:378| 800]: Train Loss:0.0017619,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:51:18,585 - ice00001 - [INFO] - [E:378| 900]: Train Loss:0.0017628,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:52:27,240 - ice00001 - [INFO] - [Epoch:378]:  Training Loss:0.001763
 | 
						|
 | 
						|
2023-05-23 23:52:27,621 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-23 23:52:49,937 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-23 23:53:11,515 - ice00001 - [INFO] - [Evaluating Epoch 378 valid]: 
 | 
						|
	MRR: Tail : 0.42356, Head : 0.3748, Avg : 0.39918
 | 
						|
 | 
						|
2023-05-23 23:53:11,516 - ice00001 - [INFO] - [Epoch 378]:  Training Loss: 0.0017629,  Valid MRR: 0.40017, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-23 23:53:12,564 - ice00001 - [INFO] - [E:379| 0]: Train Loss:0.0017714,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:54:50,470 - ice00001 - [INFO] - [E:379| 100]: Train Loss:0.0017579,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:56:19,504 - ice00001 - [INFO] - [E:379| 200]: Train Loss:0.0017594,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:57:57,160 - ice00001 - [INFO] - [E:379| 300]: Train Loss:0.00176,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-23 23:59:35,291 - ice00001 - [INFO] - [E:379| 400]: Train Loss:0.0017614,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:01:13,319 - ice00001 - [INFO] - [E:379| 500]: Train Loss:0.0017623,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:02:51,284 - ice00001 - [INFO] - [E:379| 600]: Train Loss:0.0017615,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:04:19,386 - ice00001 - [INFO] - [E:379| 700]: Train Loss:0.0017617,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:05:57,857 - ice00001 - [INFO] - [E:379| 800]: Train Loss:0.0017622,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:07:36,587 - ice00001 - [INFO] - [E:379| 900]: Train Loss:0.0017623,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:08:45,526 - ice00001 - [INFO] - [Epoch:379]:  Training Loss:0.001763
 | 
						|
 | 
						|
2023-05-24 00:08:45,785 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 00:09:07,631 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 00:09:29,457 - ice00001 - [INFO] - [Evaluating Epoch 379 valid]: 
 | 
						|
	MRR: Tail : 0.42501, Head : 0.37478, Avg : 0.3999
 | 
						|
	MR: Tail : 345.49, Head : 354.58, Avg : 350.04
 | 
						|
	Hit-1: Tail : 0.31715, Head : 0.26727, Avg : 0.29221
 | 
						|
	Hit-3: Tail : 0.47773, Head : 0.42347, Avg : 0.4506
 | 
						|
	Hit-10: Tail : 0.6343, Head : 0.58648, Avg : 0.61039
 | 
						|
2023-05-24 00:09:29,458 - ice00001 - [INFO] - [Epoch 379]:  Training Loss: 0.0017627,  Valid MRR: 0.40017, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 00:09:30,539 - ice00001 - [INFO] - [E:380| 0]: Train Loss:0.00175,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:11:08,134 - ice00001 - [INFO] - [E:380| 100]: Train Loss:0.0017564,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:12:36,442 - ice00001 - [INFO] - [E:380| 200]: Train Loss:0.0017559,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:14:14,091 - ice00001 - [INFO] - [E:380| 300]: Train Loss:0.0017582,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:15:52,036 - ice00001 - [INFO] - [E:380| 400]: Train Loss:0.0017596,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:17:30,123 - ice00001 - [INFO] - [E:380| 500]: Train Loss:0.0017598,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:19:09,936 - ice00001 - [INFO] - [E:380| 600]: Train Loss:0.0017601,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:20:38,630 - ice00001 - [INFO] - [E:380| 700]: Train Loss:0.0017611,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:22:17,126 - ice00001 - [INFO] - [E:380| 800]: Train Loss:0.0017616,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:23:54,645 - ice00001 - [INFO] - [E:380| 900]: Train Loss:0.0017619,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:25:03,586 - ice00001 - [INFO] - [Epoch:380]:  Training Loss:0.001762
 | 
						|
 | 
						|
2023-05-24 00:25:04,093 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 00:25:25,939 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 00:25:47,520 - ice00001 - [INFO] - [Evaluating Epoch 380 valid]: 
 | 
						|
	MRR: Tail : 0.42328, Head : 0.3734, Avg : 0.39834
 | 
						|
 | 
						|
2023-05-24 00:25:47,520 - ice00001 - [INFO] - [Epoch 380]:  Training Loss: 0.001762,  Valid MRR: 0.40017, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 00:25:48,563 - ice00001 - [INFO] - [E:381| 0]: Train Loss:0.0017657,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:27:26,570 - ice00001 - [INFO] - [E:381| 100]: Train Loss:0.0017622,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:28:55,116 - ice00001 - [INFO] - [E:381| 200]: Train Loss:0.00176,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:30:33,634 - ice00001 - [INFO] - [E:381| 300]: Train Loss:0.0017596,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:32:11,889 - ice00001 - [INFO] - [E:381| 400]: Train Loss:0.0017592,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:33:49,372 - ice00001 - [INFO] - [E:381| 500]: Train Loss:0.0017598,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:35:26,292 - ice00001 - [INFO] - [E:381| 600]: Train Loss:0.0017599,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:36:56,339 - ice00001 - [INFO] - [E:381| 700]: Train Loss:0.0017602,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:38:33,718 - ice00001 - [INFO] - [E:381| 800]: Train Loss:0.0017607,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:40:11,934 - ice00001 - [INFO] - [E:381| 900]: Train Loss:0.0017615,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:41:21,007 - ice00001 - [INFO] - [Epoch:381]:  Training Loss:0.001762
 | 
						|
 | 
						|
2023-05-24 00:41:21,266 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 00:41:43,216 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 00:42:04,893 - ice00001 - [INFO] - [Evaluating Epoch 381 valid]: 
 | 
						|
	MRR: Tail : 0.42312, Head : 0.37453, Avg : 0.39883
 | 
						|
 | 
						|
2023-05-24 00:42:04,893 - ice00001 - [INFO] - [Epoch 381]:  Training Loss: 0.0017619,  Valid MRR: 0.40017, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 00:42:05,995 - ice00001 - [INFO] - [E:382| 0]: Train Loss:0.0017602,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:43:34,157 - ice00001 - [INFO] - [E:382| 100]: Train Loss:0.0017595,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:45:11,687 - ice00001 - [INFO] - [E:382| 200]: Train Loss:0.0017594,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:46:49,910 - ice00001 - [INFO] - [E:382| 300]: Train Loss:0.0017588,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:48:28,584 - ice00001 - [INFO] - [E:382| 400]: Train Loss:0.0017595,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:50:06,772 - ice00001 - [INFO] - [E:382| 500]: Train Loss:0.0017598,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:51:34,563 - ice00001 - [INFO] - [E:382| 600]: Train Loss:0.0017604,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:53:13,335 - ice00001 - [INFO] - [E:382| 700]: Train Loss:0.0017608,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:54:52,059 - ice00001 - [INFO] - [E:382| 800]: Train Loss:0.001761,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:56:30,131 - ice00001 - [INFO] - [E:382| 900]: Train Loss:0.0017616,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:57:39,452 - ice00001 - [INFO] - [Epoch:382]:  Training Loss:0.001761
 | 
						|
 | 
						|
2023-05-24 00:57:39,788 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 00:58:02,065 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 00:58:23,703 - ice00001 - [INFO] - [Evaluating Epoch 382 valid]: 
 | 
						|
	MRR: Tail : 0.42489, Head : 0.37391, Avg : 0.3994
 | 
						|
 | 
						|
2023-05-24 00:58:23,703 - ice00001 - [INFO] - [Epoch 382]:  Training Loss: 0.0017615,  Valid MRR: 0.40017, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 00:58:24,462 - ice00001 - [INFO] - [E:383| 0]: Train Loss:0.0017464,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 00:59:52,652 - ice00001 - [INFO] - [E:383| 100]: Train Loss:0.0017557,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:01:31,409 - ice00001 - [INFO] - [E:383| 200]: Train Loss:0.0017589,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:03:11,521 - ice00001 - [INFO] - [E:383| 300]: Train Loss:0.0017596,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:04:50,232 - ice00001 - [INFO] - [E:383| 400]: Train Loss:0.0017594,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:06:28,091 - ice00001 - [INFO] - [E:383| 500]: Train Loss:0.0017596,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:07:56,858 - ice00001 - [INFO] - [E:383| 600]: Train Loss:0.0017605,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:09:34,323 - ice00001 - [INFO] - [E:383| 700]: Train Loss:0.0017607,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:11:12,159 - ice00001 - [INFO] - [E:383| 800]: Train Loss:0.0017613,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:12:50,482 - ice00001 - [INFO] - [E:383| 900]: Train Loss:0.0017614,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:13:59,596 - ice00001 - [INFO] - [Epoch:383]:  Training Loss:0.001761
 | 
						|
 | 
						|
2023-05-24 01:13:59,979 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 01:14:21,893 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 01:14:41,277 - ice00001 - [INFO] - [Evaluating Epoch 383 valid]: 
 | 
						|
	MRR: Tail : 0.42479, Head : 0.3754, Avg : 0.40009
 | 
						|
 | 
						|
2023-05-24 01:14:41,277 - ice00001 - [INFO] - [Epoch 383]:  Training Loss: 0.0017615,  Valid MRR: 0.40017, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 01:14:41,921 - ice00001 - [INFO] - [E:384| 0]: Train Loss:0.0017865,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:16:12,603 - ice00001 - [INFO] - [E:384| 100]: Train Loss:0.0017613,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:17:51,295 - ice00001 - [INFO] - [E:384| 200]: Train Loss:0.001758,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:19:30,066 - ice00001 - [INFO] - [E:384| 300]: Train Loss:0.001759,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:21:08,817 - ice00001 - [INFO] - [E:384| 400]: Train Loss:0.0017585,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:22:39,146 - ice00001 - [INFO] - [E:384| 500]: Train Loss:0.0017588,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:24:15,854 - ice00001 - [INFO] - [E:384| 600]: Train Loss:0.0017589,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:25:54,511 - ice00001 - [INFO] - [E:384| 700]: Train Loss:0.0017596,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:27:33,347 - ice00001 - [INFO] - [E:384| 800]: Train Loss:0.0017599,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:29:11,321 - ice00001 - [INFO] - [E:384| 900]: Train Loss:0.00176,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:30:18,176 - ice00001 - [INFO] - [Epoch:384]:  Training Loss:0.00176
 | 
						|
 | 
						|
2023-05-24 01:30:18,395 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 01:30:32,002 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 01:30:53,425 - ice00001 - [INFO] - [Evaluating Epoch 384 valid]: 
 | 
						|
	MRR: Tail : 0.4241, Head : 0.37473, Avg : 0.39942
 | 
						|
 | 
						|
2023-05-24 01:30:53,426 - ice00001 - [INFO] - [Epoch 384]:  Training Loss: 0.0017605,  Valid MRR: 0.40017, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 01:30:54,469 - ice00001 - [INFO] - [E:385| 0]: Train Loss:0.0017991,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:32:33,094 - ice00001 - [INFO] - [E:385| 100]: Train Loss:0.0017585,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:34:11,788 - ice00001 - [INFO] - [E:385| 200]: Train Loss:0.0017586,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:35:50,451 - ice00001 - [INFO] - [E:385| 300]: Train Loss:0.0017584,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:37:28,136 - ice00001 - [INFO] - [E:385| 400]: Train Loss:0.0017594,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:38:56,971 - ice00001 - [INFO] - [E:385| 500]: Train Loss:0.0017592,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:40:35,631 - ice00001 - [INFO] - [E:385| 600]: Train Loss:0.0017593,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:42:14,105 - ice00001 - [INFO] - [E:385| 700]: Train Loss:0.0017592,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:43:52,144 - ice00001 - [INFO] - [E:385| 800]: Train Loss:0.0017594,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:45:32,621 - ice00001 - [INFO] - [E:385| 900]: Train Loss:0.0017598,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:46:32,259 - ice00001 - [INFO] - [Epoch:385]:  Training Loss:0.00176
 | 
						|
 | 
						|
2023-05-24 01:46:32,599 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 01:46:54,950 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 01:47:16,482 - ice00001 - [INFO] - [Evaluating Epoch 385 valid]: 
 | 
						|
	MRR: Tail : 0.42348, Head : 0.374, Avg : 0.39874
 | 
						|
 | 
						|
2023-05-24 01:47:16,482 - ice00001 - [INFO] - [Epoch 385]:  Training Loss: 0.0017601,  Valid MRR: 0.40017, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 01:47:17,521 - ice00001 - [INFO] - [E:386| 0]: Train Loss:0.0017788,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:48:55,762 - ice00001 - [INFO] - [E:386| 100]: Train Loss:0.0017585,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:50:33,347 - ice00001 - [INFO] - [E:386| 200]: Train Loss:0.0017562,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:52:11,163 - ice00001 - [INFO] - [E:386| 300]: Train Loss:0.001758,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:53:49,012 - ice00001 - [INFO] - [E:386| 400]: Train Loss:0.0017579,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:55:18,050 - ice00001 - [INFO] - [E:386| 500]: Train Loss:0.0017585,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:56:56,534 - ice00001 - [INFO] - [E:386| 600]: Train Loss:0.0017594,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 01:58:35,239 - ice00001 - [INFO] - [E:386| 700]: Train Loss:0.0017594,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 02:00:13,340 - ice00001 - [INFO] - [E:386| 800]: Train Loss:0.0017591,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 02:01:46,975 - ice00001 - [INFO] - [E:386| 900]: Train Loss:0.0017591,  Val MRR:0.40017, 	ice00001
 | 
						|
2023-05-24 02:02:51,241 - ice00001 - [INFO] - [Epoch:386]:  Training Loss:0.00176
 | 
						|
 | 
						|
2023-05-24 02:02:51,628 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 02:03:13,531 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 02:03:35,137 - ice00001 - [INFO] - [Evaluating Epoch 386 valid]: 
 | 
						|
	MRR: Tail : 0.42462, Head : 0.37594, Avg : 0.40028
 | 
						|
 | 
						|
2023-05-24 02:03:36,798 - ice00001 - [INFO] - [Epoch 386]:  Training Loss: 0.0017596,  Valid MRR: 0.40028, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 02:03:37,611 - ice00001 - [INFO] - [E:387| 0]: Train Loss:0.0017663,  Val MRR:0.40028, 	ice00001
 | 
						|
2023-05-24 02:05:16,357 - ice00001 - [INFO] - [E:387| 100]: Train Loss:0.0017552,  Val MRR:0.40028, 	ice00001
 | 
						|
2023-05-24 02:06:55,254 - ice00001 - [INFO] - [E:387| 200]: Train Loss:0.001757,  Val MRR:0.40028, 	ice00001
 | 
						|
2023-05-24 02:08:33,686 - ice00001 - [INFO] - [E:387| 300]: Train Loss:0.0017569,  Val MRR:0.40028, 	ice00001
 | 
						|
2023-05-24 02:10:02,278 - ice00001 - [INFO] - [E:387| 400]: Train Loss:0.0017569,  Val MRR:0.40028, 	ice00001
 | 
						|
2023-05-24 02:11:40,818 - ice00001 - [INFO] - [E:387| 500]: Train Loss:0.0017566,  Val MRR:0.40028, 	ice00001
 | 
						|
2023-05-24 02:13:18,918 - ice00001 - [INFO] - [E:387| 600]: Train Loss:0.0017579,  Val MRR:0.40028, 	ice00001
 | 
						|
2023-05-24 02:14:57,866 - ice00001 - [INFO] - [E:387| 700]: Train Loss:0.0017582,  Val MRR:0.40028, 	ice00001
 | 
						|
2023-05-24 02:16:36,791 - ice00001 - [INFO] - [E:387| 800]: Train Loss:0.0017587,  Val MRR:0.40028, 	ice00001
 | 
						|
2023-05-24 02:18:05,118 - ice00001 - [INFO] - [E:387| 900]: Train Loss:0.0017595,  Val MRR:0.40028, 	ice00001
 | 
						|
2023-05-24 02:19:14,009 - ice00001 - [INFO] - [Epoch:387]:  Training Loss:0.00176
 | 
						|
 | 
						|
2023-05-24 02:19:14,413 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 02:19:36,531 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 02:19:58,153 - ice00001 - [INFO] - [Evaluating Epoch 387 valid]: 
 | 
						|
	MRR: Tail : 0.42524, Head : 0.37494, Avg : 0.40009
 | 
						|
 | 
						|
2023-05-24 02:19:58,153 - ice00001 - [INFO] - [Epoch 387]:  Training Loss: 0.0017596,  Valid MRR: 0.40028, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 02:19:58,911 - ice00001 - [INFO] - [E:388| 0]: Train Loss:0.0017564,  Val MRR:0.40028, 	ice00001
 | 
						|
2023-05-24 02:21:37,095 - ice00001 - [INFO] - [E:388| 100]: Train Loss:0.0017532,  Val MRR:0.40028, 	ice00001
 | 
						|
2023-05-24 02:23:15,562 - ice00001 - [INFO] - [E:388| 200]: Train Loss:0.0017553,  Val MRR:0.40028, 	ice00001
 | 
						|
2023-05-24 02:24:54,065 - ice00001 - [INFO] - [E:388| 300]: Train Loss:0.0017564,  Val MRR:0.40028, 	ice00001
 | 
						|
2023-05-24 02:26:22,945 - ice00001 - [INFO] - [E:388| 400]: Train Loss:0.0017567,  Val MRR:0.40028, 	ice00001
 | 
						|
2023-05-24 02:28:01,365 - ice00001 - [INFO] - [E:388| 500]: Train Loss:0.0017573,  Val MRR:0.40028, 	ice00001
 | 
						|
2023-05-24 02:29:41,527 - ice00001 - [INFO] - [E:388| 600]: Train Loss:0.0017574,  Val MRR:0.40028, 	ice00001
 | 
						|
2023-05-24 02:31:19,284 - ice00001 - [INFO] - [E:388| 700]: Train Loss:0.0017576,  Val MRR:0.40028, 	ice00001
 | 
						|
2023-05-24 02:32:57,834 - ice00001 - [INFO] - [E:388| 800]: Train Loss:0.0017582,  Val MRR:0.40028, 	ice00001
 | 
						|
2023-05-24 02:34:26,887 - ice00001 - [INFO] - [E:388| 900]: Train Loss:0.0017584,  Val MRR:0.40028, 	ice00001
 | 
						|
2023-05-24 02:35:36,217 - ice00001 - [INFO] - [Epoch:388]:  Training Loss:0.001759
 | 
						|
 | 
						|
2023-05-24 02:35:36,605 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 02:35:58,460 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 02:36:20,076 - ice00001 - [INFO] - [Evaluating Epoch 388 valid]: 
 | 
						|
	MRR: Tail : 0.42574, Head : 0.37516, Avg : 0.40045
 | 
						|
 | 
						|
2023-05-24 02:36:21,843 - ice00001 - [INFO] - [Epoch 388]:  Training Loss: 0.001759,  Valid MRR: 0.40045, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 02:36:22,992 - ice00001 - [INFO] - [E:389| 0]: Train Loss:0.0017326,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 02:38:01,669 - ice00001 - [INFO] - [E:389| 100]: Train Loss:0.0017533,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 02:39:40,591 - ice00001 - [INFO] - [E:389| 200]: Train Loss:0.0017525,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 02:41:09,043 - ice00001 - [INFO] - [E:389| 300]: Train Loss:0.0017555,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 02:42:47,203 - ice00001 - [INFO] - [E:389| 400]: Train Loss:0.0017569,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 02:44:25,500 - ice00001 - [INFO] - [E:389| 500]: Train Loss:0.0017567,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 02:46:03,064 - ice00001 - [INFO] - [E:389| 600]: Train Loss:0.001757,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 02:47:40,688 - ice00001 - [INFO] - [E:389| 700]: Train Loss:0.0017573,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 02:49:09,057 - ice00001 - [INFO] - [E:389| 800]: Train Loss:0.0017578,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 02:50:47,358 - ice00001 - [INFO] - [E:389| 900]: Train Loss:0.001758,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 02:51:56,555 - ice00001 - [INFO] - [Epoch:389]:  Training Loss:0.001759
 | 
						|
 | 
						|
2023-05-24 02:51:56,853 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 02:52:18,694 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 02:52:40,363 - ice00001 - [INFO] - [Evaluating Epoch 389 valid]: 
 | 
						|
	MRR: Tail : 0.42451, Head : 0.37447, Avg : 0.39949
 | 
						|
	MR: Tail : 344.02, Head : 354.87, Avg : 349.45
 | 
						|
	Hit-1: Tail : 0.3163, Head : 0.26787, Avg : 0.29209
 | 
						|
	Hit-3: Tail : 0.47676, Head : 0.42068, Avg : 0.44872
 | 
						|
	Hit-10: Tail : 0.63527, Head : 0.58794, Avg : 0.6116
 | 
						|
2023-05-24 02:52:40,363 - ice00001 - [INFO] - [Epoch 389]:  Training Loss: 0.0017586,  Valid MRR: 0.40045, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 02:52:41,427 - ice00001 - [INFO] - [E:390| 0]: Train Loss:0.0017586,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 02:54:19,864 - ice00001 - [INFO] - [E:390| 100]: Train Loss:0.0017554,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 02:55:58,493 - ice00001 - [INFO] - [E:390| 200]: Train Loss:0.0017558,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 02:57:27,056 - ice00001 - [INFO] - [E:390| 300]: Train Loss:0.0017562,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 02:59:05,171 - ice00001 - [INFO] - [E:390| 400]: Train Loss:0.0017575,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:00:42,546 - ice00001 - [INFO] - [E:390| 500]: Train Loss:0.0017571,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:02:21,062 - ice00001 - [INFO] - [E:390| 600]: Train Loss:0.0017572,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:03:59,320 - ice00001 - [INFO] - [E:390| 700]: Train Loss:0.0017571,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:05:28,039 - ice00001 - [INFO] - [E:390| 800]: Train Loss:0.0017575,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:07:05,962 - ice00001 - [INFO] - [E:390| 900]: Train Loss:0.0017575,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:08:14,637 - ice00001 - [INFO] - [Epoch:390]:  Training Loss:0.001758
 | 
						|
 | 
						|
2023-05-24 03:08:14,977 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 03:08:36,933 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 03:08:58,569 - ice00001 - [INFO] - [Evaluating Epoch 390 valid]: 
 | 
						|
	MRR: Tail : 0.42545, Head : 0.3743, Avg : 0.39987
 | 
						|
 | 
						|
2023-05-24 03:08:58,569 - ice00001 - [INFO] - [Epoch 390]:  Training Loss: 0.0017579,  Valid MRR: 0.40045, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 03:08:59,560 - ice00001 - [INFO] - [E:391| 0]: Train Loss:0.0017904,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:10:37,735 - ice00001 - [INFO] - [E:391| 100]: Train Loss:0.0017524,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:12:17,713 - ice00001 - [INFO] - [E:391| 200]: Train Loss:0.0017544,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:13:45,754 - ice00001 - [INFO] - [E:391| 300]: Train Loss:0.0017538,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:15:23,329 - ice00001 - [INFO] - [E:391| 400]: Train Loss:0.0017547,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:17:01,898 - ice00001 - [INFO] - [E:391| 500]: Train Loss:0.0017554,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:18:40,812 - ice00001 - [INFO] - [E:391| 600]: Train Loss:0.0017557,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:20:16,747 - ice00001 - [INFO] - [E:391| 700]: Train Loss:0.0017565,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:21:48,464 - ice00001 - [INFO] - [E:391| 800]: Train Loss:0.0017569,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:23:27,326 - ice00001 - [INFO] - [E:391| 900]: Train Loss:0.0017573,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:24:36,357 - ice00001 - [INFO] - [Epoch:391]:  Training Loss:0.001758
 | 
						|
 | 
						|
2023-05-24 03:24:36,866 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 03:24:58,775 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 03:25:20,339 - ice00001 - [INFO] - [Evaluating Epoch 391 valid]: 
 | 
						|
	MRR: Tail : 0.42276, Head : 0.37463, Avg : 0.3987
 | 
						|
 | 
						|
2023-05-24 03:25:20,339 - ice00001 - [INFO] - [Epoch 391]:  Training Loss: 0.0017578,  Valid MRR: 0.40045, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 03:25:21,386 - ice00001 - [INFO] - [E:392| 0]: Train Loss:0.0018205,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:26:59,201 - ice00001 - [INFO] - [E:392| 100]: Train Loss:0.0017547,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:28:28,342 - ice00001 - [INFO] - [E:392| 200]: Train Loss:0.0017554,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:30:06,431 - ice00001 - [INFO] - [E:392| 300]: Train Loss:0.0017565,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:31:45,328 - ice00001 - [INFO] - [E:392| 400]: Train Loss:0.0017561,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:33:24,299 - ice00001 - [INFO] - [E:392| 500]: Train Loss:0.0017564,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:35:03,108 - ice00001 - [INFO] - [E:392| 600]: Train Loss:0.0017565,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:36:32,023 - ice00001 - [INFO] - [E:392| 700]: Train Loss:0.0017567,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:38:10,766 - ice00001 - [INFO] - [E:392| 800]: Train Loss:0.0017569,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:39:49,265 - ice00001 - [INFO] - [E:392| 900]: Train Loss:0.0017568,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:40:58,332 - ice00001 - [INFO] - [Epoch:392]:  Training Loss:0.001757
 | 
						|
 | 
						|
2023-05-24 03:40:58,719 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 03:41:20,572 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 03:41:42,298 - ice00001 - [INFO] - [Evaluating Epoch 392 valid]: 
 | 
						|
	MRR: Tail : 0.42432, Head : 0.37357, Avg : 0.39895
 | 
						|
 | 
						|
2023-05-24 03:41:42,298 - ice00001 - [INFO] - [Epoch 392]:  Training Loss: 0.0017573,  Valid MRR: 0.40045, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 03:41:43,277 - ice00001 - [INFO] - [E:393| 0]: Train Loss:0.0017712,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:43:21,996 - ice00001 - [INFO] - [E:393| 100]: Train Loss:0.0017481,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:44:50,603 - ice00001 - [INFO] - [E:393| 200]: Train Loss:0.0017489,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:46:29,284 - ice00001 - [INFO] - [E:393| 300]: Train Loss:0.0017507,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:48:08,075 - ice00001 - [INFO] - [E:393| 400]: Train Loss:0.001752,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:49:47,040 - ice00001 - [INFO] - [E:393| 500]: Train Loss:0.0017533,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:51:23,510 - ice00001 - [INFO] - [E:393| 600]: Train Loss:0.0017544,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:52:53,993 - ice00001 - [INFO] - [E:393| 700]: Train Loss:0.0017553,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:54:32,725 - ice00001 - [INFO] - [E:393| 800]: Train Loss:0.0017558,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:56:13,796 - ice00001 - [INFO] - [E:393| 900]: Train Loss:0.0017566,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:57:22,837 - ice00001 - [INFO] - [Epoch:393]:  Training Loss:0.001757
 | 
						|
 | 
						|
2023-05-24 03:57:23,345 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 03:57:45,249 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 03:58:06,900 - ice00001 - [INFO] - [Evaluating Epoch 393 valid]: 
 | 
						|
	MRR: Tail : 0.424, Head : 0.37452, Avg : 0.39926
 | 
						|
 | 
						|
2023-05-24 03:58:06,900 - ice00001 - [INFO] - [Epoch 393]:  Training Loss: 0.001757,  Valid MRR: 0.40045, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 03:58:07,939 - ice00001 - [INFO] - [E:394| 0]: Train Loss:0.0017383,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 03:59:36,618 - ice00001 - [INFO] - [E:394| 100]: Train Loss:0.0017534,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 04:01:14,835 - ice00001 - [INFO] - [E:394| 200]: Train Loss:0.0017544,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 04:02:52,317 - ice00001 - [INFO] - [E:394| 300]: Train Loss:0.0017545,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 04:04:30,781 - ice00001 - [INFO] - [E:394| 400]: Train Loss:0.0017547,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 04:06:08,798 - ice00001 - [INFO] - [E:394| 500]: Train Loss:0.0017551,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 04:07:36,867 - ice00001 - [INFO] - [E:394| 600]: Train Loss:0.0017555,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 04:09:14,687 - ice00001 - [INFO] - [E:394| 700]: Train Loss:0.0017562,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 04:10:53,432 - ice00001 - [INFO] - [E:394| 800]: Train Loss:0.0017564,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 04:12:31,812 - ice00001 - [INFO] - [E:394| 900]: Train Loss:0.0017567,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 04:13:41,312 - ice00001 - [INFO] - [Epoch:394]:  Training Loss:0.001757
 | 
						|
 | 
						|
2023-05-24 04:13:41,651 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 04:14:03,655 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 04:14:25,314 - ice00001 - [INFO] - [Evaluating Epoch 394 valid]: 
 | 
						|
	MRR: Tail : 0.42367, Head : 0.37489, Avg : 0.39928
 | 
						|
 | 
						|
2023-05-24 04:14:25,314 - ice00001 - [INFO] - [Epoch 394]:  Training Loss: 0.0017568,  Valid MRR: 0.40045, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 04:14:26,303 - ice00001 - [INFO] - [E:395| 0]: Train Loss:0.0017369,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 04:15:54,942 - ice00001 - [INFO] - [E:395| 100]: Train Loss:0.0017511,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 04:17:33,525 - ice00001 - [INFO] - [E:395| 200]: Train Loss:0.0017538,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 04:19:11,781 - ice00001 - [INFO] - [E:395| 300]: Train Loss:0.0017543,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 04:20:49,773 - ice00001 - [INFO] - [E:395| 400]: Train Loss:0.0017549,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 04:22:28,691 - ice00001 - [INFO] - [E:395| 500]: Train Loss:0.0017552,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 04:23:57,819 - ice00001 - [INFO] - [E:395| 600]: Train Loss:0.0017549,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 04:25:36,147 - ice00001 - [INFO] - [E:395| 700]: Train Loss:0.0017553,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 04:27:14,439 - ice00001 - [INFO] - [E:395| 800]: Train Loss:0.0017562,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 04:28:52,129 - ice00001 - [INFO] - [E:395| 900]: Train Loss:0.0017566,  Val MRR:0.40045, 	ice00001
 | 
						|
2023-05-24 04:30:01,488 - ice00001 - [INFO] - [Epoch:395]:  Training Loss:0.001757
 | 
						|
 | 
						|
2023-05-24 04:30:01,746 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 04:30:23,855 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 04:30:44,047 - ice00001 - [INFO] - [Evaluating Epoch 395 valid]: 
 | 
						|
	MRR: Tail : 0.42532, Head : 0.37624, Avg : 0.40078
 | 
						|
 | 
						|
2023-05-24 04:30:45,900 - ice00001 - [INFO] - [Epoch 395]:  Training Loss: 0.0017565,  Valid MRR: 0.40078, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 04:30:46,559 - ice00001 - [INFO] - [E:396| 0]: Train Loss:0.0017535,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 04:32:17,976 - ice00001 - [INFO] - [E:396| 100]: Train Loss:0.0017508,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 04:33:56,372 - ice00001 - [INFO] - [E:396| 200]: Train Loss:0.0017527,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 04:35:34,239 - ice00001 - [INFO] - [E:396| 300]: Train Loss:0.0017534,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 04:37:13,061 - ice00001 - [INFO] - [E:396| 400]: Train Loss:0.0017535,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 04:38:49,585 - ice00001 - [INFO] - [E:396| 500]: Train Loss:0.0017545,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 04:40:22,519 - ice00001 - [INFO] - [E:396| 600]: Train Loss:0.001755,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 04:42:00,343 - ice00001 - [INFO] - [E:396| 700]: Train Loss:0.0017555,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 04:43:38,123 - ice00001 - [INFO] - [E:396| 800]: Train Loss:0.0017554,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 04:45:15,775 - ice00001 - [INFO] - [E:396| 900]: Train Loss:0.0017562,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 04:46:24,976 - ice00001 - [INFO] - [Epoch:396]:  Training Loss:0.001757
 | 
						|
 | 
						|
2023-05-24 04:46:25,342 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 04:46:43,578 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 04:46:58,267 - ice00001 - [INFO] - [Evaluating Epoch 396 valid]: 
 | 
						|
	MRR: Tail : 0.42483, Head : 0.37485, Avg : 0.39984
 | 
						|
 | 
						|
2023-05-24 04:46:58,268 - ice00001 - [INFO] - [Epoch 396]:  Training Loss: 0.0017565,  Valid MRR: 0.40078, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 04:46:59,376 - ice00001 - [INFO] - [E:397| 0]: Train Loss:0.0017202,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 04:48:38,182 - ice00001 - [INFO] - [E:397| 100]: Train Loss:0.0017545,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 04:50:16,633 - ice00001 - [INFO] - [E:397| 200]: Train Loss:0.0017536,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 04:51:54,959 - ice00001 - [INFO] - [E:397| 300]: Train Loss:0.0017543,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 04:53:33,958 - ice00001 - [INFO] - [E:397| 400]: Train Loss:0.0017539,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 04:55:02,904 - ice00001 - [INFO] - [E:397| 500]: Train Loss:0.0017543,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 04:56:41,957 - ice00001 - [INFO] - [E:397| 600]: Train Loss:0.0017549,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 04:58:20,394 - ice00001 - [INFO] - [E:397| 700]: Train Loss:0.0017546,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 04:59:59,292 - ice00001 - [INFO] - [E:397| 800]: Train Loss:0.0017551,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:01:38,164 - ice00001 - [INFO] - [E:397| 900]: Train Loss:0.0017551,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:02:37,744 - ice00001 - [INFO] - [Epoch:397]:  Training Loss:0.001756
 | 
						|
 | 
						|
2023-05-24 05:02:38,090 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 05:03:00,091 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 05:03:21,709 - ice00001 - [INFO] - [Evaluating Epoch 397 valid]: 
 | 
						|
	MRR: Tail : 0.42409, Head : 0.37454, Avg : 0.39932
 | 
						|
 | 
						|
2023-05-24 05:03:21,709 - ice00001 - [INFO] - [Epoch 397]:  Training Loss: 0.0017557,  Valid MRR: 0.40078, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 05:03:22,714 - ice00001 - [INFO] - [E:398| 0]: Train Loss:0.0017476,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:05:00,199 - ice00001 - [INFO] - [E:398| 100]: Train Loss:0.0017501,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:06:38,694 - ice00001 - [INFO] - [E:398| 200]: Train Loss:0.0017518,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:08:17,416 - ice00001 - [INFO] - [E:398| 300]: Train Loss:0.0017531,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:09:56,182 - ice00001 - [INFO] - [E:398| 400]: Train Loss:0.0017536,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:11:24,783 - ice00001 - [INFO] - [E:398| 500]: Train Loss:0.001753,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:13:03,216 - ice00001 - [INFO] - [E:398| 600]: Train Loss:0.0017536,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:14:41,440 - ice00001 - [INFO] - [E:398| 700]: Train Loss:0.0017547,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:16:19,658 - ice00001 - [INFO] - [E:398| 800]: Train Loss:0.0017554,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:17:57,013 - ice00001 - [INFO] - [E:398| 900]: Train Loss:0.0017554,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:18:57,801 - ice00001 - [INFO] - [Epoch:398]:  Training Loss:0.001756
 | 
						|
 | 
						|
2023-05-24 05:18:58,308 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 05:19:20,203 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 05:19:41,814 - ice00001 - [INFO] - [Evaluating Epoch 398 valid]: 
 | 
						|
	MRR: Tail : 0.42364, Head : 0.37518, Avg : 0.39941
 | 
						|
 | 
						|
2023-05-24 05:19:41,814 - ice00001 - [INFO] - [Epoch 398]:  Training Loss: 0.0017558,  Valid MRR: 0.40078, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 05:19:42,854 - ice00001 - [INFO] - [E:399| 0]: Train Loss:0.0017631,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:21:21,287 - ice00001 - [INFO] - [E:399| 100]: Train Loss:0.001755,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:23:02,377 - ice00001 - [INFO] - [E:399| 200]: Train Loss:0.0017518,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:24:40,549 - ice00001 - [INFO] - [E:399| 300]: Train Loss:0.0017526,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:26:10,106 - ice00001 - [INFO] - [E:399| 400]: Train Loss:0.0017524,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:27:47,966 - ice00001 - [INFO] - [E:399| 500]: Train Loss:0.0017524,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:29:25,754 - ice00001 - [INFO] - [E:399| 600]: Train Loss:0.0017523,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:31:04,227 - ice00001 - [INFO] - [E:399| 700]: Train Loss:0.0017529,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:32:42,768 - ice00001 - [INFO] - [E:399| 800]: Train Loss:0.0017532,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:34:11,798 - ice00001 - [INFO] - [E:399| 900]: Train Loss:0.0017537,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:35:20,547 - ice00001 - [INFO] - [Epoch:399]:  Training Loss:0.001755
 | 
						|
 | 
						|
2023-05-24 05:35:20,885 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 05:35:42,861 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 05:36:04,521 - ice00001 - [INFO] - [Evaluating Epoch 399 valid]: 
 | 
						|
	MRR: Tail : 0.42397, Head : 0.37423, Avg : 0.3991
 | 
						|
	MR: Tail : 337.89, Head : 348.58, Avg : 343.24
 | 
						|
	Hit-1: Tail : 0.31521, Head : 0.2669, Avg : 0.29105
 | 
						|
	Hit-3: Tail : 0.47651, Head : 0.41947, Avg : 0.44799
 | 
						|
	Hit-10: Tail : 0.63248, Head : 0.5883, Avg : 0.61039
 | 
						|
2023-05-24 05:36:04,522 - ice00001 - [INFO] - [Epoch 399]:  Training Loss: 0.0017547,  Valid MRR: 0.40078, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 05:36:05,518 - ice00001 - [INFO] - [E:400| 0]: Train Loss:0.0017407,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:37:43,651 - ice00001 - [INFO] - [E:400| 100]: Train Loss:0.0017452,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:39:22,262 - ice00001 - [INFO] - [E:400| 200]: Train Loss:0.0017513,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:41:00,255 - ice00001 - [INFO] - [E:400| 300]: Train Loss:0.0017518,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:42:28,905 - ice00001 - [INFO] - [E:400| 400]: Train Loss:0.0017518,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:44:07,098 - ice00001 - [INFO] - [E:400| 500]: Train Loss:0.0017524,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:45:45,093 - ice00001 - [INFO] - [E:400| 600]: Train Loss:0.0017525,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:47:23,090 - ice00001 - [INFO] - [E:400| 700]: Train Loss:0.001753,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:49:00,796 - ice00001 - [INFO] - [E:400| 800]: Train Loss:0.0017535,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:50:29,746 - ice00001 - [INFO] - [E:400| 900]: Train Loss:0.0017539,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:51:38,678 - ice00001 - [INFO] - [Epoch:400]:  Training Loss:0.001754
 | 
						|
 | 
						|
2023-05-24 05:51:39,078 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 05:52:01,206 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 05:52:22,792 - ice00001 - [INFO] - [Evaluating Epoch 400 valid]: 
 | 
						|
	MRR: Tail : 0.42428, Head : 0.37338, Avg : 0.39883
 | 
						|
 | 
						|
2023-05-24 05:52:22,793 - ice00001 - [INFO] - [Epoch 400]:  Training Loss: 0.0017543,  Valid MRR: 0.40078, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 05:52:23,851 - ice00001 - [INFO] - [E:401| 0]: Train Loss:0.0017092,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:54:02,790 - ice00001 - [INFO] - [E:401| 100]: Train Loss:0.0017495,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:55:40,907 - ice00001 - [INFO] - [E:401| 200]: Train Loss:0.0017505,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:57:19,231 - ice00001 - [INFO] - [E:401| 300]: Train Loss:0.0017518,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 05:58:48,084 - ice00001 - [INFO] - [E:401| 400]: Train Loss:0.0017519,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:00:26,803 - ice00001 - [INFO] - [E:401| 500]: Train Loss:0.0017521,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:02:04,682 - ice00001 - [INFO] - [E:401| 600]: Train Loss:0.0017534,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:03:42,683 - ice00001 - [INFO] - [E:401| 700]: Train Loss:0.0017531,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:05:24,313 - ice00001 - [INFO] - [E:401| 800]: Train Loss:0.001753,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:06:52,750 - ice00001 - [INFO] - [E:401| 900]: Train Loss:0.0017536,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:08:01,613 - ice00001 - [INFO] - [Epoch:401]:  Training Loss:0.001754
 | 
						|
 | 
						|
2023-05-24 06:08:01,956 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 06:08:24,335 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 06:08:46,033 - ice00001 - [INFO] - [Evaluating Epoch 401 valid]: 
 | 
						|
	MRR: Tail : 0.42486, Head : 0.37601, Avg : 0.40044
 | 
						|
 | 
						|
2023-05-24 06:08:46,034 - ice00001 - [INFO] - [Epoch 401]:  Training Loss: 0.001754,  Valid MRR: 0.40078, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 06:08:46,795 - ice00001 - [INFO] - [E:402| 0]: Train Loss:0.0017151,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:10:25,785 - ice00001 - [INFO] - [E:402| 100]: Train Loss:0.0017495,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:12:04,202 - ice00001 - [INFO] - [E:402| 200]: Train Loss:0.001749,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:13:32,817 - ice00001 - [INFO] - [E:402| 300]: Train Loss:0.00175,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:15:10,679 - ice00001 - [INFO] - [E:402| 400]: Train Loss:0.0017512,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:16:49,548 - ice00001 - [INFO] - [E:402| 500]: Train Loss:0.0017522,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:18:27,351 - ice00001 - [INFO] - [E:402| 600]: Train Loss:0.001752,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:20:05,704 - ice00001 - [INFO] - [E:402| 700]: Train Loss:0.0017518,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:21:34,298 - ice00001 - [INFO] - [E:402| 800]: Train Loss:0.0017527,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:23:13,131 - ice00001 - [INFO] - [E:402| 900]: Train Loss:0.0017534,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:24:22,015 - ice00001 - [INFO] - [Epoch:402]:  Training Loss:0.001754
 | 
						|
 | 
						|
2023-05-24 06:24:22,403 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 06:24:44,308 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 06:25:05,996 - ice00001 - [INFO] - [Evaluating Epoch 402 valid]: 
 | 
						|
	MRR: Tail : 0.42429, Head : 0.37629, Avg : 0.40029
 | 
						|
 | 
						|
2023-05-24 06:25:05,996 - ice00001 - [INFO] - [Epoch 402]:  Training Loss: 0.0017538,  Valid MRR: 0.40078, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 06:25:06,995 - ice00001 - [INFO] - [E:403| 0]: Train Loss:0.0016753,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:26:45,309 - ice00001 - [INFO] - [E:403| 100]: Train Loss:0.0017463,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:28:23,557 - ice00001 - [INFO] - [E:403| 200]: Train Loss:0.0017491,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:29:52,562 - ice00001 - [INFO] - [E:403| 300]: Train Loss:0.0017505,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:31:30,938 - ice00001 - [INFO] - [E:403| 400]: Train Loss:0.001751,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:33:08,720 - ice00001 - [INFO] - [E:403| 500]: Train Loss:0.0017511,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:34:47,097 - ice00001 - [INFO] - [E:403| 600]: Train Loss:0.0017525,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:36:25,630 - ice00001 - [INFO] - [E:403| 700]: Train Loss:0.0017529,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:37:53,979 - ice00001 - [INFO] - [E:403| 800]: Train Loss:0.001753,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:39:32,491 - ice00001 - [INFO] - [E:403| 900]: Train Loss:0.0017535,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:40:41,908 - ice00001 - [INFO] - [Epoch:403]:  Training Loss:0.001753
 | 
						|
 | 
						|
2023-05-24 06:40:42,252 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 06:41:04,374 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 06:41:26,071 - ice00001 - [INFO] - [Evaluating Epoch 403 valid]: 
 | 
						|
	MRR: Tail : 0.4243, Head : 0.37373, Avg : 0.39901
 | 
						|
 | 
						|
2023-05-24 06:41:26,071 - ice00001 - [INFO] - [Epoch 403]:  Training Loss: 0.0017533,  Valid MRR: 0.40078, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 06:41:27,057 - ice00001 - [INFO] - [E:404| 0]: Train Loss:0.0017921,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:43:05,231 - ice00001 - [INFO] - [E:404| 100]: Train Loss:0.0017502,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:44:42,470 - ice00001 - [INFO] - [E:404| 200]: Train Loss:0.0017468,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:46:12,620 - ice00001 - [INFO] - [E:404| 300]: Train Loss:0.0017482,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:47:51,085 - ice00001 - [INFO] - [E:404| 400]: Train Loss:0.0017495,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:49:32,426 - ice00001 - [INFO] - [E:404| 500]: Train Loss:0.0017504,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:51:11,034 - ice00001 - [INFO] - [E:404| 600]: Train Loss:0.0017513,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:52:46,077 - ice00001 - [INFO] - [E:404| 700]: Train Loss:0.0017515,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:54:18,072 - ice00001 - [INFO] - [E:404| 800]: Train Loss:0.0017521,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:55:57,129 - ice00001 - [INFO] - [E:404| 900]: Train Loss:0.0017532,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:57:06,307 - ice00001 - [INFO] - [Epoch:404]:  Training Loss:0.001753
 | 
						|
 | 
						|
2023-05-24 06:57:06,814 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 06:57:28,723 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 06:57:50,361 - ice00001 - [INFO] - [Evaluating Epoch 404 valid]: 
 | 
						|
	MRR: Tail : 0.42457, Head : 0.37392, Avg : 0.39925
 | 
						|
 | 
						|
2023-05-24 06:57:50,361 - ice00001 - [INFO] - [Epoch 404]:  Training Loss: 0.0017533,  Valid MRR: 0.40078, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 06:57:51,405 - ice00001 - [INFO] - [E:405| 0]: Train Loss:0.0017749,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 06:59:29,766 - ice00001 - [INFO] - [E:405| 100]: Train Loss:0.00175,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:00:58,507 - ice00001 - [INFO] - [E:405| 200]: Train Loss:0.001749,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:02:36,889 - ice00001 - [INFO] - [E:405| 300]: Train Loss:0.0017485,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:04:15,434 - ice00001 - [INFO] - [E:405| 400]: Train Loss:0.0017502,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:05:53,797 - ice00001 - [INFO] - [E:405| 500]: Train Loss:0.0017501,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:07:32,753 - ice00001 - [INFO] - [E:405| 600]: Train Loss:0.0017508,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:09:01,778 - ice00001 - [INFO] - [E:405| 700]: Train Loss:0.0017516,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:10:40,506 - ice00001 - [INFO] - [E:405| 800]: Train Loss:0.0017517,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:12:19,357 - ice00001 - [INFO] - [E:405| 900]: Train Loss:0.0017523,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:13:28,618 - ice00001 - [INFO] - [Epoch:405]:  Training Loss:0.001752
 | 
						|
 | 
						|
2023-05-24 07:13:29,126 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 07:13:51,141 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 07:14:12,790 - ice00001 - [INFO] - [Evaluating Epoch 405 valid]: 
 | 
						|
	MRR: Tail : 0.42375, Head : 0.37484, Avg : 0.3993
 | 
						|
 | 
						|
2023-05-24 07:14:12,790 - ice00001 - [INFO] - [Epoch 405]:  Training Loss: 0.0017524,  Valid MRR: 0.40078, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 07:14:13,838 - ice00001 - [INFO] - [E:406| 0]: Train Loss:0.0017697,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:15:52,242 - ice00001 - [INFO] - [E:406| 100]: Train Loss:0.001748,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:17:21,359 - ice00001 - [INFO] - [E:406| 200]: Train Loss:0.0017487,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:19:00,457 - ice00001 - [INFO] - [E:406| 300]: Train Loss:0.0017496,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:20:39,473 - ice00001 - [INFO] - [E:406| 400]: Train Loss:0.0017502,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:22:18,301 - ice00001 - [INFO] - [E:406| 500]: Train Loss:0.0017493,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:23:55,671 - ice00001 - [INFO] - [E:406| 600]: Train Loss:0.00175,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:25:26,431 - ice00001 - [INFO] - [E:406| 700]: Train Loss:0.0017504,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:27:04,843 - ice00001 - [INFO] - [E:406| 800]: Train Loss:0.0017509,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:28:43,204 - ice00001 - [INFO] - [E:406| 900]: Train Loss:0.0017515,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:29:52,746 - ice00001 - [INFO] - [Epoch:406]:  Training Loss:0.001752
 | 
						|
 | 
						|
2023-05-24 07:29:53,053 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 07:30:14,932 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 07:30:36,542 - ice00001 - [INFO] - [Evaluating Epoch 406 valid]: 
 | 
						|
	MRR: Tail : 0.42474, Head : 0.37547, Avg : 0.40011
 | 
						|
 | 
						|
2023-05-24 07:30:36,542 - ice00001 - [INFO] - [Epoch 406]:  Training Loss: 0.0017519,  Valid MRR: 0.40078, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 07:30:37,589 - ice00001 - [INFO] - [E:407| 0]: Train Loss:0.0017571,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:32:06,576 - ice00001 - [INFO] - [E:407| 100]: Train Loss:0.0017462,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:33:47,923 - ice00001 - [INFO] - [E:407| 200]: Train Loss:0.0017481,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:35:26,899 - ice00001 - [INFO] - [E:407| 300]: Train Loss:0.0017494,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:37:06,050 - ice00001 - [INFO] - [E:407| 400]: Train Loss:0.0017496,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:38:44,650 - ice00001 - [INFO] - [E:407| 500]: Train Loss:0.0017499,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:40:13,674 - ice00001 - [INFO] - [E:407| 600]: Train Loss:0.0017507,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:41:52,290 - ice00001 - [INFO] - [E:407| 700]: Train Loss:0.001751,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:43:31,334 - ice00001 - [INFO] - [E:407| 800]: Train Loss:0.0017516,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:45:09,655 - ice00001 - [INFO] - [E:407| 900]: Train Loss:0.0017518,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:46:18,527 - ice00001 - [INFO] - [Epoch:407]:  Training Loss:0.001752
 | 
						|
 | 
						|
2023-05-24 07:46:18,889 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 07:46:40,807 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 07:47:02,517 - ice00001 - [INFO] - [Evaluating Epoch 407 valid]: 
 | 
						|
	MRR: Tail : 0.42347, Head : 0.37483, Avg : 0.39915
 | 
						|
 | 
						|
2023-05-24 07:47:02,517 - ice00001 - [INFO] - [Epoch 407]:  Training Loss: 0.001752,  Valid MRR: 0.40078, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 07:47:03,690 - ice00001 - [INFO] - [E:408| 0]: Train Loss:0.0017887,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:48:32,312 - ice00001 - [INFO] - [E:408| 100]: Train Loss:0.0017466,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:50:10,796 - ice00001 - [INFO] - [E:408| 200]: Train Loss:0.0017465,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:51:48,843 - ice00001 - [INFO] - [E:408| 300]: Train Loss:0.0017477,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:53:27,569 - ice00001 - [INFO] - [E:408| 400]: Train Loss:0.001748,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:55:05,992 - ice00001 - [INFO] - [E:408| 500]: Train Loss:0.0017481,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:56:35,200 - ice00001 - [INFO] - [E:408| 600]: Train Loss:0.0017482,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:58:13,088 - ice00001 - [INFO] - [E:408| 700]: Train Loss:0.0017491,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 07:59:51,442 - ice00001 - [INFO] - [E:408| 800]: Train Loss:0.00175,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:01:29,711 - ice00001 - [INFO] - [E:408| 900]: Train Loss:0.0017507,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:02:39,280 - ice00001 - [INFO] - [Epoch:408]:  Training Loss:0.001751
 | 
						|
 | 
						|
2023-05-24 08:02:39,646 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 08:03:01,577 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 08:03:20,497 - ice00001 - [INFO] - [Evaluating Epoch 408 valid]: 
 | 
						|
	MRR: Tail : 0.42398, Head : 0.37484, Avg : 0.39941
 | 
						|
 | 
						|
2023-05-24 08:03:20,497 - ice00001 - [INFO] - [Epoch 408]:  Training Loss: 0.0017509,  Valid MRR: 0.40078, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 08:03:21,144 - ice00001 - [INFO] - [E:409| 0]: Train Loss:0.0017941,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:04:52,552 - ice00001 - [INFO] - [E:409| 100]: Train Loss:0.0017479,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:06:30,734 - ice00001 - [INFO] - [E:409| 200]: Train Loss:0.0017476,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:08:09,182 - ice00001 - [INFO] - [E:409| 300]: Train Loss:0.0017462,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:09:48,106 - ice00001 - [INFO] - [E:409| 400]: Train Loss:0.0017469,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:11:20,348 - ice00001 - [INFO] - [E:409| 500]: Train Loss:0.0017489,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:12:55,968 - ice00001 - [INFO] - [E:409| 600]: Train Loss:0.0017494,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:14:34,334 - ice00001 - [INFO] - [E:409| 700]: Train Loss:0.0017495,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:16:16,030 - ice00001 - [INFO] - [E:409| 800]: Train Loss:0.0017497,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:17:54,473 - ice00001 - [INFO] - [E:409| 900]: Train Loss:0.0017507,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:19:03,239 - ice00001 - [INFO] - [Epoch:409]:  Training Loss:0.001751
 | 
						|
 | 
						|
2023-05-24 08:19:03,499 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 08:19:19,932 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 08:19:36,568 - ice00001 - [INFO] - [Evaluating Epoch 409 valid]: 
 | 
						|
	MRR: Tail : 0.42586, Head : 0.3737, Avg : 0.39978
 | 
						|
	MR: Tail : 354.58, Head : 369.8, Avg : 362.19
 | 
						|
	Hit-1: Tail : 0.31958, Head : 0.26593, Avg : 0.29275
 | 
						|
	Hit-3: Tail : 0.47773, Head : 0.4202, Avg : 0.44896
 | 
						|
	Hit-10: Tail : 0.63163, Head : 0.58866, Avg : 0.61015
 | 
						|
2023-05-24 08:19:36,569 - ice00001 - [INFO] - [Epoch 409]:  Training Loss: 0.0017512,  Valid MRR: 0.40078, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 08:19:37,563 - ice00001 - [INFO] - [E:410| 0]: Train Loss:0.0017504,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:21:16,220 - ice00001 - [INFO] - [E:410| 100]: Train Loss:0.0017434,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:22:54,999 - ice00001 - [INFO] - [E:410| 200]: Train Loss:0.0017455,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:24:33,843 - ice00001 - [INFO] - [E:410| 300]: Train Loss:0.0017477,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:26:12,194 - ice00001 - [INFO] - [E:410| 400]: Train Loss:0.0017481,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:27:41,450 - ice00001 - [INFO] - [E:410| 500]: Train Loss:0.0017494,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:29:19,924 - ice00001 - [INFO] - [E:410| 600]: Train Loss:0.0017495,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:30:57,804 - ice00001 - [INFO] - [E:410| 700]: Train Loss:0.00175,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:32:36,033 - ice00001 - [INFO] - [E:410| 800]: Train Loss:0.0017499,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:34:14,591 - ice00001 - [INFO] - [E:410| 900]: Train Loss:0.0017504,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:35:14,368 - ice00001 - [INFO] - [Epoch:410]:  Training Loss:0.001751
 | 
						|
 | 
						|
2023-05-24 08:35:14,700 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 08:35:36,809 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 08:35:58,548 - ice00001 - [INFO] - [Evaluating Epoch 410 valid]: 
 | 
						|
	MRR: Tail : 0.42449, Head : 0.37589, Avg : 0.40019
 | 
						|
 | 
						|
2023-05-24 08:35:58,548 - ice00001 - [INFO] - [Epoch 410]:  Training Loss: 0.0017507,  Valid MRR: 0.40078, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 08:35:59,509 - ice00001 - [INFO] - [E:411| 0]: Train Loss:0.0017528,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:37:38,049 - ice00001 - [INFO] - [E:411| 100]: Train Loss:0.0017498,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:39:16,742 - ice00001 - [INFO] - [E:411| 200]: Train Loss:0.0017495,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:40:55,309 - ice00001 - [INFO] - [E:411| 300]: Train Loss:0.0017476,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:42:34,396 - ice00001 - [INFO] - [E:411| 400]: Train Loss:0.001749,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:44:03,447 - ice00001 - [INFO] - [E:411| 500]: Train Loss:0.0017486,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:45:42,198 - ice00001 - [INFO] - [E:411| 600]: Train Loss:0.0017491,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:47:20,562 - ice00001 - [INFO] - [E:411| 700]: Train Loss:0.001749,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:48:59,255 - ice00001 - [INFO] - [E:411| 800]: Train Loss:0.0017494,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:50:36,417 - ice00001 - [INFO] - [E:411| 900]: Train Loss:0.0017498,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:51:37,156 - ice00001 - [INFO] - [Epoch:411]:  Training Loss:0.00175
 | 
						|
 | 
						|
2023-05-24 08:51:37,542 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 08:51:59,531 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 08:52:21,206 - ice00001 - [INFO] - [Evaluating Epoch 411 valid]: 
 | 
						|
	MRR: Tail : 0.42554, Head : 0.37533, Avg : 0.40043
 | 
						|
 | 
						|
2023-05-24 08:52:21,206 - ice00001 - [INFO] - [Epoch 411]:  Training Loss: 0.0017501,  Valid MRR: 0.40078, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 08:52:22,194 - ice00001 - [INFO] - [E:412| 0]: Train Loss:0.001757,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:54:00,983 - ice00001 - [INFO] - [E:412| 100]: Train Loss:0.0017487,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:55:39,121 - ice00001 - [INFO] - [E:412| 200]: Train Loss:0.0017479,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:57:17,439 - ice00001 - [INFO] - [E:412| 300]: Train Loss:0.001748,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 08:58:46,487 - ice00001 - [INFO] - [E:412| 400]: Train Loss:0.0017479,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:00:27,943 - ice00001 - [INFO] - [E:412| 500]: Train Loss:0.0017477,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:02:06,758 - ice00001 - [INFO] - [E:412| 600]: Train Loss:0.0017494,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:03:45,394 - ice00001 - [INFO] - [E:412| 700]: Train Loss:0.0017491,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:05:24,227 - ice00001 - [INFO] - [E:412| 800]: Train Loss:0.0017494,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:06:53,226 - ice00001 - [INFO] - [E:412| 900]: Train Loss:0.0017498,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:08:02,407 - ice00001 - [INFO] - [Epoch:412]:  Training Loss:0.00175
 | 
						|
 | 
						|
2023-05-24 09:08:02,913 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 09:08:24,853 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 09:08:46,425 - ice00001 - [INFO] - [Evaluating Epoch 412 valid]: 
 | 
						|
	MRR: Tail : 0.4266, Head : 0.37369, Avg : 0.40015
 | 
						|
 | 
						|
2023-05-24 09:08:46,425 - ice00001 - [INFO] - [Epoch 412]:  Training Loss: 0.0017502,  Valid MRR: 0.40078, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 09:08:47,473 - ice00001 - [INFO] - [E:413| 0]: Train Loss:0.0017783,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:10:26,552 - ice00001 - [INFO] - [E:413| 100]: Train Loss:0.001747,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:12:05,558 - ice00001 - [INFO] - [E:413| 200]: Train Loss:0.0017476,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:13:44,296 - ice00001 - [INFO] - [E:413| 300]: Train Loss:0.0017479,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:15:13,197 - ice00001 - [INFO] - [E:413| 400]: Train Loss:0.0017477,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:16:52,085 - ice00001 - [INFO] - [E:413| 500]: Train Loss:0.0017482,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:18:30,948 - ice00001 - [INFO] - [E:413| 600]: Train Loss:0.0017484,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:20:09,692 - ice00001 - [INFO] - [E:413| 700]: Train Loss:0.0017484,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:21:48,394 - ice00001 - [INFO] - [E:413| 800]: Train Loss:0.0017489,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:23:17,202 - ice00001 - [INFO] - [E:413| 900]: Train Loss:0.0017495,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:24:26,967 - ice00001 - [INFO] - [Epoch:413]:  Training Loss:0.00175
 | 
						|
 | 
						|
2023-05-24 09:24:27,338 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 09:24:49,203 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 09:25:11,012 - ice00001 - [INFO] - [Evaluating Epoch 413 valid]: 
 | 
						|
	MRR: Tail : 0.4241, Head : 0.37608, Avg : 0.40009
 | 
						|
 | 
						|
2023-05-24 09:25:11,012 - ice00001 - [INFO] - [Epoch 413]:  Training Loss: 0.0017501,  Valid MRR: 0.40078, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 09:25:12,107 - ice00001 - [INFO] - [E:414| 0]: Train Loss:0.0017702,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:26:50,540 - ice00001 - [INFO] - [E:414| 100]: Train Loss:0.0017414,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:28:29,020 - ice00001 - [INFO] - [E:414| 200]: Train Loss:0.0017464,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:30:01,022 - ice00001 - [INFO] - [E:414| 300]: Train Loss:0.0017482,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:31:36,428 - ice00001 - [INFO] - [E:414| 400]: Train Loss:0.0017481,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:33:14,881 - ice00001 - [INFO] - [E:414| 500]: Train Loss:0.0017486,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:34:53,173 - ice00001 - [INFO] - [E:414| 600]: Train Loss:0.0017497,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:36:31,831 - ice00001 - [INFO] - [E:414| 700]: Train Loss:0.0017498,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:38:00,615 - ice00001 - [INFO] - [E:414| 800]: Train Loss:0.0017497,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:39:38,799 - ice00001 - [INFO] - [E:414| 900]: Train Loss:0.0017497,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:40:47,986 - ice00001 - [INFO] - [Epoch:414]:  Training Loss:0.00175
 | 
						|
 | 
						|
2023-05-24 09:40:48,494 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 09:41:10,519 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 09:41:32,246 - ice00001 - [INFO] - [Evaluating Epoch 414 valid]: 
 | 
						|
	MRR: Tail : 0.42428, Head : 0.37665, Avg : 0.40047
 | 
						|
 | 
						|
2023-05-24 09:41:32,246 - ice00001 - [INFO] - [Epoch 414]:  Training Loss: 0.0017498,  Valid MRR: 0.40078, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 09:41:33,416 - ice00001 - [INFO] - [E:415| 0]: Train Loss:0.001767,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:43:15,007 - ice00001 - [INFO] - [E:415| 100]: Train Loss:0.0017473,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:44:53,866 - ice00001 - [INFO] - [E:415| 200]: Train Loss:0.0017469,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:46:22,616 - ice00001 - [INFO] - [E:415| 300]: Train Loss:0.0017463,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:48:01,419 - ice00001 - [INFO] - [E:415| 400]: Train Loss:0.0017477,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:49:40,646 - ice00001 - [INFO] - [E:415| 500]: Train Loss:0.0017475,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:51:19,561 - ice00001 - [INFO] - [E:415| 600]: Train Loss:0.0017481,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:52:58,721 - ice00001 - [INFO] - [E:415| 700]: Train Loss:0.001749,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:54:27,198 - ice00001 - [INFO] - [E:415| 800]: Train Loss:0.001749,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:56:06,009 - ice00001 - [INFO] - [E:415| 900]: Train Loss:0.0017489,  Val MRR:0.40078, 	ice00001
 | 
						|
2023-05-24 09:57:15,845 - ice00001 - [INFO] - [Epoch:415]:  Training Loss:0.001749
 | 
						|
 | 
						|
2023-05-24 09:57:16,353 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 09:57:38,327 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 09:58:00,022 - ice00001 - [INFO] - [Evaluating Epoch 415 valid]: 
 | 
						|
	MRR: Tail : 0.42547, Head : 0.377, Avg : 0.40124
 | 
						|
 | 
						|
2023-05-24 09:58:02,771 - ice00001 - [INFO] - [Epoch 415]:  Training Loss: 0.0017492,  Valid MRR: 0.40124, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 09:58:03,764 - ice00001 - [INFO] - [E:416| 0]: Train Loss:0.0017402,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 09:59:42,672 - ice00001 - [INFO] - [E:416| 100]: Train Loss:0.0017459,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:01:18,577 - ice00001 - [INFO] - [E:416| 200]: Train Loss:0.0017458,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:02:49,758 - ice00001 - [INFO] - [E:416| 300]: Train Loss:0.0017451,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:04:28,214 - ice00001 - [INFO] - [E:416| 400]: Train Loss:0.0017459,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:06:07,278 - ice00001 - [INFO] - [E:416| 500]: Train Loss:0.0017458,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:07:46,441 - ice00001 - [INFO] - [E:416| 600]: Train Loss:0.0017467,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:09:17,828 - ice00001 - [INFO] - [E:416| 700]: Train Loss:0.0017477,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:10:52,672 - ice00001 - [INFO] - [E:416| 800]: Train Loss:0.0017477,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:12:30,622 - ice00001 - [INFO] - [E:416| 900]: Train Loss:0.0017482,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:13:39,929 - ice00001 - [INFO] - [Epoch:416]:  Training Loss:0.001749
 | 
						|
 | 
						|
2023-05-24 10:13:40,309 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 10:14:02,287 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 10:14:23,959 - ice00001 - [INFO] - [Evaluating Epoch 416 valid]: 
 | 
						|
	MRR: Tail : 0.42478, Head : 0.37458, Avg : 0.39968
 | 
						|
 | 
						|
2023-05-24 10:14:23,959 - ice00001 - [INFO] - [Epoch 416]:  Training Loss: 0.0017488,  Valid MRR: 0.40124, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 10:14:24,951 - ice00001 - [INFO] - [E:417| 0]: Train Loss:0.0017242,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:16:03,307 - ice00001 - [INFO] - [E:417| 100]: Train Loss:0.0017486,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:17:32,106 - ice00001 - [INFO] - [E:417| 200]: Train Loss:0.001748,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:19:10,533 - ice00001 - [INFO] - [E:417| 300]: Train Loss:0.0017465,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:20:48,455 - ice00001 - [INFO] - [E:417| 400]: Train Loss:0.0017471,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:22:26,999 - ice00001 - [INFO] - [E:417| 500]: Train Loss:0.0017469,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:24:04,760 - ice00001 - [INFO] - [E:417| 600]: Train Loss:0.0017468,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:25:33,807 - ice00001 - [INFO] - [E:417| 700]: Train Loss:0.0017476,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:27:14,461 - ice00001 - [INFO] - [E:417| 800]: Train Loss:0.0017481,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:28:52,807 - ice00001 - [INFO] - [E:417| 900]: Train Loss:0.0017482,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:30:02,274 - ice00001 - [INFO] - [Epoch:417]:  Training Loss:0.001749
 | 
						|
 | 
						|
2023-05-24 10:30:02,608 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 10:30:24,630 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 10:30:46,286 - ice00001 - [INFO] - [Evaluating Epoch 417 valid]: 
 | 
						|
	MRR: Tail : 0.42511, Head : 0.37617, Avg : 0.40064
 | 
						|
 | 
						|
2023-05-24 10:30:46,286 - ice00001 - [INFO] - [Epoch 417]:  Training Loss: 0.0017486,  Valid MRR: 0.40124, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 10:30:47,278 - ice00001 - [INFO] - [E:418| 0]: Train Loss:0.001741,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:32:25,769 - ice00001 - [INFO] - [E:418| 100]: Train Loss:0.0017404,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:33:54,780 - ice00001 - [INFO] - [E:418| 200]: Train Loss:0.0017441,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:35:33,394 - ice00001 - [INFO] - [E:418| 300]: Train Loss:0.0017447,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:37:12,009 - ice00001 - [INFO] - [E:418| 400]: Train Loss:0.0017445,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:38:50,418 - ice00001 - [INFO] - [E:418| 500]: Train Loss:0.001746,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:40:29,291 - ice00001 - [INFO] - [E:418| 600]: Train Loss:0.0017452,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:41:57,638 - ice00001 - [INFO] - [E:418| 700]: Train Loss:0.0017463,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:43:36,567 - ice00001 - [INFO] - [E:418| 800]: Train Loss:0.0017471,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:45:14,902 - ice00001 - [INFO] - [E:418| 900]: Train Loss:0.0017475,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:46:24,252 - ice00001 - [INFO] - [Epoch:418]:  Training Loss:0.001748
 | 
						|
 | 
						|
2023-05-24 10:46:24,725 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 10:46:46,620 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 10:47:08,193 - ice00001 - [INFO] - [Evaluating Epoch 418 valid]: 
 | 
						|
	MRR: Tail : 0.42572, Head : 0.37504, Avg : 0.40038
 | 
						|
 | 
						|
2023-05-24 10:47:08,193 - ice00001 - [INFO] - [Epoch 418]:  Training Loss: 0.0017478,  Valid MRR: 0.40124, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 10:47:09,235 - ice00001 - [INFO] - [E:419| 0]: Train Loss:0.0017098,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:48:40,638 - ice00001 - [INFO] - [E:419| 100]: Train Loss:0.0017453,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:50:16,241 - ice00001 - [INFO] - [E:419| 200]: Train Loss:0.0017439,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:51:54,530 - ice00001 - [INFO] - [E:419| 300]: Train Loss:0.0017449,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:53:32,992 - ice00001 - [INFO] - [E:419| 400]: Train Loss:0.0017456,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:55:11,595 - ice00001 - [INFO] - [E:419| 500]: Train Loss:0.0017466,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:56:40,637 - ice00001 - [INFO] - [E:419| 600]: Train Loss:0.0017471,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:58:19,096 - ice00001 - [INFO] - [E:419| 700]: Train Loss:0.0017471,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 10:59:57,955 - ice00001 - [INFO] - [E:419| 800]: Train Loss:0.0017467,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:01:36,570 - ice00001 - [INFO] - [E:419| 900]: Train Loss:0.0017474,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:02:46,005 - ice00001 - [INFO] - [Epoch:419]:  Training Loss:0.001748
 | 
						|
 | 
						|
2023-05-24 11:02:46,517 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 11:03:08,438 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 11:03:29,993 - ice00001 - [INFO] - [Evaluating Epoch 419 valid]: 
 | 
						|
	MRR: Tail : 0.42507, Head : 0.37438, Avg : 0.39973
 | 
						|
	MR: Tail : 350.83, Head : 362.14, Avg : 356.49
 | 
						|
	Hit-1: Tail : 0.31679, Head : 0.26739, Avg : 0.29209
 | 
						|
	Hit-3: Tail : 0.47821, Head : 0.4225, Avg : 0.45036
 | 
						|
	Hit-10: Tail : 0.6343, Head : 0.58769, Avg : 0.611
 | 
						|
2023-05-24 11:03:29,994 - ice00001 - [INFO] - [Epoch 419]:  Training Loss: 0.0017475,  Valid MRR: 0.40124, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 11:03:31,037 - ice00001 - [INFO] - [E:420| 0]: Train Loss:0.001773,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:04:59,974 - ice00001 - [INFO] - [E:420| 100]: Train Loss:0.0017443,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:06:38,842 - ice00001 - [INFO] - [E:420| 200]: Train Loss:0.001745,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:08:17,308 - ice00001 - [INFO] - [E:420| 300]: Train Loss:0.0017437,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:09:59,689 - ice00001 - [INFO] - [E:420| 400]: Train Loss:0.0017443,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:11:37,599 - ice00001 - [INFO] - [E:420| 500]: Train Loss:0.0017451,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:13:06,041 - ice00001 - [INFO] - [E:420| 600]: Train Loss:0.0017457,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:14:44,554 - ice00001 - [INFO] - [E:420| 700]: Train Loss:0.0017461,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:16:22,763 - ice00001 - [INFO] - [E:420| 800]: Train Loss:0.0017464,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:18:00,982 - ice00001 - [INFO] - [E:420| 900]: Train Loss:0.0017466,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:19:10,148 - ice00001 - [INFO] - [Epoch:420]:  Training Loss:0.001747
 | 
						|
 | 
						|
2023-05-24 11:19:10,528 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 11:19:32,392 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 11:19:54,025 - ice00001 - [INFO] - [Evaluating Epoch 420 valid]: 
 | 
						|
	MRR: Tail : 0.42567, Head : 0.37594, Avg : 0.4008
 | 
						|
 | 
						|
2023-05-24 11:19:54,025 - ice00001 - [INFO] - [Epoch 420]:  Training Loss: 0.0017472,  Valid MRR: 0.40124, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 11:19:55,072 - ice00001 - [INFO] - [E:421| 0]: Train Loss:0.0017568,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:21:23,178 - ice00001 - [INFO] - [E:421| 100]: Train Loss:0.001743,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:23:01,559 - ice00001 - [INFO] - [E:421| 200]: Train Loss:0.0017426,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:24:39,412 - ice00001 - [INFO] - [E:421| 300]: Train Loss:0.0017437,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:26:17,290 - ice00001 - [INFO] - [E:421| 400]: Train Loss:0.0017446,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:27:55,452 - ice00001 - [INFO] - [E:421| 500]: Train Loss:0.0017447,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:29:24,531 - ice00001 - [INFO] - [E:421| 600]: Train Loss:0.0017454,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:31:03,441 - ice00001 - [INFO] - [E:421| 700]: Train Loss:0.0017462,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:32:41,649 - ice00001 - [INFO] - [E:421| 800]: Train Loss:0.0017465,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:34:19,296 - ice00001 - [INFO] - [E:421| 900]: Train Loss:0.0017468,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:35:28,814 - ice00001 - [INFO] - [Epoch:421]:  Training Loss:0.001747
 | 
						|
 | 
						|
2023-05-24 11:35:29,072 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 11:35:49,087 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 11:36:02,492 - ice00001 - [INFO] - [Evaluating Epoch 421 valid]: 
 | 
						|
	MRR: Tail : 0.42374, Head : 0.37576, Avg : 0.39975
 | 
						|
 | 
						|
2023-05-24 11:36:02,492 - ice00001 - [INFO] - [Epoch 421]:  Training Loss: 0.0017469,  Valid MRR: 0.40124, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 11:36:03,142 - ice00001 - [INFO] - [E:422| 0]: Train Loss:0.0017504,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:37:40,964 - ice00001 - [INFO] - [E:422| 100]: Train Loss:0.0017475,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:39:19,082 - ice00001 - [INFO] - [E:422| 200]: Train Loss:0.0017459,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:40:57,606 - ice00001 - [INFO] - [E:422| 300]: Train Loss:0.001745,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:42:35,603 - ice00001 - [INFO] - [E:422| 400]: Train Loss:0.0017447,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:44:03,637 - ice00001 - [INFO] - [E:422| 500]: Train Loss:0.0017457,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:45:42,162 - ice00001 - [INFO] - [E:422| 600]: Train Loss:0.001745,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:47:19,846 - ice00001 - [INFO] - [E:422| 700]: Train Loss:0.0017452,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:48:58,710 - ice00001 - [INFO] - [E:422| 800]: Train Loss:0.0017457,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:50:36,455 - ice00001 - [INFO] - [E:422| 900]: Train Loss:0.0017463,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:51:42,242 - ice00001 - [INFO] - [Epoch:422]:  Training Loss:0.001746
 | 
						|
 | 
						|
2023-05-24 11:51:42,454 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 11:51:58,225 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 11:52:19,893 - ice00001 - [INFO] - [Evaluating Epoch 422 valid]: 
 | 
						|
	MRR: Tail : 0.42393, Head : 0.37647, Avg : 0.4002
 | 
						|
 | 
						|
2023-05-24 11:52:19,893 - ice00001 - [INFO] - [Epoch 422]:  Training Loss: 0.0017465,  Valid MRR: 0.40124, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 11:52:20,890 - ice00001 - [INFO] - [E:423| 0]: Train Loss:0.001788,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:54:01,740 - ice00001 - [INFO] - [E:423| 100]: Train Loss:0.0017428,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:55:40,415 - ice00001 - [INFO] - [E:423| 200]: Train Loss:0.0017403,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:57:19,466 - ice00001 - [INFO] - [E:423| 300]: Train Loss:0.0017407,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 11:58:57,193 - ice00001 - [INFO] - [E:423| 400]: Train Loss:0.0017412,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 12:00:26,339 - ice00001 - [INFO] - [E:423| 500]: Train Loss:0.0017416,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 12:02:05,109 - ice00001 - [INFO] - [E:423| 600]: Train Loss:0.001743,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 12:03:43,856 - ice00001 - [INFO] - [E:423| 700]: Train Loss:0.0017435,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 12:05:21,901 - ice00001 - [INFO] - [E:423| 800]: Train Loss:0.0017441,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 12:07:00,174 - ice00001 - [INFO] - [E:423| 900]: Train Loss:0.0017451,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 12:07:59,743 - ice00001 - [INFO] - [Epoch:423]:  Training Loss:0.001746
 | 
						|
 | 
						|
2023-05-24 12:08:00,058 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 12:08:21,968 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 12:08:43,604 - ice00001 - [INFO] - [Evaluating Epoch 423 valid]: 
 | 
						|
	MRR: Tail : 0.42451, Head : 0.37471, Avg : 0.39961
 | 
						|
 | 
						|
2023-05-24 12:08:43,604 - ice00001 - [INFO] - [Epoch 423]:  Training Loss: 0.0017456,  Valid MRR: 0.40124, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 12:08:44,662 - ice00001 - [INFO] - [E:424| 0]: Train Loss:0.0017643,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 12:10:22,629 - ice00001 - [INFO] - [E:424| 100]: Train Loss:0.0017431,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 12:12:01,053 - ice00001 - [INFO] - [E:424| 200]: Train Loss:0.0017424,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 12:13:39,079 - ice00001 - [INFO] - [E:424| 300]: Train Loss:0.0017416,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 12:15:17,411 - ice00001 - [INFO] - [E:424| 400]: Train Loss:0.0017427,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 12:16:45,720 - ice00001 - [INFO] - [E:424| 500]: Train Loss:0.0017434,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 12:18:24,524 - ice00001 - [INFO] - [E:424| 600]: Train Loss:0.001744,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 12:20:03,171 - ice00001 - [INFO] - [E:424| 700]: Train Loss:0.0017444,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 12:21:41,878 - ice00001 - [INFO] - [E:424| 800]: Train Loss:0.0017449,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 12:23:15,417 - ice00001 - [INFO] - [E:424| 900]: Train Loss:0.0017456,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 12:24:20,319 - ice00001 - [INFO] - [Epoch:424]:  Training Loss:0.001746
 | 
						|
 | 
						|
2023-05-24 12:24:20,685 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 12:24:42,547 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 12:25:04,171 - ice00001 - [INFO] - [Evaluating Epoch 424 valid]: 
 | 
						|
	MRR: Tail : 0.42499, Head : 0.37398, Avg : 0.39948
 | 
						|
 | 
						|
2023-05-24 12:25:04,172 - ice00001 - [INFO] - [Epoch 424]:  Training Loss: 0.0017459,  Valid MRR: 0.40124, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 12:25:05,212 - ice00001 - [INFO] - [E:425| 0]: Train Loss:0.0017481,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 12:26:43,594 - ice00001 - [INFO] - [E:425| 100]: Train Loss:0.0017419,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 12:28:22,178 - ice00001 - [INFO] - [E:425| 200]: Train Loss:0.0017438,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 12:29:59,871 - ice00001 - [INFO] - [E:425| 300]: Train Loss:0.0017435,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 12:31:28,182 - ice00001 - [INFO] - [E:425| 400]: Train Loss:0.0017441,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 12:33:06,896 - ice00001 - [INFO] - [E:425| 500]: Train Loss:0.001745,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 12:34:45,904 - ice00001 - [INFO] - [E:425| 600]: Train Loss:0.0017447,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 12:36:24,813 - ice00001 - [INFO] - [E:425| 700]: Train Loss:0.0017453,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 12:38:06,063 - ice00001 - [INFO] - [E:425| 800]: Train Loss:0.001745,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 12:39:34,498 - ice00001 - [INFO] - [E:425| 900]: Train Loss:0.0017455,  Val MRR:0.40124, 	ice00001
 | 
						|
2023-05-24 12:40:43,233 - ice00001 - [INFO] - [Epoch:425]:  Training Loss:0.001746
 | 
						|
 | 
						|
2023-05-24 12:40:43,569 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 12:41:05,850 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 12:41:27,512 - ice00001 - [INFO] - [Evaluating Epoch 425 valid]: 
 | 
						|
	MRR: Tail : 0.42572, Head : 0.37692, Avg : 0.40132
 | 
						|
 | 
						|
2023-05-24 12:41:30,689 - ice00001 - [INFO] - [Epoch 425]:  Training Loss: 0.0017459,  Valid MRR: 0.40132, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 12:41:31,851 - ice00001 - [INFO] - [E:426| 0]: Train Loss:0.0017536,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 12:43:10,148 - ice00001 - [INFO] - [E:426| 100]: Train Loss:0.0017431,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 12:44:48,590 - ice00001 - [INFO] - [E:426| 200]: Train Loss:0.0017429,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 12:46:27,395 - ice00001 - [INFO] - [E:426| 300]: Train Loss:0.001744,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 12:47:56,116 - ice00001 - [INFO] - [E:426| 400]: Train Loss:0.0017445,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 12:49:34,782 - ice00001 - [INFO] - [E:426| 500]: Train Loss:0.0017442,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 12:51:13,120 - ice00001 - [INFO] - [E:426| 600]: Train Loss:0.0017448,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 12:52:51,225 - ice00001 - [INFO] - [E:426| 700]: Train Loss:0.0017448,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 12:54:29,636 - ice00001 - [INFO] - [E:426| 800]: Train Loss:0.0017451,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 12:55:58,260 - ice00001 - [INFO] - [E:426| 900]: Train Loss:0.0017456,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 12:57:07,440 - ice00001 - [INFO] - [Epoch:426]:  Training Loss:0.001746
 | 
						|
 | 
						|
2023-05-24 12:57:07,826 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 12:57:29,740 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 12:57:51,436 - ice00001 - [INFO] - [Evaluating Epoch 426 valid]: 
 | 
						|
	MRR: Tail : 0.42555, Head : 0.37456, Avg : 0.40006
 | 
						|
 | 
						|
2023-05-24 12:57:51,436 - ice00001 - [INFO] - [Epoch 426]:  Training Loss: 0.0017456,  Valid MRR: 0.40132, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 12:57:52,420 - ice00001 - [INFO] - [E:427| 0]: Train Loss:0.0018046,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 12:59:30,908 - ice00001 - [INFO] - [E:427| 100]: Train Loss:0.0017445,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:01:09,967 - ice00001 - [INFO] - [E:427| 200]: Train Loss:0.0017446,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:02:38,390 - ice00001 - [INFO] - [E:427| 300]: Train Loss:0.0017432,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:04:17,067 - ice00001 - [INFO] - [E:427| 400]: Train Loss:0.0017432,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:05:55,091 - ice00001 - [INFO] - [E:427| 500]: Train Loss:0.0017439,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:07:33,650 - ice00001 - [INFO] - [E:427| 600]: Train Loss:0.0017445,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:09:11,803 - ice00001 - [INFO] - [E:427| 700]: Train Loss:0.0017447,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:10:39,797 - ice00001 - [INFO] - [E:427| 800]: Train Loss:0.0017447,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:12:18,633 - ice00001 - [INFO] - [E:427| 900]: Train Loss:0.0017453,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:13:27,721 - ice00001 - [INFO] - [Epoch:427]:  Training Loss:0.001745
 | 
						|
 | 
						|
2023-05-24 13:13:28,228 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 13:13:50,180 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 13:14:11,810 - ice00001 - [INFO] - [Evaluating Epoch 427 valid]: 
 | 
						|
	MRR: Tail : 0.426, Head : 0.37548, Avg : 0.40074
 | 
						|
 | 
						|
2023-05-24 13:14:11,810 - ice00001 - [INFO] - [Epoch 427]:  Training Loss: 0.0017452,  Valid MRR: 0.40132, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 13:14:12,855 - ice00001 - [INFO] - [E:428| 0]: Train Loss:0.0017353,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:15:50,774 - ice00001 - [INFO] - [E:428| 100]: Train Loss:0.0017368,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:17:29,461 - ice00001 - [INFO] - [E:428| 200]: Train Loss:0.0017405,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:18:57,846 - ice00001 - [INFO] - [E:428| 300]: Train Loss:0.00174,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:20:39,558 - ice00001 - [INFO] - [E:428| 400]: Train Loss:0.0017411,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:22:17,602 - ice00001 - [INFO] - [E:428| 500]: Train Loss:0.0017418,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:23:55,614 - ice00001 - [INFO] - [E:428| 600]: Train Loss:0.0017427,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:25:33,499 - ice00001 - [INFO] - [E:428| 700]: Train Loss:0.0017436,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:27:02,328 - ice00001 - [INFO] - [E:428| 800]: Train Loss:0.0017446,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:28:40,392 - ice00001 - [INFO] - [E:428| 900]: Train Loss:0.0017444,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:29:49,458 - ice00001 - [INFO] - [Epoch:428]:  Training Loss:0.001745
 | 
						|
 | 
						|
2023-05-24 13:29:49,826 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 13:30:11,695 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 13:30:33,344 - ice00001 - [INFO] - [Evaluating Epoch 428 valid]: 
 | 
						|
	MRR: Tail : 0.425, Head : 0.37647, Avg : 0.40073
 | 
						|
 | 
						|
2023-05-24 13:30:33,344 - ice00001 - [INFO] - [Epoch 428]:  Training Loss: 0.0017448,  Valid MRR: 0.40132, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 13:30:34,382 - ice00001 - [INFO] - [E:429| 0]: Train Loss:0.0017177,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:32:12,329 - ice00001 - [INFO] - [E:429| 100]: Train Loss:0.0017401,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:33:49,822 - ice00001 - [INFO] - [E:429| 200]: Train Loss:0.00174,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:35:18,586 - ice00001 - [INFO] - [E:429| 300]: Train Loss:0.00174,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:36:56,580 - ice00001 - [INFO] - [E:429| 400]: Train Loss:0.0017409,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:38:34,164 - ice00001 - [INFO] - [E:429| 500]: Train Loss:0.0017411,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:40:12,997 - ice00001 - [INFO] - [E:429| 600]: Train Loss:0.0017421,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:41:51,800 - ice00001 - [INFO] - [E:429| 700]: Train Loss:0.0017427,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:43:20,512 - ice00001 - [INFO] - [E:429| 800]: Train Loss:0.0017432,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:44:58,569 - ice00001 - [INFO] - [E:429| 900]: Train Loss:0.0017441,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:46:07,364 - ice00001 - [INFO] - [Epoch:429]:  Training Loss:0.001744
 | 
						|
 | 
						|
2023-05-24 13:46:07,710 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 13:46:29,765 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 13:46:51,401 - ice00001 - [INFO] - [Evaluating Epoch 429 valid]: 
 | 
						|
	MRR: Tail : 0.42479, Head : 0.37583, Avg : 0.40031
 | 
						|
	MR: Tail : 361.3, Head : 369.72, Avg : 365.51
 | 
						|
	Hit-1: Tail : 0.31642, Head : 0.26848, Avg : 0.29245
 | 
						|
	Hit-3: Tail : 0.47639, Head : 0.42347, Avg : 0.44993
 | 
						|
	Hit-10: Tail : 0.63442, Head : 0.59073, Avg : 0.61257
 | 
						|
2023-05-24 13:46:51,401 - ice00001 - [INFO] - [Epoch 429]:  Training Loss: 0.0017443,  Valid MRR: 0.40132, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 13:46:52,420 - ice00001 - [INFO] - [E:430| 0]: Train Loss:0.0017287,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:48:30,365 - ice00001 - [INFO] - [E:430| 100]: Train Loss:0.0017391,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:50:00,900 - ice00001 - [INFO] - [E:430| 200]: Train Loss:0.001741,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:51:38,168 - ice00001 - [INFO] - [E:430| 300]: Train Loss:0.0017398,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:53:17,144 - ice00001 - [INFO] - [E:430| 400]: Train Loss:0.0017413,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:54:56,071 - ice00001 - [INFO] - [E:430| 500]: Train Loss:0.001742,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:56:34,733 - ice00001 - [INFO] - [E:430| 600]: Train Loss:0.0017423,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:58:03,429 - ice00001 - [INFO] - [E:430| 700]: Train Loss:0.0017423,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 13:59:42,337 - ice00001 - [INFO] - [E:430| 800]: Train Loss:0.0017429,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:01:21,126 - ice00001 - [INFO] - [E:430| 900]: Train Loss:0.0017434,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:02:30,631 - ice00001 - [INFO] - [Epoch:430]:  Training Loss:0.001744
 | 
						|
 | 
						|
2023-05-24 14:02:31,019 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 14:02:52,913 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 14:03:14,582 - ice00001 - [INFO] - [Evaluating Epoch 430 valid]: 
 | 
						|
	MRR: Tail : 0.42384, Head : 0.37523, Avg : 0.39953
 | 
						|
 | 
						|
2023-05-24 14:03:14,583 - ice00001 - [INFO] - [Epoch 430]:  Training Loss: 0.0017437,  Valid MRR: 0.40132, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 14:03:15,601 - ice00001 - [INFO] - [E:431| 0]: Train Loss:0.0017744,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:04:57,626 - ice00001 - [INFO] - [E:431| 100]: Train Loss:0.0017436,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:06:26,693 - ice00001 - [INFO] - [E:431| 200]: Train Loss:0.0017447,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:08:05,721 - ice00001 - [INFO] - [E:431| 300]: Train Loss:0.0017441,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:09:45,825 - ice00001 - [INFO] - [E:431| 400]: Train Loss:0.0017427,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:11:25,683 - ice00001 - [INFO] - [E:431| 500]: Train Loss:0.0017419,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:13:06,377 - ice00001 - [INFO] - [E:431| 600]: Train Loss:0.0017425,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:14:35,982 - ice00001 - [INFO] - [E:431| 700]: Train Loss:0.001743,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:16:15,102 - ice00001 - [INFO] - [E:431| 800]: Train Loss:0.0017431,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:17:54,792 - ice00001 - [INFO] - [E:431| 900]: Train Loss:0.0017434,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:19:04,710 - ice00001 - [INFO] - [Epoch:431]:  Training Loss:0.001743
 | 
						|
 | 
						|
2023-05-24 14:19:04,966 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 14:19:27,850 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 14:19:49,893 - ice00001 - [INFO] - [Evaluating Epoch 431 valid]: 
 | 
						|
	MRR: Tail : 0.42528, Head : 0.3768, Avg : 0.40104
 | 
						|
 | 
						|
2023-05-24 14:19:49,893 - ice00001 - [INFO] - [Epoch 431]:  Training Loss: 0.0017434,  Valid MRR: 0.40132, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 14:19:51,059 - ice00001 - [INFO] - [E:432| 0]: Train Loss:0.0017389,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:21:30,684 - ice00001 - [INFO] - [E:432| 100]: Train Loss:0.0017391,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:23:00,151 - ice00001 - [INFO] - [E:432| 200]: Train Loss:0.0017382,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:24:39,453 - ice00001 - [INFO] - [E:432| 300]: Train Loss:0.0017394,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:26:18,565 - ice00001 - [INFO] - [E:432| 400]: Train Loss:0.0017404,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:27:57,963 - ice00001 - [INFO] - [E:432| 500]: Train Loss:0.0017408,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:29:36,984 - ice00001 - [INFO] - [E:432| 600]: Train Loss:0.0017414,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:31:06,507 - ice00001 - [INFO] - [E:432| 700]: Train Loss:0.0017417,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:32:46,270 - ice00001 - [INFO] - [E:432| 800]: Train Loss:0.0017416,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:34:25,267 - ice00001 - [INFO] - [E:432| 900]: Train Loss:0.0017425,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:35:35,041 - ice00001 - [INFO] - [Epoch:432]:  Training Loss:0.001743
 | 
						|
 | 
						|
2023-05-24 14:35:35,552 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 14:35:57,810 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 14:36:20,289 - ice00001 - [INFO] - [Evaluating Epoch 432 valid]: 
 | 
						|
	MRR: Tail : 0.42383, Head : 0.37374, Avg : 0.39878
 | 
						|
 | 
						|
2023-05-24 14:36:20,289 - ice00001 - [INFO] - [Epoch 432]:  Training Loss: 0.0017428,  Valid MRR: 0.40132, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 14:36:21,350 - ice00001 - [INFO] - [E:433| 0]: Train Loss:0.0017448,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:38:00,333 - ice00001 - [INFO] - [E:433| 100]: Train Loss:0.0017393,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:39:29,886 - ice00001 - [INFO] - [E:433| 200]: Train Loss:0.0017387,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:41:09,148 - ice00001 - [INFO] - [E:433| 300]: Train Loss:0.0017395,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:42:47,814 - ice00001 - [INFO] - [E:433| 400]: Train Loss:0.0017391,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:44:26,999 - ice00001 - [INFO] - [E:433| 500]: Train Loss:0.0017404,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:46:06,227 - ice00001 - [INFO] - [E:433| 600]: Train Loss:0.0017409,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:47:36,032 - ice00001 - [INFO] - [E:433| 700]: Train Loss:0.0017409,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:49:15,750 - ice00001 - [INFO] - [E:433| 800]: Train Loss:0.001742,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:50:58,928 - ice00001 - [INFO] - [E:433| 900]: Train Loss:0.0017425,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:52:08,926 - ice00001 - [INFO] - [Epoch:433]:  Training Loss:0.001743
 | 
						|
 | 
						|
2023-05-24 14:52:09,433 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 14:52:32,390 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 14:52:55,100 - ice00001 - [INFO] - [Evaluating Epoch 433 valid]: 
 | 
						|
	MRR: Tail : 0.42555, Head : 0.37708, Avg : 0.40132
 | 
						|
 | 
						|
2023-05-24 14:52:55,101 - ice00001 - [INFO] - [Epoch 433]:  Training Loss: 0.0017428,  Valid MRR: 0.40132, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 14:52:56,269 - ice00001 - [INFO] - [E:434| 0]: Train Loss:0.0017299,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:54:35,551 - ice00001 - [INFO] - [E:434| 100]: Train Loss:0.0017398,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:56:05,211 - ice00001 - [INFO] - [E:434| 200]: Train Loss:0.0017397,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:57:44,047 - ice00001 - [INFO] - [E:434| 300]: Train Loss:0.00174,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 14:59:22,776 - ice00001 - [INFO] - [E:434| 400]: Train Loss:0.0017404,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:01:02,243 - ice00001 - [INFO] - [E:434| 500]: Train Loss:0.0017405,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:02:42,811 - ice00001 - [INFO] - [E:434| 600]: Train Loss:0.0017409,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:04:12,523 - ice00001 - [INFO] - [E:434| 700]: Train Loss:0.0017414,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:05:51,335 - ice00001 - [INFO] - [E:434| 800]: Train Loss:0.001742,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:07:31,055 - ice00001 - [INFO] - [E:434| 900]: Train Loss:0.0017424,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:08:40,433 - ice00001 - [INFO] - [Epoch:434]:  Training Loss:0.001743
 | 
						|
 | 
						|
2023-05-24 15:08:40,815 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 15:09:03,319 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 15:09:25,531 - ice00001 - [INFO] - [Evaluating Epoch 434 valid]: 
 | 
						|
	MRR: Tail : 0.4247, Head : 0.37521, Avg : 0.39995
 | 
						|
 | 
						|
2023-05-24 15:09:25,531 - ice00001 - [INFO] - [Epoch 434]:  Training Loss: 0.0017427,  Valid MRR: 0.40132, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 15:09:26,726 - ice00001 - [INFO] - [E:435| 0]: Train Loss:0.0017497,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:11:06,210 - ice00001 - [INFO] - [E:435| 100]: Train Loss:0.0017384,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:12:35,457 - ice00001 - [INFO] - [E:435| 200]: Train Loss:0.001738,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:14:14,452 - ice00001 - [INFO] - [E:435| 300]: Train Loss:0.0017387,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:15:52,841 - ice00001 - [INFO] - [E:435| 400]: Train Loss:0.0017394,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:17:32,709 - ice00001 - [INFO] - [E:435| 500]: Train Loss:0.0017398,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:19:12,437 - ice00001 - [INFO] - [E:435| 600]: Train Loss:0.0017405,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:20:42,501 - ice00001 - [INFO] - [E:435| 700]: Train Loss:0.0017413,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:22:22,072 - ice00001 - [INFO] - [E:435| 800]: Train Loss:0.0017416,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:24:01,529 - ice00001 - [INFO] - [E:435| 900]: Train Loss:0.001742,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:25:11,520 - ice00001 - [INFO] - [Epoch:435]:  Training Loss:0.001742
 | 
						|
 | 
						|
2023-05-24 15:25:11,908 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 15:25:34,661 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 15:25:56,879 - ice00001 - [INFO] - [Evaluating Epoch 435 valid]: 
 | 
						|
	MRR: Tail : 0.42512, Head : 0.37624, Avg : 0.40068
 | 
						|
 | 
						|
2023-05-24 15:25:56,879 - ice00001 - [INFO] - [Epoch 435]:  Training Loss: 0.0017423,  Valid MRR: 0.40132, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 15:25:58,060 - ice00001 - [INFO] - [E:436| 0]: Train Loss:0.0016985,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:27:37,813 - ice00001 - [INFO] - [E:436| 100]: Train Loss:0.0017373,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:29:07,812 - ice00001 - [INFO] - [E:436| 200]: Train Loss:0.0017373,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:30:47,357 - ice00001 - [INFO] - [E:436| 300]: Train Loss:0.0017377,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:32:26,236 - ice00001 - [INFO] - [E:436| 400]: Train Loss:0.0017382,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:34:05,774 - ice00001 - [INFO] - [E:436| 500]: Train Loss:0.0017386,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:35:48,476 - ice00001 - [INFO] - [E:436| 600]: Train Loss:0.0017395,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:37:18,687 - ice00001 - [INFO] - [E:436| 700]: Train Loss:0.0017404,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:38:58,297 - ice00001 - [INFO] - [E:436| 800]: Train Loss:0.001741,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:40:38,034 - ice00001 - [INFO] - [E:436| 900]: Train Loss:0.0017418,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:41:48,108 - ice00001 - [INFO] - [Epoch:436]:  Training Loss:0.001742
 | 
						|
 | 
						|
2023-05-24 15:41:48,588 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 15:42:10,833 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 15:42:33,483 - ice00001 - [INFO] - [Evaluating Epoch 436 valid]: 
 | 
						|
	MRR: Tail : 0.42482, Head : 0.37691, Avg : 0.40087
 | 
						|
 | 
						|
2023-05-24 15:42:33,483 - ice00001 - [INFO] - [Epoch 436]:  Training Loss: 0.001742,  Valid MRR: 0.40132, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 15:42:34,279 - ice00001 - [INFO] - [E:437| 0]: Train Loss:0.0017172,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:44:13,755 - ice00001 - [INFO] - [E:437| 100]: Train Loss:0.0017351,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:45:43,844 - ice00001 - [INFO] - [E:437| 200]: Train Loss:0.0017385,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:47:23,080 - ice00001 - [INFO] - [E:437| 300]: Train Loss:0.0017382,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:49:02,978 - ice00001 - [INFO] - [E:437| 400]: Train Loss:0.0017389,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:50:42,341 - ice00001 - [INFO] - [E:437| 500]: Train Loss:0.0017396,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:52:21,672 - ice00001 - [INFO] - [E:437| 600]: Train Loss:0.0017401,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:53:51,239 - ice00001 - [INFO] - [E:437| 700]: Train Loss:0.0017406,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:55:30,536 - ice00001 - [INFO] - [E:437| 800]: Train Loss:0.0017409,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:57:10,138 - ice00001 - [INFO] - [E:437| 900]: Train Loss:0.0017409,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 15:58:19,835 - ice00001 - [INFO] - [Epoch:437]:  Training Loss:0.001741
 | 
						|
 | 
						|
2023-05-24 15:58:20,221 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 15:58:42,850 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 15:59:05,385 - ice00001 - [INFO] - [Evaluating Epoch 437 valid]: 
 | 
						|
	MRR: Tail : 0.42515, Head : 0.37694, Avg : 0.40104
 | 
						|
 | 
						|
2023-05-24 15:59:05,385 - ice00001 - [INFO] - [Epoch 437]:  Training Loss: 0.0017413,  Valid MRR: 0.40132, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 15:59:06,238 - ice00001 - [INFO] - [E:438| 0]: Train Loss:0.00175,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 16:00:45,913 - ice00001 - [INFO] - [E:438| 100]: Train Loss:0.0017364,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 16:02:15,572 - ice00001 - [INFO] - [E:438| 200]: Train Loss:0.0017384,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 16:03:54,654 - ice00001 - [INFO] - [E:438| 300]: Train Loss:0.0017377,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 16:05:34,422 - ice00001 - [INFO] - [E:438| 400]: Train Loss:0.0017377,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 16:07:13,171 - ice00001 - [INFO] - [E:438| 500]: Train Loss:0.0017383,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 16:08:52,706 - ice00001 - [INFO] - [E:438| 600]: Train Loss:0.0017388,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 16:10:22,919 - ice00001 - [INFO] - [E:438| 700]: Train Loss:0.0017389,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 16:12:02,038 - ice00001 - [INFO] - [E:438| 800]: Train Loss:0.0017395,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 16:13:41,780 - ice00001 - [INFO] - [E:438| 900]: Train Loss:0.0017407,  Val MRR:0.40132, 	ice00001
 | 
						|
2023-05-24 16:14:52,132 - ice00001 - [INFO] - [Epoch:438]:  Training Loss:0.001741
 | 
						|
 | 
						|
2023-05-24 16:14:52,471 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 16:15:15,623 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 16:15:38,703 - ice00001 - [INFO] - [Evaluating Epoch 438 valid]: 
 | 
						|
	MRR: Tail : 0.426, Head : 0.37715, Avg : 0.40157
 | 
						|
 | 
						|
2023-05-24 16:15:41,634 - ice00001 - [INFO] - [Epoch 438]:  Training Loss: 0.001741,  Valid MRR: 0.40157, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 16:15:43,031 - ice00001 - [INFO] - [E:439| 0]: Train Loss:0.0017094,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 16:17:21,882 - ice00001 - [INFO] - [E:439| 100]: Train Loss:0.0017365,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 16:18:51,444 - ice00001 - [INFO] - [E:439| 200]: Train Loss:0.0017367,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 16:20:30,532 - ice00001 - [INFO] - [E:439| 300]: Train Loss:0.0017374,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 16:22:13,660 - ice00001 - [INFO] - [E:439| 400]: Train Loss:0.0017377,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 16:23:52,029 - ice00001 - [INFO] - [E:439| 500]: Train Loss:0.0017379,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 16:25:31,291 - ice00001 - [INFO] - [E:439| 600]: Train Loss:0.0017388,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 16:27:04,540 - ice00001 - [INFO] - [E:439| 700]: Train Loss:0.0017397,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 16:28:40,756 - ice00001 - [INFO] - [E:439| 800]: Train Loss:0.0017402,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 16:30:20,509 - ice00001 - [INFO] - [E:439| 900]: Train Loss:0.0017407,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 16:31:30,914 - ice00001 - [INFO] - [Epoch:439]:  Training Loss:0.001741
 | 
						|
 | 
						|
2023-05-24 16:31:31,172 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 16:31:53,933 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 16:32:16,517 - ice00001 - [INFO] - [Evaluating Epoch 439 valid]: 
 | 
						|
	MRR: Tail : 0.42496, Head : 0.37598, Avg : 0.40047
 | 
						|
	MR: Tail : 364.12, Head : 372.9, Avg : 368.51
 | 
						|
	Hit-1: Tail : 0.31654, Head : 0.26933, Avg : 0.29294
 | 
						|
	Hit-3: Tail : 0.47712, Head : 0.42262, Avg : 0.44987
 | 
						|
	Hit-10: Tail : 0.63466, Head : 0.58915, Avg : 0.61191
 | 
						|
2023-05-24 16:32:16,518 - ice00001 - [INFO] - [Epoch 439]:  Training Loss: 0.001741,  Valid MRR: 0.40157, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 16:32:17,516 - ice00001 - [INFO] - [E:440| 0]: Train Loss:0.0017536,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 16:33:57,628 - ice00001 - [INFO] - [E:440| 100]: Train Loss:0.0017339,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 16:35:29,430 - ice00001 - [INFO] - [E:440| 200]: Train Loss:0.001735,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 16:37:07,807 - ice00001 - [INFO] - [E:440| 300]: Train Loss:0.0017384,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 16:38:47,969 - ice00001 - [INFO] - [E:440| 400]: Train Loss:0.0017386,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 16:40:26,246 - ice00001 - [INFO] - [E:440| 500]: Train Loss:0.0017383,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 16:42:05,989 - ice00001 - [INFO] - [E:440| 600]: Train Loss:0.0017384,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 16:43:41,189 - ice00001 - [INFO] - [E:440| 700]: Train Loss:0.0017388,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 16:45:15,829 - ice00001 - [INFO] - [E:440| 800]: Train Loss:0.0017391,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 16:46:56,015 - ice00001 - [INFO] - [E:440| 900]: Train Loss:0.0017399,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 16:48:06,058 - ice00001 - [INFO] - [Epoch:440]:  Training Loss:0.00174
 | 
						|
 | 
						|
2023-05-24 16:48:06,443 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 16:48:29,538 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 16:48:52,214 - ice00001 - [INFO] - [Evaluating Epoch 440 valid]: 
 | 
						|
	MRR: Tail : 0.42534, Head : 0.37542, Avg : 0.40038
 | 
						|
 | 
						|
2023-05-24 16:48:52,215 - ice00001 - [INFO] - [Epoch 440]:  Training Loss: 0.0017402,  Valid MRR: 0.40157, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 16:48:53,409 - ice00001 - [INFO] - [E:441| 0]: Train Loss:0.001745,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 16:50:32,814 - ice00001 - [INFO] - [E:441| 100]: Train Loss:0.0017356,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 16:52:04,962 - ice00001 - [INFO] - [E:441| 200]: Train Loss:0.0017357,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 16:53:42,203 - ice00001 - [INFO] - [E:441| 300]: Train Loss:0.0017374,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 16:55:21,097 - ice00001 - [INFO] - [E:441| 400]: Train Loss:0.0017381,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 16:57:00,216 - ice00001 - [INFO] - [E:441| 500]: Train Loss:0.0017385,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 16:58:39,547 - ice00001 - [INFO] - [E:441| 600]: Train Loss:0.0017385,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:00:15,481 - ice00001 - [INFO] - [E:441| 700]: Train Loss:0.001739,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:01:48,416 - ice00001 - [INFO] - [E:441| 800]: Train Loss:0.0017396,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:03:27,137 - ice00001 - [INFO] - [E:441| 900]: Train Loss:0.0017401,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:04:37,237 - ice00001 - [INFO] - [Epoch:441]:  Training Loss:0.00174
 | 
						|
 | 
						|
2023-05-24 17:04:37,499 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 17:05:00,064 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 17:05:22,333 - ice00001 - [INFO] - [Evaluating Epoch 441 valid]: 
 | 
						|
	MRR: Tail : 0.42479, Head : 0.37557, Avg : 0.40018
 | 
						|
 | 
						|
2023-05-24 17:05:22,333 - ice00001 - [INFO] - [Epoch 441]:  Training Loss: 0.0017401,  Valid MRR: 0.40157, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 17:05:23,448 - ice00001 - [INFO] - [E:442| 0]: Train Loss:0.0017472,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:07:03,040 - ice00001 - [INFO] - [E:442| 100]: Train Loss:0.0017368,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:08:38,968 - ice00001 - [INFO] - [E:442| 200]: Train Loss:0.0017349,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:10:14,265 - ice00001 - [INFO] - [E:442| 300]: Train Loss:0.0017353,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:11:53,678 - ice00001 - [INFO] - [E:442| 400]: Train Loss:0.0017364,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:13:33,022 - ice00001 - [INFO] - [E:442| 500]: Train Loss:0.0017362,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:15:12,433 - ice00001 - [INFO] - [E:442| 600]: Train Loss:0.0017371,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:16:50,083 - ice00001 - [INFO] - [E:442| 700]: Train Loss:0.001738,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:18:21,410 - ice00001 - [INFO] - [E:442| 800]: Train Loss:0.0017388,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:20:01,667 - ice00001 - [INFO] - [E:442| 900]: Train Loss:0.0017393,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:21:11,368 - ice00001 - [INFO] - [Epoch:442]:  Training Loss:0.00174
 | 
						|
 | 
						|
2023-05-24 17:21:11,707 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 17:21:34,426 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 17:21:56,634 - ice00001 - [INFO] - [Evaluating Epoch 442 valid]: 
 | 
						|
	MRR: Tail : 0.42622, Head : 0.37451, Avg : 0.40037
 | 
						|
 | 
						|
2023-05-24 17:21:56,634 - ice00001 - [INFO] - [Epoch 442]:  Training Loss: 0.00174,  Valid MRR: 0.40157, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 17:21:57,753 - ice00001 - [INFO] - [E:443| 0]: Train Loss:0.0017821,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:23:37,254 - ice00001 - [INFO] - [E:443| 100]: Train Loss:0.001738,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:25:12,412 - ice00001 - [INFO] - [E:443| 200]: Train Loss:0.001736,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:26:46,577 - ice00001 - [INFO] - [E:443| 300]: Train Loss:0.0017366,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:28:26,036 - ice00001 - [INFO] - [E:443| 400]: Train Loss:0.0017375,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:30:05,628 - ice00001 - [INFO] - [E:443| 500]: Train Loss:0.0017384,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:31:44,859 - ice00001 - [INFO] - [E:443| 600]: Train Loss:0.0017382,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:33:22,498 - ice00001 - [INFO] - [E:443| 700]: Train Loss:0.0017379,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:34:54,292 - ice00001 - [INFO] - [E:443| 800]: Train Loss:0.0017386,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:36:34,375 - ice00001 - [INFO] - [E:443| 900]: Train Loss:0.0017393,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:37:44,528 - ice00001 - [INFO] - [Epoch:443]:  Training Loss:0.00174
 | 
						|
 | 
						|
2023-05-24 17:37:44,784 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 17:38:07,878 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 17:38:30,193 - ice00001 - [INFO] - [Evaluating Epoch 443 valid]: 
 | 
						|
	MRR: Tail : 0.42523, Head : 0.37594, Avg : 0.40058
 | 
						|
 | 
						|
2023-05-24 17:38:30,193 - ice00001 - [INFO] - [Epoch 443]:  Training Loss: 0.0017397,  Valid MRR: 0.40157, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 17:38:31,331 - ice00001 - [INFO] - [E:444| 0]: Train Loss:0.0017686,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:40:11,744 - ice00001 - [INFO] - [E:444| 100]: Train Loss:0.0017314,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:41:46,946 - ice00001 - [INFO] - [E:444| 200]: Train Loss:0.0017331,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:43:20,462 - ice00001 - [INFO] - [E:444| 300]: Train Loss:0.001735,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:45:00,345 - ice00001 - [INFO] - [E:444| 400]: Train Loss:0.0017358,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:46:40,248 - ice00001 - [INFO] - [E:444| 500]: Train Loss:0.0017372,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:48:18,999 - ice00001 - [INFO] - [E:444| 600]: Train Loss:0.0017376,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:49:57,504 - ice00001 - [INFO] - [E:444| 700]: Train Loss:0.0017384,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:51:27,686 - ice00001 - [INFO] - [E:444| 800]: Train Loss:0.0017383,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:53:07,113 - ice00001 - [INFO] - [E:444| 900]: Train Loss:0.0017389,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:54:19,041 - ice00001 - [INFO] - [Epoch:444]:  Training Loss:0.001739
 | 
						|
 | 
						|
2023-05-24 17:54:19,377 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 17:54:42,198 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 17:55:04,547 - ice00001 - [INFO] - [Evaluating Epoch 444 valid]: 
 | 
						|
	MRR: Tail : 0.42469, Head : 0.37591, Avg : 0.4003
 | 
						|
 | 
						|
2023-05-24 17:55:04,547 - ice00001 - [INFO] - [Epoch 444]:  Training Loss: 0.0017392,  Valid MRR: 0.40157, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 17:55:05,650 - ice00001 - [INFO] - [E:445| 0]: Train Loss:0.0017601,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:56:45,611 - ice00001 - [INFO] - [E:445| 100]: Train Loss:0.0017354,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:58:23,802 - ice00001 - [INFO] - [E:445| 200]: Train Loss:0.0017374,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 17:59:54,884 - ice00001 - [INFO] - [E:445| 300]: Train Loss:0.0017358,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:01:34,094 - ice00001 - [INFO] - [E:445| 400]: Train Loss:0.0017364,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:03:14,255 - ice00001 - [INFO] - [E:445| 500]: Train Loss:0.0017371,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:04:54,082 - ice00001 - [INFO] - [E:445| 600]: Train Loss:0.001738,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:06:33,473 - ice00001 - [INFO] - [E:445| 700]: Train Loss:0.0017382,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:08:03,002 - ice00001 - [INFO] - [E:445| 800]: Train Loss:0.0017386,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:09:42,167 - ice00001 - [INFO] - [E:445| 900]: Train Loss:0.0017387,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:10:52,390 - ice00001 - [INFO] - [Epoch:445]:  Training Loss:0.001739
 | 
						|
 | 
						|
2023-05-24 18:10:52,732 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 18:11:15,834 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 18:11:37,732 - ice00001 - [INFO] - [Evaluating Epoch 445 valid]: 
 | 
						|
	MRR: Tail : 0.42378, Head : 0.3756, Avg : 0.39969
 | 
						|
 | 
						|
2023-05-24 18:11:37,733 - ice00001 - [INFO] - [Epoch 445]:  Training Loss: 0.001739,  Valid MRR: 0.40157, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 18:11:38,901 - ice00001 - [INFO] - [E:446| 0]: Train Loss:0.001749,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:13:18,076 - ice00001 - [INFO] - [E:446| 100]: Train Loss:0.0017351,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:14:56,952 - ice00001 - [INFO] - [E:446| 200]: Train Loss:0.0017354,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:16:26,471 - ice00001 - [INFO] - [E:446| 300]: Train Loss:0.0017365,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:18:05,751 - ice00001 - [INFO] - [E:446| 400]: Train Loss:0.0017357,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:19:45,336 - ice00001 - [INFO] - [E:446| 500]: Train Loss:0.0017358,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:21:24,933 - ice00001 - [INFO] - [E:446| 600]: Train Loss:0.0017359,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:23:05,434 - ice00001 - [INFO] - [E:446| 700]: Train Loss:0.0017374,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:24:34,930 - ice00001 - [INFO] - [E:446| 800]: Train Loss:0.0017376,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:26:14,398 - ice00001 - [INFO] - [E:446| 900]: Train Loss:0.0017378,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:27:24,146 - ice00001 - [INFO] - [Epoch:446]:  Training Loss:0.001738
 | 
						|
 | 
						|
2023-05-24 18:27:24,506 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 18:27:47,200 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 18:28:09,632 - ice00001 - [INFO] - [Evaluating Epoch 446 valid]: 
 | 
						|
	MRR: Tail : 0.42415, Head : 0.37566, Avg : 0.39991
 | 
						|
 | 
						|
2023-05-24 18:28:09,632 - ice00001 - [INFO] - [Epoch 446]:  Training Loss: 0.0017383,  Valid MRR: 0.40157, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 18:28:10,626 - ice00001 - [INFO] - [E:447| 0]: Train Loss:0.001716,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:29:49,703 - ice00001 - [INFO] - [E:447| 100]: Train Loss:0.001733,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:31:29,006 - ice00001 - [INFO] - [E:447| 200]: Train Loss:0.0017351,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:32:58,628 - ice00001 - [INFO] - [E:447| 300]: Train Loss:0.001736,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:34:38,305 - ice00001 - [INFO] - [E:447| 400]: Train Loss:0.0017367,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:36:17,606 - ice00001 - [INFO] - [E:447| 500]: Train Loss:0.0017365,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:37:56,957 - ice00001 - [INFO] - [E:447| 600]: Train Loss:0.001737,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:39:38,198 - ice00001 - [INFO] - [E:447| 700]: Train Loss:0.0017368,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:41:08,031 - ice00001 - [INFO] - [E:447| 800]: Train Loss:0.0017375,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:42:46,988 - ice00001 - [INFO] - [E:447| 900]: Train Loss:0.001738,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:43:57,146 - ice00001 - [INFO] - [Epoch:447]:  Training Loss:0.001738
 | 
						|
 | 
						|
2023-05-24 18:43:57,466 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 18:44:20,167 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 18:44:42,733 - ice00001 - [INFO] - [Evaluating Epoch 447 valid]: 
 | 
						|
	MRR: Tail : 0.42595, Head : 0.37612, Avg : 0.40104
 | 
						|
 | 
						|
2023-05-24 18:44:42,733 - ice00001 - [INFO] - [Epoch 447]:  Training Loss: 0.0017383,  Valid MRR: 0.40157, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 18:44:43,523 - ice00001 - [INFO] - [E:448| 0]: Train Loss:0.0017895,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:46:23,085 - ice00001 - [INFO] - [E:448| 100]: Train Loss:0.0017341,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:48:02,954 - ice00001 - [INFO] - [E:448| 200]: Train Loss:0.0017336,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:49:33,284 - ice00001 - [INFO] - [E:448| 300]: Train Loss:0.0017338,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:51:13,086 - ice00001 - [INFO] - [E:448| 400]: Train Loss:0.0017356,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:52:53,314 - ice00001 - [INFO] - [E:448| 500]: Train Loss:0.001736,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:54:32,856 - ice00001 - [INFO] - [E:448| 600]: Train Loss:0.0017361,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:56:12,422 - ice00001 - [INFO] - [E:448| 700]: Train Loss:0.0017363,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:57:42,026 - ice00001 - [INFO] - [E:448| 800]: Train Loss:0.0017366,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 18:59:21,610 - ice00001 - [INFO] - [E:448| 900]: Train Loss:0.0017373,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 19:00:31,436 - ice00001 - [INFO] - [Epoch:448]:  Training Loss:0.001738
 | 
						|
 | 
						|
2023-05-24 19:00:31,779 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 19:00:54,673 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 19:01:16,878 - ice00001 - [INFO] - [Evaluating Epoch 448 valid]: 
 | 
						|
	MRR: Tail : 0.42536, Head : 0.37526, Avg : 0.40031
 | 
						|
 | 
						|
2023-05-24 19:01:16,878 - ice00001 - [INFO] - [Epoch 448]:  Training Loss: 0.0017377,  Valid MRR: 0.40157, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 19:01:18,047 - ice00001 - [INFO] - [E:449| 0]: Train Loss:0.0017465,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 19:02:56,853 - ice00001 - [INFO] - [E:449| 100]: Train Loss:0.0017399,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 19:04:36,295 - ice00001 - [INFO] - [E:449| 200]: Train Loss:0.0017387,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 19:06:05,542 - ice00001 - [INFO] - [E:449| 300]: Train Loss:0.0017383,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 19:07:45,653 - ice00001 - [INFO] - [E:449| 400]: Train Loss:0.001737,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 19:09:25,456 - ice00001 - [INFO] - [E:449| 500]: Train Loss:0.0017366,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 19:11:05,652 - ice00001 - [INFO] - [E:449| 600]: Train Loss:0.0017369,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 19:12:45,257 - ice00001 - [INFO] - [E:449| 700]: Train Loss:0.001737,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 19:14:14,928 - ice00001 - [INFO] - [E:449| 800]: Train Loss:0.0017372,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 19:15:54,913 - ice00001 - [INFO] - [E:449| 900]: Train Loss:0.0017371,  Val MRR:0.40157, 	ice00001
 | 
						|
2023-05-24 19:17:04,542 - ice00001 - [INFO] - [Epoch:449]:  Training Loss:0.001738
 | 
						|
 | 
						|
2023-05-24 19:17:04,884 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 19:17:27,723 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 19:17:50,089 - ice00001 - [INFO] - [Evaluating Epoch 449 valid]: 
 | 
						|
	MRR: Tail : 0.42723, Head : 0.37808, Avg : 0.40266
 | 
						|
	MR: Tail : 362.12, Head : 376.39, Avg : 369.26
 | 
						|
	Hit-1: Tail : 0.3197, Head : 0.27054, Avg : 0.29512
 | 
						|
	Hit-3: Tail : 0.48113, Head : 0.4259, Avg : 0.45351
 | 
						|
	Hit-10: Tail : 0.63321, Head : 0.58951, Avg : 0.61136
 | 
						|
2023-05-24 19:17:51,421 - ice00001 - [INFO] - [Epoch 449]:  Training Loss: 0.0017376,  Valid MRR: 0.40266, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 19:17:52,686 - ice00001 - [INFO] - [E:450| 0]: Train Loss:0.0017303,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 19:19:31,559 - ice00001 - [INFO] - [E:450| 100]: Train Loss:0.0017343,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 19:21:10,805 - ice00001 - [INFO] - [E:450| 200]: Train Loss:0.0017341,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 19:22:40,738 - ice00001 - [INFO] - [E:450| 300]: Train Loss:0.0017345,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 19:24:20,958 - ice00001 - [INFO] - [E:450| 400]: Train Loss:0.0017353,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 19:26:02,967 - ice00001 - [INFO] - [E:450| 500]: Train Loss:0.0017351,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 19:27:42,722 - ice00001 - [INFO] - [E:450| 600]: Train Loss:0.0017354,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 19:29:22,285 - ice00001 - [INFO] - [E:450| 700]: Train Loss:0.0017362,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 19:30:51,981 - ice00001 - [INFO] - [E:450| 800]: Train Loss:0.0017368,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 19:32:31,012 - ice00001 - [INFO] - [E:450| 900]: Train Loss:0.0017369,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 19:33:41,134 - ice00001 - [INFO] - [Epoch:450]:  Training Loss:0.001737
 | 
						|
 | 
						|
2023-05-24 19:33:41,471 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 19:34:04,603 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 19:34:26,969 - ice00001 - [INFO] - [Evaluating Epoch 450 valid]: 
 | 
						|
	MRR: Tail : 0.42493, Head : 0.37611, Avg : 0.40052
 | 
						|
 | 
						|
2023-05-24 19:34:26,969 - ice00001 - [INFO] - [Epoch 450]:  Training Loss: 0.0017372,  Valid MRR: 0.40266, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 19:34:27,931 - ice00001 - [INFO] - [E:451| 0]: Train Loss:0.0017273,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 19:36:07,261 - ice00001 - [INFO] - [E:451| 100]: Train Loss:0.0017327,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 19:37:47,174 - ice00001 - [INFO] - [E:451| 200]: Train Loss:0.001734,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 19:39:16,902 - ice00001 - [INFO] - [E:451| 300]: Train Loss:0.0017345,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 19:40:57,162 - ice00001 - [INFO] - [E:451| 400]: Train Loss:0.0017345,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 19:42:37,592 - ice00001 - [INFO] - [E:451| 500]: Train Loss:0.0017352,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 19:44:17,774 - ice00001 - [INFO] - [E:451| 600]: Train Loss:0.0017353,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 19:45:57,238 - ice00001 - [INFO] - [E:451| 700]: Train Loss:0.0017359,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 19:47:27,319 - ice00001 - [INFO] - [E:451| 800]: Train Loss:0.0017357,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 19:49:07,564 - ice00001 - [INFO] - [E:451| 900]: Train Loss:0.0017365,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 19:50:18,356 - ice00001 - [INFO] - [Epoch:451]:  Training Loss:0.001737
 | 
						|
 | 
						|
2023-05-24 19:50:18,622 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 19:50:41,137 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 19:51:03,753 - ice00001 - [INFO] - [Evaluating Epoch 451 valid]: 
 | 
						|
	MRR: Tail : 0.42494, Head : 0.37501, Avg : 0.39998
 | 
						|
 | 
						|
2023-05-24 19:51:03,753 - ice00001 - [INFO] - [Epoch 451]:  Training Loss: 0.0017369,  Valid MRR: 0.40266, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 19:51:04,907 - ice00001 - [INFO] - [E:452| 0]: Train Loss:0.0017083,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 19:52:45,472 - ice00001 - [INFO] - [E:452| 100]: Train Loss:0.0017326,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 19:54:25,733 - ice00001 - [INFO] - [E:452| 200]: Train Loss:0.0017311,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 19:55:55,729 - ice00001 - [INFO] - [E:452| 300]: Train Loss:0.0017323,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 19:57:35,647 - ice00001 - [INFO] - [E:452| 400]: Train Loss:0.0017332,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 19:59:15,193 - ice00001 - [INFO] - [E:452| 500]: Train Loss:0.0017337,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 20:00:54,690 - ice00001 - [INFO] - [E:452| 600]: Train Loss:0.0017341,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 20:02:33,532 - ice00001 - [INFO] - [E:452| 700]: Train Loss:0.001735,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 20:04:02,901 - ice00001 - [INFO] - [E:452| 800]: Train Loss:0.0017358,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 20:05:42,816 - ice00001 - [INFO] - [E:452| 900]: Train Loss:0.0017362,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 20:06:53,705 - ice00001 - [INFO] - [Epoch:452]:  Training Loss:0.001737
 | 
						|
 | 
						|
2023-05-24 20:06:54,047 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 20:07:17,144 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 20:07:39,796 - ice00001 - [INFO] - [Evaluating Epoch 452 valid]: 
 | 
						|
	MRR: Tail : 0.42565, Head : 0.37507, Avg : 0.40036
 | 
						|
 | 
						|
2023-05-24 20:07:39,796 - ice00001 - [INFO] - [Epoch 452]:  Training Loss: 0.0017366,  Valid MRR: 0.40266, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 20:07:40,850 - ice00001 - [INFO] - [E:453| 0]: Train Loss:0.0017493,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 20:09:20,795 - ice00001 - [INFO] - [E:453| 100]: Train Loss:0.0017315,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 20:11:00,442 - ice00001 - [INFO] - [E:453| 200]: Train Loss:0.0017327,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 20:12:32,265 - ice00001 - [INFO] - [E:453| 300]: Train Loss:0.0017329,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 20:14:11,484 - ice00001 - [INFO] - [E:453| 400]: Train Loss:0.001733,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 20:15:50,976 - ice00001 - [INFO] - [E:453| 500]: Train Loss:0.001734,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 20:17:30,041 - ice00001 - [INFO] - [E:453| 600]: Train Loss:0.0017341,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 20:19:08,678 - ice00001 - [INFO] - [E:453| 700]: Train Loss:0.0017352,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 20:20:38,316 - ice00001 - [INFO] - [E:453| 800]: Train Loss:0.0017359,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 20:22:17,876 - ice00001 - [INFO] - [E:453| 900]: Train Loss:0.0017364,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 20:23:27,435 - ice00001 - [INFO] - [Epoch:453]:  Training Loss:0.001737
 | 
						|
 | 
						|
2023-05-24 20:23:27,823 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 20:23:50,667 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 20:24:12,892 - ice00001 - [INFO] - [Evaluating Epoch 453 valid]: 
 | 
						|
	MRR: Tail : 0.42693, Head : 0.37678, Avg : 0.40185
 | 
						|
 | 
						|
2023-05-24 20:24:12,892 - ice00001 - [INFO] - [Epoch 453]:  Training Loss: 0.0017367,  Valid MRR: 0.40266, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 20:24:14,066 - ice00001 - [INFO] - [E:454| 0]: Train Loss:0.0017536,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 20:25:52,826 - ice00001 - [INFO] - [E:454| 100]: Train Loss:0.0017309,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 20:27:31,407 - ice00001 - [INFO] - [E:454| 200]: Train Loss:0.0017338,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 20:29:00,745 - ice00001 - [INFO] - [E:454| 300]: Train Loss:0.0017332,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 20:30:39,837 - ice00001 - [INFO] - [E:454| 400]: Train Loss:0.0017346,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 20:32:19,241 - ice00001 - [INFO] - [E:454| 500]: Train Loss:0.0017343,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 20:33:58,364 - ice00001 - [INFO] - [E:454| 600]: Train Loss:0.0017348,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 20:35:36,701 - ice00001 - [INFO] - [E:454| 700]: Train Loss:0.0017352,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 20:37:05,885 - ice00001 - [INFO] - [E:454| 800]: Train Loss:0.0017355,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 20:38:45,512 - ice00001 - [INFO] - [E:454| 900]: Train Loss:0.0017359,  Val MRR:0.40266, 	ice00001
 | 
						|
2023-05-24 20:39:55,557 - ice00001 - [INFO] - [Epoch:454]:  Training Loss:0.001736
 | 
						|
 | 
						|
2023-05-24 20:39:56,064 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 20:40:18,555 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 20:40:40,693 - ice00001 - [INFO] - [Evaluating Epoch 454 valid]: 
 | 
						|
	MRR: Tail : 0.42721, Head : 0.37844, Avg : 0.40282
 | 
						|
 | 
						|
2023-05-24 20:40:42,012 - ice00001 - [INFO] - [Epoch 454]:  Training Loss: 0.0017358,  Valid MRR: 0.40282, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 20:40:43,221 - ice00001 - [INFO] - [E:455| 0]: Train Loss:0.0017469,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 20:42:21,973 - ice00001 - [INFO] - [E:455| 100]: Train Loss:0.0017273,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 20:44:01,549 - ice00001 - [INFO] - [E:455| 200]: Train Loss:0.0017306,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 20:45:31,452 - ice00001 - [INFO] - [E:455| 300]: Train Loss:0.0017315,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 20:47:11,850 - ice00001 - [INFO] - [E:455| 400]: Train Loss:0.0017332,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 20:48:52,011 - ice00001 - [INFO] - [E:455| 500]: Train Loss:0.0017337,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 20:50:32,041 - ice00001 - [INFO] - [E:455| 600]: Train Loss:0.0017347,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 20:52:11,655 - ice00001 - [INFO] - [E:455| 700]: Train Loss:0.0017347,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 20:53:40,961 - ice00001 - [INFO] - [E:455| 800]: Train Loss:0.0017353,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 20:55:20,433 - ice00001 - [INFO] - [E:455| 900]: Train Loss:0.0017355,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 20:56:30,798 - ice00001 - [INFO] - [Epoch:455]:  Training Loss:0.001736
 | 
						|
 | 
						|
2023-05-24 20:56:31,268 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 20:56:53,753 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 20:57:17,684 - ice00001 - [INFO] - [Evaluating Epoch 455 valid]: 
 | 
						|
	MRR: Tail : 0.42546, Head : 0.37868, Avg : 0.40207
 | 
						|
 | 
						|
2023-05-24 20:57:18,435 - ice00001 - [INFO] - [Epoch 455]:  Training Loss: 0.0017356,  Valid MRR: 0.40282, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 20:57:19,601 - ice00001 - [INFO] - [E:456| 0]: Train Loss:0.0017424,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 20:59:00,279 - ice00001 - [INFO] - [E:456| 100]: Train Loss:0.0017314,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:00:40,225 - ice00001 - [INFO] - [E:456| 200]: Train Loss:0.0017322,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:02:10,150 - ice00001 - [INFO] - [E:456| 300]: Train Loss:0.0017321,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:03:49,220 - ice00001 - [INFO] - [E:456| 400]: Train Loss:0.0017322,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:05:28,660 - ice00001 - [INFO] - [E:456| 500]: Train Loss:0.0017326,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:07:07,969 - ice00001 - [INFO] - [E:456| 600]: Train Loss:0.0017334,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:08:47,726 - ice00001 - [INFO] - [E:456| 700]: Train Loss:0.0017346,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:10:17,108 - ice00001 - [INFO] - [E:456| 800]: Train Loss:0.0017351,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:11:56,428 - ice00001 - [INFO] - [E:456| 900]: Train Loss:0.001735,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:13:06,891 - ice00001 - [INFO] - [Epoch:456]:  Training Loss:0.001735
 | 
						|
 | 
						|
2023-05-24 21:13:07,272 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 21:13:29,803 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 21:13:52,121 - ice00001 - [INFO] - [Evaluating Epoch 456 valid]: 
 | 
						|
	MRR: Tail : 0.42737, Head : 0.37791, Avg : 0.40264
 | 
						|
 | 
						|
2023-05-24 21:13:52,121 - ice00001 - [INFO] - [Epoch 456]:  Training Loss: 0.0017354,  Valid MRR: 0.40282, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 21:13:53,221 - ice00001 - [INFO] - [E:457| 0]: Train Loss:0.0017416,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:15:32,879 - ice00001 - [INFO] - [E:457| 100]: Train Loss:0.0017317,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:17:12,560 - ice00001 - [INFO] - [E:457| 200]: Train Loss:0.0017316,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:18:41,761 - ice00001 - [INFO] - [E:457| 300]: Train Loss:0.0017317,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:20:21,433 - ice00001 - [INFO] - [E:457| 400]: Train Loss:0.0017329,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:22:00,737 - ice00001 - [INFO] - [E:457| 500]: Train Loss:0.0017331,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:23:40,662 - ice00001 - [INFO] - [E:457| 600]: Train Loss:0.0017332,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:25:20,014 - ice00001 - [INFO] - [E:457| 700]: Train Loss:0.0017335,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:26:49,545 - ice00001 - [INFO] - [E:457| 800]: Train Loss:0.0017344,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:28:28,366 - ice00001 - [INFO] - [E:457| 900]: Train Loss:0.001735,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:29:38,045 - ice00001 - [INFO] - [Epoch:457]:  Training Loss:0.001735
 | 
						|
 | 
						|
2023-05-24 21:29:38,518 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 21:30:00,691 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 21:30:23,050 - ice00001 - [INFO] - [Evaluating Epoch 457 valid]: 
 | 
						|
	MRR: Tail : 0.42637, Head : 0.37756, Avg : 0.40196
 | 
						|
 | 
						|
2023-05-24 21:30:23,050 - ice00001 - [INFO] - [Epoch 457]:  Training Loss: 0.0017353,  Valid MRR: 0.40282, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 21:30:24,120 - ice00001 - [INFO] - [E:458| 0]: Train Loss:0.0017485,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:32:03,375 - ice00001 - [INFO] - [E:458| 100]: Train Loss:0.0017311,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:33:42,786 - ice00001 - [INFO] - [E:458| 200]: Train Loss:0.0017306,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:35:12,587 - ice00001 - [INFO] - [E:458| 300]: Train Loss:0.0017324,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:36:53,026 - ice00001 - [INFO] - [E:458| 400]: Train Loss:0.0017329,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:38:33,087 - ice00001 - [INFO] - [E:458| 500]: Train Loss:0.0017329,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:40:13,178 - ice00001 - [INFO] - [E:458| 600]: Train Loss:0.0017334,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:41:52,553 - ice00001 - [INFO] - [E:458| 700]: Train Loss:0.0017344,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:43:23,402 - ice00001 - [INFO] - [E:458| 800]: Train Loss:0.0017343,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:45:03,057 - ice00001 - [INFO] - [E:458| 900]: Train Loss:0.0017348,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:46:12,968 - ice00001 - [INFO] - [Epoch:458]:  Training Loss:0.001735
 | 
						|
 | 
						|
2023-05-24 21:46:13,423 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 21:46:35,888 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 21:46:58,544 - ice00001 - [INFO] - [Evaluating Epoch 458 valid]: 
 | 
						|
	MRR: Tail : 0.42626, Head : 0.37762, Avg : 0.40194
 | 
						|
 | 
						|
2023-05-24 21:46:58,544 - ice00001 - [INFO] - [Epoch 458]:  Training Loss: 0.0017351,  Valid MRR: 0.40282, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 21:46:59,535 - ice00001 - [INFO] - [E:459| 0]: Train Loss:0.0017356,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:48:39,515 - ice00001 - [INFO] - [E:459| 100]: Train Loss:0.0017309,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:50:18,884 - ice00001 - [INFO] - [E:459| 200]: Train Loss:0.0017322,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:51:49,029 - ice00001 - [INFO] - [E:459| 300]: Train Loss:0.0017308,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:53:27,831 - ice00001 - [INFO] - [E:459| 400]: Train Loss:0.0017311,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:55:07,434 - ice00001 - [INFO] - [E:459| 500]: Train Loss:0.0017321,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:56:47,260 - ice00001 - [INFO] - [E:459| 600]: Train Loss:0.0017327,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:58:27,235 - ice00001 - [INFO] - [E:459| 700]: Train Loss:0.0017332,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 21:59:56,418 - ice00001 - [INFO] - [E:459| 800]: Train Loss:0.0017336,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:01:35,837 - ice00001 - [INFO] - [E:459| 900]: Train Loss:0.0017337,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:02:45,947 - ice00001 - [INFO] - [Epoch:459]:  Training Loss:0.001734
 | 
						|
 | 
						|
2023-05-24 22:02:46,452 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 22:03:08,990 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 22:03:31,510 - ice00001 - [INFO] - [Evaluating Epoch 459 valid]: 
 | 
						|
	MRR: Tail : 0.42525, Head : 0.3764, Avg : 0.40083
 | 
						|
	MR: Tail : 365.3, Head : 376.5, Avg : 370.9
 | 
						|
	Hit-1: Tail : 0.31582, Head : 0.2686, Avg : 0.29221
 | 
						|
	Hit-3: Tail : 0.47991, Head : 0.42299, Avg : 0.45145
 | 
						|
	Hit-10: Tail : 0.63515, Head : 0.59194, Avg : 0.61355
 | 
						|
2023-05-24 22:03:31,510 - ice00001 - [INFO] - [Epoch 459]:  Training Loss: 0.0017343,  Valid MRR: 0.40282, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 22:03:32,308 - ice00001 - [INFO] - [E:460| 0]: Train Loss:0.0017225,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:05:12,116 - ice00001 - [INFO] - [E:460| 100]: Train Loss:0.0017295,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:06:51,666 - ice00001 - [INFO] - [E:460| 200]: Train Loss:0.0017312,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:08:21,335 - ice00001 - [INFO] - [E:460| 300]: Train Loss:0.0017323,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:10:01,326 - ice00001 - [INFO] - [E:460| 400]: Train Loss:0.0017321,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:11:40,759 - ice00001 - [INFO] - [E:460| 500]: Train Loss:0.0017325,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:13:20,371 - ice00001 - [INFO] - [E:460| 600]: Train Loss:0.0017331,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:15:00,415 - ice00001 - [INFO] - [E:460| 700]: Train Loss:0.0017332,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:16:31,162 - ice00001 - [INFO] - [E:460| 800]: Train Loss:0.0017338,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:18:09,562 - ice00001 - [INFO] - [E:460| 900]: Train Loss:0.001734,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:19:19,589 - ice00001 - [INFO] - [Epoch:460]:  Training Loss:0.001734
 | 
						|
 | 
						|
2023-05-24 22:19:19,912 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 22:19:42,599 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 22:20:05,150 - ice00001 - [INFO] - [Evaluating Epoch 460 valid]: 
 | 
						|
	MRR: Tail : 0.42501, Head : 0.3778, Avg : 0.40141
 | 
						|
 | 
						|
2023-05-24 22:20:05,150 - ice00001 - [INFO] - [Epoch 460]:  Training Loss: 0.0017341,  Valid MRR: 0.40282, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 22:20:06,229 - ice00001 - [INFO] - [E:461| 0]: Train Loss:0.0017664,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:21:45,447 - ice00001 - [INFO] - [E:461| 100]: Train Loss:0.001732,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:23:24,623 - ice00001 - [INFO] - [E:461| 200]: Train Loss:0.0017328,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:24:54,260 - ice00001 - [INFO] - [E:461| 300]: Train Loss:0.0017336,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:26:33,530 - ice00001 - [INFO] - [E:461| 400]: Train Loss:0.0017333,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:28:12,649 - ice00001 - [INFO] - [E:461| 500]: Train Loss:0.0017331,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:29:53,340 - ice00001 - [INFO] - [E:461| 600]: Train Loss:0.0017336,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:31:32,956 - ice00001 - [INFO] - [E:461| 700]: Train Loss:0.0017339,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:33:07,997 - ice00001 - [INFO] - [E:461| 800]: Train Loss:0.0017335,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:34:42,061 - ice00001 - [INFO] - [E:461| 900]: Train Loss:0.0017334,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:35:52,281 - ice00001 - [INFO] - [Epoch:461]:  Training Loss:0.001734
 | 
						|
 | 
						|
2023-05-24 22:35:52,601 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 22:36:15,217 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 22:36:37,973 - ice00001 - [INFO] - [Evaluating Epoch 461 valid]: 
 | 
						|
	MRR: Tail : 0.42472, Head : 0.37672, Avg : 0.40072
 | 
						|
 | 
						|
2023-05-24 22:36:37,973 - ice00001 - [INFO] - [Epoch 461]:  Training Loss: 0.0017338,  Valid MRR: 0.40282, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 22:36:38,842 - ice00001 - [INFO] - [E:462| 0]: Train Loss:0.0017436,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:38:18,961 - ice00001 - [INFO] - [E:462| 100]: Train Loss:0.0017319,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:39:58,550 - ice00001 - [INFO] - [E:462| 200]: Train Loss:0.0017296,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:41:30,374 - ice00001 - [INFO] - [E:462| 300]: Train Loss:0.00173,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:43:08,050 - ice00001 - [INFO] - [E:462| 400]: Train Loss:0.0017316,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:44:47,907 - ice00001 - [INFO] - [E:462| 500]: Train Loss:0.0017318,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:46:27,673 - ice00001 - [INFO] - [E:462| 600]: Train Loss:0.0017316,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:48:07,964 - ice00001 - [INFO] - [E:462| 700]: Train Loss:0.0017322,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:49:43,974 - ice00001 - [INFO] - [E:462| 800]: Train Loss:0.0017331,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:51:16,798 - ice00001 - [INFO] - [E:462| 900]: Train Loss:0.0017333,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:52:26,434 - ice00001 - [INFO] - [Epoch:462]:  Training Loss:0.001733
 | 
						|
 | 
						|
2023-05-24 22:52:26,802 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 22:52:49,730 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 22:53:12,073 - ice00001 - [INFO] - [Evaluating Epoch 462 valid]: 
 | 
						|
	MRR: Tail : 0.42679, Head : 0.37726, Avg : 0.40202
 | 
						|
 | 
						|
2023-05-24 22:53:12,073 - ice00001 - [INFO] - [Epoch 462]:  Training Loss: 0.0017333,  Valid MRR: 0.40282, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 22:53:13,232 - ice00001 - [INFO] - [E:463| 0]: Train Loss:0.0016886,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:54:52,954 - ice00001 - [INFO] - [E:463| 100]: Train Loss:0.0017239,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:56:33,427 - ice00001 - [INFO] - [E:463| 200]: Train Loss:0.0017275,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:58:06,936 - ice00001 - [INFO] - [E:463| 300]: Train Loss:0.0017293,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 22:59:42,359 - ice00001 - [INFO] - [E:463| 400]: Train Loss:0.0017306,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:01:21,179 - ice00001 - [INFO] - [E:463| 500]: Train Loss:0.0017309,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:03:00,639 - ice00001 - [INFO] - [E:463| 600]: Train Loss:0.001731,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:04:39,713 - ice00001 - [INFO] - [E:463| 700]: Train Loss:0.0017319,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:06:16,294 - ice00001 - [INFO] - [E:463| 800]: Train Loss:0.0017318,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:07:48,369 - ice00001 - [INFO] - [E:463| 900]: Train Loss:0.0017325,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:08:58,689 - ice00001 - [INFO] - [Epoch:463]:  Training Loss:0.001733
 | 
						|
 | 
						|
2023-05-24 23:08:58,945 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 23:09:21,376 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 23:09:43,793 - ice00001 - [INFO] - [Evaluating Epoch 463 valid]: 
 | 
						|
	MRR: Tail : 0.42578, Head : 0.37694, Avg : 0.40136
 | 
						|
 | 
						|
2023-05-24 23:09:43,793 - ice00001 - [INFO] - [Epoch 463]:  Training Loss: 0.0017332,  Valid MRR: 0.40282, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 23:09:44,942 - ice00001 - [INFO] - [E:464| 0]: Train Loss:0.0017657,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:11:24,579 - ice00001 - [INFO] - [E:464| 100]: Train Loss:0.0017243,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:13:03,927 - ice00001 - [INFO] - [E:464| 200]: Train Loss:0.0017287,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:14:37,480 - ice00001 - [INFO] - [E:464| 300]: Train Loss:0.0017293,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:16:14,558 - ice00001 - [INFO] - [E:464| 400]: Train Loss:0.0017299,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:17:54,034 - ice00001 - [INFO] - [E:464| 500]: Train Loss:0.0017303,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:19:33,161 - ice00001 - [INFO] - [E:464| 600]: Train Loss:0.0017302,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:21:12,826 - ice00001 - [INFO] - [E:464| 700]: Train Loss:0.001731,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:22:51,949 - ice00001 - [INFO] - [E:464| 800]: Train Loss:0.0017316,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:24:20,986 - ice00001 - [INFO] - [E:464| 900]: Train Loss:0.0017322,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:25:31,182 - ice00001 - [INFO] - [Epoch:464]:  Training Loss:0.001733
 | 
						|
 | 
						|
2023-05-24 23:25:31,663 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 23:25:53,810 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 23:26:16,361 - ice00001 - [INFO] - [Evaluating Epoch 464 valid]: 
 | 
						|
	MRR: Tail : 0.42714, Head : 0.37805, Avg : 0.4026
 | 
						|
 | 
						|
2023-05-24 23:26:16,361 - ice00001 - [INFO] - [Epoch 464]:  Training Loss: 0.0017329,  Valid MRR: 0.40282, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 23:26:17,278 - ice00001 - [INFO] - [E:465| 0]: Train Loss:0.0017626,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:27:56,262 - ice00001 - [INFO] - [E:465| 100]: Train Loss:0.0017249,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:29:35,221 - ice00001 - [INFO] - [E:465| 200]: Train Loss:0.0017257,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:31:12,911 - ice00001 - [INFO] - [E:465| 300]: Train Loss:0.0017274,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:32:43,948 - ice00001 - [INFO] - [E:465| 400]: Train Loss:0.0017269,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:34:23,426 - ice00001 - [INFO] - [E:465| 500]: Train Loss:0.0017285,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:36:02,583 - ice00001 - [INFO] - [E:465| 600]: Train Loss:0.00173,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:37:42,087 - ice00001 - [INFO] - [E:465| 700]: Train Loss:0.0017313,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:39:21,445 - ice00001 - [INFO] - [E:465| 800]: Train Loss:0.001732,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:40:50,598 - ice00001 - [INFO] - [E:465| 900]: Train Loss:0.0017324,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:42:00,691 - ice00001 - [INFO] - [Epoch:465]:  Training Loss:0.001733
 | 
						|
 | 
						|
2023-05-24 23:42:01,182 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 23:42:23,521 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 23:42:46,223 - ice00001 - [INFO] - [Evaluating Epoch 465 valid]: 
 | 
						|
	MRR: Tail : 0.4262, Head : 0.37843, Avg : 0.40231
 | 
						|
 | 
						|
2023-05-24 23:42:46,224 - ice00001 - [INFO] - [Epoch 465]:  Training Loss: 0.0017326,  Valid MRR: 0.40282, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 23:42:47,151 - ice00001 - [INFO] - [E:466| 0]: Train Loss:0.0017269,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:44:26,928 - ice00001 - [INFO] - [E:466| 100]: Train Loss:0.0017277,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:46:06,118 - ice00001 - [INFO] - [E:466| 200]: Train Loss:0.0017286,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:47:44,871 - ice00001 - [INFO] - [E:466| 300]: Train Loss:0.0017285,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:49:15,071 - ice00001 - [INFO] - [E:466| 400]: Train Loss:0.0017284,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:50:54,346 - ice00001 - [INFO] - [E:466| 500]: Train Loss:0.0017302,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:52:33,636 - ice00001 - [INFO] - [E:466| 600]: Train Loss:0.0017308,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:54:12,410 - ice00001 - [INFO] - [E:466| 700]: Train Loss:0.0017316,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:55:51,027 - ice00001 - [INFO] - [E:466| 800]: Train Loss:0.0017315,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:57:20,186 - ice00001 - [INFO] - [E:466| 900]: Train Loss:0.001732,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-24 23:58:30,091 - ice00001 - [INFO] - [Epoch:466]:  Training Loss:0.001732
 | 
						|
 | 
						|
2023-05-24 23:58:30,477 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-24 23:58:52,799 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-24 23:59:14,898 - ice00001 - [INFO] - [Evaluating Epoch 466 valid]: 
 | 
						|
	MRR: Tail : 0.4244, Head : 0.37692, Avg : 0.40066
 | 
						|
 | 
						|
2023-05-24 23:59:14,898 - ice00001 - [INFO] - [Epoch 466]:  Training Loss: 0.0017321,  Valid MRR: 0.40282, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-24 23:59:15,991 - ice00001 - [INFO] - [E:467| 0]: Train Loss:0.0017386,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:00:54,882 - ice00001 - [INFO] - [E:467| 100]: Train Loss:0.0017245,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:02:36,326 - ice00001 - [INFO] - [E:467| 200]: Train Loss:0.0017268,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:04:15,512 - ice00001 - [INFO] - [E:467| 300]: Train Loss:0.0017281,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:05:44,804 - ice00001 - [INFO] - [E:467| 400]: Train Loss:0.0017297,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:07:24,460 - ice00001 - [INFO] - [E:467| 500]: Train Loss:0.001731,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:09:03,297 - ice00001 - [INFO] - [E:467| 600]: Train Loss:0.0017314,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:10:42,741 - ice00001 - [INFO] - [E:467| 700]: Train Loss:0.0017315,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:12:23,026 - ice00001 - [INFO] - [E:467| 800]: Train Loss:0.0017321,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:13:52,309 - ice00001 - [INFO] - [E:467| 900]: Train Loss:0.001732,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:15:01,224 - ice00001 - [INFO] - [Epoch:467]:  Training Loss:0.001732
 | 
						|
 | 
						|
2023-05-25 00:15:01,612 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 00:15:24,131 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 00:15:46,315 - ice00001 - [INFO] - [Evaluating Epoch 467 valid]: 
 | 
						|
	MRR: Tail : 0.42553, Head : 0.37773, Avg : 0.40163
 | 
						|
 | 
						|
2023-05-25 00:15:46,315 - ice00001 - [INFO] - [Epoch 467]:  Training Loss: 0.0017323,  Valid MRR: 0.40282, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-25 00:15:47,400 - ice00001 - [INFO] - [E:468| 0]: Train Loss:0.0017266,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:17:26,401 - ice00001 - [INFO] - [E:468| 100]: Train Loss:0.0017268,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:19:05,891 - ice00001 - [INFO] - [E:468| 200]: Train Loss:0.001729,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:20:44,964 - ice00001 - [INFO] - [E:468| 300]: Train Loss:0.0017289,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:22:14,486 - ice00001 - [INFO] - [E:468| 400]: Train Loss:0.0017292,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:23:54,359 - ice00001 - [INFO] - [E:468| 500]: Train Loss:0.0017294,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:25:34,462 - ice00001 - [INFO] - [E:468| 600]: Train Loss:0.0017292,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:27:15,000 - ice00001 - [INFO] - [E:468| 700]: Train Loss:0.0017301,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:28:55,125 - ice00001 - [INFO] - [E:468| 800]: Train Loss:0.0017308,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:30:25,021 - ice00001 - [INFO] - [E:468| 900]: Train Loss:0.0017314,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:31:34,359 - ice00001 - [INFO] - [Epoch:468]:  Training Loss:0.001732
 | 
						|
 | 
						|
2023-05-25 00:31:34,695 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 00:31:57,627 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 00:32:19,592 - ice00001 - [INFO] - [Evaluating Epoch 468 valid]: 
 | 
						|
	MRR: Tail : 0.42614, Head : 0.37765, Avg : 0.40189
 | 
						|
 | 
						|
2023-05-25 00:32:19,592 - ice00001 - [INFO] - [Epoch 468]:  Training Loss: 0.0017318,  Valid MRR: 0.40282, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-25 00:32:20,756 - ice00001 - [INFO] - [E:469| 0]: Train Loss:0.0017289,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:33:59,892 - ice00001 - [INFO] - [E:469| 100]: Train Loss:0.0017263,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:35:39,610 - ice00001 - [INFO] - [E:469| 200]: Train Loss:0.0017283,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:37:19,681 - ice00001 - [INFO] - [E:469| 300]: Train Loss:0.0017299,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:38:48,799 - ice00001 - [INFO] - [E:469| 400]: Train Loss:0.0017294,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:40:27,979 - ice00001 - [INFO] - [E:469| 500]: Train Loss:0.0017298,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:42:08,019 - ice00001 - [INFO] - [E:469| 600]: Train Loss:0.0017299,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:43:47,116 - ice00001 - [INFO] - [E:469| 700]: Train Loss:0.0017297,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:45:26,650 - ice00001 - [INFO] - [E:469| 800]: Train Loss:0.0017305,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:46:55,982 - ice00001 - [INFO] - [E:469| 900]: Train Loss:0.0017311,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:48:07,559 - ice00001 - [INFO] - [Epoch:469]:  Training Loss:0.001731
 | 
						|
 | 
						|
2023-05-25 00:48:07,814 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 00:48:30,360 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 00:48:52,536 - ice00001 - [INFO] - [Evaluating Epoch 469 valid]: 
 | 
						|
	MRR: Tail : 0.4237, Head : 0.37652, Avg : 0.40011
 | 
						|
	MR: Tail : 373.62, Head : 383.16, Avg : 378.39
 | 
						|
	Hit-1: Tail : 0.31484, Head : 0.26848, Avg : 0.29166
 | 
						|
	Hit-3: Tail : 0.47906, Head : 0.42566, Avg : 0.45236
 | 
						|
	Hit-10: Tail : 0.63236, Head : 0.59158, Avg : 0.61197
 | 
						|
2023-05-25 00:48:52,536 - ice00001 - [INFO] - [Epoch 469]:  Training Loss: 0.0017311,  Valid MRR: 0.40282, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-25 00:48:53,672 - ice00001 - [INFO] - [E:470| 0]: Train Loss:0.0016994,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:50:33,331 - ice00001 - [INFO] - [E:470| 100]: Train Loss:0.0017283,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:52:12,932 - ice00001 - [INFO] - [E:470| 200]: Train Loss:0.0017288,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:53:52,177 - ice00001 - [INFO] - [E:470| 300]: Train Loss:0.001729,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:55:21,770 - ice00001 - [INFO] - [E:470| 400]: Train Loss:0.0017288,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:57:00,977 - ice00001 - [INFO] - [E:470| 500]: Train Loss:0.0017287,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 00:58:40,306 - ice00001 - [INFO] - [E:470| 600]: Train Loss:0.001729,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:00:19,474 - ice00001 - [INFO] - [E:470| 700]: Train Loss:0.0017295,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:01:58,548 - ice00001 - [INFO] - [E:470| 800]: Train Loss:0.0017301,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:03:27,986 - ice00001 - [INFO] - [E:470| 900]: Train Loss:0.0017309,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:04:37,019 - ice00001 - [INFO] - [Epoch:470]:  Training Loss:0.001731
 | 
						|
 | 
						|
2023-05-25 01:04:37,435 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 01:05:00,030 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 01:05:22,333 - ice00001 - [INFO] - [Evaluating Epoch 470 valid]: 
 | 
						|
	MRR: Tail : 0.42637, Head : 0.3774, Avg : 0.40188
 | 
						|
 | 
						|
2023-05-25 01:05:22,333 - ice00001 - [INFO] - [Epoch 470]:  Training Loss: 0.0017312,  Valid MRR: 0.40282, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-25 01:05:23,483 - ice00001 - [INFO] - [E:471| 0]: Train Loss:0.0017504,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:07:02,877 - ice00001 - [INFO] - [E:471| 100]: Train Loss:0.0017299,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:08:42,627 - ice00001 - [INFO] - [E:471| 200]: Train Loss:0.0017304,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:10:22,102 - ice00001 - [INFO] - [E:471| 300]: Train Loss:0.0017313,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:11:51,074 - ice00001 - [INFO] - [E:471| 400]: Train Loss:0.0017305,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:13:30,164 - ice00001 - [INFO] - [E:471| 500]: Train Loss:0.0017302,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:15:09,123 - ice00001 - [INFO] - [E:471| 600]: Train Loss:0.0017302,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:16:48,307 - ice00001 - [INFO] - [E:471| 700]: Train Loss:0.0017305,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:18:27,001 - ice00001 - [INFO] - [E:471| 800]: Train Loss:0.0017308,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:19:55,419 - ice00001 - [INFO] - [E:471| 900]: Train Loss:0.0017312,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:21:04,334 - ice00001 - [INFO] - [Epoch:471]:  Training Loss:0.001731
 | 
						|
 | 
						|
2023-05-25 01:21:04,588 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 01:21:26,914 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 01:21:49,164 - ice00001 - [INFO] - [Evaluating Epoch 471 valid]: 
 | 
						|
	MRR: Tail : 0.42507, Head : 0.37565, Avg : 0.40036
 | 
						|
 | 
						|
2023-05-25 01:21:49,164 - ice00001 - [INFO] - [Epoch 471]:  Training Loss: 0.0017313,  Valid MRR: 0.40282, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-25 01:21:50,295 - ice00001 - [INFO] - [E:472| 0]: Train Loss:0.0017145,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:23:29,163 - ice00001 - [INFO] - [E:472| 100]: Train Loss:0.0017263,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:25:08,671 - ice00001 - [INFO] - [E:472| 200]: Train Loss:0.0017265,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:26:47,167 - ice00001 - [INFO] - [E:472| 300]: Train Loss:0.0017259,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:28:16,017 - ice00001 - [INFO] - [E:472| 400]: Train Loss:0.0017263,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:29:55,222 - ice00001 - [INFO] - [E:472| 500]: Train Loss:0.0017265,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:31:34,258 - ice00001 - [INFO] - [E:472| 600]: Train Loss:0.0017272,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:33:15,267 - ice00001 - [INFO] - [E:472| 700]: Train Loss:0.0017287,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:34:54,654 - ice00001 - [INFO] - [E:472| 800]: Train Loss:0.0017302,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:36:24,116 - ice00001 - [INFO] - [E:472| 900]: Train Loss:0.0017305,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:37:34,170 - ice00001 - [INFO] - [Epoch:472]:  Training Loss:0.001731
 | 
						|
 | 
						|
2023-05-25 01:37:34,516 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 01:37:56,977 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 01:38:19,362 - ice00001 - [INFO] - [Evaluating Epoch 472 valid]: 
 | 
						|
	MRR: Tail : 0.42608, Head : 0.37747, Avg : 0.40177
 | 
						|
 | 
						|
2023-05-25 01:38:19,362 - ice00001 - [INFO] - [Epoch 472]:  Training Loss: 0.0017306,  Valid MRR: 0.40282, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-25 01:38:20,256 - ice00001 - [INFO] - [E:473| 0]: Train Loss:0.0017134,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:39:59,460 - ice00001 - [INFO] - [E:473| 100]: Train Loss:0.0017282,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:41:39,059 - ice00001 - [INFO] - [E:473| 200]: Train Loss:0.0017281,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:43:18,494 - ice00001 - [INFO] - [E:473| 300]: Train Loss:0.0017288,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:44:47,722 - ice00001 - [INFO] - [E:473| 400]: Train Loss:0.0017287,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:46:27,221 - ice00001 - [INFO] - [E:473| 500]: Train Loss:0.0017278,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:48:06,260 - ice00001 - [INFO] - [E:473| 600]: Train Loss:0.0017284,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:49:45,504 - ice00001 - [INFO] - [E:473| 700]: Train Loss:0.001728,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:51:24,967 - ice00001 - [INFO] - [E:473| 800]: Train Loss:0.0017285,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:52:54,178 - ice00001 - [INFO] - [E:473| 900]: Train Loss:0.0017296,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:54:04,253 - ice00001 - [INFO] - [Epoch:473]:  Training Loss:0.00173
 | 
						|
 | 
						|
2023-05-25 01:54:04,710 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 01:54:27,023 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 01:54:49,173 - ice00001 - [INFO] - [Evaluating Epoch 473 valid]: 
 | 
						|
	MRR: Tail : 0.42532, Head : 0.37805, Avg : 0.40169
 | 
						|
 | 
						|
2023-05-25 01:54:49,173 - ice00001 - [INFO] - [Epoch 473]:  Training Loss: 0.0017299,  Valid MRR: 0.40282, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-25 01:54:50,118 - ice00001 - [INFO] - [E:474| 0]: Train Loss:0.0017011,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:56:29,871 - ice00001 - [INFO] - [E:474| 100]: Train Loss:0.0017254,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:58:09,686 - ice00001 - [INFO] - [E:474| 200]: Train Loss:0.0017253,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 01:59:49,060 - ice00001 - [INFO] - [E:474| 300]: Train Loss:0.0017267,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 02:01:18,631 - ice00001 - [INFO] - [E:474| 400]: Train Loss:0.0017268,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 02:02:57,708 - ice00001 - [INFO] - [E:474| 500]: Train Loss:0.0017273,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 02:04:36,820 - ice00001 - [INFO] - [E:474| 600]: Train Loss:0.0017274,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 02:06:15,734 - ice00001 - [INFO] - [E:474| 700]: Train Loss:0.0017284,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 02:07:54,764 - ice00001 - [INFO] - [E:474| 800]: Train Loss:0.0017291,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 02:09:23,921 - ice00001 - [INFO] - [E:474| 900]: Train Loss:0.0017292,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 02:10:33,331 - ice00001 - [INFO] - [Epoch:474]:  Training Loss:0.00173
 | 
						|
 | 
						|
2023-05-25 02:10:33,821 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 02:10:55,990 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 02:11:17,901 - ice00001 - [INFO] - [Evaluating Epoch 474 valid]: 
 | 
						|
	MRR: Tail : 0.42698, Head : 0.37819, Avg : 0.40259
 | 
						|
 | 
						|
2023-05-25 02:11:17,901 - ice00001 - [INFO] - [Epoch 474]:  Training Loss: 0.00173,  Valid MRR: 0.40282, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-25 02:11:18,908 - ice00001 - [INFO] - [E:475| 0]: Train Loss:0.0017407,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 02:12:57,724 - ice00001 - [INFO] - [E:475| 100]: Train Loss:0.0017276,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 02:14:37,349 - ice00001 - [INFO] - [E:475| 200]: Train Loss:0.001726,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 02:16:16,666 - ice00001 - [INFO] - [E:475| 300]: Train Loss:0.0017271,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 02:17:45,994 - ice00001 - [INFO] - [E:475| 400]: Train Loss:0.0017274,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 02:19:27,499 - ice00001 - [INFO] - [E:475| 500]: Train Loss:0.0017275,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 02:21:07,212 - ice00001 - [INFO] - [E:475| 600]: Train Loss:0.0017277,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 02:22:46,598 - ice00001 - [INFO] - [E:475| 700]: Train Loss:0.001728,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 02:24:25,406 - ice00001 - [INFO] - [E:475| 800]: Train Loss:0.0017289,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 02:25:54,780 - ice00001 - [INFO] - [E:475| 900]: Train Loss:0.0017291,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 02:27:04,205 - ice00001 - [INFO] - [Epoch:475]:  Training Loss:0.001729
 | 
						|
 | 
						|
2023-05-25 02:27:04,588 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 02:27:27,015 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 02:27:49,284 - ice00001 - [INFO] - [Evaluating Epoch 475 valid]: 
 | 
						|
	MRR: Tail : 0.42654, Head : 0.37756, Avg : 0.40205
 | 
						|
 | 
						|
2023-05-25 02:27:49,284 - ice00001 - [INFO] - [Epoch 475]:  Training Loss: 0.0017292,  Valid MRR: 0.40282, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-25 02:27:50,125 - ice00001 - [INFO] - [E:476| 0]: Train Loss:0.0017395,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 02:29:28,971 - ice00001 - [INFO] - [E:476| 100]: Train Loss:0.0017273,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 02:31:08,283 - ice00001 - [INFO] - [E:476| 200]: Train Loss:0.0017289,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 02:32:47,769 - ice00001 - [INFO] - [E:476| 300]: Train Loss:0.0017289,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 02:34:17,586 - ice00001 - [INFO] - [E:476| 400]: Train Loss:0.0017286,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 02:35:56,231 - ice00001 - [INFO] - [E:476| 500]: Train Loss:0.0017286,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 02:37:35,248 - ice00001 - [INFO] - [E:476| 600]: Train Loss:0.0017278,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 02:39:15,114 - ice00001 - [INFO] - [E:476| 700]: Train Loss:0.0017283,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 02:40:54,569 - ice00001 - [INFO] - [E:476| 800]: Train Loss:0.0017291,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 02:42:23,918 - ice00001 - [INFO] - [E:476| 900]: Train Loss:0.0017291,  Val MRR:0.40282, 	ice00001
 | 
						|
2023-05-25 02:43:33,230 - ice00001 - [INFO] - [Epoch:476]:  Training Loss:0.001729
 | 
						|
 | 
						|
2023-05-25 02:43:33,563 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 02:43:56,257 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 02:44:18,172 - ice00001 - [INFO] - [Evaluating Epoch 476 valid]: 
 | 
						|
	MRR: Tail : 0.4274, Head : 0.37825, Avg : 0.40283
 | 
						|
 | 
						|
2023-05-25 02:44:19,493 - ice00001 - [INFO] - [Epoch 476]:  Training Loss: 0.0017292,  Valid MRR: 0.40283, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-25 02:44:20,836 - ice00001 - [INFO] - [E:477| 0]: Train Loss:0.0017152,  Val MRR:0.40283, 	ice00001
 | 
						|
2023-05-25 02:45:59,316 - ice00001 - [INFO] - [E:477| 100]: Train Loss:0.0017261,  Val MRR:0.40283, 	ice00001
 | 
						|
2023-05-25 02:47:38,287 - ice00001 - [INFO] - [E:477| 200]: Train Loss:0.0017251,  Val MRR:0.40283, 	ice00001
 | 
						|
2023-05-25 02:49:17,122 - ice00001 - [INFO] - [E:477| 300]: Train Loss:0.0017255,  Val MRR:0.40283, 	ice00001
 | 
						|
2023-05-25 02:50:46,285 - ice00001 - [INFO] - [E:477| 400]: Train Loss:0.0017252,  Val MRR:0.40283, 	ice00001
 | 
						|
2023-05-25 02:52:25,737 - ice00001 - [INFO] - [E:477| 500]: Train Loss:0.0017255,  Val MRR:0.40283, 	ice00001
 | 
						|
2023-05-25 02:54:05,081 - ice00001 - [INFO] - [E:477| 600]: Train Loss:0.0017261,  Val MRR:0.40283, 	ice00001
 | 
						|
2023-05-25 02:55:44,480 - ice00001 - [INFO] - [E:477| 700]: Train Loss:0.0017276,  Val MRR:0.40283, 	ice00001
 | 
						|
2023-05-25 02:57:23,699 - ice00001 - [INFO] - [E:477| 800]: Train Loss:0.0017279,  Val MRR:0.40283, 	ice00001
 | 
						|
2023-05-25 02:58:53,079 - ice00001 - [INFO] - [E:477| 900]: Train Loss:0.0017287,  Val MRR:0.40283, 	ice00001
 | 
						|
2023-05-25 03:00:03,744 - ice00001 - [INFO] - [Epoch:477]:  Training Loss:0.001729
 | 
						|
 | 
						|
2023-05-25 03:00:04,232 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 03:00:26,611 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 03:00:48,922 - ice00001 - [INFO] - [Evaluating Epoch 477 valid]: 
 | 
						|
	MRR: Tail : 0.42625, Head : 0.37762, Avg : 0.40194
 | 
						|
 | 
						|
2023-05-25 03:00:48,922 - ice00001 - [INFO] - [Epoch 477]:  Training Loss: 0.0017287,  Valid MRR: 0.40283, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-25 03:00:50,072 - ice00001 - [INFO] - [E:478| 0]: Train Loss:0.0017399,  Val MRR:0.40283, 	ice00001
 | 
						|
2023-05-25 03:02:28,577 - ice00001 - [INFO] - [E:478| 100]: Train Loss:0.0017249,  Val MRR:0.40283, 	ice00001
 | 
						|
2023-05-25 03:04:07,796 - ice00001 - [INFO] - [E:478| 200]: Train Loss:0.0017275,  Val MRR:0.40283, 	ice00001
 | 
						|
2023-05-25 03:05:49,014 - ice00001 - [INFO] - [E:478| 300]: Train Loss:0.001725,  Val MRR:0.40283, 	ice00001
 | 
						|
2023-05-25 03:07:19,104 - ice00001 - [INFO] - [E:478| 400]: Train Loss:0.0017255,  Val MRR:0.40283, 	ice00001
 | 
						|
2023-05-25 03:08:58,387 - ice00001 - [INFO] - [E:478| 500]: Train Loss:0.0017269,  Val MRR:0.40283, 	ice00001
 | 
						|
2023-05-25 03:10:37,956 - ice00001 - [INFO] - [E:478| 600]: Train Loss:0.0017275,  Val MRR:0.40283, 	ice00001
 | 
						|
2023-05-25 03:12:17,497 - ice00001 - [INFO] - [E:478| 700]: Train Loss:0.0017274,  Val MRR:0.40283, 	ice00001
 | 
						|
2023-05-25 03:13:56,437 - ice00001 - [INFO] - [E:478| 800]: Train Loss:0.0017281,  Val MRR:0.40283, 	ice00001
 | 
						|
2023-05-25 03:15:26,638 - ice00001 - [INFO] - [E:478| 900]: Train Loss:0.0017286,  Val MRR:0.40283, 	ice00001
 | 
						|
2023-05-25 03:16:36,510 - ice00001 - [INFO] - [Epoch:478]:  Training Loss:0.001729
 | 
						|
 | 
						|
2023-05-25 03:16:36,789 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 03:16:59,597 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 03:17:21,590 - ice00001 - [INFO] - [Evaluating Epoch 478 valid]: 
 | 
						|
	MRR: Tail : 0.42673, Head : 0.37919, Avg : 0.40296
 | 
						|
 | 
						|
2023-05-25 03:17:23,272 - ice00001 - [INFO] - [Epoch 478]:  Training Loss: 0.0017289,  Valid MRR: 0.40296, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-25 03:17:24,103 - ice00001 - [INFO] - [E:479| 0]: Train Loss:0.0017453,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 03:19:03,478 - ice00001 - [INFO] - [E:479| 100]: Train Loss:0.0017258,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 03:20:42,725 - ice00001 - [INFO] - [E:479| 200]: Train Loss:0.0017246,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 03:22:21,598 - ice00001 - [INFO] - [E:479| 300]: Train Loss:0.0017265,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 03:23:51,524 - ice00001 - [INFO] - [E:479| 400]: Train Loss:0.001727,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 03:25:31,255 - ice00001 - [INFO] - [E:479| 500]: Train Loss:0.0017271,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 03:27:10,536 - ice00001 - [INFO] - [E:479| 600]: Train Loss:0.0017271,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 03:28:50,178 - ice00001 - [INFO] - [E:479| 700]: Train Loss:0.0017271,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 03:30:29,172 - ice00001 - [INFO] - [E:479| 800]: Train Loss:0.0017279,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 03:32:00,402 - ice00001 - [INFO] - [E:479| 900]: Train Loss:0.0017285,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 03:33:08,863 - ice00001 - [INFO] - [Epoch:479]:  Training Loss:0.001729
 | 
						|
 | 
						|
2023-05-25 03:33:09,371 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 03:33:31,998 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 03:33:54,514 - ice00001 - [INFO] - [Evaluating Epoch 479 valid]: 
 | 
						|
	MRR: Tail : 0.42773, Head : 0.37787, Avg : 0.4028
 | 
						|
	MR: Tail : 366.72, Head : 378.49, Avg : 372.61
 | 
						|
	Hit-1: Tail : 0.31982, Head : 0.27006, Avg : 0.29494
 | 
						|
	Hit-3: Tail : 0.48149, Head : 0.42663, Avg : 0.45406
 | 
						|
	Hit-10: Tail : 0.63661, Head : 0.59279, Avg : 0.6147
 | 
						|
2023-05-25 03:33:54,515 - ice00001 - [INFO] - [Epoch 479]:  Training Loss: 0.0017285,  Valid MRR: 0.40296, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-25 03:33:55,368 - ice00001 - [INFO] - [E:480| 0]: Train Loss:0.001721,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 03:35:34,741 - ice00001 - [INFO] - [E:480| 100]: Train Loss:0.0017253,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 03:37:14,566 - ice00001 - [INFO] - [E:480| 200]: Train Loss:0.0017264,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 03:38:53,862 - ice00001 - [INFO] - [E:480| 300]: Train Loss:0.0017264,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 03:40:23,355 - ice00001 - [INFO] - [E:480| 400]: Train Loss:0.001727,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 03:42:02,943 - ice00001 - [INFO] - [E:480| 500]: Train Loss:0.0017277,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 03:43:42,100 - ice00001 - [INFO] - [E:480| 600]: Train Loss:0.0017276,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 03:45:21,831 - ice00001 - [INFO] - [E:480| 700]: Train Loss:0.0017278,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 03:47:01,707 - ice00001 - [INFO] - [E:480| 800]: Train Loss:0.0017277,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 03:48:33,643 - ice00001 - [INFO] - [E:480| 900]: Train Loss:0.0017276,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 03:49:41,640 - ice00001 - [INFO] - [Epoch:480]:  Training Loss:0.001728
 | 
						|
 | 
						|
2023-05-25 03:49:42,006 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 03:50:04,784 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 03:50:29,683 - ice00001 - [INFO] - [Evaluating Epoch 480 valid]: 
 | 
						|
	MRR: Tail : 0.4275, Head : 0.37712, Avg : 0.40231
 | 
						|
 | 
						|
2023-05-25 03:50:29,683 - ice00001 - [INFO] - [Epoch 480]:  Training Loss: 0.001728,  Valid MRR: 0.40296, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-25 03:50:30,453 - ice00001 - [INFO] - [E:481| 0]: Train Loss:0.0016862,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 03:52:09,786 - ice00001 - [INFO] - [E:481| 100]: Train Loss:0.0017249,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 03:53:48,911 - ice00001 - [INFO] - [E:481| 200]: Train Loss:0.0017231,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 03:55:28,277 - ice00001 - [INFO] - [E:481| 300]: Train Loss:0.0017225,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 03:56:58,790 - ice00001 - [INFO] - [E:481| 400]: Train Loss:0.0017235,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 03:58:36,708 - ice00001 - [INFO] - [E:481| 500]: Train Loss:0.0017242,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 04:00:16,055 - ice00001 - [INFO] - [E:481| 600]: Train Loss:0.0017256,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 04:01:55,159 - ice00001 - [INFO] - [E:481| 700]: Train Loss:0.0017259,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 04:03:34,612 - ice00001 - [INFO] - [E:481| 800]: Train Loss:0.0017268,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 04:05:09,707 - ice00001 - [INFO] - [E:481| 900]: Train Loss:0.0017272,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 04:06:14,199 - ice00001 - [INFO] - [Epoch:481]:  Training Loss:0.001728
 | 
						|
 | 
						|
2023-05-25 04:06:14,705 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 04:06:37,359 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 04:06:59,618 - ice00001 - [INFO] - [Evaluating Epoch 481 valid]: 
 | 
						|
	MRR: Tail : 0.42551, Head : 0.37686, Avg : 0.40119
 | 
						|
 | 
						|
2023-05-25 04:06:59,618 - ice00001 - [INFO] - [Epoch 481]:  Training Loss: 0.0017276,  Valid MRR: 0.40296, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-25 04:07:00,767 - ice00001 - [INFO] - [E:482| 0]: Train Loss:0.0017821,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 04:08:40,261 - ice00001 - [INFO] - [E:482| 100]: Train Loss:0.0017209,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 04:10:19,670 - ice00001 - [INFO] - [E:482| 200]: Train Loss:0.0017232,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 04:11:59,362 - ice00001 - [INFO] - [E:482| 300]: Train Loss:0.0017241,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 04:13:30,806 - ice00001 - [INFO] - [E:482| 400]: Train Loss:0.0017246,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 04:15:08,282 - ice00001 - [INFO] - [E:482| 500]: Train Loss:0.0017254,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 04:16:48,127 - ice00001 - [INFO] - [E:482| 600]: Train Loss:0.0017253,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 04:18:27,922 - ice00001 - [INFO] - [E:482| 700]: Train Loss:0.0017258,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 04:20:07,594 - ice00001 - [INFO] - [E:482| 800]: Train Loss:0.0017264,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 04:21:42,914 - ice00001 - [INFO] - [E:482| 900]: Train Loss:0.0017268,  Val MRR:0.40296, 	ice00001
 | 
						|
2023-05-25 04:22:47,723 - ice00001 - [INFO] - [Epoch:482]:  Training Loss:0.001727
 | 
						|
 | 
						|
2023-05-25 04:22:47,979 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 04:23:11,117 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 04:23:33,121 - ice00001 - [INFO] - [Evaluating Epoch 482 valid]: 
 | 
						|
	MRR: Tail : 0.42839, Head : 0.37801, Avg : 0.4032
 | 
						|
 | 
						|
2023-05-25 04:23:34,763 - ice00001 - [INFO] - [Epoch 482]:  Training Loss: 0.0017271,  Valid MRR: 0.4032, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-25 04:23:35,601 - ice00001 - [INFO] - [E:483| 0]: Train Loss:0.0016889,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 04:25:14,779 - ice00001 - [INFO] - [E:483| 100]: Train Loss:0.001722,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 04:26:53,876 - ice00001 - [INFO] - [E:483| 200]: Train Loss:0.0017232,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 04:28:33,413 - ice00001 - [INFO] - [E:483| 300]: Train Loss:0.0017245,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 04:30:04,966 - ice00001 - [INFO] - [E:483| 400]: Train Loss:0.0017248,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 04:31:42,341 - ice00001 - [INFO] - [E:483| 500]: Train Loss:0.0017246,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 04:33:21,883 - ice00001 - [INFO] - [E:483| 600]: Train Loss:0.0017255,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 04:35:00,880 - ice00001 - [INFO] - [E:483| 700]: Train Loss:0.0017255,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 04:36:42,425 - ice00001 - [INFO] - [E:483| 800]: Train Loss:0.0017261,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 04:38:20,589 - ice00001 - [INFO] - [E:483| 900]: Train Loss:0.0017268,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 04:39:22,254 - ice00001 - [INFO] - [Epoch:483]:  Training Loss:0.001727
 | 
						|
 | 
						|
2023-05-25 04:39:22,511 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 04:39:45,296 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 04:40:07,508 - ice00001 - [INFO] - [Evaluating Epoch 483 valid]: 
 | 
						|
	MRR: Tail : 0.42624, Head : 0.37712, Avg : 0.40168
 | 
						|
 | 
						|
2023-05-25 04:40:07,508 - ice00001 - [INFO] - [Epoch 483]:  Training Loss: 0.001727,  Valid MRR: 0.4032, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-25 04:40:08,673 - ice00001 - [INFO] - [E:484| 0]: Train Loss:0.0016988,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 04:41:48,049 - ice00001 - [INFO] - [E:484| 100]: Train Loss:0.0017205,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 04:43:26,897 - ice00001 - [INFO] - [E:484| 200]: Train Loss:0.001722,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 04:45:06,334 - ice00001 - [INFO] - [E:484| 300]: Train Loss:0.0017231,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 04:46:41,599 - ice00001 - [INFO] - [E:484| 400]: Train Loss:0.0017238,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 04:48:15,671 - ice00001 - [INFO] - [E:484| 500]: Train Loss:0.0017253,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 04:49:54,935 - ice00001 - [INFO] - [E:484| 600]: Train Loss:0.0017258,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 04:51:34,642 - ice00001 - [INFO] - [E:484| 700]: Train Loss:0.0017258,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 04:53:14,070 - ice00001 - [INFO] - [E:484| 800]: Train Loss:0.0017265,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 04:54:53,047 - ice00001 - [INFO] - [E:484| 900]: Train Loss:0.0017266,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 04:55:53,558 - ice00001 - [INFO] - [Epoch:484]:  Training Loss:0.001727
 | 
						|
 | 
						|
2023-05-25 04:55:54,066 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 04:56:16,214 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 04:56:38,794 - ice00001 - [INFO] - [Evaluating Epoch 484 valid]: 
 | 
						|
	MRR: Tail : 0.42756, Head : 0.37705, Avg : 0.4023
 | 
						|
 | 
						|
2023-05-25 04:56:38,794 - ice00001 - [INFO] - [Epoch 484]:  Training Loss: 0.0017269,  Valid MRR: 0.4032, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-25 04:56:39,678 - ice00001 - [INFO] - [E:485| 0]: Train Loss:0.001723,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 04:58:19,684 - ice00001 - [INFO] - [E:485| 100]: Train Loss:0.0017169,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 04:59:58,444 - ice00001 - [INFO] - [E:485| 200]: Train Loss:0.0017216,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:01:38,576 - ice00001 - [INFO] - [E:485| 300]: Train Loss:0.0017235,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:03:14,897 - ice00001 - [INFO] - [E:485| 400]: Train Loss:0.0017239,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:04:47,626 - ice00001 - [INFO] - [E:485| 500]: Train Loss:0.0017245,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:06:27,323 - ice00001 - [INFO] - [E:485| 600]: Train Loss:0.0017252,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:08:06,754 - ice00001 - [INFO] - [E:485| 700]: Train Loss:0.0017257,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:09:46,468 - ice00001 - [INFO] - [E:485| 800]: Train Loss:0.0017259,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:11:25,959 - ice00001 - [INFO] - [E:485| 900]: Train Loss:0.0017262,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:12:25,984 - ice00001 - [INFO] - [Epoch:485]:  Training Loss:0.001727
 | 
						|
 | 
						|
2023-05-25 05:12:26,239 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 05:12:49,161 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 05:13:11,380 - ice00001 - [INFO] - [Evaluating Epoch 485 valid]: 
 | 
						|
	MRR: Tail : 0.42762, Head : 0.37734, Avg : 0.40248
 | 
						|
 | 
						|
2023-05-25 05:13:11,380 - ice00001 - [INFO] - [Epoch 485]:  Training Loss: 0.0017267,  Valid MRR: 0.4032, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-25 05:13:12,532 - ice00001 - [INFO] - [E:486| 0]: Train Loss:0.0017369,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:14:52,436 - ice00001 - [INFO] - [E:486| 100]: Train Loss:0.0017225,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:16:31,610 - ice00001 - [INFO] - [E:486| 200]: Train Loss:0.0017224,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:18:11,323 - ice00001 - [INFO] - [E:486| 300]: Train Loss:0.0017221,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:19:48,734 - ice00001 - [INFO] - [E:486| 400]: Train Loss:0.0017225,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:21:19,956 - ice00001 - [INFO] - [E:486| 500]: Train Loss:0.0017235,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:23:01,817 - ice00001 - [INFO] - [E:486| 600]: Train Loss:0.0017247,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:24:41,233 - ice00001 - [INFO] - [E:486| 700]: Train Loss:0.0017249,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:26:21,004 - ice00001 - [INFO] - [E:486| 800]: Train Loss:0.0017257,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:28:00,372 - ice00001 - [INFO] - [E:486| 900]: Train Loss:0.0017257,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:29:00,482 - ice00001 - [INFO] - [Epoch:486]:  Training Loss:0.001726
 | 
						|
 | 
						|
2023-05-25 05:29:00,819 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 05:29:23,920 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 05:29:46,459 - ice00001 - [INFO] - [Evaluating Epoch 486 valid]: 
 | 
						|
	MRR: Tail : 0.42528, Head : 0.37885, Avg : 0.40206
 | 
						|
 | 
						|
2023-05-25 05:29:46,459 - ice00001 - [INFO] - [Epoch 486]:  Training Loss: 0.001726,  Valid MRR: 0.4032, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-25 05:29:47,643 - ice00001 - [INFO] - [E:487| 0]: Train Loss:0.0017278,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:31:27,007 - ice00001 - [INFO] - [E:487| 100]: Train Loss:0.0017211,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:33:06,440 - ice00001 - [INFO] - [E:487| 200]: Train Loss:0.0017201,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:34:45,484 - ice00001 - [INFO] - [E:487| 300]: Train Loss:0.0017204,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:36:24,663 - ice00001 - [INFO] - [E:487| 400]: Train Loss:0.0017221,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:37:54,504 - ice00001 - [INFO] - [E:487| 500]: Train Loss:0.0017227,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:39:33,905 - ice00001 - [INFO] - [E:487| 600]: Train Loss:0.0017234,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:41:12,957 - ice00001 - [INFO] - [E:487| 700]: Train Loss:0.001724,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:42:52,298 - ice00001 - [INFO] - [E:487| 800]: Train Loss:0.0017247,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:44:31,172 - ice00001 - [INFO] - [E:487| 900]: Train Loss:0.0017251,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:45:31,123 - ice00001 - [INFO] - [Epoch:487]:  Training Loss:0.001726
 | 
						|
 | 
						|
2023-05-25 05:45:31,458 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 05:45:54,393 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 05:46:16,377 - ice00001 - [INFO] - [Evaluating Epoch 487 valid]: 
 | 
						|
	MRR: Tail : 0.42711, Head : 0.37763, Avg : 0.40237
 | 
						|
 | 
						|
2023-05-25 05:46:16,377 - ice00001 - [INFO] - [Epoch 487]:  Training Loss: 0.001726,  Valid MRR: 0.4032, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-25 05:46:17,488 - ice00001 - [INFO] - [E:488| 0]: Train Loss:0.0017049,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:47:57,146 - ice00001 - [INFO] - [E:488| 100]: Train Loss:0.0017213,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:49:37,006 - ice00001 - [INFO] - [E:488| 200]: Train Loss:0.0017204,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:51:15,868 - ice00001 - [INFO] - [E:488| 300]: Train Loss:0.001722,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:52:55,767 - ice00001 - [INFO] - [E:488| 400]: Train Loss:0.0017232,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:54:24,825 - ice00001 - [INFO] - [E:488| 500]: Train Loss:0.0017243,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:56:03,528 - ice00001 - [INFO] - [E:488| 600]: Train Loss:0.0017252,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:57:42,377 - ice00001 - [INFO] - [E:488| 700]: Train Loss:0.0017252,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 05:59:21,205 - ice00001 - [INFO] - [E:488| 800]: Train Loss:0.0017254,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:01:00,289 - ice00001 - [INFO] - [E:488| 900]: Train Loss:0.0017252,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:02:00,249 - ice00001 - [INFO] - [Epoch:488]:  Training Loss:0.001726
 | 
						|
 | 
						|
2023-05-25 06:02:00,585 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 06:02:23,496 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 06:02:45,673 - ice00001 - [INFO] - [Evaluating Epoch 488 valid]: 
 | 
						|
	MRR: Tail : 0.42575, Head : 0.37724, Avg : 0.40149
 | 
						|
 | 
						|
2023-05-25 06:02:45,673 - ice00001 - [INFO] - [Epoch 488]:  Training Loss: 0.0017255,  Valid MRR: 0.4032, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-25 06:02:46,858 - ice00001 - [INFO] - [E:489| 0]: Train Loss:0.0017272,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:04:27,222 - ice00001 - [INFO] - [E:489| 100]: Train Loss:0.0017184,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:06:07,255 - ice00001 - [INFO] - [E:489| 200]: Train Loss:0.0017213,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:07:46,953 - ice00001 - [INFO] - [E:489| 300]: Train Loss:0.0017213,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:09:28,508 - ice00001 - [INFO] - [E:489| 400]: Train Loss:0.0017229,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:10:57,750 - ice00001 - [INFO] - [E:489| 500]: Train Loss:0.0017232,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:12:36,579 - ice00001 - [INFO] - [E:489| 600]: Train Loss:0.0017234,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:14:15,884 - ice00001 - [INFO] - [E:489| 700]: Train Loss:0.0017245,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:15:55,057 - ice00001 - [INFO] - [E:489| 800]: Train Loss:0.0017248,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:17:33,892 - ice00001 - [INFO] - [E:489| 900]: Train Loss:0.0017245,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:18:34,027 - ice00001 - [INFO] - [Epoch:489]:  Training Loss:0.001725
 | 
						|
 | 
						|
2023-05-25 06:18:34,501 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 06:18:56,862 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 06:19:19,203 - ice00001 - [INFO] - [Evaluating Epoch 489 valid]: 
 | 
						|
	MRR: Tail : 0.42642, Head : 0.3785, Avg : 0.40246
 | 
						|
	MR: Tail : 378.5, Head : 380.31, Avg : 379.4
 | 
						|
	Hit-1: Tail : 0.31703, Head : 0.27163, Avg : 0.29433
 | 
						|
	Hit-3: Tail : 0.47991, Head : 0.42517, Avg : 0.45254
 | 
						|
	Hit-10: Tail : 0.63309, Head : 0.59364, Avg : 0.61336
 | 
						|
2023-05-25 06:19:19,204 - ice00001 - [INFO] - [Epoch 489]:  Training Loss: 0.0017251,  Valid MRR: 0.4032, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-25 06:19:20,346 - ice00001 - [INFO] - [E:490| 0]: Train Loss:0.0017649,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:21:00,136 - ice00001 - [INFO] - [E:490| 100]: Train Loss:0.0017243,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:22:39,608 - ice00001 - [INFO] - [E:490| 200]: Train Loss:0.0017222,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:24:18,550 - ice00001 - [INFO] - [E:490| 300]: Train Loss:0.0017222,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:25:58,287 - ice00001 - [INFO] - [E:490| 400]: Train Loss:0.0017218,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:27:27,465 - ice00001 - [INFO] - [E:490| 500]: Train Loss:0.0017226,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:29:06,457 - ice00001 - [INFO] - [E:490| 600]: Train Loss:0.0017231,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:30:45,583 - ice00001 - [INFO] - [E:490| 700]: Train Loss:0.0017236,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:32:25,156 - ice00001 - [INFO] - [E:490| 800]: Train Loss:0.0017241,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:34:04,578 - ice00001 - [INFO] - [E:490| 900]: Train Loss:0.0017243,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:35:04,620 - ice00001 - [INFO] - [Epoch:490]:  Training Loss:0.001725
 | 
						|
 | 
						|
2023-05-25 06:35:04,957 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 06:35:27,426 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 06:35:49,902 - ice00001 - [INFO] - [Evaluating Epoch 490 valid]: 
 | 
						|
	MRR: Tail : 0.42902, Head : 0.3772, Avg : 0.40311
 | 
						|
 | 
						|
2023-05-25 06:35:49,902 - ice00001 - [INFO] - [Epoch 490]:  Training Loss: 0.0017248,  Valid MRR: 0.4032, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-25 06:35:50,740 - ice00001 - [INFO] - [E:491| 0]: Train Loss:0.0017093,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:37:30,465 - ice00001 - [INFO] - [E:491| 100]: Train Loss:0.0017241,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:39:09,458 - ice00001 - [INFO] - [E:491| 200]: Train Loss:0.0017204,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:40:48,349 - ice00001 - [INFO] - [E:491| 300]: Train Loss:0.0017215,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:42:28,041 - ice00001 - [INFO] - [E:491| 400]: Train Loss:0.0017224,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:43:57,344 - ice00001 - [INFO] - [E:491| 500]: Train Loss:0.0017233,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:45:36,088 - ice00001 - [INFO] - [E:491| 600]: Train Loss:0.0017231,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:47:15,727 - ice00001 - [INFO] - [E:491| 700]: Train Loss:0.0017233,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:48:56,152 - ice00001 - [INFO] - [E:491| 800]: Train Loss:0.0017238,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:50:36,013 - ice00001 - [INFO] - [E:491| 900]: Train Loss:0.0017243,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:51:36,294 - ice00001 - [INFO] - [Epoch:491]:  Training Loss:0.001725
 | 
						|
 | 
						|
2023-05-25 06:51:36,678 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 06:51:58,977 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 06:52:21,300 - ice00001 - [INFO] - [Evaluating Epoch 491 valid]: 
 | 
						|
	MRR: Tail : 0.42778, Head : 0.37738, Avg : 0.40258
 | 
						|
 | 
						|
2023-05-25 06:52:21,301 - ice00001 - [INFO] - [Epoch 491]:  Training Loss: 0.0017247,  Valid MRR: 0.4032, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-25 06:52:22,463 - ice00001 - [INFO] - [E:492| 0]: Train Loss:0.0017576,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:54:04,342 - ice00001 - [INFO] - [E:492| 100]: Train Loss:0.0017227,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:55:43,212 - ice00001 - [INFO] - [E:492| 200]: Train Loss:0.0017206,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:57:21,949 - ice00001 - [INFO] - [E:492| 300]: Train Loss:0.001722,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 06:59:01,040 - ice00001 - [INFO] - [E:492| 400]: Train Loss:0.0017219,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:00:30,596 - ice00001 - [INFO] - [E:492| 500]: Train Loss:0.0017219,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:02:09,988 - ice00001 - [INFO] - [E:492| 600]: Train Loss:0.0017228,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:03:49,588 - ice00001 - [INFO] - [E:492| 700]: Train Loss:0.0017232,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:05:29,208 - ice00001 - [INFO] - [E:492| 800]: Train Loss:0.0017233,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:07:09,017 - ice00001 - [INFO] - [E:492| 900]: Train Loss:0.0017243,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:08:09,780 - ice00001 - [INFO] - [Epoch:492]:  Training Loss:0.001725
 | 
						|
 | 
						|
2023-05-25 07:08:09,994 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 07:08:32,013 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 07:08:54,215 - ice00001 - [INFO] - [Evaluating Epoch 492 valid]: 
 | 
						|
	MRR: Tail : 0.42628, Head : 0.37751, Avg : 0.40189
 | 
						|
 | 
						|
2023-05-25 07:08:54,215 - ice00001 - [INFO] - [Epoch 492]:  Training Loss: 0.0017246,  Valid MRR: 0.4032, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-25 07:08:55,287 - ice00001 - [INFO] - [E:493| 0]: Train Loss:0.0017057,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:10:34,288 - ice00001 - [INFO] - [E:493| 100]: Train Loss:0.00172,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:12:12,545 - ice00001 - [INFO] - [E:493| 200]: Train Loss:0.001721,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:13:51,116 - ice00001 - [INFO] - [E:493| 300]: Train Loss:0.0017218,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:15:29,753 - ice00001 - [INFO] - [E:493| 400]: Train Loss:0.0017218,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:16:58,985 - ice00001 - [INFO] - [E:493| 500]: Train Loss:0.0017219,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:18:38,291 - ice00001 - [INFO] - [E:493| 600]: Train Loss:0.0017221,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:20:17,625 - ice00001 - [INFO] - [E:493| 700]: Train Loss:0.0017227,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:21:56,700 - ice00001 - [INFO] - [E:493| 800]: Train Loss:0.0017233,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:23:36,508 - ice00001 - [INFO] - [E:493| 900]: Train Loss:0.001724,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:24:38,271 - ice00001 - [INFO] - [Epoch:493]:  Training Loss:0.001724
 | 
						|
 | 
						|
2023-05-25 07:24:38,483 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 07:24:59,171 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 07:25:21,266 - ice00001 - [INFO] - [Evaluating Epoch 493 valid]: 
 | 
						|
	MRR: Tail : 0.42534, Head : 0.3771, Avg : 0.40122
 | 
						|
 | 
						|
2023-05-25 07:25:21,266 - ice00001 - [INFO] - [Epoch 493]:  Training Loss: 0.0017241,  Valid MRR: 0.4032, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-25 07:25:22,261 - ice00001 - [INFO] - [E:494| 0]: Train Loss:0.0017425,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:27:01,614 - ice00001 - [INFO] - [E:494| 100]: Train Loss:0.0017187,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:28:41,428 - ice00001 - [INFO] - [E:494| 200]: Train Loss:0.001719,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:30:21,115 - ice00001 - [INFO] - [E:494| 300]: Train Loss:0.0017199,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:31:59,950 - ice00001 - [INFO] - [E:494| 400]: Train Loss:0.0017209,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:33:29,561 - ice00001 - [INFO] - [E:494| 500]: Train Loss:0.001721,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:35:08,840 - ice00001 - [INFO] - [E:494| 600]: Train Loss:0.0017213,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:36:48,172 - ice00001 - [INFO] - [E:494| 700]: Train Loss:0.0017213,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:38:28,577 - ice00001 - [INFO] - [E:494| 800]: Train Loss:0.0017223,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:40:10,776 - ice00001 - [INFO] - [E:494| 900]: Train Loss:0.0017232,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:41:15,603 - ice00001 - [INFO] - [Epoch:494]:  Training Loss:0.001724
 | 
						|
 | 
						|
2023-05-25 07:41:15,816 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 07:41:32,355 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 07:41:54,362 - ice00001 - [INFO] - [Evaluating Epoch 494 valid]: 
 | 
						|
	MRR: Tail : 0.42724, Head : 0.37797, Avg : 0.4026
 | 
						|
 | 
						|
2023-05-25 07:41:54,362 - ice00001 - [INFO] - [Epoch 494]:  Training Loss: 0.0017236,  Valid MRR: 0.4032, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-25 07:41:55,510 - ice00001 - [INFO] - [E:495| 0]: Train Loss:0.0017433,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:43:34,376 - ice00001 - [INFO] - [E:495| 100]: Train Loss:0.0017184,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:45:13,914 - ice00001 - [INFO] - [E:495| 200]: Train Loss:0.0017198,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:46:53,603 - ice00001 - [INFO] - [E:495| 300]: Train Loss:0.0017205,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:48:32,866 - ice00001 - [INFO] - [E:495| 400]: Train Loss:0.0017209,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:50:01,832 - ice00001 - [INFO] - [E:495| 500]: Train Loss:0.0017217,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:51:40,293 - ice00001 - [INFO] - [E:495| 600]: Train Loss:0.0017223,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:53:18,736 - ice00001 - [INFO] - [E:495| 700]: Train Loss:0.0017224,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:54:58,197 - ice00001 - [INFO] - [E:495| 800]: Train Loss:0.0017225,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:56:38,089 - ice00001 - [INFO] - [E:495| 900]: Train Loss:0.0017235,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 07:57:46,307 - ice00001 - [INFO] - [Epoch:495]:  Training Loss:0.001723
 | 
						|
 | 
						|
2023-05-25 07:57:46,521 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 07:58:00,129 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 07:58:21,875 - ice00001 - [INFO] - [Evaluating Epoch 495 valid]: 
 | 
						|
	MRR: Tail : 0.42481, Head : 0.37896, Avg : 0.40188
 | 
						|
 | 
						|
2023-05-25 07:58:21,876 - ice00001 - [INFO] - [Epoch 495]:  Training Loss: 0.0017235,  Valid MRR: 0.4032, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-25 07:58:22,951 - ice00001 - [INFO] - [E:496| 0]: Train Loss:0.0017129,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 08:00:02,583 - ice00001 - [INFO] - [E:496| 100]: Train Loss:0.001714,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 08:01:42,155 - ice00001 - [INFO] - [E:496| 200]: Train Loss:0.0017193,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 08:03:21,537 - ice00001 - [INFO] - [E:496| 300]: Train Loss:0.0017202,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 08:05:00,550 - ice00001 - [INFO] - [E:496| 400]: Train Loss:0.0017205,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 08:06:30,039 - ice00001 - [INFO] - [E:496| 500]: Train Loss:0.0017206,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 08:08:09,474 - ice00001 - [INFO] - [E:496| 600]: Train Loss:0.0017212,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 08:09:49,133 - ice00001 - [INFO] - [E:496| 700]: Train Loss:0.0017218,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 08:11:28,763 - ice00001 - [INFO] - [E:496| 800]: Train Loss:0.0017223,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 08:13:08,507 - ice00001 - [INFO] - [E:496| 900]: Train Loss:0.0017229,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 08:14:18,261 - ice00001 - [INFO] - [Epoch:496]:  Training Loss:0.001723
 | 
						|
 | 
						|
2023-05-25 08:14:18,588 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 08:14:32,733 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 08:14:52,023 - ice00001 - [INFO] - [Evaluating Epoch 496 valid]: 
 | 
						|
	MRR: Tail : 0.42554, Head : 0.37823, Avg : 0.40188
 | 
						|
 | 
						|
2023-05-25 08:14:52,023 - ice00001 - [INFO] - [Epoch 496]:  Training Loss: 0.0017232,  Valid MRR: 0.4032, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-25 08:14:52,780 - ice00001 - [INFO] - [E:497| 0]: Train Loss:0.0017327,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 08:16:32,280 - ice00001 - [INFO] - [E:497| 100]: Train Loss:0.0017182,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 08:18:11,506 - ice00001 - [INFO] - [E:497| 200]: Train Loss:0.0017218,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 08:19:50,467 - ice00001 - [INFO] - [E:497| 300]: Train Loss:0.0017223,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 08:21:29,283 - ice00001 - [INFO] - [E:497| 400]: Train Loss:0.0017226,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 08:22:58,717 - ice00001 - [INFO] - [E:497| 500]: Train Loss:0.0017233,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 08:24:38,000 - ice00001 - [INFO] - [E:497| 600]: Train Loss:0.0017232,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 08:26:19,279 - ice00001 - [INFO] - [E:497| 700]: Train Loss:0.0017232,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 08:28:00,020 - ice00001 - [INFO] - [E:497| 800]: Train Loss:0.0017235,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 08:29:40,494 - ice00001 - [INFO] - [E:497| 900]: Train Loss:0.0017236,  Val MRR:0.4032, 	ice00001
 | 
						|
2023-05-25 08:30:51,378 - ice00001 - [INFO] - [Epoch:497]:  Training Loss:0.001724
 | 
						|
 | 
						|
2023-05-25 08:30:51,860 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
 | 
						|
2023-05-25 08:31:10,900 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
 | 
						|
2023-05-25 08:31:25,231 - ice00001 - [INFO] - [Evaluating Epoch 497 valid]: 
 | 
						|
	MRR: Tail : 0.42773, Head : 0.37716, Avg : 0.40244
 | 
						|
 | 
						|
2023-05-25 08:31:25,231 - ice00001 - [INFO] - [Epoch 497]:  Training Loss: 0.0017238,  Valid MRR: 0.4032, 
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2023-05-25 08:31:26,386 - ice00001 - [INFO] - [E:498| 0]: Train Loss:0.0017209,  Val MRR:0.4032, 	ice00001
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2023-05-25 08:33:05,621 - ice00001 - [INFO] - [E:498| 100]: Train Loss:0.0017194,  Val MRR:0.4032, 	ice00001
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2023-05-25 08:34:44,955 - ice00001 - [INFO] - [E:498| 200]: Train Loss:0.0017213,  Val MRR:0.4032, 	ice00001
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2023-05-25 08:36:24,333 - ice00001 - [INFO] - [E:498| 300]: Train Loss:0.0017209,  Val MRR:0.4032, 	ice00001
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2023-05-25 08:38:03,362 - ice00001 - [INFO] - [E:498| 400]: Train Loss:0.0017208,  Val MRR:0.4032, 	ice00001
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2023-05-25 08:39:34,800 - ice00001 - [INFO] - [E:498| 500]: Train Loss:0.0017206,  Val MRR:0.4032, 	ice00001
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2023-05-25 08:41:12,072 - ice00001 - [INFO] - [E:498| 600]: Train Loss:0.0017204,  Val MRR:0.4032, 	ice00001
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2023-05-25 08:42:51,938 - ice00001 - [INFO] - [E:498| 700]: Train Loss:0.0017204,  Val MRR:0.4032, 	ice00001
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2023-05-25 08:44:31,343 - ice00001 - [INFO] - [E:498| 800]: Train Loss:0.0017213,  Val MRR:0.4032, 	ice00001
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2023-05-25 08:46:11,238 - ice00001 - [INFO] - [E:498| 900]: Train Loss:0.0017223,  Val MRR:0.4032, 	ice00001
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2023-05-25 08:47:21,214 - ice00001 - [INFO] - [Epoch:498]:  Training Loss:0.001722
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2023-05-25 08:47:21,586 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
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2023-05-25 08:47:42,435 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
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2023-05-25 08:47:55,811 - ice00001 - [INFO] - [Evaluating Epoch 498 valid]: 
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						|
	MRR: Tail : 0.42676, Head : 0.37674, Avg : 0.40175
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2023-05-25 08:47:55,811 - ice00001 - [INFO] - [Epoch 498]:  Training Loss: 0.0017224,  Valid MRR: 0.4032, 
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2023-05-25 08:47:56,447 - ice00001 - [INFO] - [E:499| 0]: Train Loss:0.0017114,  Val MRR:0.4032, 	ice00001
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2023-05-25 08:49:35,540 - ice00001 - [INFO] - [E:499| 100]: Train Loss:0.0017214,  Val MRR:0.4032, 	ice00001
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2023-05-25 08:51:15,343 - ice00001 - [INFO] - [E:499| 200]: Train Loss:0.0017185,  Val MRR:0.4032, 	ice00001
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2023-05-25 08:52:54,553 - ice00001 - [INFO] - [E:499| 300]: Train Loss:0.0017201,  Val MRR:0.4032, 	ice00001
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2023-05-25 08:54:34,125 - ice00001 - [INFO] - [E:499| 400]: Train Loss:0.0017201,  Val MRR:0.4032, 	ice00001
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2023-05-25 08:56:07,239 - ice00001 - [INFO] - [E:499| 500]: Train Loss:0.0017202,  Val MRR:0.4032, 	ice00001
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2023-05-25 08:57:42,935 - ice00001 - [INFO] - [E:499| 600]: Train Loss:0.0017212,  Val MRR:0.4032, 	ice00001
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2023-05-25 08:59:22,303 - ice00001 - [INFO] - [E:499| 700]: Train Loss:0.0017214,  Val MRR:0.4032, 	ice00001
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2023-05-25 09:01:01,870 - ice00001 - [INFO] - [E:499| 800]: Train Loss:0.0017212,  Val MRR:0.4032, 	ice00001
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2023-05-25 09:02:40,839 - ice00001 - [INFO] - [E:499| 900]: Train Loss:0.0017219,  Val MRR:0.4032, 	ice00001
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2023-05-25 09:03:50,542 - ice00001 - [INFO] - [Epoch:499]:  Training Loss:0.001723
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2023-05-25 09:03:50,965 - ice00001 - [INFO] - [Valid, Tail_Batch Step 0]	ice00001
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2023-05-25 09:04:12,904 - ice00001 - [INFO] - [Valid, Head_Batch Step 0]	ice00001
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2023-05-25 09:04:26,293 - ice00001 - [INFO] - [Evaluating Epoch 499 valid]: 
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						|
	MRR: Tail : 0.4282, Head : 0.37671, Avg : 0.40245
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						|
	MR: Tail : 385.96, Head : 391.2, Avg : 388.58
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						|
	Hit-1: Tail : 0.32116, Head : 0.26969, Avg : 0.29542
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	Hit-3: Tail : 0.48064, Head : 0.42347, Avg : 0.45206
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	Hit-10: Tail : 0.63321, Head : 0.59, Avg : 0.6116
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2023-05-25 09:04:26,294 - ice00001 - [INFO] - [Epoch 499]:  Training Loss: 0.0017226,  Valid MRR: 0.4032, 
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2023-05-25 09:04:26,294 - ice00001 - [INFO] - Loading best model, evaluating on test data
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2023-05-25 09:04:27,674 - ice00001 - [INFO] - [Test, Tail_Batch Step 0]	ice00001
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2023-05-25 09:04:48,567 - ice00001 - [INFO] - [Test, Head_Batch Step 0]	ice00001
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2023-05-25 09:05:10,906 - ice00001 - [INFO] - [Evaluating Epoch 0 test]: 
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						|
	MRR: Tail : 0.415, Head : 0.36505, Avg : 0.39002
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						|
	MR: Tail : 397.38, Head : 427.8, Avg : 412.59
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						|
	Hit-1: Tail : 0.3066, Head : 0.25706, Avg : 0.28183
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	Hit-3: Tail : 0.46784, Head : 0.41635, Avg : 0.4421
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						|
	Hit-10: Tail : 0.62495, Head : 0.57614, Avg : 0.60055
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