4905 lines
		
	
	
		
			354 KiB
		
	
	
	
		
			Plaintext
		
	
	
	
	
	
			
		
		
	
	
			4905 lines
		
	
	
		
			354 KiB
		
	
	
	
		
			Plaintext
		
	
	
	
	
	
2023-05-17 17:38:07,404 - ice0003 - [INFO] - {'dataset': 'icews14', 'name': 'ice0003', 'gpu': '1', 'train_strategy': 'one_to_n', 'opt': 'adam', 'neg_num': 1000, 'batch_size': 128, 'l2': 0.0, 'lr': 0.0003, '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}
 | 
						|
2023-05-17 17:38:14,383 - ice0003 - [INFO] - [E:0| 0]: Train Loss:0.70005,  Val MRR:0.0, 	ice0003
 | 
						|
2023-05-17 17:39:28,685 - ice0003 - [INFO] - [E:0| 100]: Train Loss:0.16939,  Val MRR:0.0, 	ice0003
 | 
						|
2023-05-17 17:40:43,111 - ice0003 - [INFO] - [E:0| 200]: Train Loss:0.095515,  Val MRR:0.0, 	ice0003
 | 
						|
2023-05-17 17:41:57,589 - ice0003 - [INFO] - [E:0| 300]: Train Loss:0.067165,  Val MRR:0.0, 	ice0003
 | 
						|
2023-05-17 17:43:12,112 - ice0003 - [INFO] - [E:0| 400]: Train Loss:0.052079,  Val MRR:0.0, 	ice0003
 | 
						|
2023-05-17 17:44:26,663 - ice0003 - [INFO] - [E:0| 500]: Train Loss:0.042694,  Val MRR:0.0, 	ice0003
 | 
						|
2023-05-17 17:45:42,946 - ice0003 - [INFO] - [E:0| 600]: Train Loss:0.036286,  Val MRR:0.0, 	ice0003
 | 
						|
2023-05-17 17:47:18,910 - ice0003 - [INFO] - [E:0| 700]: Train Loss:0.031631,  Val MRR:0.0, 	ice0003
 | 
						|
2023-05-17 17:48:51,002 - ice0003 - [INFO] - [E:0| 800]: Train Loss:0.028095,  Val MRR:0.0, 	ice0003
 | 
						|
2023-05-17 17:50:05,691 - ice0003 - [INFO] - [E:0| 900]: Train Loss:0.025319,  Val MRR:0.0, 	ice0003
 | 
						|
2023-05-17 17:50:58,137 - ice0003 - [INFO] - [Epoch:0]:  Training Loss:0.02368
 | 
						|
 | 
						|
2023-05-17 17:50:58,393 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-17 17:51:14,646 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-17 17:51:30,633 - ice0003 - [INFO] - [Evaluating Epoch 0 valid]: 
 | 
						|
	MRR: Tail : 0.09497, Head : 0.06985, Avg : 0.08241
 | 
						|
 | 
						|
2023-05-17 17:51:31,875 - ice0003 - [INFO] - [Epoch 0]:  Training Loss: 0.023684,  Valid MRR: 0.08241, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 17:51:32,633 - ice0003 - [INFO] - [E:1| 0]: Train Loss:0.0028944,  Val MRR:0.08241, 	ice0003
 | 
						|
2023-05-17 17:52:47,235 - ice0003 - [INFO] - [E:1| 100]: Train Loss:0.0028281,  Val MRR:0.08241, 	ice0003
 | 
						|
2023-05-17 17:54:01,882 - ice0003 - [INFO] - [E:1| 200]: Train Loss:0.00278,  Val MRR:0.08241, 	ice0003
 | 
						|
2023-05-17 17:55:16,571 - ice0003 - [INFO] - [E:1| 300]: Train Loss:0.0027429,  Val MRR:0.08241, 	ice0003
 | 
						|
2023-05-17 17:56:31,251 - ice0003 - [INFO] - [E:1| 400]: Train Loss:0.0027098,  Val MRR:0.08241, 	ice0003
 | 
						|
2023-05-17 17:58:02,954 - ice0003 - [INFO] - [E:1| 500]: Train Loss:0.0026812,  Val MRR:0.08241, 	ice0003
 | 
						|
2023-05-17 17:59:39,039 - ice0003 - [INFO] - [E:1| 600]: Train Loss:0.0026572,  Val MRR:0.08241, 	ice0003
 | 
						|
2023-05-17 18:00:55,829 - ice0003 - [INFO] - [E:1| 700]: Train Loss:0.0026358,  Val MRR:0.08241, 	ice0003
 | 
						|
2023-05-17 18:02:10,490 - ice0003 - [INFO] - [E:1| 800]: Train Loss:0.0026168,  Val MRR:0.08241, 	ice0003
 | 
						|
2023-05-17 18:03:25,113 - ice0003 - [INFO] - [E:1| 900]: Train Loss:0.0026003,  Val MRR:0.08241, 	ice0003
 | 
						|
2023-05-17 18:04:17,611 - ice0003 - [INFO] - [Epoch:1]:  Training Loss:0.00259
 | 
						|
 | 
						|
2023-05-17 18:04:17,865 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-17 18:04:34,124 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-17 18:04:50,123 - ice0003 - [INFO] - [Evaluating Epoch 1 valid]: 
 | 
						|
	MRR: Tail : 0.09536, Head : 0.06967, Avg : 0.08252
 | 
						|
 | 
						|
2023-05-17 18:04:51,372 - ice0003 - [INFO] - [Epoch 1]:  Training Loss: 0.0025898,  Valid MRR: 0.08252, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 18:04:52,132 - ice0003 - [INFO] - [E:2| 0]: Train Loss:0.0025123,  Val MRR:0.08252, 	ice0003
 | 
						|
2023-05-17 18:06:06,842 - ice0003 - [INFO] - [E:2| 100]: Train Loss:0.0024609,  Val MRR:0.08252, 	ice0003
 | 
						|
2023-05-17 18:07:21,518 - ice0003 - [INFO] - [E:2| 200]: Train Loss:0.0024501,  Val MRR:0.08252, 	ice0003
 | 
						|
2023-05-17 18:08:46,862 - ice0003 - [INFO] - [E:2| 300]: Train Loss:0.0024436,  Val MRR:0.08252, 	ice0003
 | 
						|
2023-05-17 18:10:22,889 - ice0003 - [INFO] - [E:2| 400]: Train Loss:0.0024395,  Val MRR:0.08252, 	ice0003
 | 
						|
2023-05-17 18:11:45,990 - ice0003 - [INFO] - [E:2| 500]: Train Loss:0.0024362,  Val MRR:0.08252, 	ice0003
 | 
						|
2023-05-17 18:13:00,607 - ice0003 - [INFO] - [E:2| 600]: Train Loss:0.0024342,  Val MRR:0.08252, 	ice0003
 | 
						|
2023-05-17 18:14:15,235 - ice0003 - [INFO] - [E:2| 700]: Train Loss:0.0024306,  Val MRR:0.08252, 	ice0003
 | 
						|
2023-05-17 18:15:29,814 - ice0003 - [INFO] - [E:2| 800]: Train Loss:0.0024289,  Val MRR:0.08252, 	ice0003
 | 
						|
2023-05-17 18:16:44,412 - ice0003 - [INFO] - [E:2| 900]: Train Loss:0.0024272,  Val MRR:0.08252, 	ice0003
 | 
						|
2023-05-17 18:17:36,619 - ice0003 - [INFO] - [Epoch:2]:  Training Loss:0.002427
 | 
						|
 | 
						|
2023-05-17 18:17:36,876 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-17 18:17:53,111 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-17 18:18:09,081 - ice0003 - [INFO] - [Evaluating Epoch 2 valid]: 
 | 
						|
	MRR: Tail : 0.09514, Head : 0.06946, Avg : 0.0823
 | 
						|
 | 
						|
2023-05-17 18:18:09,081 - ice0003 - [INFO] - [Epoch 2]:  Training Loss: 0.0024265,  Valid MRR: 0.08252, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 18:18:09,837 - ice0003 - [INFO] - [E:3| 0]: Train Loss:0.0024378,  Val MRR:0.08252, 	ice0003
 | 
						|
2023-05-17 18:19:24,518 - ice0003 - [INFO] - [E:3| 100]: Train Loss:0.0024062,  Val MRR:0.08252, 	ice0003
 | 
						|
2023-05-17 18:20:55,025 - ice0003 - [INFO] - [E:3| 200]: Train Loss:0.0024071,  Val MRR:0.08252, 	ice0003
 | 
						|
2023-05-17 18:22:31,043 - ice0003 - [INFO] - [E:3| 300]: Train Loss:0.0024078,  Val MRR:0.08252, 	ice0003
 | 
						|
2023-05-17 18:23:48,956 - ice0003 - [INFO] - [E:3| 400]: Train Loss:0.0024069,  Val MRR:0.08252, 	ice0003
 | 
						|
2023-05-17 18:25:03,554 - ice0003 - [INFO] - [E:3| 500]: Train Loss:0.0024089,  Val MRR:0.08252, 	ice0003
 | 
						|
2023-05-17 18:26:18,150 - ice0003 - [INFO] - [E:3| 600]: Train Loss:0.002408,  Val MRR:0.08252, 	ice0003
 | 
						|
2023-05-17 18:27:32,738 - ice0003 - [INFO] - [E:3| 700]: Train Loss:0.0024087,  Val MRR:0.08252, 	ice0003
 | 
						|
2023-05-17 18:28:47,324 - ice0003 - [INFO] - [E:3| 800]: Train Loss:0.0024098,  Val MRR:0.08252, 	ice0003
 | 
						|
2023-05-17 18:30:01,947 - ice0003 - [INFO] - [E:3| 900]: Train Loss:0.0024088,  Val MRR:0.08252, 	ice0003
 | 
						|
2023-05-17 18:30:54,368 - ice0003 - [INFO] - [Epoch:3]:  Training Loss:0.002409
 | 
						|
 | 
						|
2023-05-17 18:30:54,624 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-17 18:31:10,846 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-17 18:31:26,815 - ice0003 - [INFO] - [Evaluating Epoch 3 valid]: 
 | 
						|
	MRR: Tail : 0.0937, Head : 0.06651, Avg : 0.08011
 | 
						|
 | 
						|
2023-05-17 18:31:26,816 - ice0003 - [INFO] - [Epoch 3]:  Training Loss: 0.0024092,  Valid MRR: 0.08252, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 18:31:27,571 - ice0003 - [INFO] - [E:4| 0]: Train Loss:0.002374,  Val MRR:0.08252, 	ice0003
 | 
						|
2023-05-17 18:33:02,748 - ice0003 - [INFO] - [E:4| 100]: Train Loss:0.0023997,  Val MRR:0.08252, 	ice0003
 | 
						|
2023-05-17 18:34:37,499 - ice0003 - [INFO] - [E:4| 200]: Train Loss:0.0024033,  Val MRR:0.08252, 	ice0003
 | 
						|
2023-05-17 18:35:52,050 - ice0003 - [INFO] - [E:4| 300]: Train Loss:0.0024054,  Val MRR:0.08252, 	ice0003
 | 
						|
2023-05-17 18:37:06,588 - ice0003 - [INFO] - [E:4| 400]: Train Loss:0.0024065,  Val MRR:0.08252, 	ice0003
 | 
						|
2023-05-17 18:38:21,170 - ice0003 - [INFO] - [E:4| 500]: Train Loss:0.0024082,  Val MRR:0.08252, 	ice0003
 | 
						|
2023-05-17 18:39:35,775 - ice0003 - [INFO] - [E:4| 600]: Train Loss:0.0024079,  Val MRR:0.08252, 	ice0003
 | 
						|
2023-05-17 18:40:50,411 - ice0003 - [INFO] - [E:4| 700]: Train Loss:0.0024076,  Val MRR:0.08252, 	ice0003
 | 
						|
2023-05-17 18:42:05,000 - ice0003 - [INFO] - [E:4| 800]: Train Loss:0.0024071,  Val MRR:0.08252, 	ice0003
 | 
						|
2023-05-17 18:43:19,635 - ice0003 - [INFO] - [E:4| 900]: Train Loss:0.0024073,  Val MRR:0.08252, 	ice0003
 | 
						|
2023-05-17 18:44:26,946 - ice0003 - [INFO] - [Epoch:4]:  Training Loss:0.002408
 | 
						|
 | 
						|
2023-05-17 18:44:27,273 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-17 18:44:48,211 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-17 18:45:08,805 - ice0003 - [INFO] - [Evaluating Epoch 4 valid]: 
 | 
						|
	MRR: Tail : 0.09611, Head : 0.07608, Avg : 0.08609
 | 
						|
 | 
						|
2023-05-17 18:45:10,041 - ice0003 - [INFO] - [Epoch 4]:  Training Loss: 0.0024079,  Valid MRR: 0.08609, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 18:45:11,010 - ice0003 - [INFO] - [E:5| 0]: Train Loss:0.0024046,  Val MRR:0.08609, 	ice0003
 | 
						|
2023-05-17 18:46:41,062 - ice0003 - [INFO] - [E:5| 100]: Train Loss:0.002405,  Val MRR:0.08609, 	ice0003
 | 
						|
2023-05-17 18:47:55,631 - ice0003 - [INFO] - [E:5| 200]: Train Loss:0.0024039,  Val MRR:0.08609, 	ice0003
 | 
						|
2023-05-17 18:49:10,389 - ice0003 - [INFO] - [E:5| 300]: Train Loss:0.0024034,  Val MRR:0.08609, 	ice0003
 | 
						|
2023-05-17 18:50:25,029 - ice0003 - [INFO] - [E:5| 400]: Train Loss:0.0024013,  Val MRR:0.08609, 	ice0003
 | 
						|
2023-05-17 18:51:39,656 - ice0003 - [INFO] - [E:5| 500]: Train Loss:0.0023996,  Val MRR:0.08609, 	ice0003
 | 
						|
2023-05-17 18:52:54,223 - ice0003 - [INFO] - [E:5| 600]: Train Loss:0.0023969,  Val MRR:0.08609, 	ice0003
 | 
						|
2023-05-17 18:54:08,788 - ice0003 - [INFO] - [E:5| 700]: Train Loss:0.0023948,  Val MRR:0.08609, 	ice0003
 | 
						|
2023-05-17 18:55:30,207 - ice0003 - [INFO] - [E:5| 800]: Train Loss:0.0023918,  Val MRR:0.08609, 	ice0003
 | 
						|
2023-05-17 18:57:06,198 - ice0003 - [INFO] - [E:5| 900]: Train Loss:0.0023897,  Val MRR:0.08609, 	ice0003
 | 
						|
2023-05-17 18:58:10,974 - ice0003 - [INFO] - [Epoch:5]:  Training Loss:0.002388
 | 
						|
 | 
						|
2023-05-17 18:58:11,231 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-17 18:58:27,473 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-17 18:58:43,457 - ice0003 - [INFO] - [Evaluating Epoch 5 valid]: 
 | 
						|
	MRR: Tail : 0.12691, Head : 0.09848, Avg : 0.1127
 | 
						|
 | 
						|
2023-05-17 18:58:44,742 - ice0003 - [INFO] - [Epoch 5]:  Training Loss: 0.0023878,  Valid MRR: 0.1127, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 18:58:45,498 - ice0003 - [INFO] - [E:6| 0]: Train Loss:0.0023852,  Val MRR:0.1127, 	ice0003
 | 
						|
2023-05-17 19:00:00,077 - ice0003 - [INFO] - [E:6| 100]: Train Loss:0.0023576,  Val MRR:0.1127, 	ice0003
 | 
						|
2023-05-17 19:01:14,690 - ice0003 - [INFO] - [E:6| 200]: Train Loss:0.0023569,  Val MRR:0.1127, 	ice0003
 | 
						|
2023-05-17 19:02:29,324 - ice0003 - [INFO] - [E:6| 300]: Train Loss:0.0023529,  Val MRR:0.1127, 	ice0003
 | 
						|
2023-05-17 19:03:43,957 - ice0003 - [INFO] - [E:6| 400]: Train Loss:0.0023523,  Val MRR:0.1127, 	ice0003
 | 
						|
2023-05-17 19:04:58,539 - ice0003 - [INFO] - [E:6| 500]: Train Loss:0.0023494,  Val MRR:0.1127, 	ice0003
 | 
						|
2023-05-17 19:06:12,997 - ice0003 - [INFO] - [E:6| 600]: Train Loss:0.0023463,  Val MRR:0.1127, 	ice0003
 | 
						|
2023-05-17 19:07:47,675 - ice0003 - [INFO] - [E:6| 700]: Train Loss:0.0023439,  Val MRR:0.1127, 	ice0003
 | 
						|
2023-05-17 19:09:22,765 - ice0003 - [INFO] - [E:6| 800]: Train Loss:0.0023411,  Val MRR:0.1127, 	ice0003
 | 
						|
2023-05-17 19:10:37,321 - ice0003 - [INFO] - [E:6| 900]: Train Loss:0.0023381,  Val MRR:0.1127, 	ice0003
 | 
						|
2023-05-17 19:11:29,735 - ice0003 - [INFO] - [Epoch:6]:  Training Loss:0.002336
 | 
						|
 | 
						|
2023-05-17 19:11:29,992 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-17 19:11:46,236 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-17 19:12:02,211 - ice0003 - [INFO] - [Evaluating Epoch 6 valid]: 
 | 
						|
	MRR: Tail : 0.20688, Head : 0.1632, Avg : 0.18504
 | 
						|
 | 
						|
2023-05-17 19:12:03,537 - ice0003 - [INFO] - [Epoch 6]:  Training Loss: 0.0023362,  Valid MRR: 0.18504, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 19:12:04,292 - ice0003 - [INFO] - [E:7| 0]: Train Loss:0.002358,  Val MRR:0.18504, 	ice0003
 | 
						|
2023-05-17 19:13:18,875 - ice0003 - [INFO] - [E:7| 100]: Train Loss:0.002296,  Val MRR:0.18504, 	ice0003
 | 
						|
2023-05-17 19:14:33,470 - ice0003 - [INFO] - [E:7| 200]: Train Loss:0.002295,  Val MRR:0.18504, 	ice0003
 | 
						|
2023-05-17 19:15:48,056 - ice0003 - [INFO] - [E:7| 300]: Train Loss:0.0022934,  Val MRR:0.18504, 	ice0003
 | 
						|
2023-05-17 19:17:02,728 - ice0003 - [INFO] - [E:7| 400]: Train Loss:0.0022914,  Val MRR:0.18504, 	ice0003
 | 
						|
2023-05-17 19:18:29,423 - ice0003 - [INFO] - [E:7| 500]: Train Loss:0.0022894,  Val MRR:0.18504, 	ice0003
 | 
						|
2023-05-17 19:20:05,476 - ice0003 - [INFO] - [E:7| 600]: Train Loss:0.0022879,  Val MRR:0.18504, 	ice0003
 | 
						|
2023-05-17 19:21:27,310 - ice0003 - [INFO] - [E:7| 700]: Train Loss:0.0022869,  Val MRR:0.18504, 	ice0003
 | 
						|
2023-05-17 19:22:41,857 - ice0003 - [INFO] - [E:7| 800]: Train Loss:0.0022851,  Val MRR:0.18504, 	ice0003
 | 
						|
2023-05-17 19:23:56,408 - ice0003 - [INFO] - [E:7| 900]: Train Loss:0.0022833,  Val MRR:0.18504, 	ice0003
 | 
						|
2023-05-17 19:24:48,893 - ice0003 - [INFO] - [Epoch:7]:  Training Loss:0.002281
 | 
						|
 | 
						|
2023-05-17 19:24:49,148 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-17 19:25:05,381 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-17 19:25:21,376 - ice0003 - [INFO] - [Evaluating Epoch 7 valid]: 
 | 
						|
	MRR: Tail : 0.25001, Head : 0.20485, Avg : 0.22743
 | 
						|
 | 
						|
2023-05-17 19:25:22,685 - ice0003 - [INFO] - [Epoch 7]:  Training Loss: 0.0022813,  Valid MRR: 0.22743, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 19:25:23,444 - ice0003 - [INFO] - [E:8| 0]: Train Loss:0.0022174,  Val MRR:0.22743, 	ice0003
 | 
						|
2023-05-17 19:26:38,095 - ice0003 - [INFO] - [E:8| 100]: Train Loss:0.0022422,  Val MRR:0.22743, 	ice0003
 | 
						|
2023-05-17 19:27:52,656 - ice0003 - [INFO] - [E:8| 200]: Train Loss:0.0022429,  Val MRR:0.22743, 	ice0003
 | 
						|
2023-05-17 19:29:11,887 - ice0003 - [INFO] - [E:8| 300]: Train Loss:0.0022433,  Val MRR:0.22743, 	ice0003
 | 
						|
2023-05-17 19:30:47,880 - ice0003 - [INFO] - [E:8| 400]: Train Loss:0.0022421,  Val MRR:0.22743, 	ice0003
 | 
						|
2023-05-17 19:32:17,066 - ice0003 - [INFO] - [E:8| 500]: Train Loss:0.0022405,  Val MRR:0.22743, 	ice0003
 | 
						|
2023-05-17 19:33:31,687 - ice0003 - [INFO] - [E:8| 600]: Train Loss:0.0022382,  Val MRR:0.22743, 	ice0003
 | 
						|
2023-05-17 19:34:46,295 - ice0003 - [INFO] - [E:8| 700]: Train Loss:0.0022356,  Val MRR:0.22743, 	ice0003
 | 
						|
2023-05-17 19:36:00,911 - ice0003 - [INFO] - [E:8| 800]: Train Loss:0.0022331,  Val MRR:0.22743, 	ice0003
 | 
						|
2023-05-17 19:37:15,533 - ice0003 - [INFO] - [E:8| 900]: Train Loss:0.0022308,  Val MRR:0.22743, 	ice0003
 | 
						|
2023-05-17 19:38:07,984 - ice0003 - [INFO] - [Epoch:8]:  Training Loss:0.002229
 | 
						|
 | 
						|
2023-05-17 19:38:08,238 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-17 19:38:24,478 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-17 19:38:40,470 - ice0003 - [INFO] - [Evaluating Epoch 8 valid]: 
 | 
						|
	MRR: Tail : 0.3124, Head : 0.24919, Avg : 0.2808
 | 
						|
 | 
						|
2023-05-17 19:38:41,714 - ice0003 - [INFO] - [Epoch 8]:  Training Loss: 0.0022292,  Valid MRR: 0.2808, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 19:38:42,468 - ice0003 - [INFO] - [E:9| 0]: Train Loss:0.002129,  Val MRR:0.2808, 	ice0003
 | 
						|
2023-05-17 19:39:56,865 - ice0003 - [INFO] - [E:9| 100]: Train Loss:0.0021863,  Val MRR:0.2808, 	ice0003
 | 
						|
2023-05-17 19:41:29,915 - ice0003 - [INFO] - [E:9| 200]: Train Loss:0.0021873,  Val MRR:0.2808, 	ice0003
 | 
						|
2023-05-17 19:43:05,941 - ice0003 - [INFO] - [E:9| 300]: Train Loss:0.0021874,  Val MRR:0.2808, 	ice0003
 | 
						|
2023-05-17 19:44:21,324 - ice0003 - [INFO] - [E:9| 400]: Train Loss:0.0021869,  Val MRR:0.2808, 	ice0003
 | 
						|
2023-05-17 19:45:35,990 - ice0003 - [INFO] - [E:9| 500]: Train Loss:0.0021851,  Val MRR:0.2808, 	ice0003
 | 
						|
2023-05-17 19:46:50,720 - ice0003 - [INFO] - [E:9| 600]: Train Loss:0.0021839,  Val MRR:0.2808, 	ice0003
 | 
						|
2023-05-17 19:48:05,327 - ice0003 - [INFO] - [E:9| 700]: Train Loss:0.0021818,  Val MRR:0.2808, 	ice0003
 | 
						|
2023-05-17 19:49:19,938 - ice0003 - [INFO] - [E:9| 800]: Train Loss:0.0021806,  Val MRR:0.2808, 	ice0003
 | 
						|
2023-05-17 19:50:34,548 - ice0003 - [INFO] - [E:9| 900]: Train Loss:0.0021778,  Val MRR:0.2808, 	ice0003
 | 
						|
2023-05-17 19:51:26,976 - ice0003 - [INFO] - [Epoch:9]:  Training Loss:0.002176
 | 
						|
 | 
						|
2023-05-17 19:51:27,231 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-17 19:51:43,462 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-17 19:52:01,464 - ice0003 - [INFO] - [Evaluating Epoch 9 valid]: 
 | 
						|
	MRR: Tail : 0.34433, Head : 0.28859, Avg : 0.31646
 | 
						|
	MR: Tail : 275.88, Head : 318.85, Avg : 297.37
 | 
						|
	Hit-1: Tail : 0.24845, Head : 0.19723, Avg : 0.22284
 | 
						|
	Hit-3: Tail : 0.38633, Head : 0.32055, Avg : 0.35344
 | 
						|
	Hit-10: Tail : 0.52494, Head : 0.47263, Avg : 0.49879
 | 
						|
2023-05-17 19:52:02,797 - ice0003 - [INFO] - [Epoch 9]:  Training Loss: 0.0021763,  Valid MRR: 0.31646, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 19:52:03,770 - ice0003 - [INFO] - [E:10| 0]: Train Loss:0.0021453,  Val MRR:0.31646, 	ice0003
 | 
						|
2023-05-17 19:53:37,936 - ice0003 - [INFO] - [E:10| 100]: Train Loss:0.0021316,  Val MRR:0.31646, 	ice0003
 | 
						|
2023-05-17 19:55:09,621 - ice0003 - [INFO] - [E:10| 200]: Train Loss:0.0021369,  Val MRR:0.31646, 	ice0003
 | 
						|
2023-05-17 19:56:24,131 - ice0003 - [INFO] - [E:10| 300]: Train Loss:0.0021361,  Val MRR:0.31646, 	ice0003
 | 
						|
2023-05-17 19:57:38,620 - ice0003 - [INFO] - [E:10| 400]: Train Loss:0.0021326,  Val MRR:0.31646, 	ice0003
 | 
						|
2023-05-17 19:58:53,134 - ice0003 - [INFO] - [E:10| 500]: Train Loss:0.002133,  Val MRR:0.31646, 	ice0003
 | 
						|
2023-05-17 20:00:07,735 - ice0003 - [INFO] - [E:10| 600]: Train Loss:0.0021327,  Val MRR:0.31646, 	ice0003
 | 
						|
2023-05-17 20:01:22,404 - ice0003 - [INFO] - [E:10| 700]: Train Loss:0.0021323,  Val MRR:0.31646, 	ice0003
 | 
						|
2023-05-17 20:02:36,980 - ice0003 - [INFO] - [E:10| 800]: Train Loss:0.0021318,  Val MRR:0.31646, 	ice0003
 | 
						|
2023-05-17 20:03:55,598 - ice0003 - [INFO] - [E:10| 900]: Train Loss:0.0021314,  Val MRR:0.31646, 	ice0003
 | 
						|
2023-05-17 20:05:03,086 - ice0003 - [INFO] - [Epoch:10]:  Training Loss:0.002131
 | 
						|
 | 
						|
2023-05-17 20:05:03,416 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-17 20:05:24,349 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-17 20:05:44,950 - ice0003 - [INFO] - [Evaluating Epoch 10 valid]: 
 | 
						|
	MRR: Tail : 0.36412, Head : 0.31109, Avg : 0.3376
 | 
						|
 | 
						|
2023-05-17 20:05:46,276 - ice0003 - [INFO] - [Epoch 10]:  Training Loss: 0.0021313,  Valid MRR: 0.3376, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 20:05:47,247 - ice0003 - [INFO] - [E:11| 0]: Train Loss:0.0021518,  Val MRR:0.3376, 	ice0003
 | 
						|
2023-05-17 20:07:12,792 - ice0003 - [INFO] - [E:11| 100]: Train Loss:0.002091,  Val MRR:0.3376, 	ice0003
 | 
						|
2023-05-17 20:08:27,332 - ice0003 - [INFO] - [E:11| 200]: Train Loss:0.0020931,  Val MRR:0.3376, 	ice0003
 | 
						|
2023-05-17 20:09:41,840 - ice0003 - [INFO] - [E:11| 300]: Train Loss:0.0020968,  Val MRR:0.3376, 	ice0003
 | 
						|
2023-05-17 20:10:56,321 - ice0003 - [INFO] - [E:11| 400]: Train Loss:0.0020982,  Val MRR:0.3376, 	ice0003
 | 
						|
2023-05-17 20:12:10,825 - ice0003 - [INFO] - [E:11| 500]: Train Loss:0.0020973,  Val MRR:0.3376, 	ice0003
 | 
						|
2023-05-17 20:13:25,357 - ice0003 - [INFO] - [E:11| 600]: Train Loss:0.0020973,  Val MRR:0.3376, 	ice0003
 | 
						|
2023-05-17 20:14:39,973 - ice0003 - [INFO] - [E:11| 700]: Train Loss:0.0020964,  Val MRR:0.3376, 	ice0003
 | 
						|
2023-05-17 20:16:04,268 - ice0003 - [INFO] - [E:11| 800]: Train Loss:0.0020971,  Val MRR:0.3376, 	ice0003
 | 
						|
2023-05-17 20:17:40,377 - ice0003 - [INFO] - [E:11| 900]: Train Loss:0.0020969,  Val MRR:0.3376, 	ice0003
 | 
						|
2023-05-17 20:18:42,453 - ice0003 - [INFO] - [Epoch:11]:  Training Loss:0.002097
 | 
						|
 | 
						|
2023-05-17 20:18:42,707 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-17 20:18:58,952 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-17 20:19:14,933 - ice0003 - [INFO] - [Evaluating Epoch 11 valid]: 
 | 
						|
	MRR: Tail : 0.37403, Head : 0.32136, Avg : 0.34769
 | 
						|
 | 
						|
2023-05-17 20:19:16,340 - ice0003 - [INFO] - [Epoch 11]:  Training Loss: 0.0020971,  Valid MRR: 0.34769, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 20:19:17,099 - ice0003 - [INFO] - [E:12| 0]: Train Loss:0.0020951,  Val MRR:0.34769, 	ice0003
 | 
						|
2023-05-17 20:20:31,731 - ice0003 - [INFO] - [E:12| 100]: Train Loss:0.0020686,  Val MRR:0.34769, 	ice0003
 | 
						|
2023-05-17 20:21:46,405 - ice0003 - [INFO] - [E:12| 200]: Train Loss:0.0020675,  Val MRR:0.34769, 	ice0003
 | 
						|
2023-05-17 20:23:00,961 - ice0003 - [INFO] - [E:12| 300]: Train Loss:0.0020674,  Val MRR:0.34769, 	ice0003
 | 
						|
2023-05-17 20:24:15,486 - ice0003 - [INFO] - [E:12| 400]: Train Loss:0.0020684,  Val MRR:0.34769, 	ice0003
 | 
						|
2023-05-17 20:25:29,987 - ice0003 - [INFO] - [E:12| 500]: Train Loss:0.0020687,  Val MRR:0.34769, 	ice0003
 | 
						|
2023-05-17 20:26:47,120 - ice0003 - [INFO] - [E:12| 600]: Train Loss:0.0020686,  Val MRR:0.34769, 	ice0003
 | 
						|
2023-05-17 20:28:23,111 - ice0003 - [INFO] - [E:12| 700]: Train Loss:0.0020696,  Val MRR:0.34769, 	ice0003
 | 
						|
2023-05-17 20:29:54,375 - ice0003 - [INFO] - [E:12| 800]: Train Loss:0.0020696,  Val MRR:0.34769, 	ice0003
 | 
						|
2023-05-17 20:31:08,890 - ice0003 - [INFO] - [E:12| 900]: Train Loss:0.0020695,  Val MRR:0.34769, 	ice0003
 | 
						|
2023-05-17 20:32:01,259 - ice0003 - [INFO] - [Epoch:12]:  Training Loss:0.00207
 | 
						|
 | 
						|
2023-05-17 20:32:01,513 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-17 20:32:17,756 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-17 20:32:33,732 - ice0003 - [INFO] - [Evaluating Epoch 12 valid]: 
 | 
						|
	MRR: Tail : 0.38239, Head : 0.33321, Avg : 0.3578
 | 
						|
 | 
						|
2023-05-17 20:32:34,980 - ice0003 - [INFO] - [Epoch 12]:  Training Loss: 0.0020699,  Valid MRR: 0.3578, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 20:32:35,735 - ice0003 - [INFO] - [E:13| 0]: Train Loss:0.0019786,  Val MRR:0.3578, 	ice0003
 | 
						|
2023-05-17 20:33:50,226 - ice0003 - [INFO] - [E:13| 100]: Train Loss:0.0020336,  Val MRR:0.3578, 	ice0003
 | 
						|
2023-05-17 20:35:04,737 - ice0003 - [INFO] - [E:13| 200]: Train Loss:0.0020401,  Val MRR:0.3578, 	ice0003
 | 
						|
2023-05-17 20:36:19,253 - ice0003 - [INFO] - [E:13| 300]: Train Loss:0.0020406,  Val MRR:0.3578, 	ice0003
 | 
						|
2023-05-17 20:37:33,767 - ice0003 - [INFO] - [E:13| 400]: Train Loss:0.002043,  Val MRR:0.3578, 	ice0003
 | 
						|
2023-05-17 20:39:03,499 - ice0003 - [INFO] - [E:13| 500]: Train Loss:0.0020436,  Val MRR:0.3578, 	ice0003
 | 
						|
2023-05-17 20:40:38,825 - ice0003 - [INFO] - [E:13| 600]: Train Loss:0.0020445,  Val MRR:0.3578, 	ice0003
 | 
						|
2023-05-17 20:41:57,770 - ice0003 - [INFO] - [E:13| 700]: Train Loss:0.0020455,  Val MRR:0.3578, 	ice0003
 | 
						|
2023-05-17 20:43:12,341 - ice0003 - [INFO] - [E:13| 800]: Train Loss:0.0020468,  Val MRR:0.3578, 	ice0003
 | 
						|
2023-05-17 20:44:26,938 - ice0003 - [INFO] - [E:13| 900]: Train Loss:0.0020478,  Val MRR:0.3578, 	ice0003
 | 
						|
2023-05-17 20:45:19,384 - ice0003 - [INFO] - [Epoch:13]:  Training Loss:0.002048
 | 
						|
 | 
						|
2023-05-17 20:45:19,638 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-17 20:45:35,866 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-17 20:45:51,850 - ice0003 - [INFO] - [Evaluating Epoch 13 valid]: 
 | 
						|
	MRR: Tail : 0.38913, Head : 0.33831, Avg : 0.36372
 | 
						|
 | 
						|
2023-05-17 20:45:53,183 - ice0003 - [INFO] - [Epoch 13]:  Training Loss: 0.0020484,  Valid MRR: 0.36372, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 20:45:53,939 - ice0003 - [INFO] - [E:14| 0]: Train Loss:0.0020105,  Val MRR:0.36372, 	ice0003
 | 
						|
2023-05-17 20:47:08,542 - ice0003 - [INFO] - [E:14| 100]: Train Loss:0.0020137,  Val MRR:0.36372, 	ice0003
 | 
						|
2023-05-17 20:48:23,100 - ice0003 - [INFO] - [E:14| 200]: Train Loss:0.0020202,  Val MRR:0.36372, 	ice0003
 | 
						|
2023-05-17 20:49:44,247 - ice0003 - [INFO] - [E:14| 300]: Train Loss:0.0020246,  Val MRR:0.36372, 	ice0003
 | 
						|
2023-05-17 20:51:20,251 - ice0003 - [INFO] - [E:14| 400]: Train Loss:0.0020243,  Val MRR:0.36372, 	ice0003
 | 
						|
2023-05-17 20:52:47,372 - ice0003 - [INFO] - [E:14| 500]: Train Loss:0.0020266,  Val MRR:0.36372, 	ice0003
 | 
						|
2023-05-17 20:54:01,862 - ice0003 - [INFO] - [E:14| 600]: Train Loss:0.0020265,  Val MRR:0.36372, 	ice0003
 | 
						|
2023-05-17 20:55:16,373 - ice0003 - [INFO] - [E:14| 700]: Train Loss:0.0020263,  Val MRR:0.36372, 	ice0003
 | 
						|
2023-05-17 20:56:30,878 - ice0003 - [INFO] - [E:14| 800]: Train Loss:0.0020266,  Val MRR:0.36372, 	ice0003
 | 
						|
2023-05-17 20:57:45,499 - ice0003 - [INFO] - [E:14| 900]: Train Loss:0.002027,  Val MRR:0.36372, 	ice0003
 | 
						|
2023-05-17 20:58:37,976 - ice0003 - [INFO] - [Epoch:14]:  Training Loss:0.002028
 | 
						|
 | 
						|
2023-05-17 20:58:38,231 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-17 20:58:54,485 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-17 20:59:10,461 - ice0003 - [INFO] - [Evaluating Epoch 14 valid]: 
 | 
						|
	MRR: Tail : 0.38636, Head : 0.3415, Avg : 0.36393
 | 
						|
 | 
						|
2023-05-17 20:59:11,817 - ice0003 - [INFO] - [Epoch 14]:  Training Loss: 0.002028,  Valid MRR: 0.36393, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 20:59:12,574 - ice0003 - [INFO] - [E:15| 0]: Train Loss:0.0019968,  Val MRR:0.36393, 	ice0003
 | 
						|
2023-05-17 21:00:27,033 - ice0003 - [INFO] - [E:15| 100]: Train Loss:0.0020037,  Val MRR:0.36393, 	ice0003
 | 
						|
2023-05-17 21:02:02,113 - ice0003 - [INFO] - [E:15| 200]: Train Loss:0.0020039,  Val MRR:0.36393, 	ice0003
 | 
						|
2023-05-17 21:03:36,924 - ice0003 - [INFO] - [E:15| 300]: Train Loss:0.0020073,  Val MRR:0.36393, 	ice0003
 | 
						|
2023-05-17 21:04:51,468 - ice0003 - [INFO] - [E:15| 400]: Train Loss:0.0020061,  Val MRR:0.36393, 	ice0003
 | 
						|
2023-05-17 21:06:06,061 - ice0003 - [INFO] - [E:15| 500]: Train Loss:0.0020067,  Val MRR:0.36393, 	ice0003
 | 
						|
2023-05-17 21:07:20,641 - ice0003 - [INFO] - [E:15| 600]: Train Loss:0.0020082,  Val MRR:0.36393, 	ice0003
 | 
						|
2023-05-17 21:08:35,214 - ice0003 - [INFO] - [E:15| 700]: Train Loss:0.0020088,  Val MRR:0.36393, 	ice0003
 | 
						|
2023-05-17 21:09:49,777 - ice0003 - [INFO] - [E:15| 800]: Train Loss:0.0020092,  Val MRR:0.36393, 	ice0003
 | 
						|
2023-05-17 21:11:04,317 - ice0003 - [INFO] - [E:15| 900]: Train Loss:0.0020101,  Val MRR:0.36393, 	ice0003
 | 
						|
2023-05-17 21:11:56,783 - ice0003 - [INFO] - [Epoch:15]:  Training Loss:0.002011
 | 
						|
 | 
						|
2023-05-17 21:11:57,038 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-17 21:12:13,293 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-17 21:12:33,325 - ice0003 - [INFO] - [Evaluating Epoch 15 valid]: 
 | 
						|
	MRR: Tail : 0.39192, Head : 0.34072, Avg : 0.36632
 | 
						|
 | 
						|
2023-05-17 21:12:34,594 - ice0003 - [INFO] - [Epoch 15]:  Training Loss: 0.0020108,  Valid MRR: 0.36632, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 21:12:35,563 - ice0003 - [INFO] - [E:16| 0]: Train Loss:0.0019749,  Val MRR:0.36632, 	ice0003
 | 
						|
2023-05-17 21:14:11,567 - ice0003 - [INFO] - [E:16| 100]: Train Loss:0.0019792,  Val MRR:0.36632, 	ice0003
 | 
						|
2023-05-17 21:15:40,180 - ice0003 - [INFO] - [E:16| 200]: Train Loss:0.0019848,  Val MRR:0.36632, 	ice0003
 | 
						|
2023-05-17 21:16:54,788 - ice0003 - [INFO] - [E:16| 300]: Train Loss:0.0019869,  Val MRR:0.36632, 	ice0003
 | 
						|
2023-05-17 21:18:09,432 - ice0003 - [INFO] - [E:16| 400]: Train Loss:0.001988,  Val MRR:0.36632, 	ice0003
 | 
						|
2023-05-17 21:19:23,940 - ice0003 - [INFO] - [E:16| 500]: Train Loss:0.0019891,  Val MRR:0.36632, 	ice0003
 | 
						|
2023-05-17 21:20:38,467 - ice0003 - [INFO] - [E:16| 600]: Train Loss:0.0019903,  Val MRR:0.36632, 	ice0003
 | 
						|
2023-05-17 21:21:52,963 - ice0003 - [INFO] - [E:16| 700]: Train Loss:0.0019921,  Val MRR:0.36632, 	ice0003
 | 
						|
2023-05-17 21:23:07,497 - ice0003 - [INFO] - [E:16| 800]: Train Loss:0.0019934,  Val MRR:0.36632, 	ice0003
 | 
						|
2023-05-17 21:24:29,549 - ice0003 - [INFO] - [E:16| 900]: Train Loss:0.0019938,  Val MRR:0.36632, 	ice0003
 | 
						|
2023-05-17 21:25:37,104 - ice0003 - [INFO] - [Epoch:16]:  Training Loss:0.001994
 | 
						|
 | 
						|
2023-05-17 21:25:37,436 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-17 21:25:58,382 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-17 21:26:19,000 - ice0003 - [INFO] - [Evaluating Epoch 16 valid]: 
 | 
						|
	MRR: Tail : 0.39704, Head : 0.34409, Avg : 0.37056
 | 
						|
 | 
						|
2023-05-17 21:26:20,258 - ice0003 - [INFO] - [Epoch 16]:  Training Loss: 0.0019944,  Valid MRR: 0.37056, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 21:26:21,229 - ice0003 - [INFO] - [E:17| 0]: Train Loss:0.0019916,  Val MRR:0.37056, 	ice0003
 | 
						|
2023-05-17 21:27:43,608 - ice0003 - [INFO] - [E:17| 100]: Train Loss:0.0019623,  Val MRR:0.37056, 	ice0003
 | 
						|
2023-05-17 21:28:58,240 - ice0003 - [INFO] - [E:17| 200]: Train Loss:0.0019666,  Val MRR:0.37056, 	ice0003
 | 
						|
2023-05-17 21:30:12,882 - ice0003 - [INFO] - [E:17| 300]: Train Loss:0.0019695,  Val MRR:0.37056, 	ice0003
 | 
						|
2023-05-17 21:31:27,458 - ice0003 - [INFO] - [E:17| 400]: Train Loss:0.0019712,  Val MRR:0.37056, 	ice0003
 | 
						|
2023-05-17 21:32:41,993 - ice0003 - [INFO] - [E:17| 500]: Train Loss:0.0019734,  Val MRR:0.37056, 	ice0003
 | 
						|
2023-05-17 21:33:56,554 - ice0003 - [INFO] - [E:17| 600]: Train Loss:0.0019754,  Val MRR:0.37056, 	ice0003
 | 
						|
2023-05-17 21:35:11,143 - ice0003 - [INFO] - [E:17| 700]: Train Loss:0.0019768,  Val MRR:0.37056, 	ice0003
 | 
						|
2023-05-17 21:36:39,661 - ice0003 - [INFO] - [E:17| 800]: Train Loss:0.0019774,  Val MRR:0.37056, 	ice0003
 | 
						|
2023-05-17 21:38:15,643 - ice0003 - [INFO] - [E:17| 900]: Train Loss:0.0019789,  Val MRR:0.37056, 	ice0003
 | 
						|
2023-05-17 21:39:13,340 - ice0003 - [INFO] - [Epoch:17]:  Training Loss:0.001979
 | 
						|
 | 
						|
2023-05-17 21:39:13,593 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-17 21:39:29,842 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-17 21:39:45,815 - ice0003 - [INFO] - [Evaluating Epoch 17 valid]: 
 | 
						|
	MRR: Tail : 0.39872, Head : 0.34851, Avg : 0.37361
 | 
						|
 | 
						|
2023-05-17 21:39:47,071 - ice0003 - [INFO] - [Epoch 17]:  Training Loss: 0.0019795,  Valid MRR: 0.37361, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 21:39:47,824 - ice0003 - [INFO] - [E:18| 0]: Train Loss:0.0019153,  Val MRR:0.37361, 	ice0003
 | 
						|
2023-05-17 21:41:02,384 - ice0003 - [INFO] - [E:18| 100]: Train Loss:0.0019522,  Val MRR:0.37361, 	ice0003
 | 
						|
2023-05-17 21:42:17,001 - ice0003 - [INFO] - [E:18| 200]: Train Loss:0.0019524,  Val MRR:0.37361, 	ice0003
 | 
						|
2023-05-17 21:43:31,524 - ice0003 - [INFO] - [E:18| 300]: Train Loss:0.0019536,  Val MRR:0.37361, 	ice0003
 | 
						|
2023-05-17 21:44:46,116 - ice0003 - [INFO] - [E:18| 400]: Train Loss:0.0019556,  Val MRR:0.37361, 	ice0003
 | 
						|
2023-05-17 21:46:00,711 - ice0003 - [INFO] - [E:18| 500]: Train Loss:0.0019564,  Val MRR:0.37361, 	ice0003
 | 
						|
2023-05-17 21:47:20,456 - ice0003 - [INFO] - [E:18| 600]: Train Loss:0.0019582,  Val MRR:0.37361, 	ice0003
 | 
						|
2023-05-17 21:48:56,440 - ice0003 - [INFO] - [E:18| 700]: Train Loss:0.0019608,  Val MRR:0.37361, 	ice0003
 | 
						|
2023-05-17 21:50:25,039 - ice0003 - [INFO] - [E:18| 800]: Train Loss:0.0019634,  Val MRR:0.37361, 	ice0003
 | 
						|
2023-05-17 21:51:39,519 - ice0003 - [INFO] - [E:18| 900]: Train Loss:0.0019646,  Val MRR:0.37361, 	ice0003
 | 
						|
2023-05-17 21:52:31,893 - ice0003 - [INFO] - [Epoch:18]:  Training Loss:0.001965
 | 
						|
 | 
						|
2023-05-17 21:52:32,146 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-17 21:52:48,395 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-17 21:53:04,384 - ice0003 - [INFO] - [Evaluating Epoch 18 valid]: 
 | 
						|
	MRR: Tail : 0.4023, Head : 0.3539, Avg : 0.3781
 | 
						|
 | 
						|
2023-05-17 21:53:05,615 - ice0003 - [INFO] - [Epoch 18]:  Training Loss: 0.001965,  Valid MRR: 0.3781, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 21:53:06,370 - ice0003 - [INFO] - [E:19| 0]: Train Loss:0.0019587,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 21:54:20,881 - ice0003 - [INFO] - [E:19| 100]: Train Loss:0.0019381,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 21:55:35,459 - ice0003 - [INFO] - [E:19| 200]: Train Loss:0.0019372,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 21:56:49,959 - ice0003 - [INFO] - [E:19| 300]: Train Loss:0.0019399,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 21:58:04,551 - ice0003 - [INFO] - [E:19| 400]: Train Loss:0.0019427,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 21:59:35,552 - ice0003 - [INFO] - [E:19| 500]: Train Loss:0.0019441,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:01:11,558 - ice0003 - [INFO] - [E:19| 600]: Train Loss:0.0019466,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:02:28,879 - ice0003 - [INFO] - [E:19| 700]: Train Loss:0.0019482,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:03:43,454 - ice0003 - [INFO] - [E:19| 800]: Train Loss:0.0019497,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:04:57,977 - ice0003 - [INFO] - [E:19| 900]: Train Loss:0.0019506,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:05:50,405 - ice0003 - [INFO] - [Epoch:19]:  Training Loss:0.001951
 | 
						|
 | 
						|
2023-05-17 22:05:50,661 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-17 22:06:06,901 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-17 22:06:22,883 - ice0003 - [INFO] - [Evaluating Epoch 19 valid]: 
 | 
						|
	MRR: Tail : 0.39732, Head : 0.34793, Avg : 0.37262
 | 
						|
	MR: Tail : 290.86, Head : 329.15, Avg : 310.0
 | 
						|
	Hit-1: Tail : 0.2953, Head : 0.24845, Avg : 0.27188
 | 
						|
	Hit-3: Tail : 0.44593, Head : 0.38755, Avg : 0.41674
 | 
						|
	Hit-10: Tail : 0.59631, Head : 0.54679, Avg : 0.57155
 | 
						|
2023-05-17 22:06:22,884 - ice0003 - [INFO] - [Epoch 19]:  Training Loss: 0.0019513,  Valid MRR: 0.3781, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 22:06:23,638 - ice0003 - [INFO] - [E:20| 0]: Train Loss:0.0019167,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:07:38,218 - ice0003 - [INFO] - [E:20| 100]: Train Loss:0.0019196,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:08:52,835 - ice0003 - [INFO] - [E:20| 200]: Train Loss:0.0019228,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:10:07,437 - ice0003 - [INFO] - [E:20| 300]: Train Loss:0.0019251,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:11:42,592 - ice0003 - [INFO] - [E:20| 400]: Train Loss:0.0019269,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:13:17,251 - ice0003 - [INFO] - [E:20| 500]: Train Loss:0.0019306,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:14:31,801 - ice0003 - [INFO] - [E:20| 600]: Train Loss:0.0019318,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:15:46,283 - ice0003 - [INFO] - [E:20| 700]: Train Loss:0.0019336,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:17:00,888 - ice0003 - [INFO] - [E:20| 800]: Train Loss:0.001935,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:18:15,445 - ice0003 - [INFO] - [E:20| 900]: Train Loss:0.0019367,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:19:07,861 - ice0003 - [INFO] - [Epoch:20]:  Training Loss:0.001938
 | 
						|
 | 
						|
2023-05-17 22:19:08,115 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-17 22:19:24,351 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-17 22:19:40,331 - ice0003 - [INFO] - [Evaluating Epoch 20 valid]: 
 | 
						|
	MRR: Tail : 0.40138, Head : 0.35168, Avg : 0.37653
 | 
						|
 | 
						|
2023-05-17 22:19:40,331 - ice0003 - [INFO] - [Epoch 20]:  Training Loss: 0.0019375,  Valid MRR: 0.3781, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 22:19:41,087 - ice0003 - [INFO] - [E:21| 0]: Train Loss:0.0019192,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:20:55,665 - ice0003 - [INFO] - [E:21| 100]: Train Loss:0.0019008,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:22:14,289 - ice0003 - [INFO] - [E:21| 200]: Train Loss:0.0019055,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:23:50,182 - ice0003 - [INFO] - [E:21| 300]: Train Loss:0.001908,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:25:19,941 - ice0003 - [INFO] - [E:21| 400]: Train Loss:0.0019133,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:26:34,422 - ice0003 - [INFO] - [E:21| 500]: Train Loss:0.0019161,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:27:49,005 - ice0003 - [INFO] - [E:21| 600]: Train Loss:0.0019182,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:29:03,615 - ice0003 - [INFO] - [E:21| 700]: Train Loss:0.0019204,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:30:18,164 - ice0003 - [INFO] - [E:21| 800]: Train Loss:0.0019223,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:31:32,678 - ice0003 - [INFO] - [E:21| 900]: Train Loss:0.0019242,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:32:25,074 - ice0003 - [INFO] - [Epoch:21]:  Training Loss:0.001925
 | 
						|
 | 
						|
2023-05-17 22:32:25,330 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-17 22:32:41,570 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-17 22:32:57,556 - ice0003 - [INFO] - [Evaluating Epoch 21 valid]: 
 | 
						|
	MRR: Tail : 0.3999, Head : 0.35178, Avg : 0.37584
 | 
						|
 | 
						|
2023-05-17 22:32:57,556 - ice0003 - [INFO] - [Epoch 21]:  Training Loss: 0.0019255,  Valid MRR: 0.3781, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 22:32:58,315 - ice0003 - [INFO] - [E:22| 0]: Train Loss:0.0018664,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:34:20,612 - ice0003 - [INFO] - [E:22| 100]: Train Loss:0.0019018,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:35:56,605 - ice0003 - [INFO] - [E:22| 200]: Train Loss:0.0019008,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:37:22,592 - ice0003 - [INFO] - [E:22| 300]: Train Loss:0.0019012,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:38:37,121 - ice0003 - [INFO] - [E:22| 400]: Train Loss:0.0019033,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:39:51,689 - ice0003 - [INFO] - [E:22| 500]: Train Loss:0.001905,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:41:06,233 - ice0003 - [INFO] - [E:22| 600]: Train Loss:0.0019065,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:42:20,774 - ice0003 - [INFO] - [E:22| 700]: Train Loss:0.0019091,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:43:35,349 - ice0003 - [INFO] - [E:22| 800]: Train Loss:0.0019105,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:44:49,909 - ice0003 - [INFO] - [E:22| 900]: Train Loss:0.0019119,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:45:44,770 - ice0003 - [INFO] - [Epoch:22]:  Training Loss:0.001914
 | 
						|
 | 
						|
2023-05-17 22:45:45,101 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-17 22:46:06,027 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-17 22:46:26,640 - ice0003 - [INFO] - [Evaluating Epoch 22 valid]: 
 | 
						|
	MRR: Tail : 0.39806, Head : 0.35067, Avg : 0.37437
 | 
						|
 | 
						|
2023-05-17 22:46:26,640 - ice0003 - [INFO] - [Epoch 22]:  Training Loss: 0.0019137,  Valid MRR: 0.3781, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 22:46:27,611 - ice0003 - [INFO] - [E:23| 0]: Train Loss:0.0018741,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:48:03,309 - ice0003 - [INFO] - [E:23| 100]: Train Loss:0.0018906,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:49:25,321 - ice0003 - [INFO] - [E:23| 200]: Train Loss:0.0018919,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:50:39,933 - ice0003 - [INFO] - [E:23| 300]: Train Loss:0.0018926,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:51:54,547 - ice0003 - [INFO] - [E:23| 400]: Train Loss:0.0018932,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:53:09,195 - ice0003 - [INFO] - [E:23| 500]: Train Loss:0.0018943,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:54:23,749 - ice0003 - [INFO] - [E:23| 600]: Train Loss:0.0018958,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:55:38,292 - ice0003 - [INFO] - [E:23| 700]: Train Loss:0.001898,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:56:52,880 - ice0003 - [INFO] - [E:23| 800]: Train Loss:0.0018994,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:58:20,411 - ice0003 - [INFO] - [E:23| 900]: Train Loss:0.0019008,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 22:59:27,951 - ice0003 - [INFO] - [Epoch:23]:  Training Loss:0.001902
 | 
						|
 | 
						|
2023-05-17 22:59:28,281 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-17 22:59:49,215 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-17 23:00:09,817 - ice0003 - [INFO] - [Evaluating Epoch 23 valid]: 
 | 
						|
	MRR: Tail : 0.39507, Head : 0.35045, Avg : 0.37276
 | 
						|
 | 
						|
2023-05-17 23:00:09,817 - ice0003 - [INFO] - [Epoch 23]:  Training Loss: 0.0019021,  Valid MRR: 0.3781, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 23:00:10,786 - ice0003 - [INFO] - [E:24| 0]: Train Loss:0.0019278,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:01:28,603 - ice0003 - [INFO] - [E:24| 100]: Train Loss:0.0018747,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:02:43,213 - ice0003 - [INFO] - [E:24| 200]: Train Loss:0.001876,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:03:57,646 - ice0003 - [INFO] - [E:24| 300]: Train Loss:0.0018776,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:05:12,294 - ice0003 - [INFO] - [E:24| 400]: Train Loss:0.001881,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:06:26,813 - ice0003 - [INFO] - [E:24| 500]: Train Loss:0.0018828,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:07:41,350 - ice0003 - [INFO] - [E:24| 600]: Train Loss:0.001885,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:08:55,993 - ice0003 - [INFO] - [E:24| 700]: Train Loss:0.0018875,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:10:28,592 - ice0003 - [INFO] - [E:24| 800]: Train Loss:0.0018894,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:12:04,593 - ice0003 - [INFO] - [E:24| 900]: Train Loss:0.0018906,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:12:58,280 - ice0003 - [INFO] - [Epoch:24]:  Training Loss:0.001892
 | 
						|
 | 
						|
2023-05-17 23:12:58,535 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-17 23:13:14,781 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-17 23:13:30,771 - ice0003 - [INFO] - [Evaluating Epoch 24 valid]: 
 | 
						|
	MRR: Tail : 0.39905, Head : 0.35157, Avg : 0.37531
 | 
						|
 | 
						|
2023-05-17 23:13:30,772 - ice0003 - [INFO] - [Epoch 24]:  Training Loss: 0.0018919,  Valid MRR: 0.3781, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 23:13:31,525 - ice0003 - [INFO] - [E:25| 0]: Train Loss:0.0018061,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:14:46,043 - ice0003 - [INFO] - [E:25| 100]: Train Loss:0.0018643,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:16:00,537 - ice0003 - [INFO] - [E:25| 200]: Train Loss:0.0018658,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:17:15,038 - ice0003 - [INFO] - [E:25| 300]: Train Loss:0.0018677,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:18:29,573 - ice0003 - [INFO] - [E:25| 400]: Train Loss:0.0018695,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:19:44,104 - ice0003 - [INFO] - [E:25| 500]: Train Loss:0.0018721,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:20:59,254 - ice0003 - [INFO] - [E:25| 600]: Train Loss:0.0018756,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:22:35,162 - ice0003 - [INFO] - [E:25| 700]: Train Loss:0.0018773,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:24:08,296 - ice0003 - [INFO] - [E:25| 800]: Train Loss:0.0018791,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:25:22,753 - ice0003 - [INFO] - [E:25| 900]: Train Loss:0.001881,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:26:15,112 - ice0003 - [INFO] - [Epoch:25]:  Training Loss:0.001882
 | 
						|
 | 
						|
2023-05-17 23:26:15,368 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-17 23:26:31,604 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-17 23:26:47,576 - ice0003 - [INFO] - [Evaluating Epoch 25 valid]: 
 | 
						|
	MRR: Tail : 0.39883, Head : 0.34876, Avg : 0.37379
 | 
						|
 | 
						|
2023-05-17 23:26:47,576 - ice0003 - [INFO] - [Epoch 25]:  Training Loss: 0.0018819,  Valid MRR: 0.3781, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 23:26:48,330 - ice0003 - [INFO] - [E:26| 0]: Train Loss:0.0018636,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:28:02,821 - ice0003 - [INFO] - [E:26| 100]: Train Loss:0.0018499,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:29:17,318 - ice0003 - [INFO] - [E:26| 200]: Train Loss:0.0018535,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:30:31,791 - ice0003 - [INFO] - [E:26| 300]: Train Loss:0.0018579,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:31:46,326 - ice0003 - [INFO] - [E:26| 400]: Train Loss:0.0018593,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:33:05,195 - ice0003 - [INFO] - [E:26| 500]: Train Loss:0.0018625,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:34:41,171 - ice0003 - [INFO] - [E:26| 600]: Train Loss:0.001865,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:36:10,757 - ice0003 - [INFO] - [E:26| 700]: Train Loss:0.0018676,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:37:25,411 - ice0003 - [INFO] - [E:26| 800]: Train Loss:0.0018696,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:38:39,920 - ice0003 - [INFO] - [E:26| 900]: Train Loss:0.0018714,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:39:32,346 - ice0003 - [INFO] - [Epoch:26]:  Training Loss:0.001872
 | 
						|
 | 
						|
2023-05-17 23:39:32,603 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-17 23:39:48,830 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-17 23:40:04,814 - ice0003 - [INFO] - [Evaluating Epoch 26 valid]: 
 | 
						|
	MRR: Tail : 0.39839, Head : 0.34638, Avg : 0.37239
 | 
						|
 | 
						|
2023-05-17 23:40:04,814 - ice0003 - [INFO] - [Epoch 26]:  Training Loss: 0.0018721,  Valid MRR: 0.3781, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 23:40:05,566 - ice0003 - [INFO] - [E:27| 0]: Train Loss:0.0018522,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:41:20,276 - ice0003 - [INFO] - [E:27| 100]: Train Loss:0.0018456,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:42:34,807 - ice0003 - [INFO] - [E:27| 200]: Train Loss:0.001847,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:43:49,283 - ice0003 - [INFO] - [E:27| 300]: Train Loss:0.0018483,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:45:11,941 - ice0003 - [INFO] - [E:27| 400]: Train Loss:0.001851,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:46:47,891 - ice0003 - [INFO] - [E:27| 500]: Train Loss:0.0018539,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:48:13,555 - ice0003 - [INFO] - [E:27| 600]: Train Loss:0.001855,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:49:28,099 - ice0003 - [INFO] - [E:27| 700]: Train Loss:0.0018571,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:50:42,715 - ice0003 - [INFO] - [E:27| 800]: Train Loss:0.0018588,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:51:57,234 - ice0003 - [INFO] - [E:27| 900]: Train Loss:0.0018612,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:52:49,590 - ice0003 - [INFO] - [Epoch:27]:  Training Loss:0.001863
 | 
						|
 | 
						|
2023-05-17 23:52:49,846 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-17 23:53:06,078 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-17 23:53:22,071 - ice0003 - [INFO] - [Evaluating Epoch 27 valid]: 
 | 
						|
	MRR: Tail : 0.40225, Head : 0.35251, Avg : 0.37738
 | 
						|
 | 
						|
2023-05-17 23:53:22,071 - ice0003 - [INFO] - [Epoch 27]:  Training Loss: 0.0018626,  Valid MRR: 0.3781, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-17 23:53:22,831 - ice0003 - [INFO] - [E:28| 0]: Train Loss:0.0018298,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:54:37,406 - ice0003 - [INFO] - [E:28| 100]: Train Loss:0.0018338,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:55:52,000 - ice0003 - [INFO] - [E:28| 200]: Train Loss:0.0018338,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:57:17,962 - ice0003 - [INFO] - [E:28| 300]: Train Loss:0.0018358,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-17 23:58:53,951 - ice0003 - [INFO] - [E:28| 400]: Train Loss:0.0018394,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-18 00:00:16,236 - ice0003 - [INFO] - [E:28| 500]: Train Loss:0.0018424,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-18 00:01:30,820 - ice0003 - [INFO] - [E:28| 600]: Train Loss:0.0018456,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-18 00:02:45,426 - ice0003 - [INFO] - [E:28| 700]: Train Loss:0.0018481,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-18 00:04:00,024 - ice0003 - [INFO] - [E:28| 800]: Train Loss:0.0018499,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-18 00:05:14,562 - ice0003 - [INFO] - [E:28| 900]: Train Loss:0.0018518,  Val MRR:0.3781, 	ice0003
 | 
						|
2023-05-18 00:06:07,005 - ice0003 - [INFO] - [Epoch:28]:  Training Loss:0.001853
 | 
						|
 | 
						|
2023-05-18 00:06:07,264 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 00:06:23,504 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 00:06:39,488 - ice0003 - [INFO] - [Evaluating Epoch 28 valid]: 
 | 
						|
	MRR: Tail : 0.4065, Head : 0.35097, Avg : 0.37874
 | 
						|
 | 
						|
2023-05-18 00:06:40,908 - ice0003 - [INFO] - [Epoch 28]:  Training Loss: 0.0018531,  Valid MRR: 0.37874, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 00:06:41,665 - ice0003 - [INFO] - [E:29| 0]: Train Loss:0.0018758,  Val MRR:0.37874, 	ice0003
 | 
						|
2023-05-18 00:07:58,769 - ice0003 - [INFO] - [E:29| 100]: Train Loss:0.0018259,  Val MRR:0.37874, 	ice0003
 | 
						|
2023-05-18 00:09:34,825 - ice0003 - [INFO] - [E:29| 200]: Train Loss:0.0018293,  Val MRR:0.37874, 	ice0003
 | 
						|
2023-05-18 00:11:06,069 - ice0003 - [INFO] - [E:29| 300]: Train Loss:0.0018325,  Val MRR:0.37874, 	ice0003
 | 
						|
2023-05-18 00:12:20,718 - ice0003 - [INFO] - [E:29| 400]: Train Loss:0.0018347,  Val MRR:0.37874, 	ice0003
 | 
						|
2023-05-18 00:13:35,357 - ice0003 - [INFO] - [E:29| 500]: Train Loss:0.001836,  Val MRR:0.37874, 	ice0003
 | 
						|
2023-05-18 00:14:49,961 - ice0003 - [INFO] - [E:29| 600]: Train Loss:0.0018368,  Val MRR:0.37874, 	ice0003
 | 
						|
2023-05-18 00:16:04,467 - ice0003 - [INFO] - [E:29| 700]: Train Loss:0.0018386,  Val MRR:0.37874, 	ice0003
 | 
						|
2023-05-18 00:17:18,970 - ice0003 - [INFO] - [E:29| 800]: Train Loss:0.0018398,  Val MRR:0.37874, 	ice0003
 | 
						|
2023-05-18 00:18:33,501 - ice0003 - [INFO] - [E:29| 900]: Train Loss:0.0018421,  Val MRR:0.37874, 	ice0003
 | 
						|
2023-05-18 00:19:25,973 - ice0003 - [INFO] - [Epoch:29]:  Training Loss:0.001843
 | 
						|
 | 
						|
2023-05-18 00:19:26,227 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 00:19:45,425 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 00:20:06,029 - ice0003 - [INFO] - [Evaluating Epoch 29 valid]: 
 | 
						|
	MRR: Tail : 0.40435, Head : 0.35322, Avg : 0.37879
 | 
						|
	MR: Tail : 396.61, Head : 408.64, Avg : 402.63
 | 
						|
	Hit-1: Tail : 0.30647, Head : 0.25428, Avg : 0.28037
 | 
						|
	Hit-3: Tail : 0.44702, Head : 0.39301, Avg : 0.42001
 | 
						|
	Hit-10: Tail : 0.59619, Head : 0.55116, Avg : 0.57367
 | 
						|
2023-05-18 00:20:07,605 - ice0003 - [INFO] - [Epoch 29]:  Training Loss: 0.0018428,  Valid MRR: 0.37879, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 00:20:08,570 - ice0003 - [INFO] - [E:30| 0]: Train Loss:0.0018509,  Val MRR:0.37879, 	ice0003
 | 
						|
2023-05-18 00:21:44,391 - ice0003 - [INFO] - [E:30| 100]: Train Loss:0.0018106,  Val MRR:0.37879, 	ice0003
 | 
						|
2023-05-18 00:23:09,502 - ice0003 - [INFO] - [E:30| 200]: Train Loss:0.0018159,  Val MRR:0.37879, 	ice0003
 | 
						|
2023-05-18 00:24:23,990 - ice0003 - [INFO] - [E:30| 300]: Train Loss:0.00182,  Val MRR:0.37879, 	ice0003
 | 
						|
2023-05-18 00:25:38,495 - ice0003 - [INFO] - [E:30| 400]: Train Loss:0.0018217,  Val MRR:0.37879, 	ice0003
 | 
						|
2023-05-18 00:26:53,008 - ice0003 - [INFO] - [E:30| 500]: Train Loss:0.001824,  Val MRR:0.37879, 	ice0003
 | 
						|
2023-05-18 00:28:07,499 - ice0003 - [INFO] - [E:30| 600]: Train Loss:0.0018264,  Val MRR:0.37879, 	ice0003
 | 
						|
2023-05-18 00:29:22,009 - ice0003 - [INFO] - [E:30| 700]: Train Loss:0.0018286,  Val MRR:0.37879, 	ice0003
 | 
						|
2023-05-18 00:30:36,523 - ice0003 - [INFO] - [E:30| 800]: Train Loss:0.0018301,  Val MRR:0.37879, 	ice0003
 | 
						|
2023-05-18 00:31:57,267 - ice0003 - [INFO] - [E:30| 900]: Train Loss:0.0018315,  Val MRR:0.37879, 	ice0003
 | 
						|
2023-05-18 00:33:04,819 - ice0003 - [INFO] - [Epoch:30]:  Training Loss:0.001833
 | 
						|
 | 
						|
2023-05-18 00:33:05,152 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 00:33:26,090 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 00:33:46,698 - ice0003 - [INFO] - [Evaluating Epoch 30 valid]: 
 | 
						|
	MRR: Tail : 0.40587, Head : 0.35571, Avg : 0.38079
 | 
						|
 | 
						|
2023-05-18 00:33:48,018 - ice0003 - [INFO] - [Epoch 30]:  Training Loss: 0.0018327,  Valid MRR: 0.38079, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 00:33:48,989 - ice0003 - [INFO] - [E:31| 0]: Train Loss:0.0018065,  Val MRR:0.38079, 	ice0003
 | 
						|
2023-05-18 00:35:12,463 - ice0003 - [INFO] - [E:31| 100]: Train Loss:0.0018036,  Val MRR:0.38079, 	ice0003
 | 
						|
2023-05-18 00:36:27,056 - ice0003 - [INFO] - [E:31| 200]: Train Loss:0.0018058,  Val MRR:0.38079, 	ice0003
 | 
						|
2023-05-18 00:37:41,698 - ice0003 - [INFO] - [E:31| 300]: Train Loss:0.0018075,  Val MRR:0.38079, 	ice0003
 | 
						|
2023-05-18 00:38:56,302 - ice0003 - [INFO] - [E:31| 400]: Train Loss:0.001809,  Val MRR:0.38079, 	ice0003
 | 
						|
2023-05-18 00:40:10,856 - ice0003 - [INFO] - [E:31| 500]: Train Loss:0.0018097,  Val MRR:0.38079, 	ice0003
 | 
						|
2023-05-18 00:41:25,387 - ice0003 - [INFO] - [E:31| 600]: Train Loss:0.0018126,  Val MRR:0.38079, 	ice0003
 | 
						|
2023-05-18 00:42:39,907 - ice0003 - [INFO] - [E:31| 700]: Train Loss:0.0018147,  Val MRR:0.38079, 	ice0003
 | 
						|
2023-05-18 00:44:05,432 - ice0003 - [INFO] - [E:31| 800]: Train Loss:0.0018169,  Val MRR:0.38079, 	ice0003
 | 
						|
2023-05-18 00:45:41,427 - ice0003 - [INFO] - [E:31| 900]: Train Loss:0.0018193,  Val MRR:0.38079, 	ice0003
 | 
						|
2023-05-18 00:46:42,124 - ice0003 - [INFO] - [Epoch:31]:  Training Loss:0.001821
 | 
						|
 | 
						|
2023-05-18 00:46:42,377 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 00:46:58,608 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 00:47:14,606 - ice0003 - [INFO] - [Evaluating Epoch 31 valid]: 
 | 
						|
	MRR: Tail : 0.4062, Head : 0.35253, Avg : 0.37937
 | 
						|
 | 
						|
2023-05-18 00:47:14,606 - ice0003 - [INFO] - [Epoch 31]:  Training Loss: 0.0018208,  Valid MRR: 0.38079, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 00:47:15,360 - ice0003 - [INFO] - [E:32| 0]: Train Loss:0.0017931,  Val MRR:0.38079, 	ice0003
 | 
						|
2023-05-18 00:48:29,951 - ice0003 - [INFO] - [E:32| 100]: Train Loss:0.0017937,  Val MRR:0.38079, 	ice0003
 | 
						|
2023-05-18 00:49:44,558 - ice0003 - [INFO] - [E:32| 200]: Train Loss:0.0017939,  Val MRR:0.38079, 	ice0003
 | 
						|
2023-05-18 00:50:59,036 - ice0003 - [INFO] - [E:32| 300]: Train Loss:0.0017956,  Val MRR:0.38079, 	ice0003
 | 
						|
2023-05-18 00:52:13,537 - ice0003 - [INFO] - [E:32| 400]: Train Loss:0.0017976,  Val MRR:0.38079, 	ice0003
 | 
						|
2023-05-18 00:53:28,029 - ice0003 - [INFO] - [E:32| 500]: Train Loss:0.0018001,  Val MRR:0.38079, 	ice0003
 | 
						|
2023-05-18 00:54:42,525 - ice0003 - [INFO] - [E:32| 600]: Train Loss:0.0018023,  Val MRR:0.38079, 	ice0003
 | 
						|
2023-05-18 00:56:09,770 - ice0003 - [INFO] - [E:32| 700]: Train Loss:0.0018046,  Val MRR:0.38079, 	ice0003
 | 
						|
2023-05-18 00:57:45,798 - ice0003 - [INFO] - [E:32| 800]: Train Loss:0.0018058,  Val MRR:0.38079, 	ice0003
 | 
						|
2023-05-18 00:59:06,886 - ice0003 - [INFO] - [E:32| 900]: Train Loss:0.001807,  Val MRR:0.38079, 	ice0003
 | 
						|
2023-05-18 00:59:59,366 - ice0003 - [INFO] - [Epoch:32]:  Training Loss:0.001808
 | 
						|
 | 
						|
2023-05-18 00:59:59,621 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 01:00:15,859 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 01:00:31,845 - ice0003 - [INFO] - [Evaluating Epoch 32 valid]: 
 | 
						|
	MRR: Tail : 0.40604, Head : 0.35246, Avg : 0.37925
 | 
						|
 | 
						|
2023-05-18 01:00:31,845 - ice0003 - [INFO] - [Epoch 32]:  Training Loss: 0.0018079,  Valid MRR: 0.38079, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 01:00:32,605 - ice0003 - [INFO] - [E:33| 0]: Train Loss:0.0017488,  Val MRR:0.38079, 	ice0003
 | 
						|
2023-05-18 01:01:47,266 - ice0003 - [INFO] - [E:33| 100]: Train Loss:0.0017822,  Val MRR:0.38079, 	ice0003
 | 
						|
2023-05-18 01:03:01,990 - ice0003 - [INFO] - [E:33| 200]: Train Loss:0.0017821,  Val MRR:0.38079, 	ice0003
 | 
						|
2023-05-18 01:04:16,647 - ice0003 - [INFO] - [E:33| 300]: Train Loss:0.0017837,  Val MRR:0.38079, 	ice0003
 | 
						|
2023-05-18 01:05:31,271 - ice0003 - [INFO] - [E:33| 400]: Train Loss:0.0017854,  Val MRR:0.38079, 	ice0003
 | 
						|
2023-05-18 01:06:45,829 - ice0003 - [INFO] - [E:33| 500]: Train Loss:0.0017875,  Val MRR:0.38079, 	ice0003
 | 
						|
2023-05-18 01:08:18,332 - ice0003 - [INFO] - [E:33| 600]: Train Loss:0.0017884,  Val MRR:0.38079, 	ice0003
 | 
						|
2023-05-18 01:09:54,298 - ice0003 - [INFO] - [E:33| 700]: Train Loss:0.0017898,  Val MRR:0.38079, 	ice0003
 | 
						|
2023-05-18 01:11:10,107 - ice0003 - [INFO] - [E:33| 800]: Train Loss:0.0017912,  Val MRR:0.38079, 	ice0003
 | 
						|
2023-05-18 01:12:24,609 - ice0003 - [INFO] - [E:33| 900]: Train Loss:0.0017928,  Val MRR:0.38079, 	ice0003
 | 
						|
2023-05-18 01:13:17,056 - ice0003 - [INFO] - [Epoch:33]:  Training Loss:0.001794
 | 
						|
 | 
						|
2023-05-18 01:13:17,313 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 01:13:33,552 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 01:13:49,529 - ice0003 - [INFO] - [Evaluating Epoch 33 valid]: 
 | 
						|
	MRR: Tail : 0.41133, Head : 0.35876, Avg : 0.38504
 | 
						|
 | 
						|
2023-05-18 01:13:50,797 - ice0003 - [INFO] - [Epoch 33]:  Training Loss: 0.0017939,  Valid MRR: 0.38504, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 01:13:51,554 - ice0003 - [INFO] - [E:34| 0]: Train Loss:0.001806,  Val MRR:0.38504, 	ice0003
 | 
						|
2023-05-18 01:15:06,141 - ice0003 - [INFO] - [E:34| 100]: Train Loss:0.0017599,  Val MRR:0.38504, 	ice0003
 | 
						|
2023-05-18 01:16:20,803 - ice0003 - [INFO] - [E:34| 200]: Train Loss:0.0017645,  Val MRR:0.38504, 	ice0003
 | 
						|
2023-05-18 01:17:35,456 - ice0003 - [INFO] - [E:34| 300]: Train Loss:0.0017671,  Val MRR:0.38504, 	ice0003
 | 
						|
2023-05-18 01:18:58,629 - ice0003 - [INFO] - [E:34| 400]: Train Loss:0.0017684,  Val MRR:0.38504, 	ice0003
 | 
						|
2023-05-18 01:20:34,651 - ice0003 - [INFO] - [E:34| 500]: Train Loss:0.0017715,  Val MRR:0.38504, 	ice0003
 | 
						|
2023-05-18 01:21:59,910 - ice0003 - [INFO] - [E:34| 600]: Train Loss:0.001772,  Val MRR:0.38504, 	ice0003
 | 
						|
2023-05-18 01:23:14,508 - ice0003 - [INFO] - [E:34| 700]: Train Loss:0.0017742,  Val MRR:0.38504, 	ice0003
 | 
						|
2023-05-18 01:24:29,046 - ice0003 - [INFO] - [E:34| 800]: Train Loss:0.0017759,  Val MRR:0.38504, 	ice0003
 | 
						|
2023-05-18 01:25:43,606 - ice0003 - [INFO] - [E:34| 900]: Train Loss:0.0017776,  Val MRR:0.38504, 	ice0003
 | 
						|
2023-05-18 01:26:35,983 - ice0003 - [INFO] - [Epoch:34]:  Training Loss:0.001779
 | 
						|
 | 
						|
2023-05-18 01:26:36,237 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 01:26:52,469 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 01:27:08,449 - ice0003 - [INFO] - [Evaluating Epoch 34 valid]: 
 | 
						|
	MRR: Tail : 0.40904, Head : 0.35938, Avg : 0.38421
 | 
						|
 | 
						|
2023-05-18 01:27:08,449 - ice0003 - [INFO] - [Epoch 34]:  Training Loss: 0.0017789,  Valid MRR: 0.38504, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 01:27:09,208 - ice0003 - [INFO] - [E:35| 0]: Train Loss:0.0017278,  Val MRR:0.38504, 	ice0003
 | 
						|
2023-05-18 01:28:23,710 - ice0003 - [INFO] - [E:35| 100]: Train Loss:0.0017475,  Val MRR:0.38504, 	ice0003
 | 
						|
2023-05-18 01:29:38,204 - ice0003 - [INFO] - [E:35| 200]: Train Loss:0.0017501,  Val MRR:0.38504, 	ice0003
 | 
						|
2023-05-18 01:31:03,998 - ice0003 - [INFO] - [E:35| 300]: Train Loss:0.0017513,  Val MRR:0.38504, 	ice0003
 | 
						|
2023-05-18 01:32:39,949 - ice0003 - [INFO] - [E:35| 400]: Train Loss:0.0017533,  Val MRR:0.38504, 	ice0003
 | 
						|
2023-05-18 01:34:02,503 - ice0003 - [INFO] - [E:35| 500]: Train Loss:0.0017554,  Val MRR:0.38504, 	ice0003
 | 
						|
2023-05-18 01:35:17,008 - ice0003 - [INFO] - [E:35| 600]: Train Loss:0.0017576,  Val MRR:0.38504, 	ice0003
 | 
						|
2023-05-18 01:36:31,521 - ice0003 - [INFO] - [E:35| 700]: Train Loss:0.0017589,  Val MRR:0.38504, 	ice0003
 | 
						|
2023-05-18 01:37:46,040 - ice0003 - [INFO] - [E:35| 800]: Train Loss:0.0017607,  Val MRR:0.38504, 	ice0003
 | 
						|
2023-05-18 01:39:00,557 - ice0003 - [INFO] - [E:35| 900]: Train Loss:0.001762,  Val MRR:0.38504, 	ice0003
 | 
						|
2023-05-18 01:39:52,959 - ice0003 - [INFO] - [Epoch:35]:  Training Loss:0.001763
 | 
						|
 | 
						|
2023-05-18 01:39:53,213 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 01:40:09,459 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 01:40:25,453 - ice0003 - [INFO] - [Evaluating Epoch 35 valid]: 
 | 
						|
	MRR: Tail : 0.4103, Head : 0.35924, Avg : 0.38477
 | 
						|
 | 
						|
2023-05-18 01:40:25,453 - ice0003 - [INFO] - [Epoch 35]:  Training Loss: 0.0017629,  Valid MRR: 0.38504, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 01:40:26,212 - ice0003 - [INFO] - [E:36| 0]: Train Loss:0.0017911,  Val MRR:0.38504, 	ice0003
 | 
						|
2023-05-18 01:41:40,795 - ice0003 - [INFO] - [E:36| 100]: Train Loss:0.0017343,  Val MRR:0.38504, 	ice0003
 | 
						|
2023-05-18 01:43:09,077 - ice0003 - [INFO] - [E:36| 200]: Train Loss:0.0017352,  Val MRR:0.38504, 	ice0003
 | 
						|
2023-05-18 01:44:45,031 - ice0003 - [INFO] - [E:36| 300]: Train Loss:0.0017365,  Val MRR:0.38504, 	ice0003
 | 
						|
2023-05-18 01:46:05,165 - ice0003 - [INFO] - [E:36| 400]: Train Loss:0.0017375,  Val MRR:0.38504, 	ice0003
 | 
						|
2023-05-18 01:47:19,724 - ice0003 - [INFO] - [E:36| 500]: Train Loss:0.0017385,  Val MRR:0.38504, 	ice0003
 | 
						|
2023-05-18 01:48:34,226 - ice0003 - [INFO] - [E:36| 600]: Train Loss:0.0017406,  Val MRR:0.38504, 	ice0003
 | 
						|
2023-05-18 01:49:48,785 - ice0003 - [INFO] - [E:36| 700]: Train Loss:0.0017423,  Val MRR:0.38504, 	ice0003
 | 
						|
2023-05-18 01:51:03,371 - ice0003 - [INFO] - [E:36| 800]: Train Loss:0.0017437,  Val MRR:0.38504, 	ice0003
 | 
						|
2023-05-18 01:52:17,950 - ice0003 - [INFO] - [E:36| 900]: Train Loss:0.0017459,  Val MRR:0.38504, 	ice0003
 | 
						|
2023-05-18 01:53:10,385 - ice0003 - [INFO] - [Epoch:36]:  Training Loss:0.001747
 | 
						|
 | 
						|
2023-05-18 01:53:10,641 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 01:53:26,872 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 01:53:42,853 - ice0003 - [INFO] - [Evaluating Epoch 36 valid]: 
 | 
						|
	MRR: Tail : 0.41374, Head : 0.3625, Avg : 0.38812
 | 
						|
 | 
						|
2023-05-18 01:53:44,342 - ice0003 - [INFO] - [Epoch 36]:  Training Loss: 0.0017471,  Valid MRR: 0.38812, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 01:53:45,307 - ice0003 - [INFO] - [E:37| 0]: Train Loss:0.0017125,  Val MRR:0.38812, 	ice0003
 | 
						|
2023-05-18 01:55:21,286 - ice0003 - [INFO] - [E:37| 100]: Train Loss:0.0017185,  Val MRR:0.38812, 	ice0003
 | 
						|
2023-05-18 01:56:54,262 - ice0003 - [INFO] - [E:37| 200]: Train Loss:0.00172,  Val MRR:0.38812, 	ice0003
 | 
						|
2023-05-18 01:58:08,818 - ice0003 - [INFO] - [E:37| 300]: Train Loss:0.0017232,  Val MRR:0.38812, 	ice0003
 | 
						|
2023-05-18 01:59:23,351 - ice0003 - [INFO] - [E:37| 400]: Train Loss:0.0017236,  Val MRR:0.38812, 	ice0003
 | 
						|
2023-05-18 02:00:37,901 - ice0003 - [INFO] - [E:37| 500]: Train Loss:0.0017256,  Val MRR:0.38812, 	ice0003
 | 
						|
2023-05-18 02:01:52,397 - ice0003 - [INFO] - [E:37| 600]: Train Loss:0.0017269,  Val MRR:0.38812, 	ice0003
 | 
						|
2023-05-18 02:03:06,937 - ice0003 - [INFO] - [E:37| 700]: Train Loss:0.0017282,  Val MRR:0.38812, 	ice0003
 | 
						|
2023-05-18 02:04:21,500 - ice0003 - [INFO] - [E:37| 800]: Train Loss:0.0017288,  Val MRR:0.38812, 	ice0003
 | 
						|
2023-05-18 02:05:36,346 - ice0003 - [INFO] - [E:37| 900]: Train Loss:0.0017301,  Val MRR:0.38812, 	ice0003
 | 
						|
2023-05-18 02:06:43,838 - ice0003 - [INFO] - [Epoch:37]:  Training Loss:0.001731
 | 
						|
 | 
						|
2023-05-18 02:06:44,168 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 02:07:05,113 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 02:07:25,731 - ice0003 - [INFO] - [Evaluating Epoch 37 valid]: 
 | 
						|
	MRR: Tail : 0.40809, Head : 0.35828, Avg : 0.38318
 | 
						|
 | 
						|
2023-05-18 02:07:25,732 - ice0003 - [INFO] - [Epoch 37]:  Training Loss: 0.001731,  Valid MRR: 0.38812, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 02:07:26,701 - ice0003 - [INFO] - [E:38| 0]: Train Loss:0.001733,  Val MRR:0.38812, 	ice0003
 | 
						|
2023-05-18 02:08:57,077 - ice0003 - [INFO] - [E:38| 100]: Train Loss:0.0017074,  Val MRR:0.38812, 	ice0003
 | 
						|
2023-05-18 02:10:11,605 - ice0003 - [INFO] - [E:38| 200]: Train Loss:0.0017072,  Val MRR:0.38812, 	ice0003
 | 
						|
2023-05-18 02:11:26,207 - ice0003 - [INFO] - [E:38| 300]: Train Loss:0.0017084,  Val MRR:0.38812, 	ice0003
 | 
						|
2023-05-18 02:12:40,799 - ice0003 - [INFO] - [E:38| 400]: Train Loss:0.0017089,  Val MRR:0.38812, 	ice0003
 | 
						|
2023-05-18 02:13:55,203 - ice0003 - [INFO] - [E:38| 500]: Train Loss:0.00171,  Val MRR:0.38812, 	ice0003
 | 
						|
2023-05-18 02:15:09,774 - ice0003 - [INFO] - [E:38| 600]: Train Loss:0.0017103,  Val MRR:0.38812, 	ice0003
 | 
						|
2023-05-18 02:16:24,323 - ice0003 - [INFO] - [E:38| 700]: Train Loss:0.0017125,  Val MRR:0.38812, 	ice0003
 | 
						|
2023-05-18 02:17:41,334 - ice0003 - [INFO] - [E:38| 800]: Train Loss:0.0017141,  Val MRR:0.38812, 	ice0003
 | 
						|
2023-05-18 02:19:17,271 - ice0003 - [INFO] - [E:38| 900]: Train Loss:0.001715,  Val MRR:0.38812, 	ice0003
 | 
						|
2023-05-18 02:20:24,774 - ice0003 - [INFO] - [Epoch:38]:  Training Loss:0.001716
 | 
						|
 | 
						|
2023-05-18 02:20:25,108 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 02:20:43,027 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 02:20:59,011 - ice0003 - [INFO] - [Evaluating Epoch 38 valid]: 
 | 
						|
	MRR: Tail : 0.40889, Head : 0.36168, Avg : 0.38529
 | 
						|
 | 
						|
2023-05-18 02:20:59,011 - ice0003 - [INFO] - [Epoch 38]:  Training Loss: 0.0017156,  Valid MRR: 0.38812, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 02:20:59,764 - ice0003 - [INFO] - [E:39| 0]: Train Loss:0.0017246,  Val MRR:0.38812, 	ice0003
 | 
						|
2023-05-18 02:22:14,288 - ice0003 - [INFO] - [E:39| 100]: Train Loss:0.0016863,  Val MRR:0.38812, 	ice0003
 | 
						|
2023-05-18 02:23:28,929 - ice0003 - [INFO] - [E:39| 200]: Train Loss:0.0016876,  Val MRR:0.38812, 	ice0003
 | 
						|
2023-05-18 02:24:43,525 - ice0003 - [INFO] - [E:39| 300]: Train Loss:0.0016919,  Val MRR:0.38812, 	ice0003
 | 
						|
2023-05-18 02:25:58,127 - ice0003 - [INFO] - [E:39| 400]: Train Loss:0.0016926,  Val MRR:0.38812, 	ice0003
 | 
						|
2023-05-18 02:27:12,686 - ice0003 - [INFO] - [E:39| 500]: Train Loss:0.0016945,  Val MRR:0.38812, 	ice0003
 | 
						|
2023-05-18 02:28:27,339 - ice0003 - [INFO] - [E:39| 600]: Train Loss:0.0016965,  Val MRR:0.38812, 	ice0003
 | 
						|
2023-05-18 02:29:47,330 - ice0003 - [INFO] - [E:39| 700]: Train Loss:0.0016972,  Val MRR:0.38812, 	ice0003
 | 
						|
2023-05-18 02:31:23,326 - ice0003 - [INFO] - [E:39| 800]: Train Loss:0.0016984,  Val MRR:0.38812, 	ice0003
 | 
						|
2023-05-18 02:32:51,667 - ice0003 - [INFO] - [E:39| 900]: Train Loss:0.0016999,  Val MRR:0.38812, 	ice0003
 | 
						|
2023-05-18 02:33:44,048 - ice0003 - [INFO] - [Epoch:39]:  Training Loss:0.0017
 | 
						|
 | 
						|
2023-05-18 02:33:44,303 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 02:34:00,552 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 02:34:16,536 - ice0003 - [INFO] - [Evaluating Epoch 39 valid]: 
 | 
						|
	MRR: Tail : 0.41561, Head : 0.36211, Avg : 0.38886
 | 
						|
	MR: Tail : 614.13, Head : 638.66, Avg : 626.4
 | 
						|
	Hit-1: Tail : 0.32298, Head : 0.26836, Avg : 0.29567
 | 
						|
	Hit-3: Tail : 0.46025, Head : 0.40223, Avg : 0.43124
 | 
						|
	Hit-10: Tail : 0.59437, Head : 0.54703, Avg : 0.5707
 | 
						|
2023-05-18 02:34:17,980 - ice0003 - [INFO] - [Epoch 39]:  Training Loss: 0.0017005,  Valid MRR: 0.38886, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 02:34:18,735 - ice0003 - [INFO] - [E:40| 0]: Train Loss:0.0016489,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 02:35:33,224 - ice0003 - [INFO] - [E:40| 100]: Train Loss:0.0016795,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 02:36:47,786 - ice0003 - [INFO] - [E:40| 200]: Train Loss:0.0016813,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 02:38:02,312 - ice0003 - [INFO] - [E:40| 300]: Train Loss:0.0016816,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 02:39:16,857 - ice0003 - [INFO] - [E:40| 400]: Train Loss:0.001682,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 02:40:31,401 - ice0003 - [INFO] - [E:40| 500]: Train Loss:0.0016822,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 02:42:02,649 - ice0003 - [INFO] - [E:40| 600]: Train Loss:0.0016831,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 02:43:38,739 - ice0003 - [INFO] - [E:40| 700]: Train Loss:0.0016842,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 02:44:55,835 - ice0003 - [INFO] - [E:40| 800]: Train Loss:0.0016853,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 02:46:10,375 - ice0003 - [INFO] - [E:40| 900]: Train Loss:0.0016861,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 02:47:02,764 - ice0003 - [INFO] - [Epoch:40]:  Training Loss:0.001687
 | 
						|
 | 
						|
2023-05-18 02:47:03,021 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 02:47:19,269 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 02:47:35,258 - ice0003 - [INFO] - [Evaluating Epoch 40 valid]: 
 | 
						|
	MRR: Tail : 0.41535, Head : 0.36034, Avg : 0.38785
 | 
						|
 | 
						|
2023-05-18 02:47:35,258 - ice0003 - [INFO] - [Epoch 40]:  Training Loss: 0.0016869,  Valid MRR: 0.38886, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 02:47:36,016 - ice0003 - [INFO] - [E:41| 0]: Train Loss:0.0016846,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 02:48:50,580 - ice0003 - [INFO] - [E:41| 100]: Train Loss:0.0016681,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 02:50:05,147 - ice0003 - [INFO] - [E:41| 200]: Train Loss:0.0016676,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 02:51:19,693 - ice0003 - [INFO] - [E:41| 300]: Train Loss:0.0016679,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 02:52:34,270 - ice0003 - [INFO] - [E:41| 400]: Train Loss:0.0016686,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 02:54:07,925 - ice0003 - [INFO] - [E:41| 500]: Train Loss:0.0016698,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 02:55:44,019 - ice0003 - [INFO] - [E:41| 600]: Train Loss:0.0016706,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 02:56:58,794 - ice0003 - [INFO] - [E:41| 700]: Train Loss:0.0016718,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 02:58:13,426 - ice0003 - [INFO] - [E:41| 800]: Train Loss:0.0016731,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 02:59:28,012 - ice0003 - [INFO] - [E:41| 900]: Train Loss:0.0016742,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:00:20,458 - ice0003 - [INFO] - [Epoch:41]:  Training Loss:0.001675
 | 
						|
 | 
						|
2023-05-18 03:00:20,713 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 03:00:36,956 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 03:00:52,686 - ice0003 - [INFO] - [Evaluating Epoch 41 valid]: 
 | 
						|
	MRR: Tail : 0.41448, Head : 0.35828, Avg : 0.38638
 | 
						|
 | 
						|
2023-05-18 03:00:52,686 - ice0003 - [INFO] - [Epoch 41]:  Training Loss: 0.0016745,  Valid MRR: 0.38886, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 03:00:53,441 - ice0003 - [INFO] - [E:42| 0]: Train Loss:0.0016456,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:02:08,064 - ice0003 - [INFO] - [E:42| 100]: Train Loss:0.0016568,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:03:22,635 - ice0003 - [INFO] - [E:42| 200]: Train Loss:0.0016552,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:04:37,756 - ice0003 - [INFO] - [E:42| 300]: Train Loss:0.0016573,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:06:13,701 - ice0003 - [INFO] - [E:42| 400]: Train Loss:0.0016577,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:07:46,936 - ice0003 - [INFO] - [E:42| 500]: Train Loss:0.0016582,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:09:01,411 - ice0003 - [INFO] - [E:42| 600]: Train Loss:0.0016597,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:10:15,923 - ice0003 - [INFO] - [E:42| 700]: Train Loss:0.0016605,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:11:30,438 - ice0003 - [INFO] - [E:42| 800]: Train Loss:0.0016619,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:12:44,998 - ice0003 - [INFO] - [E:42| 900]: Train Loss:0.0016627,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:13:37,402 - ice0003 - [INFO] - [Epoch:42]:  Training Loss:0.001663
 | 
						|
 | 
						|
2023-05-18 03:13:37,656 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 03:13:53,905 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 03:14:09,887 - ice0003 - [INFO] - [Evaluating Epoch 42 valid]: 
 | 
						|
	MRR: Tail : 0.41016, Head : 0.3561, Avg : 0.38313
 | 
						|
 | 
						|
2023-05-18 03:14:09,888 - ice0003 - [INFO] - [Epoch 42]:  Training Loss: 0.0016633,  Valid MRR: 0.38886, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 03:14:10,638 - ice0003 - [INFO] - [E:43| 0]: Train Loss:0.0016843,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:15:25,219 - ice0003 - [INFO] - [E:43| 100]: Train Loss:0.0016448,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:16:41,277 - ice0003 - [INFO] - [E:43| 200]: Train Loss:0.0016472,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:18:17,245 - ice0003 - [INFO] - [E:43| 300]: Train Loss:0.0016489,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:19:49,531 - ice0003 - [INFO] - [E:43| 400]: Train Loss:0.0016491,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:21:04,138 - ice0003 - [INFO] - [E:43| 500]: Train Loss:0.0016505,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:22:18,769 - ice0003 - [INFO] - [E:43| 600]: Train Loss:0.0016508,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:23:33,419 - ice0003 - [INFO] - [E:43| 700]: Train Loss:0.0016518,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:24:47,977 - ice0003 - [INFO] - [E:43| 800]: Train Loss:0.0016517,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:26:02,510 - ice0003 - [INFO] - [E:43| 900]: Train Loss:0.0016525,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:26:55,035 - ice0003 - [INFO] - [Epoch:43]:  Training Loss:0.001653
 | 
						|
 | 
						|
2023-05-18 03:26:55,291 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 03:27:11,541 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 03:27:27,543 - ice0003 - [INFO] - [Evaluating Epoch 43 valid]: 
 | 
						|
	MRR: Tail : 0.40866, Head : 0.35483, Avg : 0.38175
 | 
						|
 | 
						|
2023-05-18 03:27:27,543 - ice0003 - [INFO] - [Epoch 43]:  Training Loss: 0.0016532,  Valid MRR: 0.38886, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 03:27:28,298 - ice0003 - [INFO] - [E:44| 0]: Train Loss:0.0016419,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:28:48,988 - ice0003 - [INFO] - [E:44| 100]: Train Loss:0.0016388,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:30:24,991 - ice0003 - [INFO] - [E:44| 200]: Train Loss:0.0016378,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:31:52,736 - ice0003 - [INFO] - [E:44| 300]: Train Loss:0.0016386,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:33:07,322 - ice0003 - [INFO] - [E:44| 400]: Train Loss:0.0016398,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:34:21,863 - ice0003 - [INFO] - [E:44| 500]: Train Loss:0.0016404,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:35:36,381 - ice0003 - [INFO] - [E:44| 600]: Train Loss:0.001641,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:36:50,889 - ice0003 - [INFO] - [E:44| 700]: Train Loss:0.0016418,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:38:05,439 - ice0003 - [INFO] - [E:44| 800]: Train Loss:0.0016423,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:39:20,013 - ice0003 - [INFO] - [E:44| 900]: Train Loss:0.0016432,  Val MRR:0.38886, 	ice0003
 | 
						|
2023-05-18 03:40:12,420 - ice0003 - [INFO] - [Epoch:44]:  Training Loss:0.001644
 | 
						|
 | 
						|
2023-05-18 03:40:12,675 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 03:40:31,410 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 03:40:52,014 - ice0003 - [INFO] - [Evaluating Epoch 44 valid]: 
 | 
						|
	MRR: Tail : 0.41563, Head : 0.36324, Avg : 0.38944
 | 
						|
 | 
						|
2023-05-18 03:40:53,455 - ice0003 - [INFO] - [Epoch 44]:  Training Loss: 0.001644,  Valid MRR: 0.38944, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 03:40:54,423 - ice0003 - [INFO] - [E:45| 0]: Train Loss:0.0016335,  Val MRR:0.38944, 	ice0003
 | 
						|
2023-05-18 03:42:30,472 - ice0003 - [INFO] - [E:45| 100]: Train Loss:0.0016315,  Val MRR:0.38944, 	ice0003
 | 
						|
2023-05-18 03:43:55,930 - ice0003 - [INFO] - [E:45| 200]: Train Loss:0.001632,  Val MRR:0.38944, 	ice0003
 | 
						|
2023-05-18 03:45:10,579 - ice0003 - [INFO] - [E:45| 300]: Train Loss:0.0016303,  Val MRR:0.38944, 	ice0003
 | 
						|
2023-05-18 03:46:25,246 - ice0003 - [INFO] - [E:45| 400]: Train Loss:0.001631,  Val MRR:0.38944, 	ice0003
 | 
						|
2023-05-18 03:47:39,908 - ice0003 - [INFO] - [E:45| 500]: Train Loss:0.0016321,  Val MRR:0.38944, 	ice0003
 | 
						|
2023-05-18 03:48:54,467 - ice0003 - [INFO] - [E:45| 600]: Train Loss:0.0016326,  Val MRR:0.38944, 	ice0003
 | 
						|
2023-05-18 03:50:09,039 - ice0003 - [INFO] - [E:45| 700]: Train Loss:0.0016336,  Val MRR:0.38944, 	ice0003
 | 
						|
2023-05-18 03:51:23,650 - ice0003 - [INFO] - [E:45| 800]: Train Loss:0.0016346,  Val MRR:0.38944, 	ice0003
 | 
						|
2023-05-18 03:52:48,016 - ice0003 - [INFO] - [E:45| 900]: Train Loss:0.0016352,  Val MRR:0.38944, 	ice0003
 | 
						|
2023-05-18 03:53:55,506 - ice0003 - [INFO] - [Epoch:45]:  Training Loss:0.001636
 | 
						|
 | 
						|
2023-05-18 03:53:55,839 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 03:54:16,767 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 03:54:37,378 - ice0003 - [INFO] - [Evaluating Epoch 45 valid]: 
 | 
						|
	MRR: Tail : 0.41614, Head : 0.36684, Avg : 0.39149
 | 
						|
 | 
						|
2023-05-18 03:54:38,785 - ice0003 - [INFO] - [Epoch 45]:  Training Loss: 0.001636,  Valid MRR: 0.39149, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 03:54:39,762 - ice0003 - [INFO] - [E:46| 0]: Train Loss:0.0015906,  Val MRR:0.39149, 	ice0003
 | 
						|
2023-05-18 03:55:59,733 - ice0003 - [INFO] - [E:46| 100]: Train Loss:0.0016226,  Val MRR:0.39149, 	ice0003
 | 
						|
2023-05-18 03:57:14,274 - ice0003 - [INFO] - [E:46| 200]: Train Loss:0.0016233,  Val MRR:0.39149, 	ice0003
 | 
						|
2023-05-18 03:58:28,863 - ice0003 - [INFO] - [E:46| 300]: Train Loss:0.0016244,  Val MRR:0.39149, 	ice0003
 | 
						|
2023-05-18 03:59:43,473 - ice0003 - [INFO] - [E:46| 400]: Train Loss:0.0016257,  Val MRR:0.39149, 	ice0003
 | 
						|
2023-05-18 04:00:58,090 - ice0003 - [INFO] - [E:46| 500]: Train Loss:0.0016259,  Val MRR:0.39149, 	ice0003
 | 
						|
2023-05-18 04:02:12,702 - ice0003 - [INFO] - [E:46| 600]: Train Loss:0.0016269,  Val MRR:0.39149, 	ice0003
 | 
						|
2023-05-18 04:03:27,349 - ice0003 - [INFO] - [E:46| 700]: Train Loss:0.0016273,  Val MRR:0.39149, 	ice0003
 | 
						|
2023-05-18 04:04:56,743 - ice0003 - [INFO] - [E:46| 800]: Train Loss:0.001628,  Val MRR:0.39149, 	ice0003
 | 
						|
2023-05-18 04:06:32,709 - ice0003 - [INFO] - [E:46| 900]: Train Loss:0.0016288,  Val MRR:0.39149, 	ice0003
 | 
						|
2023-05-18 04:07:29,563 - ice0003 - [INFO] - [Epoch:46]:  Training Loss:0.001629
 | 
						|
 | 
						|
2023-05-18 04:07:29,818 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 04:07:46,050 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 04:08:02,034 - ice0003 - [INFO] - [Evaluating Epoch 46 valid]: 
 | 
						|
	MRR: Tail : 0.41995, Head : 0.36366, Avg : 0.39181
 | 
						|
 | 
						|
2023-05-18 04:08:03,392 - ice0003 - [INFO] - [Epoch 46]:  Training Loss: 0.0016291,  Valid MRR: 0.39181, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 04:08:04,145 - ice0003 - [INFO] - [E:47| 0]: Train Loss:0.0016033,  Val MRR:0.39181, 	ice0003
 | 
						|
2023-05-18 04:09:18,709 - ice0003 - [INFO] - [E:47| 100]: Train Loss:0.0016183,  Val MRR:0.39181, 	ice0003
 | 
						|
2023-05-18 04:10:33,409 - ice0003 - [INFO] - [E:47| 200]: Train Loss:0.0016173,  Val MRR:0.39181, 	ice0003
 | 
						|
2023-05-18 04:11:48,064 - ice0003 - [INFO] - [E:47| 300]: Train Loss:0.0016182,  Val MRR:0.39181, 	ice0003
 | 
						|
2023-05-18 04:13:02,716 - ice0003 - [INFO] - [E:47| 400]: Train Loss:0.0016187,  Val MRR:0.39181, 	ice0003
 | 
						|
2023-05-18 04:14:17,392 - ice0003 - [INFO] - [E:47| 500]: Train Loss:0.0016193,  Val MRR:0.39181, 	ice0003
 | 
						|
2023-05-18 04:15:38,889 - ice0003 - [INFO] - [E:47| 600]: Train Loss:0.0016199,  Val MRR:0.39181, 	ice0003
 | 
						|
2023-05-18 04:17:14,855 - ice0003 - [INFO] - [E:47| 700]: Train Loss:0.0016206,  Val MRR:0.39181, 	ice0003
 | 
						|
2023-05-18 04:18:41,822 - ice0003 - [INFO] - [E:47| 800]: Train Loss:0.0016218,  Val MRR:0.39181, 	ice0003
 | 
						|
2023-05-18 04:19:56,427 - ice0003 - [INFO] - [E:47| 900]: Train Loss:0.0016222,  Val MRR:0.39181, 	ice0003
 | 
						|
2023-05-18 04:20:48,870 - ice0003 - [INFO] - [Epoch:47]:  Training Loss:0.001623
 | 
						|
 | 
						|
2023-05-18 04:20:49,124 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 04:21:05,384 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 04:21:21,385 - ice0003 - [INFO] - [Evaluating Epoch 47 valid]: 
 | 
						|
	MRR: Tail : 0.42604, Head : 0.37108, Avg : 0.39856
 | 
						|
 | 
						|
2023-05-18 04:21:22,704 - ice0003 - [INFO] - [Epoch 47]:  Training Loss: 0.0016225,  Valid MRR: 0.39856, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 04:21:23,460 - ice0003 - [INFO] - [E:48| 0]: Train Loss:0.0016142,  Val MRR:0.39856, 	ice0003
 | 
						|
2023-05-18 04:22:37,992 - ice0003 - [INFO] - [E:48| 100]: Train Loss:0.0016143,  Val MRR:0.39856, 	ice0003
 | 
						|
2023-05-18 04:23:52,522 - ice0003 - [INFO] - [E:48| 200]: Train Loss:0.001614,  Val MRR:0.39856, 	ice0003
 | 
						|
2023-05-18 04:25:07,138 - ice0003 - [INFO] - [E:48| 300]: Train Loss:0.0016151,  Val MRR:0.39856, 	ice0003
 | 
						|
2023-05-18 04:26:21,673 - ice0003 - [INFO] - [E:48| 400]: Train Loss:0.0016147,  Val MRR:0.39856, 	ice0003
 | 
						|
2023-05-18 04:27:52,940 - ice0003 - [INFO] - [E:48| 500]: Train Loss:0.0016149,  Val MRR:0.39856, 	ice0003
 | 
						|
2023-05-18 04:29:28,830 - ice0003 - [INFO] - [E:48| 600]: Train Loss:0.0016159,  Val MRR:0.39856, 	ice0003
 | 
						|
2023-05-18 04:30:46,032 - ice0003 - [INFO] - [E:48| 700]: Train Loss:0.0016154,  Val MRR:0.39856, 	ice0003
 | 
						|
2023-05-18 04:32:00,614 - ice0003 - [INFO] - [E:48| 800]: Train Loss:0.0016161,  Val MRR:0.39856, 	ice0003
 | 
						|
2023-05-18 04:33:15,154 - ice0003 - [INFO] - [E:48| 900]: Train Loss:0.0016164,  Val MRR:0.39856, 	ice0003
 | 
						|
2023-05-18 04:34:07,553 - ice0003 - [INFO] - [Epoch:48]:  Training Loss:0.001616
 | 
						|
 | 
						|
2023-05-18 04:34:07,806 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 04:34:24,041 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 04:34:40,035 - ice0003 - [INFO] - [Evaluating Epoch 48 valid]: 
 | 
						|
	MRR: Tail : 0.42321, Head : 0.36555, Avg : 0.39438
 | 
						|
 | 
						|
2023-05-18 04:34:40,035 - ice0003 - [INFO] - [Epoch 48]:  Training Loss: 0.0016164,  Valid MRR: 0.39856, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 04:34:40,796 - ice0003 - [INFO] - [E:49| 0]: Train Loss:0.0016226,  Val MRR:0.39856, 	ice0003
 | 
						|
2023-05-18 04:35:55,269 - ice0003 - [INFO] - [E:49| 100]: Train Loss:0.0016053,  Val MRR:0.39856, 	ice0003
 | 
						|
2023-05-18 04:37:09,765 - ice0003 - [INFO] - [E:49| 200]: Train Loss:0.0016057,  Val MRR:0.39856, 	ice0003
 | 
						|
2023-05-18 04:38:24,301 - ice0003 - [INFO] - [E:49| 300]: Train Loss:0.0016061,  Val MRR:0.39856, 	ice0003
 | 
						|
2023-05-18 04:39:56,892 - ice0003 - [INFO] - [E:49| 400]: Train Loss:0.0016069,  Val MRR:0.39856, 	ice0003
 | 
						|
2023-05-18 04:41:32,831 - ice0003 - [INFO] - [E:49| 500]: Train Loss:0.0016074,  Val MRR:0.39856, 	ice0003
 | 
						|
2023-05-18 04:42:48,675 - ice0003 - [INFO] - [E:49| 600]: Train Loss:0.0016087,  Val MRR:0.39856, 	ice0003
 | 
						|
2023-05-18 04:44:03,338 - ice0003 - [INFO] - [E:49| 700]: Train Loss:0.0016091,  Val MRR:0.39856, 	ice0003
 | 
						|
2023-05-18 04:45:17,987 - ice0003 - [INFO] - [E:49| 800]: Train Loss:0.0016098,  Val MRR:0.39856, 	ice0003
 | 
						|
2023-05-18 04:46:32,646 - ice0003 - [INFO] - [E:49| 900]: Train Loss:0.0016103,  Val MRR:0.39856, 	ice0003
 | 
						|
2023-05-18 04:47:25,153 - ice0003 - [INFO] - [Epoch:49]:  Training Loss:0.001611
 | 
						|
 | 
						|
2023-05-18 04:47:25,407 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 04:47:41,656 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 04:47:57,646 - ice0003 - [INFO] - [Evaluating Epoch 49 valid]: 
 | 
						|
	MRR: Tail : 0.42397, Head : 0.36684, Avg : 0.3954
 | 
						|
	MR: Tail : 736.28, Head : 807.49, Avg : 771.88
 | 
						|
	Hit-1: Tail : 0.33608, Head : 0.28013, Avg : 0.30811
 | 
						|
	Hit-3: Tail : 0.46656, Head : 0.40539, Avg : 0.43598
 | 
						|
	Hit-10: Tail : 0.58927, Head : 0.53526, Avg : 0.56226
 | 
						|
2023-05-18 04:47:57,646 - ice0003 - [INFO] - [Epoch 49]:  Training Loss: 0.0016108,  Valid MRR: 0.39856, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 04:47:58,404 - ice0003 - [INFO] - [E:50| 0]: Train Loss:0.0015757,  Val MRR:0.39856, 	ice0003
 | 
						|
2023-05-18 04:49:13,051 - ice0003 - [INFO] - [E:50| 100]: Train Loss:0.0016034,  Val MRR:0.39856, 	ice0003
 | 
						|
2023-05-18 04:50:27,915 - ice0003 - [INFO] - [E:50| 200]: Train Loss:0.0016013,  Val MRR:0.39856, 	ice0003
 | 
						|
2023-05-18 04:52:03,865 - ice0003 - [INFO] - [E:50| 300]: Train Loss:0.0016028,  Val MRR:0.39856, 	ice0003
 | 
						|
2023-05-18 04:53:37,459 - ice0003 - [INFO] - [E:50| 400]: Train Loss:0.0016035,  Val MRR:0.39856, 	ice0003
 | 
						|
2023-05-18 04:54:51,978 - ice0003 - [INFO] - [E:50| 500]: Train Loss:0.0016044,  Val MRR:0.39856, 	ice0003
 | 
						|
2023-05-18 04:56:06,504 - ice0003 - [INFO] - [E:50| 600]: Train Loss:0.0016043,  Val MRR:0.39856, 	ice0003
 | 
						|
2023-05-18 04:57:21,175 - ice0003 - [INFO] - [E:50| 700]: Train Loss:0.0016052,  Val MRR:0.39856, 	ice0003
 | 
						|
2023-05-18 04:58:35,729 - ice0003 - [INFO] - [E:50| 800]: Train Loss:0.0016052,  Val MRR:0.39856, 	ice0003
 | 
						|
2023-05-18 04:59:50,243 - ice0003 - [INFO] - [E:50| 900]: Train Loss:0.0016056,  Val MRR:0.39856, 	ice0003
 | 
						|
2023-05-18 05:00:42,621 - ice0003 - [INFO] - [Epoch:50]:  Training Loss:0.001606
 | 
						|
 | 
						|
2023-05-18 05:00:42,876 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 05:00:59,129 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 05:01:15,115 - ice0003 - [INFO] - [Evaluating Epoch 50 valid]: 
 | 
						|
	MRR: Tail : 0.42836, Head : 0.37331, Avg : 0.40084
 | 
						|
 | 
						|
2023-05-18 05:01:16,470 - ice0003 - [INFO] - [Epoch 50]:  Training Loss: 0.0016062,  Valid MRR: 0.40084, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 05:01:17,230 - ice0003 - [INFO] - [E:51| 0]: Train Loss:0.0016267,  Val MRR:0.40084, 	ice0003
 | 
						|
2023-05-18 05:02:42,272 - ice0003 - [INFO] - [E:51| 100]: Train Loss:0.0015993,  Val MRR:0.40084, 	ice0003
 | 
						|
2023-05-18 05:04:18,337 - ice0003 - [INFO] - [E:51| 200]: Train Loss:0.0015989,  Val MRR:0.40084, 	ice0003
 | 
						|
2023-05-18 05:05:41,700 - ice0003 - [INFO] - [E:51| 300]: Train Loss:0.0015985,  Val MRR:0.40084, 	ice0003
 | 
						|
2023-05-18 05:06:56,319 - ice0003 - [INFO] - [E:51| 400]: Train Loss:0.001599,  Val MRR:0.40084, 	ice0003
 | 
						|
2023-05-18 05:08:10,929 - ice0003 - [INFO] - [E:51| 500]: Train Loss:0.0015995,  Val MRR:0.40084, 	ice0003
 | 
						|
2023-05-18 05:09:25,556 - ice0003 - [INFO] - [E:51| 600]: Train Loss:0.0016,  Val MRR:0.40084, 	ice0003
 | 
						|
2023-05-18 05:10:40,184 - ice0003 - [INFO] - [E:51| 700]: Train Loss:0.0016001,  Val MRR:0.40084, 	ice0003
 | 
						|
2023-05-18 05:11:54,824 - ice0003 - [INFO] - [E:51| 800]: Train Loss:0.0016005,  Val MRR:0.40084, 	ice0003
 | 
						|
2023-05-18 05:13:09,449 - ice0003 - [INFO] - [E:51| 900]: Train Loss:0.0016006,  Val MRR:0.40084, 	ice0003
 | 
						|
2023-05-18 05:14:06,919 - ice0003 - [INFO] - [Epoch:51]:  Training Loss:0.001601
 | 
						|
 | 
						|
2023-05-18 05:14:07,252 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 05:14:28,193 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 05:14:48,808 - ice0003 - [INFO] - [Evaluating Epoch 51 valid]: 
 | 
						|
	MRR: Tail : 0.42941, Head : 0.37099, Avg : 0.4002
 | 
						|
 | 
						|
2023-05-18 05:14:48,808 - ice0003 - [INFO] - [Epoch 51]:  Training Loss: 0.001601,  Valid MRR: 0.40084, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 05:14:49,777 - ice0003 - [INFO] - [E:52| 0]: Train Loss:0.0015752,  Val MRR:0.40084, 	ice0003
 | 
						|
2023-05-18 05:16:25,686 - ice0003 - [INFO] - [E:52| 100]: Train Loss:0.0015948,  Val MRR:0.40084, 	ice0003
 | 
						|
2023-05-18 05:17:45,031 - ice0003 - [INFO] - [E:52| 200]: Train Loss:0.0015946,  Val MRR:0.40084, 	ice0003
 | 
						|
2023-05-18 05:18:59,561 - ice0003 - [INFO] - [E:52| 300]: Train Loss:0.0015943,  Val MRR:0.40084, 	ice0003
 | 
						|
2023-05-18 05:20:14,118 - ice0003 - [INFO] - [E:52| 400]: Train Loss:0.001595,  Val MRR:0.40084, 	ice0003
 | 
						|
2023-05-18 05:21:28,661 - ice0003 - [INFO] - [E:52| 500]: Train Loss:0.0015953,  Val MRR:0.40084, 	ice0003
 | 
						|
2023-05-18 05:22:43,263 - ice0003 - [INFO] - [E:52| 600]: Train Loss:0.0015955,  Val MRR:0.40084, 	ice0003
 | 
						|
2023-05-18 05:23:57,881 - ice0003 - [INFO] - [E:52| 700]: Train Loss:0.0015961,  Val MRR:0.40084, 	ice0003
 | 
						|
2023-05-18 05:25:12,467 - ice0003 - [INFO] - [E:52| 800]: Train Loss:0.0015969,  Val MRR:0.40084, 	ice0003
 | 
						|
2023-05-18 05:26:39,732 - ice0003 - [INFO] - [E:52| 900]: Train Loss:0.001597,  Val MRR:0.40084, 	ice0003
 | 
						|
2023-05-18 05:27:47,243 - ice0003 - [INFO] - [Epoch:52]:  Training Loss:0.001597
 | 
						|
 | 
						|
2023-05-18 05:27:47,575 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 05:28:08,511 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 05:28:29,121 - ice0003 - [INFO] - [Evaluating Epoch 52 valid]: 
 | 
						|
	MRR: Tail : 0.43069, Head : 0.37303, Avg : 0.40186
 | 
						|
 | 
						|
2023-05-18 05:28:30,510 - ice0003 - [INFO] - [Epoch 52]:  Training Loss: 0.001597,  Valid MRR: 0.40186, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 05:28:31,476 - ice0003 - [INFO] - [E:53| 0]: Train Loss:0.0015706,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 05:29:48,515 - ice0003 - [INFO] - [E:53| 100]: Train Loss:0.0015896,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 05:31:03,142 - ice0003 - [INFO] - [E:53| 200]: Train Loss:0.0015909,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 05:32:17,690 - ice0003 - [INFO] - [E:53| 300]: Train Loss:0.0015907,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 05:33:32,273 - ice0003 - [INFO] - [E:53| 400]: Train Loss:0.001591,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 05:34:46,848 - ice0003 - [INFO] - [E:53| 500]: Train Loss:0.0015921,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 05:36:01,413 - ice0003 - [INFO] - [E:53| 600]: Train Loss:0.0015923,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 05:37:15,984 - ice0003 - [INFO] - [E:53| 700]: Train Loss:0.0015927,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 05:38:45,500 - ice0003 - [INFO] - [E:53| 800]: Train Loss:0.0015928,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 05:40:21,495 - ice0003 - [INFO] - [E:53| 900]: Train Loss:0.0015933,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 05:41:18,219 - ice0003 - [INFO] - [Epoch:53]:  Training Loss:0.001593
 | 
						|
 | 
						|
2023-05-18 05:41:18,473 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 05:41:34,719 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 05:41:50,712 - ice0003 - [INFO] - [Evaluating Epoch 53 valid]: 
 | 
						|
	MRR: Tail : 0.42469, Head : 0.36937, Avg : 0.39703
 | 
						|
 | 
						|
2023-05-18 05:41:50,713 - ice0003 - [INFO] - [Epoch 53]:  Training Loss: 0.0015932,  Valid MRR: 0.40186, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 05:41:51,469 - ice0003 - [INFO] - [E:54| 0]: Train Loss:0.0015925,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 05:43:06,023 - ice0003 - [INFO] - [E:54| 100]: Train Loss:0.0015888,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 05:44:20,585 - ice0003 - [INFO] - [E:54| 200]: Train Loss:0.0015883,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 05:45:35,142 - ice0003 - [INFO] - [E:54| 300]: Train Loss:0.001588,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 05:46:49,685 - ice0003 - [INFO] - [E:54| 400]: Train Loss:0.0015879,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 05:48:04,232 - ice0003 - [INFO] - [E:54| 500]: Train Loss:0.0015877,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 05:49:18,790 - ice0003 - [INFO] - [E:54| 600]: Train Loss:0.0015883,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 05:50:50,099 - ice0003 - [INFO] - [E:54| 700]: Train Loss:0.0015884,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 05:52:26,127 - ice0003 - [INFO] - [E:54| 800]: Train Loss:0.0015887,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 05:53:43,115 - ice0003 - [INFO] - [E:54| 900]: Train Loss:0.0015889,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 05:54:35,528 - ice0003 - [INFO] - [Epoch:54]:  Training Loss:0.001589
 | 
						|
 | 
						|
2023-05-18 05:54:35,784 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 05:54:52,028 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 05:55:08,025 - ice0003 - [INFO] - [Evaluating Epoch 54 valid]: 
 | 
						|
	MRR: Tail : 0.42886, Head : 0.37067, Avg : 0.39976
 | 
						|
 | 
						|
2023-05-18 05:55:08,025 - ice0003 - [INFO] - [Epoch 54]:  Training Loss: 0.0015892,  Valid MRR: 0.40186, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 05:55:08,777 - ice0003 - [INFO] - [E:55| 0]: Train Loss:0.0015787,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 05:56:23,301 - ice0003 - [INFO] - [E:55| 100]: Train Loss:0.0015825,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 05:57:37,828 - ice0003 - [INFO] - [E:55| 200]: Train Loss:0.0015834,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 05:58:52,435 - ice0003 - [INFO] - [E:55| 300]: Train Loss:0.0015845,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 06:00:07,079 - ice0003 - [INFO] - [E:55| 400]: Train Loss:0.0015848,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 06:01:21,734 - ice0003 - [INFO] - [E:55| 500]: Train Loss:0.001585,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 06:02:56,617 - ice0003 - [INFO] - [E:55| 600]: Train Loss:0.0015847,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 06:04:31,664 - ice0003 - [INFO] - [E:55| 700]: Train Loss:0.0015849,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 06:05:46,239 - ice0003 - [INFO] - [E:55| 800]: Train Loss:0.0015856,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 06:07:00,823 - ice0003 - [INFO] - [E:55| 900]: Train Loss:0.0015861,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 06:07:53,276 - ice0003 - [INFO] - [Epoch:55]:  Training Loss:0.001587
 | 
						|
 | 
						|
2023-05-18 06:07:53,533 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 06:08:09,781 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 06:08:25,771 - ice0003 - [INFO] - [Evaluating Epoch 55 valid]: 
 | 
						|
	MRR: Tail : 0.42576, Head : 0.37072, Avg : 0.39824
 | 
						|
 | 
						|
2023-05-18 06:08:25,771 - ice0003 - [INFO] - [Epoch 55]:  Training Loss: 0.0015865,  Valid MRR: 0.40186, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 06:08:26,526 - ice0003 - [INFO] - [E:56| 0]: Train Loss:0.0015799,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 06:09:41,148 - ice0003 - [INFO] - [E:56| 100]: Train Loss:0.0015796,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 06:10:55,729 - ice0003 - [INFO] - [E:56| 200]: Train Loss:0.0015816,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 06:12:10,363 - ice0003 - [INFO] - [E:56| 300]: Train Loss:0.0015817,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 06:13:26,178 - ice0003 - [INFO] - [E:56| 400]: Train Loss:0.0015813,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 06:15:02,254 - ice0003 - [INFO] - [E:56| 500]: Train Loss:0.0015817,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 06:16:34,663 - ice0003 - [INFO] - [E:56| 600]: Train Loss:0.001582,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 06:17:49,224 - ice0003 - [INFO] - [E:56| 700]: Train Loss:0.0015821,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 06:19:03,767 - ice0003 - [INFO] - [E:56| 800]: Train Loss:0.0015822,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 06:20:18,324 - ice0003 - [INFO] - [E:56| 900]: Train Loss:0.0015828,  Val MRR:0.40186, 	ice0003
 | 
						|
2023-05-18 06:21:10,723 - ice0003 - [INFO] - [Epoch:56]:  Training Loss:0.001583
 | 
						|
 | 
						|
2023-05-18 06:21:10,976 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 06:21:27,227 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 06:21:43,218 - ice0003 - [INFO] - [Evaluating Epoch 56 valid]: 
 | 
						|
	MRR: Tail : 0.43205, Head : 0.37943, Avg : 0.40574
 | 
						|
 | 
						|
2023-05-18 06:21:44,560 - ice0003 - [INFO] - [Epoch 56]:  Training Loss: 0.0015829,  Valid MRR: 0.40574, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 06:21:45,319 - ice0003 - [INFO] - [E:57| 0]: Train Loss:0.0015884,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 06:22:59,873 - ice0003 - [INFO] - [E:57| 100]: Train Loss:0.0015787,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 06:24:14,521 - ice0003 - [INFO] - [E:57| 200]: Train Loss:0.0015785,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 06:25:42,045 - ice0003 - [INFO] - [E:57| 300]: Train Loss:0.0015778,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 06:27:18,046 - ice0003 - [INFO] - [E:57| 400]: Train Loss:0.0015786,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 06:28:38,848 - ice0003 - [INFO] - [E:57| 500]: Train Loss:0.001579,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 06:29:53,423 - ice0003 - [INFO] - [E:57| 600]: Train Loss:0.0015791,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 06:31:08,023 - ice0003 - [INFO] - [E:57| 700]: Train Loss:0.001579,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 06:32:22,641 - ice0003 - [INFO] - [E:57| 800]: Train Loss:0.0015793,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 06:33:37,190 - ice0003 - [INFO] - [E:57| 900]: Train Loss:0.0015797,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 06:34:29,600 - ice0003 - [INFO] - [Epoch:57]:  Training Loss:0.00158
 | 
						|
 | 
						|
2023-05-18 06:34:29,854 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 06:34:46,100 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 06:35:02,091 - ice0003 - [INFO] - [Evaluating Epoch 57 valid]: 
 | 
						|
	MRR: Tail : 0.43187, Head : 0.37399, Avg : 0.40293
 | 
						|
 | 
						|
2023-05-18 06:35:02,091 - ice0003 - [INFO] - [Epoch 57]:  Training Loss: 0.00158,  Valid MRR: 0.40574, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 06:35:02,848 - ice0003 - [INFO] - [E:58| 0]: Train Loss:0.0015567,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 06:36:17,393 - ice0003 - [INFO] - [E:58| 100]: Train Loss:0.0015742,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 06:37:47,667 - ice0003 - [INFO] - [E:58| 200]: Train Loss:0.001576,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 06:39:23,654 - ice0003 - [INFO] - [E:58| 300]: Train Loss:0.0015754,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 06:40:41,709 - ice0003 - [INFO] - [E:58| 400]: Train Loss:0.0015758,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 06:41:56,315 - ice0003 - [INFO] - [E:58| 500]: Train Loss:0.0015763,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 06:43:10,913 - ice0003 - [INFO] - [E:58| 600]: Train Loss:0.0015763,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 06:44:25,486 - ice0003 - [INFO] - [E:58| 700]: Train Loss:0.0015766,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 06:45:40,097 - ice0003 - [INFO] - [E:58| 800]: Train Loss:0.0015768,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 06:46:54,719 - ice0003 - [INFO] - [E:58| 900]: Train Loss:0.0015772,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 06:47:47,224 - ice0003 - [INFO] - [Epoch:58]:  Training Loss:0.001577
 | 
						|
 | 
						|
2023-05-18 06:47:47,478 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 06:48:03,735 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 06:48:19,737 - ice0003 - [INFO] - [Evaluating Epoch 58 valid]: 
 | 
						|
	MRR: Tail : 0.42985, Head : 0.37467, Avg : 0.40226
 | 
						|
 | 
						|
2023-05-18 06:48:19,737 - ice0003 - [INFO] - [Epoch 58]:  Training Loss: 0.0015774,  Valid MRR: 0.40574, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 06:48:20,492 - ice0003 - [INFO] - [E:59| 0]: Train Loss:0.0016176,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 06:49:54,353 - ice0003 - [INFO] - [E:59| 100]: Train Loss:0.0015742,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 06:51:30,313 - ice0003 - [INFO] - [E:59| 200]: Train Loss:0.0015734,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 06:52:44,879 - ice0003 - [INFO] - [E:59| 300]: Train Loss:0.0015733,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 06:53:59,461 - ice0003 - [INFO] - [E:59| 400]: Train Loss:0.0015734,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 06:55:14,021 - ice0003 - [INFO] - [E:59| 500]: Train Loss:0.0015737,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 06:56:28,592 - ice0003 - [INFO] - [E:59| 600]: Train Loss:0.0015737,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 06:57:43,226 - ice0003 - [INFO] - [E:59| 700]: Train Loss:0.0015743,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 06:58:57,795 - ice0003 - [INFO] - [E:59| 800]: Train Loss:0.0015747,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:00:12,319 - ice0003 - [INFO] - [E:59| 900]: Train Loss:0.0015749,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:01:17,237 - ice0003 - [INFO] - [Epoch:59]:  Training Loss:0.001575
 | 
						|
 | 
						|
2023-05-18 07:01:17,570 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 07:01:38,522 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 07:01:59,143 - ice0003 - [INFO] - [Evaluating Epoch 59 valid]: 
 | 
						|
	MRR: Tail : 0.43296, Head : 0.37577, Avg : 0.40436
 | 
						|
	MR: Tail : 722.81, Head : 796.43, Avg : 759.62
 | 
						|
	Hit-1: Tail : 0.34142, Head : 0.28778, Avg : 0.3146
 | 
						|
	Hit-3: Tail : 0.48198, Head : 0.41716, Avg : 0.44957
 | 
						|
	Hit-10: Tail : 0.6042, Head : 0.5446, Avg : 0.5744
 | 
						|
2023-05-18 07:01:59,143 - ice0003 - [INFO] - [Epoch 59]:  Training Loss: 0.0015748,  Valid MRR: 0.40574, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 07:02:00,107 - ice0003 - [INFO] - [E:60| 0]: Train Loss:0.0015974,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:03:33,476 - ice0003 - [INFO] - [E:60| 100]: Train Loss:0.0015703,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:04:48,106 - ice0003 - [INFO] - [E:60| 200]: Train Loss:0.0015689,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:06:02,715 - ice0003 - [INFO] - [E:60| 300]: Train Loss:0.0015701,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:07:17,378 - ice0003 - [INFO] - [E:60| 400]: Train Loss:0.0015707,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:08:32,024 - ice0003 - [INFO] - [E:60| 500]: Train Loss:0.001571,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:09:46,671 - ice0003 - [INFO] - [E:60| 600]: Train Loss:0.0015713,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:11:01,268 - ice0003 - [INFO] - [E:60| 700]: Train Loss:0.0015719,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:12:16,043 - ice0003 - [INFO] - [E:60| 800]: Train Loss:0.001572,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:13:52,064 - ice0003 - [INFO] - [E:60| 900]: Train Loss:0.0015722,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:14:59,576 - ice0003 - [INFO] - [Epoch:60]:  Training Loss:0.001573
 | 
						|
 | 
						|
2023-05-18 07:14:59,907 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 07:15:20,089 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 07:15:36,087 - ice0003 - [INFO] - [Evaluating Epoch 60 valid]: 
 | 
						|
	MRR: Tail : 0.432, Head : 0.37503, Avg : 0.40352
 | 
						|
 | 
						|
2023-05-18 07:15:36,087 - ice0003 - [INFO] - [Epoch 60]:  Training Loss: 0.0015726,  Valid MRR: 0.40574, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 07:15:36,838 - ice0003 - [INFO] - [E:61| 0]: Train Loss:0.0015712,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:16:51,449 - ice0003 - [INFO] - [E:61| 100]: Train Loss:0.00157,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:18:06,071 - ice0003 - [INFO] - [E:61| 200]: Train Loss:0.0015687,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:19:20,715 - ice0003 - [INFO] - [E:61| 300]: Train Loss:0.0015691,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:20:35,375 - ice0003 - [INFO] - [E:61| 400]: Train Loss:0.0015686,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:21:50,017 - ice0003 - [INFO] - [E:61| 500]: Train Loss:0.0015685,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:23:04,666 - ice0003 - [INFO] - [E:61| 600]: Train Loss:0.001569,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:24:22,621 - ice0003 - [INFO] - [E:61| 700]: Train Loss:0.0015689,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:25:58,597 - ice0003 - [INFO] - [E:61| 800]: Train Loss:0.0015692,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:27:29,022 - ice0003 - [INFO] - [E:61| 900]: Train Loss:0.0015695,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:28:21,438 - ice0003 - [INFO] - [Epoch:61]:  Training Loss:0.00157
 | 
						|
 | 
						|
2023-05-18 07:28:21,692 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 07:28:37,940 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 07:28:53,924 - ice0003 - [INFO] - [Evaluating Epoch 61 valid]: 
 | 
						|
	MRR: Tail : 0.43088, Head : 0.3725, Avg : 0.40169
 | 
						|
 | 
						|
2023-05-18 07:28:53,925 - ice0003 - [INFO] - [Epoch 61]:  Training Loss: 0.00157,  Valid MRR: 0.40574, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 07:28:54,678 - ice0003 - [INFO] - [E:62| 0]: Train Loss:0.0015666,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:30:09,220 - ice0003 - [INFO] - [E:62| 100]: Train Loss:0.001568,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:31:23,805 - ice0003 - [INFO] - [E:62| 200]: Train Loss:0.001567,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:32:38,412 - ice0003 - [INFO] - [E:62| 300]: Train Loss:0.0015672,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:33:53,095 - ice0003 - [INFO] - [E:62| 400]: Train Loss:0.0015673,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:35:07,725 - ice0003 - [INFO] - [E:62| 500]: Train Loss:0.0015674,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:36:28,132 - ice0003 - [INFO] - [E:62| 600]: Train Loss:0.0015676,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:38:04,155 - ice0003 - [INFO] - [E:62| 700]: Train Loss:0.0015679,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:39:32,225 - ice0003 - [INFO] - [E:62| 800]: Train Loss:0.0015682,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:40:46,836 - ice0003 - [INFO] - [E:62| 900]: Train Loss:0.0015683,  Val MRR:0.40574, 	ice0003
 | 
						|
2023-05-18 07:41:39,332 - ice0003 - [INFO] - [Epoch:62]:  Training Loss:0.001568
 | 
						|
 | 
						|
2023-05-18 07:41:39,587 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 07:41:55,843 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 07:42:11,844 - ice0003 - [INFO] - [Evaluating Epoch 62 valid]: 
 | 
						|
	MRR: Tail : 0.43594, Head : 0.38028, Avg : 0.40811
 | 
						|
 | 
						|
2023-05-18 07:42:13,188 - ice0003 - [INFO] - [Epoch 62]:  Training Loss: 0.0015683,  Valid MRR: 0.40811, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 07:42:13,941 - ice0003 - [INFO] - [E:63| 0]: Train Loss:0.0015946,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 07:43:28,511 - ice0003 - [INFO] - [E:63| 100]: Train Loss:0.0015645,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 07:44:43,084 - ice0003 - [INFO] - [E:63| 200]: Train Loss:0.0015649,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 07:45:57,591 - ice0003 - [INFO] - [E:63| 300]: Train Loss:0.0015639,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 07:47:12,257 - ice0003 - [INFO] - [E:63| 400]: Train Loss:0.0015641,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 07:48:43,150 - ice0003 - [INFO] - [E:63| 500]: Train Loss:0.0015642,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 07:50:19,098 - ice0003 - [INFO] - [E:63| 600]: Train Loss:0.0015644,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 07:51:36,605 - ice0003 - [INFO] - [E:63| 700]: Train Loss:0.0015649,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 07:52:51,189 - ice0003 - [INFO] - [E:63| 800]: Train Loss:0.0015654,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 07:54:05,878 - ice0003 - [INFO] - [E:63| 900]: Train Loss:0.0015657,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 07:54:58,400 - ice0003 - [INFO] - [Epoch:63]:  Training Loss:0.001566
 | 
						|
 | 
						|
2023-05-18 07:54:58,655 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 07:55:14,925 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 07:55:30,943 - ice0003 - [INFO] - [Evaluating Epoch 63 valid]: 
 | 
						|
	MRR: Tail : 0.43465, Head : 0.37515, Avg : 0.4049
 | 
						|
 | 
						|
2023-05-18 07:55:30,943 - ice0003 - [INFO] - [Epoch 63]:  Training Loss: 0.001566,  Valid MRR: 0.40811, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 07:55:31,703 - ice0003 - [INFO] - [E:64| 0]: Train Loss:0.0015874,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 07:56:46,410 - ice0003 - [INFO] - [E:64| 100]: Train Loss:0.0015629,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 07:58:01,090 - ice0003 - [INFO] - [E:64| 200]: Train Loss:0.0015624,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 07:59:15,785 - ice0003 - [INFO] - [E:64| 300]: Train Loss:0.0015622,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 08:00:49,758 - ice0003 - [INFO] - [E:64| 400]: Train Loss:0.0015635,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 08:02:25,850 - ice0003 - [INFO] - [E:64| 500]: Train Loss:0.0015641,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 08:03:40,508 - ice0003 - [INFO] - [E:64| 600]: Train Loss:0.0015639,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 08:04:55,146 - ice0003 - [INFO] - [E:64| 700]: Train Loss:0.001564,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 08:06:09,810 - ice0003 - [INFO] - [E:64| 800]: Train Loss:0.0015641,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 08:07:24,511 - ice0003 - [INFO] - [E:64| 900]: Train Loss:0.0015641,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 08:08:17,023 - ice0003 - [INFO] - [Epoch:64]:  Training Loss:0.001564
 | 
						|
 | 
						|
2023-05-18 08:08:17,282 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 08:08:33,550 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 08:08:49,558 - ice0003 - [INFO] - [Evaluating Epoch 64 valid]: 
 | 
						|
	MRR: Tail : 0.43627, Head : 0.37646, Avg : 0.40636
 | 
						|
 | 
						|
2023-05-18 08:08:49,558 - ice0003 - [INFO] - [Epoch 64]:  Training Loss: 0.0015643,  Valid MRR: 0.40811, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 08:08:50,313 - ice0003 - [INFO] - [E:65| 0]: Train Loss:0.0015579,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 08:10:04,975 - ice0003 - [INFO] - [E:65| 100]: Train Loss:0.0015594,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 08:11:20,273 - ice0003 - [INFO] - [E:65| 200]: Train Loss:0.0015608,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 08:12:56,419 - ice0003 - [INFO] - [E:65| 300]: Train Loss:0.0015608,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 08:14:29,736 - ice0003 - [INFO] - [E:65| 400]: Train Loss:0.0015613,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 08:15:44,405 - ice0003 - [INFO] - [E:65| 500]: Train Loss:0.0015616,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 08:16:59,028 - ice0003 - [INFO] - [E:65| 600]: Train Loss:0.0015616,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 08:18:13,816 - ice0003 - [INFO] - [E:65| 700]: Train Loss:0.0015615,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 08:19:28,504 - ice0003 - [INFO] - [E:65| 800]: Train Loss:0.0015622,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 08:20:43,208 - ice0003 - [INFO] - [E:65| 900]: Train Loss:0.0015623,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 08:21:35,726 - ice0003 - [INFO] - [Epoch:65]:  Training Loss:0.001563
 | 
						|
 | 
						|
2023-05-18 08:21:35,980 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 08:21:52,231 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 08:22:08,234 - ice0003 - [INFO] - [Evaluating Epoch 65 valid]: 
 | 
						|
	MRR: Tail : 0.43638, Head : 0.37789, Avg : 0.40714
 | 
						|
 | 
						|
2023-05-18 08:22:08,234 - ice0003 - [INFO] - [Epoch 65]:  Training Loss: 0.0015627,  Valid MRR: 0.40811, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 08:22:08,990 - ice0003 - [INFO] - [E:66| 0]: Train Loss:0.0015715,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 08:23:27,672 - ice0003 - [INFO] - [E:66| 100]: Train Loss:0.0015613,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 08:25:03,674 - ice0003 - [INFO] - [E:66| 200]: Train Loss:0.0015602,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 08:26:33,485 - ice0003 - [INFO] - [E:66| 300]: Train Loss:0.0015611,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 08:27:48,171 - ice0003 - [INFO] - [E:66| 400]: Train Loss:0.0015609,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 08:29:02,846 - ice0003 - [INFO] - [E:66| 500]: Train Loss:0.0015607,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 08:30:17,519 - ice0003 - [INFO] - [E:66| 600]: Train Loss:0.0015609,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 08:31:32,154 - ice0003 - [INFO] - [E:66| 700]: Train Loss:0.0015609,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 08:32:46,774 - ice0003 - [INFO] - [E:66| 800]: Train Loss:0.0015609,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 08:34:01,360 - ice0003 - [INFO] - [E:66| 900]: Train Loss:0.001561,  Val MRR:0.40811, 	ice0003
 | 
						|
2023-05-18 08:34:53,875 - ice0003 - [INFO] - [Epoch:66]:  Training Loss:0.001561
 | 
						|
 | 
						|
2023-05-18 08:34:54,130 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 08:35:12,382 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 08:35:32,993 - ice0003 - [INFO] - [Evaluating Epoch 66 valid]: 
 | 
						|
	MRR: Tail : 0.43972, Head : 0.38089, Avg : 0.41031
 | 
						|
 | 
						|
2023-05-18 08:35:34,435 - ice0003 - [INFO] - [Epoch 66]:  Training Loss: 0.001561,  Valid MRR: 0.41031, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 08:35:35,408 - ice0003 - [INFO] - [E:67| 0]: Train Loss:0.0015515,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 08:37:11,512 - ice0003 - [INFO] - [E:67| 100]: Train Loss:0.0015595,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 08:38:37,605 - ice0003 - [INFO] - [E:67| 200]: Train Loss:0.0015581,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 08:39:52,284 - ice0003 - [INFO] - [E:67| 300]: Train Loss:0.0015583,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 08:41:06,931 - ice0003 - [INFO] - [E:67| 400]: Train Loss:0.0015581,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 08:42:21,555 - ice0003 - [INFO] - [E:67| 500]: Train Loss:0.0015581,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 08:43:36,252 - ice0003 - [INFO] - [E:67| 600]: Train Loss:0.0015579,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 08:44:50,756 - ice0003 - [INFO] - [E:67| 700]: Train Loss:0.0015581,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 08:46:05,410 - ice0003 - [INFO] - [E:67| 800]: Train Loss:0.0015585,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 08:47:27,034 - ice0003 - [INFO] - [E:67| 900]: Train Loss:0.001559,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 08:48:34,597 - ice0003 - [INFO] - [Epoch:67]:  Training Loss:0.001559
 | 
						|
 | 
						|
2023-05-18 08:48:34,930 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 08:48:55,872 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 08:49:16,491 - ice0003 - [INFO] - [Evaluating Epoch 67 valid]: 
 | 
						|
	MRR: Tail : 0.43892, Head : 0.37956, Avg : 0.40924
 | 
						|
 | 
						|
2023-05-18 08:49:16,491 - ice0003 - [INFO] - [Epoch 67]:  Training Loss: 0.001559,  Valid MRR: 0.41031, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 08:49:17,460 - ice0003 - [INFO] - [E:68| 0]: Train Loss:0.0015288,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 08:50:41,310 - ice0003 - [INFO] - [E:68| 100]: Train Loss:0.0015588,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 08:51:56,024 - ice0003 - [INFO] - [E:68| 200]: Train Loss:0.0015574,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 08:53:10,718 - ice0003 - [INFO] - [E:68| 300]: Train Loss:0.0015571,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 08:54:25,431 - ice0003 - [INFO] - [E:68| 400]: Train Loss:0.0015567,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 08:55:40,097 - ice0003 - [INFO] - [E:68| 500]: Train Loss:0.0015569,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 08:56:54,802 - ice0003 - [INFO] - [E:68| 600]: Train Loss:0.0015567,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 08:58:09,526 - ice0003 - [INFO] - [E:68| 700]: Train Loss:0.0015572,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 08:59:35,519 - ice0003 - [INFO] - [E:68| 800]: Train Loss:0.0015576,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 09:01:11,609 - ice0003 - [INFO] - [E:68| 900]: Train Loss:0.0015579,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 09:02:11,954 - ice0003 - [INFO] - [Epoch:68]:  Training Loss:0.001558
 | 
						|
 | 
						|
2023-05-18 09:02:12,208 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 09:02:28,468 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 09:02:44,477 - ice0003 - [INFO] - [Evaluating Epoch 68 valid]: 
 | 
						|
	MRR: Tail : 0.43281, Head : 0.37825, Avg : 0.40553
 | 
						|
 | 
						|
2023-05-18 09:02:44,478 - ice0003 - [INFO] - [Epoch 68]:  Training Loss: 0.0015581,  Valid MRR: 0.41031, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 09:02:45,231 - ice0003 - [INFO] - [E:69| 0]: Train Loss:0.0015677,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 09:03:59,792 - ice0003 - [INFO] - [E:69| 100]: Train Loss:0.0015563,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 09:05:14,391 - ice0003 - [INFO] - [E:69| 200]: Train Loss:0.0015555,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 09:06:28,964 - ice0003 - [INFO] - [E:69| 300]: Train Loss:0.0015556,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 09:07:43,548 - ice0003 - [INFO] - [E:69| 400]: Train Loss:0.0015557,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 09:08:58,129 - ice0003 - [INFO] - [E:69| 500]: Train Loss:0.0015561,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 09:10:12,707 - ice0003 - [INFO] - [E:69| 600]: Train Loss:0.0015561,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 09:11:38,494 - ice0003 - [INFO] - [E:69| 700]: Train Loss:0.0015563,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 09:13:14,698 - ice0003 - [INFO] - [E:69| 800]: Train Loss:0.0015562,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 09:14:37,495 - ice0003 - [INFO] - [E:69| 900]: Train Loss:0.0015563,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 09:15:29,975 - ice0003 - [INFO] - [Epoch:69]:  Training Loss:0.001556
 | 
						|
 | 
						|
2023-05-18 09:15:30,229 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 09:15:46,480 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 09:16:02,479 - ice0003 - [INFO] - [Evaluating Epoch 69 valid]: 
 | 
						|
	MRR: Tail : 0.43933, Head : 0.37771, Avg : 0.40852
 | 
						|
	MR: Tail : 703.2, Head : 793.67, Avg : 748.44
 | 
						|
	Hit-1: Tail : 0.35089, Head : 0.28984, Avg : 0.32037
 | 
						|
	Hit-3: Tail : 0.48562, Head : 0.41656, Avg : 0.45109
 | 
						|
	Hit-10: Tail : 0.60262, Head : 0.5514, Avg : 0.57701
 | 
						|
2023-05-18 09:16:02,479 - ice0003 - [INFO] - [Epoch 69]:  Training Loss: 0.0015564,  Valid MRR: 0.41031, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 09:16:03,237 - ice0003 - [INFO] - [E:70| 0]: Train Loss:0.0015593,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 09:17:17,830 - ice0003 - [INFO] - [E:70| 100]: Train Loss:0.0015529,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 09:18:32,426 - ice0003 - [INFO] - [E:70| 200]: Train Loss:0.0015518,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 09:19:47,018 - ice0003 - [INFO] - [E:70| 300]: Train Loss:0.0015518,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 09:21:01,394 - ice0003 - [INFO] - [E:70| 400]: Train Loss:0.0015531,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 09:22:15,964 - ice0003 - [INFO] - [E:70| 500]: Train Loss:0.0015534,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 09:23:42,574 - ice0003 - [INFO] - [E:70| 600]: Train Loss:0.0015536,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 09:25:18,582 - ice0003 - [INFO] - [E:70| 700]: Train Loss:0.0015539,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 09:26:40,458 - ice0003 - [INFO] - [E:70| 800]: Train Loss:0.0015542,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 09:27:55,103 - ice0003 - [INFO] - [E:70| 900]: Train Loss:0.0015547,  Val MRR:0.41031, 	ice0003
 | 
						|
2023-05-18 09:28:47,542 - ice0003 - [INFO] - [Epoch:70]:  Training Loss:0.001555
 | 
						|
 | 
						|
2023-05-18 09:28:47,802 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 09:29:04,073 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 09:29:20,078 - ice0003 - [INFO] - [Evaluating Epoch 70 valid]: 
 | 
						|
	MRR: Tail : 0.44037, Head : 0.38299, Avg : 0.41168
 | 
						|
 | 
						|
2023-05-18 09:29:21,713 - ice0003 - [INFO] - [Epoch 70]:  Training Loss: 0.0015548,  Valid MRR: 0.41168, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 09:29:22,474 - ice0003 - [INFO] - [E:71| 0]: Train Loss:0.0015552,  Val MRR:0.41168, 	ice0003
 | 
						|
2023-05-18 09:30:37,045 - ice0003 - [INFO] - [E:71| 100]: Train Loss:0.0015503,  Val MRR:0.41168, 	ice0003
 | 
						|
2023-05-18 09:31:51,637 - ice0003 - [INFO] - [E:71| 200]: Train Loss:0.0015516,  Val MRR:0.41168, 	ice0003
 | 
						|
2023-05-18 09:33:06,259 - ice0003 - [INFO] - [E:71| 300]: Train Loss:0.0015518,  Val MRR:0.41168, 	ice0003
 | 
						|
2023-05-18 09:34:22,557 - ice0003 - [INFO] - [E:71| 400]: Train Loss:0.0015517,  Val MRR:0.41168, 	ice0003
 | 
						|
2023-05-18 09:35:58,637 - ice0003 - [INFO] - [E:71| 500]: Train Loss:0.0015518,  Val MRR:0.41168, 	ice0003
 | 
						|
2023-05-18 09:37:30,812 - ice0003 - [INFO] - [E:71| 600]: Train Loss:0.0015522,  Val MRR:0.41168, 	ice0003
 | 
						|
2023-05-18 09:38:45,429 - ice0003 - [INFO] - [E:71| 700]: Train Loss:0.0015527,  Val MRR:0.41168, 	ice0003
 | 
						|
2023-05-18 09:40:00,101 - ice0003 - [INFO] - [E:71| 800]: Train Loss:0.0015529,  Val MRR:0.41168, 	ice0003
 | 
						|
2023-05-18 09:41:14,755 - ice0003 - [INFO] - [E:71| 900]: Train Loss:0.0015531,  Val MRR:0.41168, 	ice0003
 | 
						|
2023-05-18 09:42:07,235 - ice0003 - [INFO] - [Epoch:71]:  Training Loss:0.001553
 | 
						|
 | 
						|
2023-05-18 09:42:07,489 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 09:42:23,744 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 09:42:39,743 - ice0003 - [INFO] - [Evaluating Epoch 71 valid]: 
 | 
						|
	MRR: Tail : 0.44236, Head : 0.38195, Avg : 0.41215
 | 
						|
 | 
						|
2023-05-18 09:42:41,126 - ice0003 - [INFO] - [Epoch 71]:  Training Loss: 0.0015534,  Valid MRR: 0.41215, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 09:42:41,881 - ice0003 - [INFO] - [E:72| 0]: Train Loss:0.0015648,  Val MRR:0.41215, 	ice0003
 | 
						|
2023-05-18 09:43:56,525 - ice0003 - [INFO] - [E:72| 100]: Train Loss:0.0015524,  Val MRR:0.41215, 	ice0003
 | 
						|
2023-05-18 09:45:11,101 - ice0003 - [INFO] - [E:72| 200]: Train Loss:0.0015508,  Val MRR:0.41215, 	ice0003
 | 
						|
2023-05-18 09:46:37,667 - ice0003 - [INFO] - [E:72| 300]: Train Loss:0.0015514,  Val MRR:0.41215, 	ice0003
 | 
						|
2023-05-18 09:48:13,691 - ice0003 - [INFO] - [E:72| 400]: Train Loss:0.0015515,  Val MRR:0.41215, 	ice0003
 | 
						|
2023-05-18 09:49:35,525 - ice0003 - [INFO] - [E:72| 500]: Train Loss:0.0015512,  Val MRR:0.41215, 	ice0003
 | 
						|
2023-05-18 09:50:50,076 - ice0003 - [INFO] - [E:72| 600]: Train Loss:0.0015516,  Val MRR:0.41215, 	ice0003
 | 
						|
2023-05-18 09:52:04,839 - ice0003 - [INFO] - [E:72| 700]: Train Loss:0.0015519,  Val MRR:0.41215, 	ice0003
 | 
						|
2023-05-18 09:53:19,538 - ice0003 - [INFO] - [E:72| 800]: Train Loss:0.0015522,  Val MRR:0.41215, 	ice0003
 | 
						|
2023-05-18 09:54:34,205 - ice0003 - [INFO] - [E:72| 900]: Train Loss:0.0015524,  Val MRR:0.41215, 	ice0003
 | 
						|
2023-05-18 09:55:26,707 - ice0003 - [INFO] - [Epoch:72]:  Training Loss:0.001552
 | 
						|
 | 
						|
2023-05-18 09:55:26,963 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 09:55:43,212 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 09:55:59,226 - ice0003 - [INFO] - [Evaluating Epoch 72 valid]: 
 | 
						|
	MRR: Tail : 0.44241, Head : 0.38232, Avg : 0.41237
 | 
						|
 | 
						|
2023-05-18 09:56:00,665 - ice0003 - [INFO] - [Epoch 72]:  Training Loss: 0.0015523,  Valid MRR: 0.41237, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 09:56:01,421 - ice0003 - [INFO] - [E:73| 0]: Train Loss:0.0015529,  Val MRR:0.41237, 	ice0003
 | 
						|
2023-05-18 09:57:18,741 - ice0003 - [INFO] - [E:73| 100]: Train Loss:0.0015519,  Val MRR:0.41237, 	ice0003
 | 
						|
2023-05-18 09:58:54,797 - ice0003 - [INFO] - [E:73| 200]: Train Loss:0.0015508,  Val MRR:0.41237, 	ice0003
 | 
						|
2023-05-18 10:00:25,797 - ice0003 - [INFO] - [E:73| 300]: Train Loss:0.0015503,  Val MRR:0.41237, 	ice0003
 | 
						|
2023-05-18 10:01:40,465 - ice0003 - [INFO] - [E:73| 400]: Train Loss:0.0015505,  Val MRR:0.41237, 	ice0003
 | 
						|
2023-05-18 10:02:55,109 - ice0003 - [INFO] - [E:73| 500]: Train Loss:0.0015505,  Val MRR:0.41237, 	ice0003
 | 
						|
2023-05-18 10:04:09,785 - ice0003 - [INFO] - [E:73| 600]: Train Loss:0.0015507,  Val MRR:0.41237, 	ice0003
 | 
						|
2023-05-18 10:05:24,435 - ice0003 - [INFO] - [E:73| 700]: Train Loss:0.0015505,  Val MRR:0.41237, 	ice0003
 | 
						|
2023-05-18 10:06:39,092 - ice0003 - [INFO] - [E:73| 800]: Train Loss:0.0015506,  Val MRR:0.41237, 	ice0003
 | 
						|
2023-05-18 10:07:53,756 - ice0003 - [INFO] - [E:73| 900]: Train Loss:0.0015509,  Val MRR:0.41237, 	ice0003
 | 
						|
2023-05-18 10:08:46,225 - ice0003 - [INFO] - [Epoch:73]:  Training Loss:0.001551
 | 
						|
 | 
						|
2023-05-18 10:08:46,479 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 10:09:02,740 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 10:09:18,757 - ice0003 - [INFO] - [Evaluating Epoch 73 valid]: 
 | 
						|
	MRR: Tail : 0.44327, Head : 0.38377, Avg : 0.41352
 | 
						|
 | 
						|
2023-05-18 10:09:20,330 - ice0003 - [INFO] - [Epoch 73]:  Training Loss: 0.001551,  Valid MRR: 0.41352, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 10:09:21,086 - ice0003 - [INFO] - [E:74| 0]: Train Loss:0.0015394,  Val MRR:0.41352, 	ice0003
 | 
						|
2023-05-18 10:10:25,386 - ice0003 - [INFO] - [E:74| 100]: Train Loss:0.0015492,  Val MRR:0.41352, 	ice0003
 | 
						|
2023-05-18 10:11:28,188 - ice0003 - [INFO] - [E:74| 200]: Train Loss:0.0015488,  Val MRR:0.41352, 	ice0003
 | 
						|
2023-05-18 10:12:30,983 - ice0003 - [INFO] - [E:74| 300]: Train Loss:0.0015481,  Val MRR:0.41352, 	ice0003
 | 
						|
2023-05-18 10:13:33,921 - ice0003 - [INFO] - [E:74| 400]: Train Loss:0.0015484,  Val MRR:0.41352, 	ice0003
 | 
						|
2023-05-18 10:14:36,875 - ice0003 - [INFO] - [E:74| 500]: Train Loss:0.0015488,  Val MRR:0.41352, 	ice0003
 | 
						|
2023-05-18 10:15:39,828 - ice0003 - [INFO] - [E:74| 600]: Train Loss:0.001549,  Val MRR:0.41352, 	ice0003
 | 
						|
2023-05-18 10:16:42,876 - ice0003 - [INFO] - [E:74| 700]: Train Loss:0.0015491,  Val MRR:0.41352, 	ice0003
 | 
						|
2023-05-18 10:17:45,700 - ice0003 - [INFO] - [E:74| 800]: Train Loss:0.0015492,  Val MRR:0.41352, 	ice0003
 | 
						|
2023-05-18 10:18:48,582 - ice0003 - [INFO] - [E:74| 900]: Train Loss:0.0015496,  Val MRR:0.41352, 	ice0003
 | 
						|
2023-05-18 10:19:32,785 - ice0003 - [INFO] - [Epoch:74]:  Training Loss:0.00155
 | 
						|
 | 
						|
2023-05-18 10:19:32,997 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 10:19:46,542 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 10:19:59,877 - ice0003 - [INFO] - [Evaluating Epoch 74 valid]: 
 | 
						|
	MRR: Tail : 0.44107, Head : 0.38147, Avg : 0.41127
 | 
						|
 | 
						|
2023-05-18 10:19:59,877 - ice0003 - [INFO] - [Epoch 74]:  Training Loss: 0.0015498,  Valid MRR: 0.41352, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 10:20:00,516 - ice0003 - [INFO] - [E:75| 0]: Train Loss:0.0015615,  Val MRR:0.41352, 	ice0003
 | 
						|
2023-05-18 10:21:03,362 - ice0003 - [INFO] - [E:75| 100]: Train Loss:0.0015483,  Val MRR:0.41352, 	ice0003
 | 
						|
2023-05-18 10:22:06,218 - ice0003 - [INFO] - [E:75| 200]: Train Loss:0.0015492,  Val MRR:0.41352, 	ice0003
 | 
						|
2023-05-18 10:23:09,064 - ice0003 - [INFO] - [E:75| 300]: Train Loss:0.0015486,  Val MRR:0.41352, 	ice0003
 | 
						|
2023-05-18 10:24:11,895 - ice0003 - [INFO] - [E:75| 400]: Train Loss:0.0015488,  Val MRR:0.41352, 	ice0003
 | 
						|
2023-05-18 10:25:14,783 - ice0003 - [INFO] - [E:75| 500]: Train Loss:0.0015491,  Val MRR:0.41352, 	ice0003
 | 
						|
2023-05-18 10:26:17,624 - ice0003 - [INFO] - [E:75| 600]: Train Loss:0.0015491,  Val MRR:0.41352, 	ice0003
 | 
						|
2023-05-18 10:27:20,476 - ice0003 - [INFO] - [E:75| 700]: Train Loss:0.0015491,  Val MRR:0.41352, 	ice0003
 | 
						|
2023-05-18 10:28:23,318 - ice0003 - [INFO] - [E:75| 800]: Train Loss:0.001549,  Val MRR:0.41352, 	ice0003
 | 
						|
2023-05-18 10:29:26,155 - ice0003 - [INFO] - [E:75| 900]: Train Loss:0.0015491,  Val MRR:0.41352, 	ice0003
 | 
						|
2023-05-18 10:30:10,335 - ice0003 - [INFO] - [Epoch:75]:  Training Loss:0.001549
 | 
						|
 | 
						|
2023-05-18 10:30:10,547 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 10:30:24,088 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 10:30:37,409 - ice0003 - [INFO] - [Evaluating Epoch 75 valid]: 
 | 
						|
	MRR: Tail : 0.44432, Head : 0.38281, Avg : 0.41356
 | 
						|
 | 
						|
2023-05-18 10:30:38,746 - ice0003 - [INFO] - [Epoch 75]:  Training Loss: 0.0015492,  Valid MRR: 0.41356, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 10:30:39,388 - ice0003 - [INFO] - [E:76| 0]: Train Loss:0.0015318,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 10:31:42,231 - ice0003 - [INFO] - [E:76| 100]: Train Loss:0.0015435,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 10:32:45,067 - ice0003 - [INFO] - [E:76| 200]: Train Loss:0.001544,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 10:33:48,055 - ice0003 - [INFO] - [E:76| 300]: Train Loss:0.0015451,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 10:34:50,958 - ice0003 - [INFO] - [E:76| 400]: Train Loss:0.0015458,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 10:35:53,924 - ice0003 - [INFO] - [E:76| 500]: Train Loss:0.0015464,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 10:36:56,876 - ice0003 - [INFO] - [E:76| 600]: Train Loss:0.0015466,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 10:37:59,808 - ice0003 - [INFO] - [E:76| 700]: Train Loss:0.0015468,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 10:39:02,776 - ice0003 - [INFO] - [E:76| 800]: Train Loss:0.0015469,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 10:40:05,739 - ice0003 - [INFO] - [E:76| 900]: Train Loss:0.0015471,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 10:40:50,005 - ice0003 - [INFO] - [Epoch:76]:  Training Loss:0.001548
 | 
						|
 | 
						|
2023-05-18 10:40:50,218 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 10:41:03,771 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 10:41:17,119 - ice0003 - [INFO] - [Evaluating Epoch 76 valid]: 
 | 
						|
	MRR: Tail : 0.43969, Head : 0.38041, Avg : 0.41005
 | 
						|
 | 
						|
2023-05-18 10:41:17,119 - ice0003 - [INFO] - [Epoch 76]:  Training Loss: 0.0015475,  Valid MRR: 0.41356, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 10:41:17,758 - ice0003 - [INFO] - [E:77| 0]: Train Loss:0.0015279,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 10:42:20,819 - ice0003 - [INFO] - [E:77| 100]: Train Loss:0.0015444,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 10:43:23,656 - ice0003 - [INFO] - [E:77| 200]: Train Loss:0.0015448,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 10:44:26,524 - ice0003 - [INFO] - [E:77| 300]: Train Loss:0.0015453,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 10:45:29,320 - ice0003 - [INFO] - [E:77| 400]: Train Loss:0.0015455,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 10:46:32,194 - ice0003 - [INFO] - [E:77| 500]: Train Loss:0.0015458,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 10:47:35,133 - ice0003 - [INFO] - [E:77| 600]: Train Loss:0.0015462,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 10:48:38,078 - ice0003 - [INFO] - [E:77| 700]: Train Loss:0.0015465,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 10:49:41,023 - ice0003 - [INFO] - [E:77| 800]: Train Loss:0.0015466,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 10:50:43,978 - ice0003 - [INFO] - [E:77| 900]: Train Loss:0.0015465,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 10:51:28,278 - ice0003 - [INFO] - [Epoch:77]:  Training Loss:0.001547
 | 
						|
 | 
						|
2023-05-18 10:51:28,491 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 10:51:42,033 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 10:51:55,360 - ice0003 - [INFO] - [Evaluating Epoch 77 valid]: 
 | 
						|
	MRR: Tail : 0.44016, Head : 0.38647, Avg : 0.41332
 | 
						|
 | 
						|
2023-05-18 10:51:55,360 - ice0003 - [INFO] - [Epoch 77]:  Training Loss: 0.0015465,  Valid MRR: 0.41356, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 10:51:55,995 - ice0003 - [INFO] - [E:78| 0]: Train Loss:0.0015461,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 10:52:58,882 - ice0003 - [INFO] - [E:78| 100]: Train Loss:0.0015424,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 10:54:01,799 - ice0003 - [INFO] - [E:78| 200]: Train Loss:0.0015432,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 10:55:04,641 - ice0003 - [INFO] - [E:78| 300]: Train Loss:0.0015443,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 10:56:07,507 - ice0003 - [INFO] - [E:78| 400]: Train Loss:0.0015449,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 10:57:10,410 - ice0003 - [INFO] - [E:78| 500]: Train Loss:0.0015453,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 10:58:13,248 - ice0003 - [INFO] - [E:78| 600]: Train Loss:0.0015447,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 10:59:16,086 - ice0003 - [INFO] - [E:78| 700]: Train Loss:0.0015449,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:00:18,944 - ice0003 - [INFO] - [E:78| 800]: Train Loss:0.0015453,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:01:21,754 - ice0003 - [INFO] - [E:78| 900]: Train Loss:0.0015454,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:02:05,896 - ice0003 - [INFO] - [Epoch:78]:  Training Loss:0.001545
 | 
						|
 | 
						|
2023-05-18 11:02:06,108 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 11:02:19,641 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 11:02:32,977 - ice0003 - [INFO] - [Evaluating Epoch 78 valid]: 
 | 
						|
	MRR: Tail : 0.44065, Head : 0.38549, Avg : 0.41307
 | 
						|
 | 
						|
2023-05-18 11:02:32,977 - ice0003 - [INFO] - [Epoch 78]:  Training Loss: 0.0015454,  Valid MRR: 0.41356, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 11:02:33,615 - ice0003 - [INFO] - [E:79| 0]: Train Loss:0.0015306,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:03:36,412 - ice0003 - [INFO] - [E:79| 100]: Train Loss:0.0015428,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:04:39,217 - ice0003 - [INFO] - [E:79| 200]: Train Loss:0.0015432,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:05:42,005 - ice0003 - [INFO] - [E:79| 300]: Train Loss:0.001544,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:06:44,809 - ice0003 - [INFO] - [E:79| 400]: Train Loss:0.0015441,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:07:47,615 - ice0003 - [INFO] - [E:79| 500]: Train Loss:0.0015444,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:08:50,496 - ice0003 - [INFO] - [E:79| 600]: Train Loss:0.0015443,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:09:53,320 - ice0003 - [INFO] - [E:79| 700]: Train Loss:0.0015441,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:10:56,145 - ice0003 - [INFO] - [E:79| 800]: Train Loss:0.0015442,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:11:58,947 - ice0003 - [INFO] - [E:79| 900]: Train Loss:0.0015447,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:12:43,187 - ice0003 - [INFO] - [Epoch:79]:  Training Loss:0.001545
 | 
						|
 | 
						|
2023-05-18 11:12:43,399 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 11:12:56,956 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 11:13:10,280 - ice0003 - [INFO] - [Evaluating Epoch 79 valid]: 
 | 
						|
	MRR: Tail : 0.44052, Head : 0.38059, Avg : 0.41056
 | 
						|
	MR: Tail : 716.14, Head : 820.9, Avg : 768.52
 | 
						|
	Hit-1: Tail : 0.35113, Head : 0.2936, Avg : 0.32237
 | 
						|
	Hit-3: Tail : 0.48671, Head : 0.4185, Avg : 0.4526
 | 
						|
	Hit-10: Tail : 0.60723, Head : 0.55177, Avg : 0.5795
 | 
						|
2023-05-18 11:13:10,281 - ice0003 - [INFO] - [Epoch 79]:  Training Loss: 0.0015447,  Valid MRR: 0.41356, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 11:13:10,916 - ice0003 - [INFO] - [E:80| 0]: Train Loss:0.001526,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:14:13,896 - ice0003 - [INFO] - [E:80| 100]: Train Loss:0.0015424,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:15:16,829 - ice0003 - [INFO] - [E:80| 200]: Train Loss:0.0015426,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:16:19,647 - ice0003 - [INFO] - [E:80| 300]: Train Loss:0.0015426,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:17:22,629 - ice0003 - [INFO] - [E:80| 400]: Train Loss:0.0015424,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:18:25,536 - ice0003 - [INFO] - [E:80| 500]: Train Loss:0.0015426,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:19:28,440 - ice0003 - [INFO] - [E:80| 600]: Train Loss:0.0015431,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:20:31,354 - ice0003 - [INFO] - [E:80| 700]: Train Loss:0.0015431,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:21:34,242 - ice0003 - [INFO] - [E:80| 800]: Train Loss:0.0015433,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:22:37,017 - ice0003 - [INFO] - [E:80| 900]: Train Loss:0.0015438,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:23:21,229 - ice0003 - [INFO] - [Epoch:80]:  Training Loss:0.001544
 | 
						|
 | 
						|
2023-05-18 11:23:21,441 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 11:23:34,978 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 11:23:48,323 - ice0003 - [INFO] - [Evaluating Epoch 80 valid]: 
 | 
						|
	MRR: Tail : 0.43665, Head : 0.38169, Avg : 0.40917
 | 
						|
 | 
						|
2023-05-18 11:23:48,323 - ice0003 - [INFO] - [Epoch 80]:  Training Loss: 0.001544,  Valid MRR: 0.41356, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 11:23:48,960 - ice0003 - [INFO] - [E:81| 0]: Train Loss:0.001541,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:24:51,856 - ice0003 - [INFO] - [E:81| 100]: Train Loss:0.0015408,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:25:54,721 - ice0003 - [INFO] - [E:81| 200]: Train Loss:0.0015418,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:26:57,514 - ice0003 - [INFO] - [E:81| 300]: Train Loss:0.0015427,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:28:00,342 - ice0003 - [INFO] - [E:81| 400]: Train Loss:0.001543,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:29:03,158 - ice0003 - [INFO] - [E:81| 500]: Train Loss:0.0015428,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:30:05,979 - ice0003 - [INFO] - [E:81| 600]: Train Loss:0.0015431,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:31:08,799 - ice0003 - [INFO] - [E:81| 700]: Train Loss:0.001543,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:32:11,594 - ice0003 - [INFO] - [E:81| 800]: Train Loss:0.001543,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:33:14,376 - ice0003 - [INFO] - [E:81| 900]: Train Loss:0.0015432,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:33:58,695 - ice0003 - [INFO] - [Epoch:81]:  Training Loss:0.001543
 | 
						|
 | 
						|
2023-05-18 11:33:58,907 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 11:34:12,455 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 11:34:25,778 - ice0003 - [INFO] - [Evaluating Epoch 81 valid]: 
 | 
						|
	MRR: Tail : 0.43878, Head : 0.38291, Avg : 0.41085
 | 
						|
 | 
						|
2023-05-18 11:34:25,779 - ice0003 - [INFO] - [Epoch 81]:  Training Loss: 0.0015435,  Valid MRR: 0.41356, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 11:34:26,416 - ice0003 - [INFO] - [E:82| 0]: Train Loss:0.0015255,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:35:29,250 - ice0003 - [INFO] - [E:82| 100]: Train Loss:0.0015409,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:36:32,056 - ice0003 - [INFO] - [E:82| 200]: Train Loss:0.0015397,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:37:34,935 - ice0003 - [INFO] - [E:82| 300]: Train Loss:0.00154,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:38:37,824 - ice0003 - [INFO] - [E:82| 400]: Train Loss:0.0015405,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:39:40,751 - ice0003 - [INFO] - [E:82| 500]: Train Loss:0.0015409,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:40:43,644 - ice0003 - [INFO] - [E:82| 600]: Train Loss:0.0015412,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:41:46,531 - ice0003 - [INFO] - [E:82| 700]: Train Loss:0.0015415,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:42:49,533 - ice0003 - [INFO] - [E:82| 800]: Train Loss:0.0015415,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:43:52,379 - ice0003 - [INFO] - [E:82| 900]: Train Loss:0.0015417,  Val MRR:0.41356, 	ice0003
 | 
						|
2023-05-18 11:44:36,583 - ice0003 - [INFO] - [Epoch:82]:  Training Loss:0.001542
 | 
						|
 | 
						|
2023-05-18 11:44:36,796 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 11:44:50,328 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 11:45:03,671 - ice0003 - [INFO] - [Evaluating Epoch 82 valid]: 
 | 
						|
	MRR: Tail : 0.44063, Head : 0.38681, Avg : 0.41372
 | 
						|
 | 
						|
2023-05-18 11:45:05,354 - ice0003 - [INFO] - [Epoch 82]:  Training Loss: 0.001542,  Valid MRR: 0.41372, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 11:45:05,997 - ice0003 - [INFO] - [E:83| 0]: Train Loss:0.0015389,  Val MRR:0.41372, 	ice0003
 | 
						|
2023-05-18 11:46:08,933 - ice0003 - [INFO] - [E:83| 100]: Train Loss:0.0015408,  Val MRR:0.41372, 	ice0003
 | 
						|
2023-05-18 11:47:11,898 - ice0003 - [INFO] - [E:83| 200]: Train Loss:0.0015394,  Val MRR:0.41372, 	ice0003
 | 
						|
2023-05-18 11:48:14,849 - ice0003 - [INFO] - [E:83| 300]: Train Loss:0.0015403,  Val MRR:0.41372, 	ice0003
 | 
						|
2023-05-18 11:49:17,808 - ice0003 - [INFO] - [E:83| 400]: Train Loss:0.0015404,  Val MRR:0.41372, 	ice0003
 | 
						|
2023-05-18 11:50:20,678 - ice0003 - [INFO] - [E:83| 500]: Train Loss:0.0015405,  Val MRR:0.41372, 	ice0003
 | 
						|
2023-05-18 11:51:23,667 - ice0003 - [INFO] - [E:83| 600]: Train Loss:0.0015408,  Val MRR:0.41372, 	ice0003
 | 
						|
2023-05-18 11:52:26,531 - ice0003 - [INFO] - [E:83| 700]: Train Loss:0.001541,  Val MRR:0.41372, 	ice0003
 | 
						|
2023-05-18 11:53:29,355 - ice0003 - [INFO] - [E:83| 800]: Train Loss:0.001541,  Val MRR:0.41372, 	ice0003
 | 
						|
2023-05-18 11:54:32,132 - ice0003 - [INFO] - [E:83| 900]: Train Loss:0.0015411,  Val MRR:0.41372, 	ice0003
 | 
						|
2023-05-18 11:55:16,309 - ice0003 - [INFO] - [Epoch:83]:  Training Loss:0.001541
 | 
						|
 | 
						|
2023-05-18 11:55:16,520 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 11:55:30,054 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 11:55:43,376 - ice0003 - [INFO] - [Evaluating Epoch 83 valid]: 
 | 
						|
	MRR: Tail : 0.4441, Head : 0.38698, Avg : 0.41554
 | 
						|
 | 
						|
2023-05-18 11:55:44,963 - ice0003 - [INFO] - [Epoch 83]:  Training Loss: 0.001541,  Valid MRR: 0.41554, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 11:55:45,606 - ice0003 - [INFO] - [E:84| 0]: Train Loss:0.0015339,  Val MRR:0.41554, 	ice0003
 | 
						|
2023-05-18 11:56:48,402 - ice0003 - [INFO] - [E:84| 100]: Train Loss:0.0015387,  Val MRR:0.41554, 	ice0003
 | 
						|
2023-05-18 11:57:51,192 - ice0003 - [INFO] - [E:84| 200]: Train Loss:0.0015391,  Val MRR:0.41554, 	ice0003
 | 
						|
2023-05-18 11:58:53,982 - ice0003 - [INFO] - [E:84| 300]: Train Loss:0.0015388,  Val MRR:0.41554, 	ice0003
 | 
						|
2023-05-18 11:59:56,878 - ice0003 - [INFO] - [E:84| 400]: Train Loss:0.0015391,  Val MRR:0.41554, 	ice0003
 | 
						|
2023-05-18 12:00:59,677 - ice0003 - [INFO] - [E:84| 500]: Train Loss:0.0015395,  Val MRR:0.41554, 	ice0003
 | 
						|
2023-05-18 12:02:02,474 - ice0003 - [INFO] - [E:84| 600]: Train Loss:0.0015396,  Val MRR:0.41554, 	ice0003
 | 
						|
2023-05-18 12:03:05,283 - ice0003 - [INFO] - [E:84| 700]: Train Loss:0.0015399,  Val MRR:0.41554, 	ice0003
 | 
						|
2023-05-18 12:04:08,084 - ice0003 - [INFO] - [E:84| 800]: Train Loss:0.0015398,  Val MRR:0.41554, 	ice0003
 | 
						|
2023-05-18 12:05:10,891 - ice0003 - [INFO] - [E:84| 900]: Train Loss:0.0015401,  Val MRR:0.41554, 	ice0003
 | 
						|
2023-05-18 12:05:55,056 - ice0003 - [INFO] - [Epoch:84]:  Training Loss:0.00154
 | 
						|
 | 
						|
2023-05-18 12:05:55,269 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 12:06:08,807 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 12:06:22,158 - ice0003 - [INFO] - [Evaluating Epoch 84 valid]: 
 | 
						|
	MRR: Tail : 0.44462, Head : 0.38621, Avg : 0.41541
 | 
						|
 | 
						|
2023-05-18 12:06:22,158 - ice0003 - [INFO] - [Epoch 84]:  Training Loss: 0.0015402,  Valid MRR: 0.41554, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 12:06:22,796 - ice0003 - [INFO] - [E:85| 0]: Train Loss:0.0015372,  Val MRR:0.41554, 	ice0003
 | 
						|
2023-05-18 12:07:25,571 - ice0003 - [INFO] - [E:85| 100]: Train Loss:0.0015396,  Val MRR:0.41554, 	ice0003
 | 
						|
2023-05-18 12:08:28,433 - ice0003 - [INFO] - [E:85| 200]: Train Loss:0.0015388,  Val MRR:0.41554, 	ice0003
 | 
						|
2023-05-18 12:09:31,241 - ice0003 - [INFO] - [E:85| 300]: Train Loss:0.0015388,  Val MRR:0.41554, 	ice0003
 | 
						|
2023-05-18 12:10:34,052 - ice0003 - [INFO] - [E:85| 400]: Train Loss:0.0015389,  Val MRR:0.41554, 	ice0003
 | 
						|
2023-05-18 12:11:36,904 - ice0003 - [INFO] - [E:85| 500]: Train Loss:0.0015393,  Val MRR:0.41554, 	ice0003
 | 
						|
2023-05-18 12:12:39,685 - ice0003 - [INFO] - [E:85| 600]: Train Loss:0.0015394,  Val MRR:0.41554, 	ice0003
 | 
						|
2023-05-18 12:13:42,475 - ice0003 - [INFO] - [E:85| 700]: Train Loss:0.0015397,  Val MRR:0.41554, 	ice0003
 | 
						|
2023-05-18 12:14:45,279 - ice0003 - [INFO] - [E:85| 800]: Train Loss:0.0015397,  Val MRR:0.41554, 	ice0003
 | 
						|
2023-05-18 12:15:48,117 - ice0003 - [INFO] - [E:85| 900]: Train Loss:0.0015396,  Val MRR:0.41554, 	ice0003
 | 
						|
2023-05-18 12:16:32,263 - ice0003 - [INFO] - [Epoch:85]:  Training Loss:0.00154
 | 
						|
 | 
						|
2023-05-18 12:16:32,475 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 12:16:46,035 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 12:16:59,429 - ice0003 - [INFO] - [Evaluating Epoch 85 valid]: 
 | 
						|
	MRR: Tail : 0.449, Head : 0.38929, Avg : 0.41915
 | 
						|
 | 
						|
2023-05-18 12:17:01,204 - ice0003 - [INFO] - [Epoch 85]:  Training Loss: 0.0015399,  Valid MRR: 0.41915, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 12:17:01,848 - ice0003 - [INFO] - [E:86| 0]: Train Loss:0.0015514,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:18:04,654 - ice0003 - [INFO] - [E:86| 100]: Train Loss:0.0015379,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:19:07,605 - ice0003 - [INFO] - [E:86| 200]: Train Loss:0.0015372,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:20:10,532 - ice0003 - [INFO] - [E:86| 300]: Train Loss:0.0015378,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:21:13,423 - ice0003 - [INFO] - [E:86| 400]: Train Loss:0.001538,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:22:16,259 - ice0003 - [INFO] - [E:86| 500]: Train Loss:0.0015384,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:23:19,100 - ice0003 - [INFO] - [E:86| 600]: Train Loss:0.0015384,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:24:21,897 - ice0003 - [INFO] - [E:86| 700]: Train Loss:0.0015386,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:25:24,817 - ice0003 - [INFO] - [E:86| 800]: Train Loss:0.0015386,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:26:27,697 - ice0003 - [INFO] - [E:86| 900]: Train Loss:0.0015388,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:27:11,819 - ice0003 - [INFO] - [Epoch:86]:  Training Loss:0.001539
 | 
						|
 | 
						|
2023-05-18 12:27:12,030 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 12:27:25,569 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 12:27:38,903 - ice0003 - [INFO] - [Evaluating Epoch 86 valid]: 
 | 
						|
	MRR: Tail : 0.44898, Head : 0.38845, Avg : 0.41871
 | 
						|
 | 
						|
2023-05-18 12:27:38,903 - ice0003 - [INFO] - [Epoch 86]:  Training Loss: 0.001539,  Valid MRR: 0.41915, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 12:27:39,539 - ice0003 - [INFO] - [E:87| 0]: Train Loss:0.0015397,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:28:42,357 - ice0003 - [INFO] - [E:87| 100]: Train Loss:0.0015373,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:29:45,159 - ice0003 - [INFO] - [E:87| 200]: Train Loss:0.0015368,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:30:47,955 - ice0003 - [INFO] - [E:87| 300]: Train Loss:0.0015371,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:31:50,797 - ice0003 - [INFO] - [E:87| 400]: Train Loss:0.0015371,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:32:53,579 - ice0003 - [INFO] - [E:87| 500]: Train Loss:0.0015375,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:33:56,370 - ice0003 - [INFO] - [E:87| 600]: Train Loss:0.0015376,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:34:59,245 - ice0003 - [INFO] - [E:87| 700]: Train Loss:0.0015377,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:36:02,059 - ice0003 - [INFO] - [E:87| 800]: Train Loss:0.0015379,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:37:04,855 - ice0003 - [INFO] - [E:87| 900]: Train Loss:0.0015379,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:37:49,029 - ice0003 - [INFO] - [Epoch:87]:  Training Loss:0.001538
 | 
						|
 | 
						|
2023-05-18 12:37:49,241 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 12:38:02,766 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 12:38:16,093 - ice0003 - [INFO] - [Evaluating Epoch 87 valid]: 
 | 
						|
	MRR: Tail : 0.44401, Head : 0.38233, Avg : 0.41317
 | 
						|
 | 
						|
2023-05-18 12:38:16,093 - ice0003 - [INFO] - [Epoch 87]:  Training Loss: 0.0015381,  Valid MRR: 0.41915, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 12:38:16,730 - ice0003 - [INFO] - [E:88| 0]: Train Loss:0.0015382,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:39:19,666 - ice0003 - [INFO] - [E:88| 100]: Train Loss:0.0015367,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:40:22,609 - ice0003 - [INFO] - [E:88| 200]: Train Loss:0.0015367,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:41:25,562 - ice0003 - [INFO] - [E:88| 300]: Train Loss:0.0015364,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:42:28,520 - ice0003 - [INFO] - [E:88| 400]: Train Loss:0.0015363,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:43:31,479 - ice0003 - [INFO] - [E:88| 500]: Train Loss:0.0015365,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:44:34,269 - ice0003 - [INFO] - [E:88| 600]: Train Loss:0.0015368,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:45:37,086 - ice0003 - [INFO] - [E:88| 700]: Train Loss:0.001537,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:46:39,892 - ice0003 - [INFO] - [E:88| 800]: Train Loss:0.001537,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:47:42,687 - ice0003 - [INFO] - [E:88| 900]: Train Loss:0.0015374,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:48:26,840 - ice0003 - [INFO] - [Epoch:88]:  Training Loss:0.001537
 | 
						|
 | 
						|
2023-05-18 12:48:27,052 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 12:48:40,591 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 12:48:53,928 - ice0003 - [INFO] - [Evaluating Epoch 88 valid]: 
 | 
						|
	MRR: Tail : 0.44499, Head : 0.38803, Avg : 0.41651
 | 
						|
 | 
						|
2023-05-18 12:48:53,928 - ice0003 - [INFO] - [Epoch 88]:  Training Loss: 0.0015374,  Valid MRR: 0.41915, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 12:48:54,564 - ice0003 - [INFO] - [E:89| 0]: Train Loss:0.001522,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:49:57,392 - ice0003 - [INFO] - [E:89| 100]: Train Loss:0.0015354,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:51:00,173 - ice0003 - [INFO] - [E:89| 200]: Train Loss:0.0015359,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:52:03,139 - ice0003 - [INFO] - [E:89| 300]: Train Loss:0.0015357,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:53:06,007 - ice0003 - [INFO] - [E:89| 400]: Train Loss:0.0015359,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:54:08,919 - ice0003 - [INFO] - [E:89| 500]: Train Loss:0.0015361,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:55:11,804 - ice0003 - [INFO] - [E:89| 600]: Train Loss:0.0015362,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:56:14,694 - ice0003 - [INFO] - [E:89| 700]: Train Loss:0.0015363,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:57:17,585 - ice0003 - [INFO] - [E:89| 800]: Train Loss:0.0015366,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:58:20,483 - ice0003 - [INFO] - [E:89| 900]: Train Loss:0.0015367,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 12:59:04,702 - ice0003 - [INFO] - [Epoch:89]:  Training Loss:0.001537
 | 
						|
 | 
						|
2023-05-18 12:59:04,913 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 12:59:18,450 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 12:59:31,771 - ice0003 - [INFO] - [Evaluating Epoch 89 valid]: 
 | 
						|
	MRR: Tail : 0.44444, Head : 0.38609, Avg : 0.41527
 | 
						|
	MR: Tail : 716.71, Head : 810.27, Avg : 763.49
 | 
						|
	Hit-1: Tail : 0.35393, Head : 0.30234, Avg : 0.32813
 | 
						|
	Hit-3: Tail : 0.49533, Head : 0.42372, Avg : 0.45952
 | 
						|
	Hit-10: Tail : 0.61075, Head : 0.54752, Avg : 0.57914
 | 
						|
2023-05-18 12:59:31,771 - ice0003 - [INFO] - [Epoch 89]:  Training Loss: 0.0015369,  Valid MRR: 0.41915, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 12:59:32,412 - ice0003 - [INFO] - [E:90| 0]: Train Loss:0.0015229,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 13:00:35,377 - ice0003 - [INFO] - [E:90| 100]: Train Loss:0.0015373,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 13:01:38,173 - ice0003 - [INFO] - [E:90| 200]: Train Loss:0.0015367,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 13:02:40,996 - ice0003 - [INFO] - [E:90| 300]: Train Loss:0.0015367,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 13:03:43,822 - ice0003 - [INFO] - [E:90| 400]: Train Loss:0.0015362,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 13:04:46,704 - ice0003 - [INFO] - [E:90| 500]: Train Loss:0.0015363,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 13:05:49,725 - ice0003 - [INFO] - [E:90| 600]: Train Loss:0.0015363,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 13:06:52,752 - ice0003 - [INFO] - [E:90| 700]: Train Loss:0.0015362,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 13:07:55,551 - ice0003 - [INFO] - [E:90| 800]: Train Loss:0.001536,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 13:08:58,465 - ice0003 - [INFO] - [E:90| 900]: Train Loss:0.001536,  Val MRR:0.41915, 	ice0003
 | 
						|
2023-05-18 13:09:42,608 - ice0003 - [INFO] - [Epoch:90]:  Training Loss:0.001536
 | 
						|
 | 
						|
2023-05-18 13:09:42,820 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 13:09:56,365 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 13:10:09,706 - ice0003 - [INFO] - [Evaluating Epoch 90 valid]: 
 | 
						|
	MRR: Tail : 0.4497, Head : 0.3931, Avg : 0.4214
 | 
						|
 | 
						|
2023-05-18 13:10:11,563 - ice0003 - [INFO] - [Epoch 90]:  Training Loss: 0.0015362,  Valid MRR: 0.4214, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 13:10:12,204 - ice0003 - [INFO] - [E:91| 0]: Train Loss:0.0015249,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:11:14,989 - ice0003 - [INFO] - [E:91| 100]: Train Loss:0.0015342,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:12:17,795 - ice0003 - [INFO] - [E:91| 200]: Train Loss:0.0015342,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:13:20,606 - ice0003 - [INFO] - [E:91| 300]: Train Loss:0.0015344,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:14:23,429 - ice0003 - [INFO] - [E:91| 400]: Train Loss:0.0015346,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:15:26,223 - ice0003 - [INFO] - [E:91| 500]: Train Loss:0.0015351,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:16:29,009 - ice0003 - [INFO] - [E:91| 600]: Train Loss:0.0015352,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:17:31,981 - ice0003 - [INFO] - [E:91| 700]: Train Loss:0.0015354,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:18:34,924 - ice0003 - [INFO] - [E:91| 800]: Train Loss:0.0015357,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:19:37,754 - ice0003 - [INFO] - [E:91| 900]: Train Loss:0.0015358,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:20:21,909 - ice0003 - [INFO] - [Epoch:91]:  Training Loss:0.001536
 | 
						|
 | 
						|
2023-05-18 13:20:22,122 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 13:20:35,645 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 13:20:48,970 - ice0003 - [INFO] - [Evaluating Epoch 91 valid]: 
 | 
						|
	MRR: Tail : 0.44294, Head : 0.38476, Avg : 0.41385
 | 
						|
 | 
						|
2023-05-18 13:20:48,970 - ice0003 - [INFO] - [Epoch 91]:  Training Loss: 0.0015359,  Valid MRR: 0.4214, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 13:20:49,609 - ice0003 - [INFO] - [E:92| 0]: Train Loss:0.0015174,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:21:52,506 - ice0003 - [INFO] - [E:92| 100]: Train Loss:0.001531,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:22:55,394 - ice0003 - [INFO] - [E:92| 200]: Train Loss:0.0015336,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:23:58,202 - ice0003 - [INFO] - [E:92| 300]: Train Loss:0.0015342,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:25:01,026 - ice0003 - [INFO] - [E:92| 400]: Train Loss:0.0015342,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:26:03,903 - ice0003 - [INFO] - [E:92| 500]: Train Loss:0.0015342,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:27:06,738 - ice0003 - [INFO] - [E:92| 600]: Train Loss:0.0015344,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:28:09,564 - ice0003 - [INFO] - [E:92| 700]: Train Loss:0.0015345,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:29:12,370 - ice0003 - [INFO] - [E:92| 800]: Train Loss:0.0015345,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:30:15,155 - ice0003 - [INFO] - [E:92| 900]: Train Loss:0.0015346,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:30:59,303 - ice0003 - [INFO] - [Epoch:92]:  Training Loss:0.001535
 | 
						|
 | 
						|
2023-05-18 13:30:59,516 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 13:31:13,060 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 13:31:26,394 - ice0003 - [INFO] - [Evaluating Epoch 92 valid]: 
 | 
						|
	MRR: Tail : 0.44406, Head : 0.38451, Avg : 0.41428
 | 
						|
 | 
						|
2023-05-18 13:31:26,394 - ice0003 - [INFO] - [Epoch 92]:  Training Loss: 0.0015349,  Valid MRR: 0.4214, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 13:31:27,029 - ice0003 - [INFO] - [E:93| 0]: Train Loss:0.0015431,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:32:29,802 - ice0003 - [INFO] - [E:93| 100]: Train Loss:0.0015337,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:33:32,620 - ice0003 - [INFO] - [E:93| 200]: Train Loss:0.0015334,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:34:35,487 - ice0003 - [INFO] - [E:93| 300]: Train Loss:0.0015332,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:35:38,376 - ice0003 - [INFO] - [E:93| 400]: Train Loss:0.0015336,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:36:41,260 - ice0003 - [INFO] - [E:93| 500]: Train Loss:0.0015341,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:37:44,121 - ice0003 - [INFO] - [E:93| 600]: Train Loss:0.0015345,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:38:46,970 - ice0003 - [INFO] - [E:93| 700]: Train Loss:0.0015345,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:39:49,857 - ice0003 - [INFO] - [E:93| 800]: Train Loss:0.0015346,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:40:52,713 - ice0003 - [INFO] - [E:93| 900]: Train Loss:0.0015347,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:41:36,891 - ice0003 - [INFO] - [Epoch:93]:  Training Loss:0.001535
 | 
						|
 | 
						|
2023-05-18 13:41:37,103 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 13:41:50,638 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 13:42:03,971 - ice0003 - [INFO] - [Evaluating Epoch 93 valid]: 
 | 
						|
	MRR: Tail : 0.44716, Head : 0.38791, Avg : 0.41753
 | 
						|
 | 
						|
2023-05-18 13:42:03,971 - ice0003 - [INFO] - [Epoch 93]:  Training Loss: 0.0015347,  Valid MRR: 0.4214, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 13:42:04,610 - ice0003 - [INFO] - [E:94| 0]: Train Loss:0.0015496,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:43:07,505 - ice0003 - [INFO] - [E:94| 100]: Train Loss:0.0015339,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:44:10,339 - ice0003 - [INFO] - [E:94| 200]: Train Loss:0.0015332,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:45:13,141 - ice0003 - [INFO] - [E:94| 300]: Train Loss:0.0015334,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:46:15,977 - ice0003 - [INFO] - [E:94| 400]: Train Loss:0.0015335,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:47:18,773 - ice0003 - [INFO] - [E:94| 500]: Train Loss:0.001533,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:48:21,531 - ice0003 - [INFO] - [E:94| 600]: Train Loss:0.0015331,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:49:24,330 - ice0003 - [INFO] - [E:94| 700]: Train Loss:0.0015333,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:50:27,124 - ice0003 - [INFO] - [E:94| 800]: Train Loss:0.0015334,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:51:29,948 - ice0003 - [INFO] - [E:94| 900]: Train Loss:0.0015336,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:52:14,213 - ice0003 - [INFO] - [Epoch:94]:  Training Loss:0.001534
 | 
						|
 | 
						|
2023-05-18 13:52:14,426 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 13:52:27,985 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 13:52:41,328 - ice0003 - [INFO] - [Evaluating Epoch 94 valid]: 
 | 
						|
	MRR: Tail : 0.44615, Head : 0.38903, Avg : 0.41759
 | 
						|
 | 
						|
2023-05-18 13:52:41,328 - ice0003 - [INFO] - [Epoch 94]:  Training Loss: 0.0015338,  Valid MRR: 0.4214, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 13:52:41,965 - ice0003 - [INFO] - [E:95| 0]: Train Loss:0.0015434,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:53:44,868 - ice0003 - [INFO] - [E:95| 100]: Train Loss:0.0015325,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:54:47,700 - ice0003 - [INFO] - [E:95| 200]: Train Loss:0.0015331,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:55:50,515 - ice0003 - [INFO] - [E:95| 300]: Train Loss:0.0015329,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:56:53,329 - ice0003 - [INFO] - [E:95| 400]: Train Loss:0.0015327,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:57:56,284 - ice0003 - [INFO] - [E:95| 500]: Train Loss:0.0015327,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 13:58:59,249 - ice0003 - [INFO] - [E:95| 600]: Train Loss:0.0015329,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:00:02,182 - ice0003 - [INFO] - [E:95| 700]: Train Loss:0.0015331,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:01:05,094 - ice0003 - [INFO] - [E:95| 800]: Train Loss:0.0015332,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:02:07,890 - ice0003 - [INFO] - [E:95| 900]: Train Loss:0.0015332,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:02:52,060 - ice0003 - [INFO] - [Epoch:95]:  Training Loss:0.001533
 | 
						|
 | 
						|
2023-05-18 14:02:52,272 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 14:03:05,806 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 14:03:19,127 - ice0003 - [INFO] - [Evaluating Epoch 95 valid]: 
 | 
						|
	MRR: Tail : 0.44178, Head : 0.3831, Avg : 0.41244
 | 
						|
 | 
						|
2023-05-18 14:03:19,127 - ice0003 - [INFO] - [Epoch 95]:  Training Loss: 0.0015333,  Valid MRR: 0.4214, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 14:03:19,768 - ice0003 - [INFO] - [E:96| 0]: Train Loss:0.0015371,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:04:22,630 - ice0003 - [INFO] - [E:96| 100]: Train Loss:0.0015316,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:05:25,533 - ice0003 - [INFO] - [E:96| 200]: Train Loss:0.0015322,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:06:28,435 - ice0003 - [INFO] - [E:96| 300]: Train Loss:0.0015321,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:07:31,348 - ice0003 - [INFO] - [E:96| 400]: Train Loss:0.0015321,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:08:34,275 - ice0003 - [INFO] - [E:96| 500]: Train Loss:0.0015325,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:09:37,270 - ice0003 - [INFO] - [E:96| 600]: Train Loss:0.0015323,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:10:40,086 - ice0003 - [INFO] - [E:96| 700]: Train Loss:0.0015322,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:11:42,919 - ice0003 - [INFO] - [E:96| 800]: Train Loss:0.0015324,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:12:45,715 - ice0003 - [INFO] - [E:96| 900]: Train Loss:0.0015326,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:13:29,891 - ice0003 - [INFO] - [Epoch:96]:  Training Loss:0.001533
 | 
						|
 | 
						|
2023-05-18 14:13:30,103 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 14:13:43,642 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 14:13:56,976 - ice0003 - [INFO] - [Evaluating Epoch 96 valid]: 
 | 
						|
	MRR: Tail : 0.44745, Head : 0.38562, Avg : 0.41653
 | 
						|
 | 
						|
2023-05-18 14:13:56,976 - ice0003 - [INFO] - [Epoch 96]:  Training Loss: 0.0015327,  Valid MRR: 0.4214, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 14:13:57,613 - ice0003 - [INFO] - [E:97| 0]: Train Loss:0.001523,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:15:00,445 - ice0003 - [INFO] - [E:97| 100]: Train Loss:0.0015315,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:16:03,369 - ice0003 - [INFO] - [E:97| 200]: Train Loss:0.001531,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:17:06,200 - ice0003 - [INFO] - [E:97| 300]: Train Loss:0.0015314,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:18:09,178 - ice0003 - [INFO] - [E:97| 400]: Train Loss:0.0015311,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:19:12,058 - ice0003 - [INFO] - [E:97| 500]: Train Loss:0.0015314,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:20:14,975 - ice0003 - [INFO] - [E:97| 600]: Train Loss:0.0015312,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:21:17,889 - ice0003 - [INFO] - [E:97| 700]: Train Loss:0.0015313,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:22:20,771 - ice0003 - [INFO] - [E:97| 800]: Train Loss:0.0015316,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:23:23,723 - ice0003 - [INFO] - [E:97| 900]: Train Loss:0.0015318,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:24:07,956 - ice0003 - [INFO] - [Epoch:97]:  Training Loss:0.001532
 | 
						|
 | 
						|
2023-05-18 14:24:08,167 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 14:24:21,702 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 14:24:35,031 - ice0003 - [INFO] - [Evaluating Epoch 97 valid]: 
 | 
						|
	MRR: Tail : 0.45058, Head : 0.39129, Avg : 0.42094
 | 
						|
 | 
						|
2023-05-18 14:24:35,031 - ice0003 - [INFO] - [Epoch 97]:  Training Loss: 0.0015318,  Valid MRR: 0.4214, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 14:24:35,673 - ice0003 - [INFO] - [E:98| 0]: Train Loss:0.0015373,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:25:38,585 - ice0003 - [INFO] - [E:98| 100]: Train Loss:0.0015318,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:26:41,581 - ice0003 - [INFO] - [E:98| 200]: Train Loss:0.0015315,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:27:44,481 - ice0003 - [INFO] - [E:98| 300]: Train Loss:0.0015314,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:28:47,429 - ice0003 - [INFO] - [E:98| 400]: Train Loss:0.0015312,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:29:50,471 - ice0003 - [INFO] - [E:98| 500]: Train Loss:0.0015311,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:30:53,446 - ice0003 - [INFO] - [E:98| 600]: Train Loss:0.0015312,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:31:56,391 - ice0003 - [INFO] - [E:98| 700]: Train Loss:0.0015314,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:32:59,352 - ice0003 - [INFO] - [E:98| 800]: Train Loss:0.0015314,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:34:02,278 - ice0003 - [INFO] - [E:98| 900]: Train Loss:0.0015318,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:34:46,571 - ice0003 - [INFO] - [Epoch:98]:  Training Loss:0.001532
 | 
						|
 | 
						|
2023-05-18 14:34:46,784 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 14:35:00,321 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 14:35:13,661 - ice0003 - [INFO] - [Evaluating Epoch 98 valid]: 
 | 
						|
	MRR: Tail : 0.44358, Head : 0.38674, Avg : 0.41516
 | 
						|
 | 
						|
2023-05-18 14:35:13,661 - ice0003 - [INFO] - [Epoch 98]:  Training Loss: 0.0015318,  Valid MRR: 0.4214, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 14:35:14,297 - ice0003 - [INFO] - [E:99| 0]: Train Loss:0.0015316,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:36:17,075 - ice0003 - [INFO] - [E:99| 100]: Train Loss:0.0015298,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:37:19,892 - ice0003 - [INFO] - [E:99| 200]: Train Loss:0.0015302,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:38:22,672 - ice0003 - [INFO] - [E:99| 300]: Train Loss:0.0015304,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:39:25,558 - ice0003 - [INFO] - [E:99| 400]: Train Loss:0.0015308,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:40:28,422 - ice0003 - [INFO] - [E:99| 500]: Train Loss:0.0015309,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:41:31,358 - ice0003 - [INFO] - [E:99| 600]: Train Loss:0.0015307,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:42:34,254 - ice0003 - [INFO] - [E:99| 700]: Train Loss:0.0015307,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:43:37,225 - ice0003 - [INFO] - [E:99| 800]: Train Loss:0.0015307,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:44:40,068 - ice0003 - [INFO] - [E:99| 900]: Train Loss:0.001531,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:45:24,224 - ice0003 - [INFO] - [Epoch:99]:  Training Loss:0.001531
 | 
						|
 | 
						|
2023-05-18 14:45:24,436 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 14:45:37,980 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 14:45:51,300 - ice0003 - [INFO] - [Evaluating Epoch 99 valid]: 
 | 
						|
	MRR: Tail : 0.44186, Head : 0.38614, Avg : 0.414
 | 
						|
	MR: Tail : 726.71, Head : 824.92, Avg : 775.81
 | 
						|
	Hit-1: Tail : 0.35332, Head : 0.30343, Avg : 0.32838
 | 
						|
	Hit-3: Tail : 0.49096, Head : 0.42323, Avg : 0.45709
 | 
						|
	Hit-10: Tail : 0.60311, Head : 0.54521, Avg : 0.57416
 | 
						|
2023-05-18 14:45:51,300 - ice0003 - [INFO] - [Epoch 99]:  Training Loss: 0.001531,  Valid MRR: 0.4214, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 14:45:51,943 - ice0003 - [INFO] - [E:100| 0]: Train Loss:0.0015225,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:46:54,789 - ice0003 - [INFO] - [E:100| 100]: Train Loss:0.0015309,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:47:57,585 - ice0003 - [INFO] - [E:100| 200]: Train Loss:0.0015302,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:49:00,358 - ice0003 - [INFO] - [E:100| 300]: Train Loss:0.0015297,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:50:03,143 - ice0003 - [INFO] - [E:100| 400]: Train Loss:0.0015296,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:51:05,909 - ice0003 - [INFO] - [E:100| 500]: Train Loss:0.0015299,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:52:08,795 - ice0003 - [INFO] - [E:100| 600]: Train Loss:0.0015298,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:53:11,622 - ice0003 - [INFO] - [E:100| 700]: Train Loss:0.0015299,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:54:14,514 - ice0003 - [INFO] - [E:100| 800]: Train Loss:0.0015301,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:55:17,466 - ice0003 - [INFO] - [E:100| 900]: Train Loss:0.0015303,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:56:01,695 - ice0003 - [INFO] - [Epoch:100]:  Training Loss:0.00153
 | 
						|
 | 
						|
2023-05-18 14:56:01,907 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 14:56:15,454 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 14:56:28,796 - ice0003 - [INFO] - [Evaluating Epoch 100 valid]: 
 | 
						|
	MRR: Tail : 0.44903, Head : 0.39109, Avg : 0.42006
 | 
						|
 | 
						|
2023-05-18 14:56:28,796 - ice0003 - [INFO] - [Epoch 100]:  Training Loss: 0.0015305,  Valid MRR: 0.4214, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 14:56:29,434 - ice0003 - [INFO] - [E:101| 0]: Train Loss:0.0015516,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:57:32,316 - ice0003 - [INFO] - [E:101| 100]: Train Loss:0.0015284,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:58:35,167 - ice0003 - [INFO] - [E:101| 200]: Train Loss:0.0015295,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 14:59:37,941 - ice0003 - [INFO] - [E:101| 300]: Train Loss:0.0015296,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 15:00:40,823 - ice0003 - [INFO] - [E:101| 400]: Train Loss:0.0015294,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 15:01:43,726 - ice0003 - [INFO] - [E:101| 500]: Train Loss:0.0015294,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 15:02:46,522 - ice0003 - [INFO] - [E:101| 600]: Train Loss:0.0015296,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 15:03:49,335 - ice0003 - [INFO] - [E:101| 700]: Train Loss:0.0015294,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 15:04:52,147 - ice0003 - [INFO] - [E:101| 800]: Train Loss:0.0015296,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 15:05:54,943 - ice0003 - [INFO] - [E:101| 900]: Train Loss:0.0015297,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 15:06:39,092 - ice0003 - [INFO] - [Epoch:101]:  Training Loss:0.00153
 | 
						|
 | 
						|
2023-05-18 15:06:39,304 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 15:06:52,841 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 15:07:06,164 - ice0003 - [INFO] - [Evaluating Epoch 101 valid]: 
 | 
						|
	MRR: Tail : 0.44612, Head : 0.38887, Avg : 0.41749
 | 
						|
 | 
						|
2023-05-18 15:07:06,164 - ice0003 - [INFO] - [Epoch 101]:  Training Loss: 0.0015298,  Valid MRR: 0.4214, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 15:07:06,805 - ice0003 - [INFO] - [E:102| 0]: Train Loss:0.0015344,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 15:08:09,595 - ice0003 - [INFO] - [E:102| 100]: Train Loss:0.0015285,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 15:09:12,509 - ice0003 - [INFO] - [E:102| 200]: Train Loss:0.0015284,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 15:10:15,324 - ice0003 - [INFO] - [E:102| 300]: Train Loss:0.0015283,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 15:11:18,100 - ice0003 - [INFO] - [E:102| 400]: Train Loss:0.0015285,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 15:12:20,891 - ice0003 - [INFO] - [E:102| 500]: Train Loss:0.0015291,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 15:13:23,737 - ice0003 - [INFO] - [E:102| 600]: Train Loss:0.0015292,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 15:14:26,538 - ice0003 - [INFO] - [E:102| 700]: Train Loss:0.0015293,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 15:15:29,386 - ice0003 - [INFO] - [E:102| 800]: Train Loss:0.0015294,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 15:16:32,217 - ice0003 - [INFO] - [E:102| 900]: Train Loss:0.0015296,  Val MRR:0.4214, 	ice0003
 | 
						|
2023-05-18 15:17:16,425 - ice0003 - [INFO] - [Epoch:102]:  Training Loss:0.00153
 | 
						|
 | 
						|
2023-05-18 15:17:16,638 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 15:17:30,235 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 15:17:43,598 - ice0003 - [INFO] - [Evaluating Epoch 102 valid]: 
 | 
						|
	MRR: Tail : 0.45122, Head : 0.39279, Avg : 0.42201
 | 
						|
 | 
						|
2023-05-18 15:17:45,738 - ice0003 - [INFO] - [Epoch 102]:  Training Loss: 0.0015297,  Valid MRR: 0.42201, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 15:17:46,378 - ice0003 - [INFO] - [E:103| 0]: Train Loss:0.0015304,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:18:49,279 - ice0003 - [INFO] - [E:103| 100]: Train Loss:0.0015278,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:19:52,205 - ice0003 - [INFO] - [E:103| 200]: Train Loss:0.0015281,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:20:55,017 - ice0003 - [INFO] - [E:103| 300]: Train Loss:0.0015281,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:21:57,826 - ice0003 - [INFO] - [E:103| 400]: Train Loss:0.0015285,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:23:00,706 - ice0003 - [INFO] - [E:103| 500]: Train Loss:0.0015288,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:24:03,689 - ice0003 - [INFO] - [E:103| 600]: Train Loss:0.001529,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:25:06,649 - ice0003 - [INFO] - [E:103| 700]: Train Loss:0.0015289,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:26:09,541 - ice0003 - [INFO] - [E:103| 800]: Train Loss:0.0015293,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:27:12,450 - ice0003 - [INFO] - [E:103| 900]: Train Loss:0.0015292,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:27:56,698 - ice0003 - [INFO] - [Epoch:103]:  Training Loss:0.001529
 | 
						|
 | 
						|
2023-05-18 15:27:56,911 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 15:28:10,462 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 15:28:23,821 - ice0003 - [INFO] - [Evaluating Epoch 103 valid]: 
 | 
						|
	MRR: Tail : 0.44901, Head : 0.38977, Avg : 0.41939
 | 
						|
 | 
						|
2023-05-18 15:28:23,822 - ice0003 - [INFO] - [Epoch 103]:  Training Loss: 0.0015293,  Valid MRR: 0.42201, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 15:28:24,460 - ice0003 - [INFO] - [E:104| 0]: Train Loss:0.0015287,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:29:27,404 - ice0003 - [INFO] - [E:104| 100]: Train Loss:0.0015281,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:30:30,338 - ice0003 - [INFO] - [E:104| 200]: Train Loss:0.0015273,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:31:33,281 - ice0003 - [INFO] - [E:104| 300]: Train Loss:0.0015276,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:32:36,146 - ice0003 - [INFO] - [E:104| 400]: Train Loss:0.0015276,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:33:39,085 - ice0003 - [INFO] - [E:104| 500]: Train Loss:0.0015277,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:34:42,043 - ice0003 - [INFO] - [E:104| 600]: Train Loss:0.0015282,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:35:44,912 - ice0003 - [INFO] - [E:104| 700]: Train Loss:0.0015285,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:36:47,744 - ice0003 - [INFO] - [E:104| 800]: Train Loss:0.0015287,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:37:50,584 - ice0003 - [INFO] - [E:104| 900]: Train Loss:0.0015288,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:38:34,759 - ice0003 - [INFO] - [Epoch:104]:  Training Loss:0.001529
 | 
						|
 | 
						|
2023-05-18 15:38:34,970 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 15:38:48,528 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 15:39:01,868 - ice0003 - [INFO] - [Evaluating Epoch 104 valid]: 
 | 
						|
	MRR: Tail : 0.44954, Head : 0.39246, Avg : 0.421
 | 
						|
 | 
						|
2023-05-18 15:39:01,868 - ice0003 - [INFO] - [Epoch 104]:  Training Loss: 0.0015288,  Valid MRR: 0.42201, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 15:39:02,503 - ice0003 - [INFO] - [E:105| 0]: Train Loss:0.0015219,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:40:05,309 - ice0003 - [INFO] - [E:105| 100]: Train Loss:0.0015269,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:41:08,204 - ice0003 - [INFO] - [E:105| 200]: Train Loss:0.0015276,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:42:11,060 - ice0003 - [INFO] - [E:105| 300]: Train Loss:0.0015275,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:43:13,840 - ice0003 - [INFO] - [E:105| 400]: Train Loss:0.0015277,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:44:16,801 - ice0003 - [INFO] - [E:105| 500]: Train Loss:0.0015278,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:45:19,727 - ice0003 - [INFO] - [E:105| 600]: Train Loss:0.0015278,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:46:22,683 - ice0003 - [INFO] - [E:105| 700]: Train Loss:0.0015278,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:47:25,596 - ice0003 - [INFO] - [E:105| 800]: Train Loss:0.0015278,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:48:28,486 - ice0003 - [INFO] - [E:105| 900]: Train Loss:0.0015282,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:49:12,720 - ice0003 - [INFO] - [Epoch:105]:  Training Loss:0.001528
 | 
						|
 | 
						|
2023-05-18 15:49:12,932 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 15:49:26,476 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 15:49:39,803 - ice0003 - [INFO] - [Evaluating Epoch 105 valid]: 
 | 
						|
	MRR: Tail : 0.44737, Head : 0.3911, Avg : 0.41924
 | 
						|
 | 
						|
2023-05-18 15:49:39,803 - ice0003 - [INFO] - [Epoch 105]:  Training Loss: 0.0015282,  Valid MRR: 0.42201, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 15:49:40,443 - ice0003 - [INFO] - [E:106| 0]: Train Loss:0.0015255,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:50:43,359 - ice0003 - [INFO] - [E:106| 100]: Train Loss:0.0015266,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:51:46,279 - ice0003 - [INFO] - [E:106| 200]: Train Loss:0.0015274,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:52:49,264 - ice0003 - [INFO] - [E:106| 300]: Train Loss:0.0015275,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:53:52,236 - ice0003 - [INFO] - [E:106| 400]: Train Loss:0.001528,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:54:55,153 - ice0003 - [INFO] - [E:106| 500]: Train Loss:0.0015276,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:55:58,078 - ice0003 - [INFO] - [E:106| 600]: Train Loss:0.0015277,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:57:00,961 - ice0003 - [INFO] - [E:106| 700]: Train Loss:0.0015275,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:58:03,830 - ice0003 - [INFO] - [E:106| 800]: Train Loss:0.0015277,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:59:06,757 - ice0003 - [INFO] - [E:106| 900]: Train Loss:0.0015277,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 15:59:50,976 - ice0003 - [INFO] - [Epoch:106]:  Training Loss:0.001528
 | 
						|
 | 
						|
2023-05-18 15:59:51,188 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 16:00:04,726 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 16:00:18,062 - ice0003 - [INFO] - [Evaluating Epoch 106 valid]: 
 | 
						|
	MRR: Tail : 0.44876, Head : 0.39025, Avg : 0.4195
 | 
						|
 | 
						|
2023-05-18 16:00:18,062 - ice0003 - [INFO] - [Epoch 106]:  Training Loss: 0.0015278,  Valid MRR: 0.42201, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 16:00:18,700 - ice0003 - [INFO] - [E:107| 0]: Train Loss:0.0015547,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:01:21,657 - ice0003 - [INFO] - [E:107| 100]: Train Loss:0.0015252,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:02:24,457 - ice0003 - [INFO] - [E:107| 200]: Train Loss:0.001526,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:03:27,300 - ice0003 - [INFO] - [E:107| 300]: Train Loss:0.0015262,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:04:30,099 - ice0003 - [INFO] - [E:107| 400]: Train Loss:0.0015263,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:05:32,918 - ice0003 - [INFO] - [E:107| 500]: Train Loss:0.0015267,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:06:35,746 - ice0003 - [INFO] - [E:107| 600]: Train Loss:0.0015268,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:07:38,536 - ice0003 - [INFO] - [E:107| 700]: Train Loss:0.0015268,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:08:41,346 - ice0003 - [INFO] - [E:107| 800]: Train Loss:0.001527,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:09:44,248 - ice0003 - [INFO] - [E:107| 900]: Train Loss:0.0015271,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:10:28,460 - ice0003 - [INFO] - [Epoch:107]:  Training Loss:0.001527
 | 
						|
 | 
						|
2023-05-18 16:10:28,672 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 16:10:42,218 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 16:10:55,539 - ice0003 - [INFO] - [Evaluating Epoch 107 valid]: 
 | 
						|
	MRR: Tail : 0.44641, Head : 0.38971, Avg : 0.41806
 | 
						|
 | 
						|
2023-05-18 16:10:55,539 - ice0003 - [INFO] - [Epoch 107]:  Training Loss: 0.0015272,  Valid MRR: 0.42201, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 16:10:56,176 - ice0003 - [INFO] - [E:108| 0]: Train Loss:0.0015267,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:11:58,983 - ice0003 - [INFO] - [E:108| 100]: Train Loss:0.001526,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:13:01,833 - ice0003 - [INFO] - [E:108| 200]: Train Loss:0.0015254,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:14:04,756 - ice0003 - [INFO] - [E:108| 300]: Train Loss:0.0015262,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:15:07,658 - ice0003 - [INFO] - [E:108| 400]: Train Loss:0.0015264,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:16:10,603 - ice0003 - [INFO] - [E:108| 500]: Train Loss:0.0015264,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:17:13,560 - ice0003 - [INFO] - [E:108| 600]: Train Loss:0.0015263,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:18:16,602 - ice0003 - [INFO] - [E:108| 700]: Train Loss:0.0015265,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:19:19,471 - ice0003 - [INFO] - [E:108| 800]: Train Loss:0.0015264,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:20:22,340 - ice0003 - [INFO] - [E:108| 900]: Train Loss:0.0015266,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:21:06,565 - ice0003 - [INFO] - [Epoch:108]:  Training Loss:0.001527
 | 
						|
 | 
						|
2023-05-18 16:21:06,777 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 16:21:20,337 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 16:21:33,658 - ice0003 - [INFO] - [Evaluating Epoch 108 valid]: 
 | 
						|
	MRR: Tail : 0.4476, Head : 0.39058, Avg : 0.41909
 | 
						|
 | 
						|
2023-05-18 16:21:33,659 - ice0003 - [INFO] - [Epoch 108]:  Training Loss: 0.0015266,  Valid MRR: 0.42201, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 16:21:34,299 - ice0003 - [INFO] - [E:109| 0]: Train Loss:0.0015264,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:22:37,146 - ice0003 - [INFO] - [E:109| 100]: Train Loss:0.0015253,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:23:40,095 - ice0003 - [INFO] - [E:109| 200]: Train Loss:0.0015245,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:24:43,000 - ice0003 - [INFO] - [E:109| 300]: Train Loss:0.0015258,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:25:45,849 - ice0003 - [INFO] - [E:109| 400]: Train Loss:0.0015258,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:26:48,777 - ice0003 - [INFO] - [E:109| 500]: Train Loss:0.0015262,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:27:51,635 - ice0003 - [INFO] - [E:109| 600]: Train Loss:0.0015261,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:28:54,490 - ice0003 - [INFO] - [E:109| 700]: Train Loss:0.0015263,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:29:57,315 - ice0003 - [INFO] - [E:109| 800]: Train Loss:0.0015265,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:31:00,112 - ice0003 - [INFO] - [E:109| 900]: Train Loss:0.0015266,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:31:44,256 - ice0003 - [INFO] - [Epoch:109]:  Training Loss:0.001527
 | 
						|
 | 
						|
2023-05-18 16:31:44,468 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 16:31:58,007 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 16:32:11,337 - ice0003 - [INFO] - [Evaluating Epoch 109 valid]: 
 | 
						|
	MRR: Tail : 0.44727, Head : 0.38758, Avg : 0.41743
 | 
						|
	MR: Tail : 719.74, Head : 805.27, Avg : 762.51
 | 
						|
	Hit-1: Tail : 0.36109, Head : 0.30271, Avg : 0.3319
 | 
						|
	Hit-3: Tail : 0.49144, Head : 0.42639, Avg : 0.45891
 | 
						|
	Hit-10: Tail : 0.611, Head : 0.55395, Avg : 0.58247
 | 
						|
2023-05-18 16:32:11,337 - ice0003 - [INFO] - [Epoch 109]:  Training Loss: 0.0015268,  Valid MRR: 0.42201, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 16:32:11,979 - ice0003 - [INFO] - [E:110| 0]: Train Loss:0.0015204,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:33:14,958 - ice0003 - [INFO] - [E:110| 100]: Train Loss:0.0015236,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:34:17,871 - ice0003 - [INFO] - [E:110| 200]: Train Loss:0.0015242,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:35:20,833 - ice0003 - [INFO] - [E:110| 300]: Train Loss:0.0015242,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:36:23,771 - ice0003 - [INFO] - [E:110| 400]: Train Loss:0.0015248,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:37:26,711 - ice0003 - [INFO] - [E:110| 500]: Train Loss:0.001525,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:38:29,653 - ice0003 - [INFO] - [E:110| 600]: Train Loss:0.0015252,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:39:32,577 - ice0003 - [INFO] - [E:110| 700]: Train Loss:0.0015253,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:40:35,531 - ice0003 - [INFO] - [E:110| 800]: Train Loss:0.0015256,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:41:38,421 - ice0003 - [INFO] - [E:110| 900]: Train Loss:0.001526,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:42:22,641 - ice0003 - [INFO] - [Epoch:110]:  Training Loss:0.001526
 | 
						|
 | 
						|
2023-05-18 16:42:22,854 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 16:42:36,414 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 16:42:49,749 - ice0003 - [INFO] - [Evaluating Epoch 110 valid]: 
 | 
						|
	MRR: Tail : 0.45143, Head : 0.39132, Avg : 0.42137
 | 
						|
 | 
						|
2023-05-18 16:42:49,749 - ice0003 - [INFO] - [Epoch 110]:  Training Loss: 0.001526,  Valid MRR: 0.42201, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 16:42:50,391 - ice0003 - [INFO] - [E:111| 0]: Train Loss:0.0015165,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:43:53,434 - ice0003 - [INFO] - [E:111| 100]: Train Loss:0.0015256,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:44:56,388 - ice0003 - [INFO] - [E:111| 200]: Train Loss:0.0015257,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:45:59,336 - ice0003 - [INFO] - [E:111| 300]: Train Loss:0.001526,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:47:02,280 - ice0003 - [INFO] - [E:111| 400]: Train Loss:0.0015257,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:48:05,167 - ice0003 - [INFO] - [E:111| 500]: Train Loss:0.0015258,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:49:08,105 - ice0003 - [INFO] - [E:111| 600]: Train Loss:0.0015256,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:50:11,041 - ice0003 - [INFO] - [E:111| 700]: Train Loss:0.0015256,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:51:13,992 - ice0003 - [INFO] - [E:111| 800]: Train Loss:0.0015256,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:52:16,880 - ice0003 - [INFO] - [E:111| 900]: Train Loss:0.0015257,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:53:01,157 - ice0003 - [INFO] - [Epoch:111]:  Training Loss:0.001526
 | 
						|
 | 
						|
2023-05-18 16:53:01,370 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 16:53:14,902 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 16:53:28,230 - ice0003 - [INFO] - [Evaluating Epoch 111 valid]: 
 | 
						|
	MRR: Tail : 0.45134, Head : 0.39188, Avg : 0.42161
 | 
						|
 | 
						|
2023-05-18 16:53:28,230 - ice0003 - [INFO] - [Epoch 111]:  Training Loss: 0.0015258,  Valid MRR: 0.42201, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 16:53:28,865 - ice0003 - [INFO] - [E:112| 0]: Train Loss:0.0015129,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:54:31,695 - ice0003 - [INFO] - [E:112| 100]: Train Loss:0.0015249,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:55:34,583 - ice0003 - [INFO] - [E:112| 200]: Train Loss:0.0015242,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:56:37,522 - ice0003 - [INFO] - [E:112| 300]: Train Loss:0.0015249,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:57:40,452 - ice0003 - [INFO] - [E:112| 400]: Train Loss:0.0015255,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:58:43,390 - ice0003 - [INFO] - [E:112| 500]: Train Loss:0.0015253,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 16:59:46,291 - ice0003 - [INFO] - [E:112| 600]: Train Loss:0.0015253,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:00:49,097 - ice0003 - [INFO] - [E:112| 700]: Train Loss:0.0015252,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:01:52,104 - ice0003 - [INFO] - [E:112| 800]: Train Loss:0.0015251,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:02:55,047 - ice0003 - [INFO] - [E:112| 900]: Train Loss:0.0015254,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:03:39,308 - ice0003 - [INFO] - [Epoch:112]:  Training Loss:0.001525
 | 
						|
 | 
						|
2023-05-18 17:03:39,520 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 17:03:53,085 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 17:04:06,422 - ice0003 - [INFO] - [Evaluating Epoch 112 valid]: 
 | 
						|
	MRR: Tail : 0.44912, Head : 0.38664, Avg : 0.41788
 | 
						|
 | 
						|
2023-05-18 17:04:06,422 - ice0003 - [INFO] - [Epoch 112]:  Training Loss: 0.0015254,  Valid MRR: 0.42201, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 17:04:07,064 - ice0003 - [INFO] - [E:113| 0]: Train Loss:0.001528,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:05:10,010 - ice0003 - [INFO] - [E:113| 100]: Train Loss:0.0015247,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:06:13,030 - ice0003 - [INFO] - [E:113| 200]: Train Loss:0.0015241,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:07:16,094 - ice0003 - [INFO] - [E:113| 300]: Train Loss:0.0015242,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:08:19,010 - ice0003 - [INFO] - [E:113| 400]: Train Loss:0.0015248,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:09:21,954 - ice0003 - [INFO] - [E:113| 500]: Train Loss:0.0015248,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:10:24,871 - ice0003 - [INFO] - [E:113| 600]: Train Loss:0.0015249,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:11:27,823 - ice0003 - [INFO] - [E:113| 700]: Train Loss:0.0015252,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:12:30,771 - ice0003 - [INFO] - [E:113| 800]: Train Loss:0.0015253,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:13:33,722 - ice0003 - [INFO] - [E:113| 900]: Train Loss:0.0015253,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:14:17,972 - ice0003 - [INFO] - [Epoch:113]:  Training Loss:0.001525
 | 
						|
 | 
						|
2023-05-18 17:14:18,185 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 17:14:31,725 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 17:14:45,060 - ice0003 - [INFO] - [Evaluating Epoch 113 valid]: 
 | 
						|
	MRR: Tail : 0.44847, Head : 0.39401, Avg : 0.42124
 | 
						|
 | 
						|
2023-05-18 17:14:45,060 - ice0003 - [INFO] - [Epoch 113]:  Training Loss: 0.0015253,  Valid MRR: 0.42201, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 17:14:45,698 - ice0003 - [INFO] - [E:114| 0]: Train Loss:0.001529,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:15:48,605 - ice0003 - [INFO] - [E:114| 100]: Train Loss:0.0015259,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:16:51,539 - ice0003 - [INFO] - [E:114| 200]: Train Loss:0.0015246,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:17:54,491 - ice0003 - [INFO] - [E:114| 300]: Train Loss:0.0015248,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:18:57,415 - ice0003 - [INFO] - [E:114| 400]: Train Loss:0.0015243,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:20:00,217 - ice0003 - [INFO] - [E:114| 500]: Train Loss:0.0015245,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:21:03,000 - ice0003 - [INFO] - [E:114| 600]: Train Loss:0.0015246,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:22:05,915 - ice0003 - [INFO] - [E:114| 700]: Train Loss:0.0015246,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:23:08,813 - ice0003 - [INFO] - [E:114| 800]: Train Loss:0.0015247,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:24:11,636 - ice0003 - [INFO] - [E:114| 900]: Train Loss:0.0015247,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:24:55,774 - ice0003 - [INFO] - [Epoch:114]:  Training Loss:0.001525
 | 
						|
 | 
						|
2023-05-18 17:24:55,986 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 17:25:09,538 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 17:25:22,863 - ice0003 - [INFO] - [Evaluating Epoch 114 valid]: 
 | 
						|
	MRR: Tail : 0.44641, Head : 0.38978, Avg : 0.41809
 | 
						|
 | 
						|
2023-05-18 17:25:22,863 - ice0003 - [INFO] - [Epoch 114]:  Training Loss: 0.0015248,  Valid MRR: 0.42201, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 17:25:23,502 - ice0003 - [INFO] - [E:115| 0]: Train Loss:0.0015208,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:26:26,278 - ice0003 - [INFO] - [E:115| 100]: Train Loss:0.0015233,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:27:29,206 - ice0003 - [INFO] - [E:115| 200]: Train Loss:0.0015234,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:28:32,070 - ice0003 - [INFO] - [E:115| 300]: Train Loss:0.0015234,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:29:34,967 - ice0003 - [INFO] - [E:115| 400]: Train Loss:0.0015227,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:30:37,843 - ice0003 - [INFO] - [E:115| 500]: Train Loss:0.0015232,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:31:40,615 - ice0003 - [INFO] - [E:115| 600]: Train Loss:0.0015234,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:32:43,414 - ice0003 - [INFO] - [E:115| 700]: Train Loss:0.0015238,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:33:46,221 - ice0003 - [INFO] - [E:115| 800]: Train Loss:0.0015238,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:34:49,094 - ice0003 - [INFO] - [E:115| 900]: Train Loss:0.0015242,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:35:33,436 - ice0003 - [INFO] - [Epoch:115]:  Training Loss:0.001524
 | 
						|
 | 
						|
2023-05-18 17:35:33,649 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 17:35:47,210 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 17:36:00,555 - ice0003 - [INFO] - [Evaluating Epoch 115 valid]: 
 | 
						|
	MRR: Tail : 0.44697, Head : 0.39114, Avg : 0.41905
 | 
						|
 | 
						|
2023-05-18 17:36:00,555 - ice0003 - [INFO] - [Epoch 115]:  Training Loss: 0.0015242,  Valid MRR: 0.42201, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 17:36:01,193 - ice0003 - [INFO] - [E:116| 0]: Train Loss:0.0015229,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:37:04,141 - ice0003 - [INFO] - [E:116| 100]: Train Loss:0.0015235,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:38:07,097 - ice0003 - [INFO] - [E:116| 200]: Train Loss:0.0015227,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:39:10,038 - ice0003 - [INFO] - [E:116| 300]: Train Loss:0.0015229,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:40:12,960 - ice0003 - [INFO] - [E:116| 400]: Train Loss:0.0015231,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:41:15,885 - ice0003 - [INFO] - [E:116| 500]: Train Loss:0.0015238,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:42:18,786 - ice0003 - [INFO] - [E:116| 600]: Train Loss:0.0015236,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:43:21,670 - ice0003 - [INFO] - [E:116| 700]: Train Loss:0.0015237,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:44:24,730 - ice0003 - [INFO] - [E:116| 800]: Train Loss:0.0015239,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:45:27,633 - ice0003 - [INFO] - [E:116| 900]: Train Loss:0.0015241,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:46:11,770 - ice0003 - [INFO] - [Epoch:116]:  Training Loss:0.001524
 | 
						|
 | 
						|
2023-05-18 17:46:11,983 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 17:46:25,526 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 17:46:38,850 - ice0003 - [INFO] - [Evaluating Epoch 116 valid]: 
 | 
						|
	MRR: Tail : 0.44321, Head : 0.38892, Avg : 0.41606
 | 
						|
 | 
						|
2023-05-18 17:46:38,851 - ice0003 - [INFO] - [Epoch 116]:  Training Loss: 0.0015241,  Valid MRR: 0.42201, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 17:46:39,486 - ice0003 - [INFO] - [E:117| 0]: Train Loss:0.0015118,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:47:42,299 - ice0003 - [INFO] - [E:117| 100]: Train Loss:0.0015244,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:48:45,143 - ice0003 - [INFO] - [E:117| 200]: Train Loss:0.0015239,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:49:48,075 - ice0003 - [INFO] - [E:117| 300]: Train Loss:0.0015238,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:50:50,907 - ice0003 - [INFO] - [E:117| 400]: Train Loss:0.0015235,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:51:53,690 - ice0003 - [INFO] - [E:117| 500]: Train Loss:0.0015235,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:52:56,564 - ice0003 - [INFO] - [E:117| 600]: Train Loss:0.0015236,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:53:59,419 - ice0003 - [INFO] - [E:117| 700]: Train Loss:0.0015235,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:55:02,356 - ice0003 - [INFO] - [E:117| 800]: Train Loss:0.0015237,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:56:05,296 - ice0003 - [INFO] - [E:117| 900]: Train Loss:0.0015238,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:56:49,504 - ice0003 - [INFO] - [Epoch:117]:  Training Loss:0.001524
 | 
						|
 | 
						|
2023-05-18 17:56:49,716 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 17:57:03,256 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 17:57:16,580 - ice0003 - [INFO] - [Evaluating Epoch 117 valid]: 
 | 
						|
	MRR: Tail : 0.45088, Head : 0.3923, Avg : 0.42159
 | 
						|
 | 
						|
2023-05-18 17:57:16,580 - ice0003 - [INFO] - [Epoch 117]:  Training Loss: 0.0015238,  Valid MRR: 0.42201, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 17:57:17,216 - ice0003 - [INFO] - [E:118| 0]: Train Loss:0.0015162,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:58:20,107 - ice0003 - [INFO] - [E:118| 100]: Train Loss:0.0015238,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 17:59:22,901 - ice0003 - [INFO] - [E:118| 200]: Train Loss:0.0015235,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 18:00:25,695 - ice0003 - [INFO] - [E:118| 300]: Train Loss:0.001523,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 18:01:28,614 - ice0003 - [INFO] - [E:118| 400]: Train Loss:0.0015233,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 18:02:31,476 - ice0003 - [INFO] - [E:118| 500]: Train Loss:0.0015233,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 18:03:34,292 - ice0003 - [INFO] - [E:118| 600]: Train Loss:0.0015232,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 18:04:37,181 - ice0003 - [INFO] - [E:118| 700]: Train Loss:0.0015233,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 18:05:40,005 - ice0003 - [INFO] - [E:118| 800]: Train Loss:0.0015233,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 18:06:42,870 - ice0003 - [INFO] - [E:118| 900]: Train Loss:0.0015235,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 18:07:27,087 - ice0003 - [INFO] - [Epoch:118]:  Training Loss:0.001524
 | 
						|
 | 
						|
2023-05-18 18:07:27,302 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 18:07:40,869 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 18:07:54,200 - ice0003 - [INFO] - [Evaluating Epoch 118 valid]: 
 | 
						|
	MRR: Tail : 0.4502, Head : 0.39185, Avg : 0.42103
 | 
						|
 | 
						|
2023-05-18 18:07:54,201 - ice0003 - [INFO] - [Epoch 118]:  Training Loss: 0.0015235,  Valid MRR: 0.42201, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 18:07:54,836 - ice0003 - [INFO] - [E:119| 0]: Train Loss:0.0015155,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 18:08:57,616 - ice0003 - [INFO] - [E:119| 100]: Train Loss:0.001521,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 18:10:00,592 - ice0003 - [INFO] - [E:119| 200]: Train Loss:0.0015218,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 18:11:03,551 - ice0003 - [INFO] - [E:119| 300]: Train Loss:0.001522,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 18:12:06,499 - ice0003 - [INFO] - [E:119| 400]: Train Loss:0.0015221,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 18:13:09,452 - ice0003 - [INFO] - [E:119| 500]: Train Loss:0.0015225,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 18:14:12,384 - ice0003 - [INFO] - [E:119| 600]: Train Loss:0.0015228,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 18:15:15,323 - ice0003 - [INFO] - [E:119| 700]: Train Loss:0.0015227,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 18:16:18,275 - ice0003 - [INFO] - [E:119| 800]: Train Loss:0.0015229,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 18:17:21,232 - ice0003 - [INFO] - [E:119| 900]: Train Loss:0.0015228,  Val MRR:0.42201, 	ice0003
 | 
						|
2023-05-18 18:18:05,518 - ice0003 - [INFO] - [Epoch:119]:  Training Loss:0.001523
 | 
						|
 | 
						|
2023-05-18 18:18:05,731 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 18:18:19,320 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 18:18:32,707 - ice0003 - [INFO] - [Evaluating Epoch 119 valid]: 
 | 
						|
	MRR: Tail : 0.44889, Head : 0.39534, Avg : 0.42212
 | 
						|
	MR: Tail : 699.43, Head : 783.18, Avg : 741.3
 | 
						|
	Hit-1: Tail : 0.36157, Head : 0.31217, Avg : 0.33687
 | 
						|
	Hit-3: Tail : 0.49642, Head : 0.43367, Avg : 0.46504
 | 
						|
	Hit-10: Tail : 0.61015, Head : 0.55444, Avg : 0.58229
 | 
						|
2023-05-18 18:18:34,264 - ice0003 - [INFO] - [Epoch 119]:  Training Loss: 0.0015228,  Valid MRR: 0.42212, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 18:18:34,905 - ice0003 - [INFO] - [E:120| 0]: Train Loss:0.0015368,  Val MRR:0.42212, 	ice0003
 | 
						|
2023-05-18 18:19:37,858 - ice0003 - [INFO] - [E:120| 100]: Train Loss:0.001522,  Val MRR:0.42212, 	ice0003
 | 
						|
2023-05-18 18:20:40,825 - ice0003 - [INFO] - [E:120| 200]: Train Loss:0.0015225,  Val MRR:0.42212, 	ice0003
 | 
						|
2023-05-18 18:21:43,753 - ice0003 - [INFO] - [E:120| 300]: Train Loss:0.0015224,  Val MRR:0.42212, 	ice0003
 | 
						|
2023-05-18 18:22:46,630 - ice0003 - [INFO] - [E:120| 400]: Train Loss:0.0015225,  Val MRR:0.42212, 	ice0003
 | 
						|
2023-05-18 18:23:49,537 - ice0003 - [INFO] - [E:120| 500]: Train Loss:0.0015225,  Val MRR:0.42212, 	ice0003
 | 
						|
2023-05-18 18:24:52,462 - ice0003 - [INFO] - [E:120| 600]: Train Loss:0.0015225,  Val MRR:0.42212, 	ice0003
 | 
						|
2023-05-18 18:25:55,385 - ice0003 - [INFO] - [E:120| 700]: Train Loss:0.0015223,  Val MRR:0.42212, 	ice0003
 | 
						|
2023-05-18 18:26:58,343 - ice0003 - [INFO] - [E:120| 800]: Train Loss:0.0015221,  Val MRR:0.42212, 	ice0003
 | 
						|
2023-05-18 18:28:01,205 - ice0003 - [INFO] - [E:120| 900]: Train Loss:0.0015225,  Val MRR:0.42212, 	ice0003
 | 
						|
2023-05-18 18:28:45,442 - ice0003 - [INFO] - [Epoch:120]:  Training Loss:0.001523
 | 
						|
 | 
						|
2023-05-18 18:28:45,655 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 18:28:59,202 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 18:29:12,525 - ice0003 - [INFO] - [Evaluating Epoch 120 valid]: 
 | 
						|
	MRR: Tail : 0.45304, Head : 0.39484, Avg : 0.42394
 | 
						|
 | 
						|
2023-05-18 18:29:14,224 - ice0003 - [INFO] - [Epoch 120]:  Training Loss: 0.0015225,  Valid MRR: 0.42394, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 18:29:14,871 - ice0003 - [INFO] - [E:121| 0]: Train Loss:0.0015243,  Val MRR:0.42394, 	ice0003
 | 
						|
2023-05-18 18:30:17,792 - ice0003 - [INFO] - [E:121| 100]: Train Loss:0.001523,  Val MRR:0.42394, 	ice0003
 | 
						|
2023-05-18 18:31:20,730 - ice0003 - [INFO] - [E:121| 200]: Train Loss:0.0015226,  Val MRR:0.42394, 	ice0003
 | 
						|
2023-05-18 18:32:23,637 - ice0003 - [INFO] - [E:121| 300]: Train Loss:0.0015227,  Val MRR:0.42394, 	ice0003
 | 
						|
2023-05-18 18:33:26,530 - ice0003 - [INFO] - [E:121| 400]: Train Loss:0.0015223,  Val MRR:0.42394, 	ice0003
 | 
						|
2023-05-18 18:34:29,457 - ice0003 - [INFO] - [E:121| 500]: Train Loss:0.0015223,  Val MRR:0.42394, 	ice0003
 | 
						|
2023-05-18 18:35:32,403 - ice0003 - [INFO] - [E:121| 600]: Train Loss:0.0015221,  Val MRR:0.42394, 	ice0003
 | 
						|
2023-05-18 18:36:35,336 - ice0003 - [INFO] - [E:121| 700]: Train Loss:0.0015218,  Val MRR:0.42394, 	ice0003
 | 
						|
2023-05-18 18:37:38,212 - ice0003 - [INFO] - [E:121| 800]: Train Loss:0.0015221,  Val MRR:0.42394, 	ice0003
 | 
						|
2023-05-18 18:38:41,115 - ice0003 - [INFO] - [E:121| 900]: Train Loss:0.0015222,  Val MRR:0.42394, 	ice0003
 | 
						|
2023-05-18 18:39:25,359 - ice0003 - [INFO] - [Epoch:121]:  Training Loss:0.001522
 | 
						|
 | 
						|
2023-05-18 18:39:25,570 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 18:39:39,095 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 18:39:52,425 - ice0003 - [INFO] - [Evaluating Epoch 121 valid]: 
 | 
						|
	MRR: Tail : 0.45016, Head : 0.39167, Avg : 0.42092
 | 
						|
 | 
						|
2023-05-18 18:39:52,425 - ice0003 - [INFO] - [Epoch 121]:  Training Loss: 0.0015224,  Valid MRR: 0.42394, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 18:39:53,067 - ice0003 - [INFO] - [E:122| 0]: Train Loss:0.0015211,  Val MRR:0.42394, 	ice0003
 | 
						|
2023-05-18 18:40:55,991 - ice0003 - [INFO] - [E:122| 100]: Train Loss:0.0015207,  Val MRR:0.42394, 	ice0003
 | 
						|
2023-05-18 18:41:58,872 - ice0003 - [INFO] - [E:122| 200]: Train Loss:0.0015216,  Val MRR:0.42394, 	ice0003
 | 
						|
2023-05-18 18:43:01,783 - ice0003 - [INFO] - [E:122| 300]: Train Loss:0.0015217,  Val MRR:0.42394, 	ice0003
 | 
						|
2023-05-18 18:44:04,675 - ice0003 - [INFO] - [E:122| 400]: Train Loss:0.0015213,  Val MRR:0.42394, 	ice0003
 | 
						|
2023-05-18 18:45:07,483 - ice0003 - [INFO] - [E:122| 500]: Train Loss:0.0015213,  Val MRR:0.42394, 	ice0003
 | 
						|
2023-05-18 18:46:10,270 - ice0003 - [INFO] - [E:122| 600]: Train Loss:0.0015216,  Val MRR:0.42394, 	ice0003
 | 
						|
2023-05-18 18:47:13,047 - ice0003 - [INFO] - [E:122| 700]: Train Loss:0.0015217,  Val MRR:0.42394, 	ice0003
 | 
						|
2023-05-18 18:48:15,877 - ice0003 - [INFO] - [E:122| 800]: Train Loss:0.0015218,  Val MRR:0.42394, 	ice0003
 | 
						|
2023-05-18 18:49:18,658 - ice0003 - [INFO] - [E:122| 900]: Train Loss:0.0015219,  Val MRR:0.42394, 	ice0003
 | 
						|
2023-05-18 18:50:02,830 - ice0003 - [INFO] - [Epoch:122]:  Training Loss:0.001522
 | 
						|
 | 
						|
2023-05-18 18:50:03,042 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 18:50:16,580 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 18:50:29,906 - ice0003 - [INFO] - [Evaluating Epoch 122 valid]: 
 | 
						|
	MRR: Tail : 0.45413, Head : 0.39724, Avg : 0.42568
 | 
						|
 | 
						|
2023-05-18 18:50:31,281 - ice0003 - [INFO] - [Epoch 122]:  Training Loss: 0.0015222,  Valid MRR: 0.42568, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 18:50:31,918 - ice0003 - [INFO] - [E:123| 0]: Train Loss:0.0015128,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 18:51:34,820 - ice0003 - [INFO] - [E:123| 100]: Train Loss:0.0015201,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 18:52:37,662 - ice0003 - [INFO] - [E:123| 200]: Train Loss:0.0015209,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 18:53:40,503 - ice0003 - [INFO] - [E:123| 300]: Train Loss:0.0015208,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 18:54:43,266 - ice0003 - [INFO] - [E:123| 400]: Train Loss:0.0015214,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 18:55:46,032 - ice0003 - [INFO] - [E:123| 500]: Train Loss:0.0015213,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 18:56:48,818 - ice0003 - [INFO] - [E:123| 600]: Train Loss:0.0015214,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 18:57:51,622 - ice0003 - [INFO] - [E:123| 700]: Train Loss:0.0015215,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 18:58:54,404 - ice0003 - [INFO] - [E:123| 800]: Train Loss:0.0015216,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 18:59:57,192 - ice0003 - [INFO] - [E:123| 900]: Train Loss:0.0015216,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:00:41,374 - ice0003 - [INFO] - [Epoch:123]:  Training Loss:0.001522
 | 
						|
 | 
						|
2023-05-18 19:00:41,586 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 19:00:55,126 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 19:01:08,462 - ice0003 - [INFO] - [Evaluating Epoch 123 valid]: 
 | 
						|
	MRR: Tail : 0.45398, Head : 0.39458, Avg : 0.42428
 | 
						|
 | 
						|
2023-05-18 19:01:08,462 - ice0003 - [INFO] - [Epoch 123]:  Training Loss: 0.0015217,  Valid MRR: 0.42568, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 19:01:09,121 - ice0003 - [INFO] - [E:124| 0]: Train Loss:0.001517,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:02:12,100 - ice0003 - [INFO] - [E:124| 100]: Train Loss:0.0015183,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:03:14,901 - ice0003 - [INFO] - [E:124| 200]: Train Loss:0.0015195,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:04:17,765 - ice0003 - [INFO] - [E:124| 300]: Train Loss:0.0015201,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:05:20,726 - ice0003 - [INFO] - [E:124| 400]: Train Loss:0.0015205,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:06:23,646 - ice0003 - [INFO] - [E:124| 500]: Train Loss:0.0015209,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:07:26,556 - ice0003 - [INFO] - [E:124| 600]: Train Loss:0.0015208,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:08:29,475 - ice0003 - [INFO] - [E:124| 700]: Train Loss:0.0015208,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:09:32,391 - ice0003 - [INFO] - [E:124| 800]: Train Loss:0.0015208,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:10:35,254 - ice0003 - [INFO] - [E:124| 900]: Train Loss:0.001521,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:11:19,487 - ice0003 - [INFO] - [Epoch:124]:  Training Loss:0.001521
 | 
						|
 | 
						|
2023-05-18 19:11:19,700 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 19:11:33,242 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 19:11:46,566 - ice0003 - [INFO] - [Evaluating Epoch 124 valid]: 
 | 
						|
	MRR: Tail : 0.4534, Head : 0.39452, Avg : 0.42396
 | 
						|
 | 
						|
2023-05-18 19:11:46,566 - ice0003 - [INFO] - [Epoch 124]:  Training Loss: 0.0015211,  Valid MRR: 0.42568, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 19:11:47,205 - ice0003 - [INFO] - [E:125| 0]: Train Loss:0.0015136,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:12:50,143 - ice0003 - [INFO] - [E:125| 100]: Train Loss:0.0015214,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:13:53,100 - ice0003 - [INFO] - [E:125| 200]: Train Loss:0.0015208,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:14:56,056 - ice0003 - [INFO] - [E:125| 300]: Train Loss:0.0015214,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:15:58,995 - ice0003 - [INFO] - [E:125| 400]: Train Loss:0.0015214,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:17:01,946 - ice0003 - [INFO] - [E:125| 500]: Train Loss:0.0015214,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:18:04,884 - ice0003 - [INFO] - [E:125| 600]: Train Loss:0.0015212,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:19:07,864 - ice0003 - [INFO] - [E:125| 700]: Train Loss:0.0015212,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:20:10,723 - ice0003 - [INFO] - [E:125| 800]: Train Loss:0.0015212,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:21:13,588 - ice0003 - [INFO] - [E:125| 900]: Train Loss:0.0015212,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:21:57,800 - ice0003 - [INFO] - [Epoch:125]:  Training Loss:0.001521
 | 
						|
 | 
						|
2023-05-18 19:21:58,013 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 19:22:11,566 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 19:22:24,884 - ice0003 - [INFO] - [Evaluating Epoch 125 valid]: 
 | 
						|
	MRR: Tail : 0.45373, Head : 0.39684, Avg : 0.42529
 | 
						|
 | 
						|
2023-05-18 19:22:24,884 - ice0003 - [INFO] - [Epoch 125]:  Training Loss: 0.0015212,  Valid MRR: 0.42568, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 19:22:25,522 - ice0003 - [INFO] - [E:126| 0]: Train Loss:0.0015098,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:23:28,384 - ice0003 - [INFO] - [E:126| 100]: Train Loss:0.0015199,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:24:31,236 - ice0003 - [INFO] - [E:126| 200]: Train Loss:0.0015191,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:25:34,097 - ice0003 - [INFO] - [E:126| 300]: Train Loss:0.0015194,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:26:36,989 - ice0003 - [INFO] - [E:126| 400]: Train Loss:0.0015194,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:27:39,864 - ice0003 - [INFO] - [E:126| 500]: Train Loss:0.0015197,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:28:42,664 - ice0003 - [INFO] - [E:126| 600]: Train Loss:0.0015198,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:29:45,473 - ice0003 - [INFO] - [E:126| 700]: Train Loss:0.0015201,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:30:48,252 - ice0003 - [INFO] - [E:126| 800]: Train Loss:0.0015204,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:31:51,132 - ice0003 - [INFO] - [E:126| 900]: Train Loss:0.0015206,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:32:35,292 - ice0003 - [INFO] - [Epoch:126]:  Training Loss:0.001521
 | 
						|
 | 
						|
2023-05-18 19:32:35,504 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 19:32:49,040 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 19:33:02,369 - ice0003 - [INFO] - [Evaluating Epoch 126 valid]: 
 | 
						|
	MRR: Tail : 0.45059, Head : 0.39211, Avg : 0.42135
 | 
						|
 | 
						|
2023-05-18 19:33:02,369 - ice0003 - [INFO] - [Epoch 126]:  Training Loss: 0.0015207,  Valid MRR: 0.42568, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 19:33:03,004 - ice0003 - [INFO] - [E:127| 0]: Train Loss:0.0015291,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:34:05,803 - ice0003 - [INFO] - [E:127| 100]: Train Loss:0.0015195,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:35:08,584 - ice0003 - [INFO] - [E:127| 200]: Train Loss:0.0015201,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:36:11,570 - ice0003 - [INFO] - [E:127| 300]: Train Loss:0.0015199,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:37:14,513 - ice0003 - [INFO] - [E:127| 400]: Train Loss:0.0015202,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:38:17,467 - ice0003 - [INFO] - [E:127| 500]: Train Loss:0.0015203,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:39:20,424 - ice0003 - [INFO] - [E:127| 600]: Train Loss:0.0015204,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:40:23,307 - ice0003 - [INFO] - [E:127| 700]: Train Loss:0.0015204,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:41:26,204 - ice0003 - [INFO] - [E:127| 800]: Train Loss:0.0015207,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:42:29,107 - ice0003 - [INFO] - [E:127| 900]: Train Loss:0.0015207,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:43:13,330 - ice0003 - [INFO] - [Epoch:127]:  Training Loss:0.001521
 | 
						|
 | 
						|
2023-05-18 19:43:13,542 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 19:43:27,068 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 19:43:40,395 - ice0003 - [INFO] - [Evaluating Epoch 127 valid]: 
 | 
						|
	MRR: Tail : 0.45197, Head : 0.38989, Avg : 0.42093
 | 
						|
 | 
						|
2023-05-18 19:43:40,396 - ice0003 - [INFO] - [Epoch 127]:  Training Loss: 0.0015207,  Valid MRR: 0.42568, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 19:43:41,034 - ice0003 - [INFO] - [E:128| 0]: Train Loss:0.001527,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:44:43,950 - ice0003 - [INFO] - [E:128| 100]: Train Loss:0.0015209,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:45:46,869 - ice0003 - [INFO] - [E:128| 200]: Train Loss:0.001521,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:46:49,692 - ice0003 - [INFO] - [E:128| 300]: Train Loss:0.0015206,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:47:52,477 - ice0003 - [INFO] - [E:128| 400]: Train Loss:0.0015203,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:48:55,331 - ice0003 - [INFO] - [E:128| 500]: Train Loss:0.0015202,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:49:58,145 - ice0003 - [INFO] - [E:128| 600]: Train Loss:0.0015201,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:51:01,012 - ice0003 - [INFO] - [E:128| 700]: Train Loss:0.0015202,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:52:03,821 - ice0003 - [INFO] - [E:128| 800]: Train Loss:0.0015203,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:53:06,752 - ice0003 - [INFO] - [E:128| 900]: Train Loss:0.0015203,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:53:50,925 - ice0003 - [INFO] - [Epoch:128]:  Training Loss:0.00152
 | 
						|
 | 
						|
2023-05-18 19:53:51,139 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 19:54:04,675 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 19:54:18,008 - ice0003 - [INFO] - [Evaluating Epoch 128 valid]: 
 | 
						|
	MRR: Tail : 0.45096, Head : 0.39488, Avg : 0.42292
 | 
						|
 | 
						|
2023-05-18 19:54:18,008 - ice0003 - [INFO] - [Epoch 128]:  Training Loss: 0.0015204,  Valid MRR: 0.42568, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 19:54:18,645 - ice0003 - [INFO] - [E:129| 0]: Train Loss:0.0015146,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:55:21,475 - ice0003 - [INFO] - [E:129| 100]: Train Loss:0.0015196,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:56:24,291 - ice0003 - [INFO] - [E:129| 200]: Train Loss:0.0015194,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:57:27,092 - ice0003 - [INFO] - [E:129| 300]: Train Loss:0.0015193,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:58:29,923 - ice0003 - [INFO] - [E:129| 400]: Train Loss:0.0015194,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 19:59:32,762 - ice0003 - [INFO] - [E:129| 500]: Train Loss:0.0015195,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:00:35,609 - ice0003 - [INFO] - [E:129| 600]: Train Loss:0.0015196,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:01:38,603 - ice0003 - [INFO] - [E:129| 700]: Train Loss:0.0015195,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:02:41,556 - ice0003 - [INFO] - [E:129| 800]: Train Loss:0.0015197,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:03:44,430 - ice0003 - [INFO] - [E:129| 900]: Train Loss:0.0015199,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:04:28,677 - ice0003 - [INFO] - [Epoch:129]:  Training Loss:0.00152
 | 
						|
 | 
						|
2023-05-18 20:04:28,889 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 20:04:42,421 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 20:04:55,747 - ice0003 - [INFO] - [Evaluating Epoch 129 valid]: 
 | 
						|
	MRR: Tail : 0.45059, Head : 0.39426, Avg : 0.42243
 | 
						|
	MR: Tail : 708.65, Head : 804.06, Avg : 756.35
 | 
						|
	Hit-1: Tail : 0.36509, Head : 0.31084, Avg : 0.33797
 | 
						|
	Hit-3: Tail : 0.49958, Head : 0.4327, Avg : 0.46614
 | 
						|
	Hit-10: Tail : 0.60808, Head : 0.55553, Avg : 0.58181
 | 
						|
2023-05-18 20:04:55,748 - ice0003 - [INFO] - [Epoch 129]:  Training Loss: 0.0015199,  Valid MRR: 0.42568, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 20:04:56,395 - ice0003 - [INFO] - [E:130| 0]: Train Loss:0.0015147,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:05:59,268 - ice0003 - [INFO] - [E:130| 100]: Train Loss:0.0015193,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:07:02,213 - ice0003 - [INFO] - [E:130| 200]: Train Loss:0.0015191,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:08:05,118 - ice0003 - [INFO] - [E:130| 300]: Train Loss:0.0015185,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:09:08,029 - ice0003 - [INFO] - [E:130| 400]: Train Loss:0.0015185,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:10:11,006 - ice0003 - [INFO] - [E:130| 500]: Train Loss:0.0015188,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:11:13,907 - ice0003 - [INFO] - [E:130| 600]: Train Loss:0.0015189,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:12:16,791 - ice0003 - [INFO] - [E:130| 700]: Train Loss:0.001519,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:13:19,662 - ice0003 - [INFO] - [E:130| 800]: Train Loss:0.0015193,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:14:22,583 - ice0003 - [INFO] - [E:130| 900]: Train Loss:0.0015194,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:15:06,864 - ice0003 - [INFO] - [Epoch:130]:  Training Loss:0.001519
 | 
						|
 | 
						|
2023-05-18 20:15:07,079 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 20:15:20,625 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 20:15:33,957 - ice0003 - [INFO] - [Evaluating Epoch 130 valid]: 
 | 
						|
	MRR: Tail : 0.45229, Head : 0.39713, Avg : 0.42471
 | 
						|
 | 
						|
2023-05-18 20:15:33,957 - ice0003 - [INFO] - [Epoch 130]:  Training Loss: 0.0015195,  Valid MRR: 0.42568, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 20:15:34,594 - ice0003 - [INFO] - [E:131| 0]: Train Loss:0.0015038,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:16:37,519 - ice0003 - [INFO] - [E:131| 100]: Train Loss:0.0015193,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:17:40,437 - ice0003 - [INFO] - [E:131| 200]: Train Loss:0.0015182,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:18:43,390 - ice0003 - [INFO] - [E:131| 300]: Train Loss:0.0015186,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:19:46,219 - ice0003 - [INFO] - [E:131| 400]: Train Loss:0.0015188,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:20:49,015 - ice0003 - [INFO] - [E:131| 500]: Train Loss:0.001519,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:21:51,796 - ice0003 - [INFO] - [E:131| 600]: Train Loss:0.001519,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:22:54,610 - ice0003 - [INFO] - [E:131| 700]: Train Loss:0.0015192,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:23:57,392 - ice0003 - [INFO] - [E:131| 800]: Train Loss:0.0015192,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:25:00,176 - ice0003 - [INFO] - [E:131| 900]: Train Loss:0.0015192,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:25:44,336 - ice0003 - [INFO] - [Epoch:131]:  Training Loss:0.001519
 | 
						|
 | 
						|
2023-05-18 20:25:44,549 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 20:25:58,087 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 20:26:11,445 - ice0003 - [INFO] - [Evaluating Epoch 131 valid]: 
 | 
						|
	MRR: Tail : 0.45226, Head : 0.39722, Avg : 0.42474
 | 
						|
 | 
						|
2023-05-18 20:26:12,550 - ice0003 - [INFO] - [Epoch 131]:  Training Loss: 0.0015192,  Valid MRR: 0.42568, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 20:26:13,204 - ice0003 - [INFO] - [E:132| 0]: Train Loss:0.0015058,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:27:16,092 - ice0003 - [INFO] - [E:132| 100]: Train Loss:0.001518,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:28:18,920 - ice0003 - [INFO] - [E:132| 200]: Train Loss:0.0015188,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:29:21,827 - ice0003 - [INFO] - [E:132| 300]: Train Loss:0.0015187,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:30:24,646 - ice0003 - [INFO] - [E:132| 400]: Train Loss:0.0015187,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:31:27,451 - ice0003 - [INFO] - [E:132| 500]: Train Loss:0.0015186,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:32:30,275 - ice0003 - [INFO] - [E:132| 600]: Train Loss:0.0015185,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:33:33,083 - ice0003 - [INFO] - [E:132| 700]: Train Loss:0.0015186,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:34:35,893 - ice0003 - [INFO] - [E:132| 800]: Train Loss:0.0015188,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:35:38,791 - ice0003 - [INFO] - [E:132| 900]: Train Loss:0.0015189,  Val MRR:0.42568, 	ice0003
 | 
						|
2023-05-18 20:36:23,021 - ice0003 - [INFO] - [Epoch:132]:  Training Loss:0.001519
 | 
						|
 | 
						|
2023-05-18 20:36:23,233 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 20:36:36,776 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 20:36:50,108 - ice0003 - [INFO] - [Evaluating Epoch 132 valid]: 
 | 
						|
	MRR: Tail : 0.45268, Head : 0.3991, Avg : 0.42589
 | 
						|
 | 
						|
2023-05-18 20:36:51,372 - ice0003 - [INFO] - [Epoch 132]:  Training Loss: 0.001519,  Valid MRR: 0.42589, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 20:36:52,020 - ice0003 - [INFO] - [E:133| 0]: Train Loss:0.0015096,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 20:37:54,932 - ice0003 - [INFO] - [E:133| 100]: Train Loss:0.0015179,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 20:38:57,887 - ice0003 - [INFO] - [E:133| 200]: Train Loss:0.0015181,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 20:40:00,817 - ice0003 - [INFO] - [E:133| 300]: Train Loss:0.0015185,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 20:41:03,775 - ice0003 - [INFO] - [E:133| 400]: Train Loss:0.0015183,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 20:42:06,738 - ice0003 - [INFO] - [E:133| 500]: Train Loss:0.0015185,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 20:43:09,681 - ice0003 - [INFO] - [E:133| 600]: Train Loss:0.0015186,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 20:44:12,677 - ice0003 - [INFO] - [E:133| 700]: Train Loss:0.0015187,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 20:45:15,491 - ice0003 - [INFO] - [E:133| 800]: Train Loss:0.0015188,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 20:46:18,297 - ice0003 - [INFO] - [E:133| 900]: Train Loss:0.0015189,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 20:47:02,452 - ice0003 - [INFO] - [Epoch:133]:  Training Loss:0.001519
 | 
						|
 | 
						|
2023-05-18 20:47:02,663 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 20:47:16,207 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 20:47:29,534 - ice0003 - [INFO] - [Evaluating Epoch 133 valid]: 
 | 
						|
	MRR: Tail : 0.45066, Head : 0.39105, Avg : 0.42086
 | 
						|
 | 
						|
2023-05-18 20:47:29,534 - ice0003 - [INFO] - [Epoch 133]:  Training Loss: 0.0015189,  Valid MRR: 0.42589, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 20:47:30,174 - ice0003 - [INFO] - [E:134| 0]: Train Loss:0.0015301,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 20:48:32,967 - ice0003 - [INFO] - [E:134| 100]: Train Loss:0.001518,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 20:49:35,760 - ice0003 - [INFO] - [E:134| 200]: Train Loss:0.0015178,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 20:50:38,542 - ice0003 - [INFO] - [E:134| 300]: Train Loss:0.0015176,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 20:51:41,336 - ice0003 - [INFO] - [E:134| 400]: Train Loss:0.0015178,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 20:52:44,190 - ice0003 - [INFO] - [E:134| 500]: Train Loss:0.0015176,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 20:53:47,096 - ice0003 - [INFO] - [E:134| 600]: Train Loss:0.0015178,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 20:54:49,895 - ice0003 - [INFO] - [E:134| 700]: Train Loss:0.0015182,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 20:55:52,715 - ice0003 - [INFO] - [E:134| 800]: Train Loss:0.0015183,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 20:56:55,480 - ice0003 - [INFO] - [E:134| 900]: Train Loss:0.0015185,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 20:57:39,675 - ice0003 - [INFO] - [Epoch:134]:  Training Loss:0.001518
 | 
						|
 | 
						|
2023-05-18 20:57:39,887 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 20:57:53,429 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 20:58:06,751 - ice0003 - [INFO] - [Evaluating Epoch 134 valid]: 
 | 
						|
	MRR: Tail : 0.44943, Head : 0.39245, Avg : 0.42094
 | 
						|
 | 
						|
2023-05-18 20:58:06,751 - ice0003 - [INFO] - [Epoch 134]:  Training Loss: 0.0015185,  Valid MRR: 0.42589, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 20:58:07,387 - ice0003 - [INFO] - [E:135| 0]: Train Loss:0.0015503,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 20:59:10,194 - ice0003 - [INFO] - [E:135| 100]: Train Loss:0.001517,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:00:13,002 - ice0003 - [INFO] - [E:135| 200]: Train Loss:0.0015167,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:01:15,793 - ice0003 - [INFO] - [E:135| 300]: Train Loss:0.0015169,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:02:18,696 - ice0003 - [INFO] - [E:135| 400]: Train Loss:0.0015173,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:03:21,526 - ice0003 - [INFO] - [E:135| 500]: Train Loss:0.0015174,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:04:24,322 - ice0003 - [INFO] - [E:135| 600]: Train Loss:0.0015177,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:05:27,175 - ice0003 - [INFO] - [E:135| 700]: Train Loss:0.001518,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:06:30,026 - ice0003 - [INFO] - [E:135| 800]: Train Loss:0.0015181,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:07:32,937 - ice0003 - [INFO] - [E:135| 900]: Train Loss:0.0015181,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:08:17,214 - ice0003 - [INFO] - [Epoch:135]:  Training Loss:0.001518
 | 
						|
 | 
						|
2023-05-18 21:08:17,426 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 21:08:30,982 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 21:08:44,318 - ice0003 - [INFO] - [Evaluating Epoch 135 valid]: 
 | 
						|
	MRR: Tail : 0.45089, Head : 0.39251, Avg : 0.4217
 | 
						|
 | 
						|
2023-05-18 21:08:44,318 - ice0003 - [INFO] - [Epoch 135]:  Training Loss: 0.0015182,  Valid MRR: 0.42589, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 21:08:44,959 - ice0003 - [INFO] - [E:136| 0]: Train Loss:0.0015214,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:09:47,911 - ice0003 - [INFO] - [E:136| 100]: Train Loss:0.0015177,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:10:50,787 - ice0003 - [INFO] - [E:136| 200]: Train Loss:0.0015178,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:11:53,601 - ice0003 - [INFO] - [E:136| 300]: Train Loss:0.0015176,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:12:56,387 - ice0003 - [INFO] - [E:136| 400]: Train Loss:0.0015177,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:13:59,268 - ice0003 - [INFO] - [E:136| 500]: Train Loss:0.0015177,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:15:02,165 - ice0003 - [INFO] - [E:136| 600]: Train Loss:0.0015175,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:16:05,075 - ice0003 - [INFO] - [E:136| 700]: Train Loss:0.0015176,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:17:08,006 - ice0003 - [INFO] - [E:136| 800]: Train Loss:0.0015175,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:18:10,898 - ice0003 - [INFO] - [E:136| 900]: Train Loss:0.0015178,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:18:55,233 - ice0003 - [INFO] - [Epoch:136]:  Training Loss:0.001518
 | 
						|
 | 
						|
2023-05-18 21:18:55,446 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 21:19:08,982 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 21:19:22,305 - ice0003 - [INFO] - [Evaluating Epoch 136 valid]: 
 | 
						|
	MRR: Tail : 0.4526, Head : 0.39604, Avg : 0.42432
 | 
						|
 | 
						|
2023-05-18 21:19:22,305 - ice0003 - [INFO] - [Epoch 136]:  Training Loss: 0.0015178,  Valid MRR: 0.42589, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 21:19:22,942 - ice0003 - [INFO] - [E:137| 0]: Train Loss:0.0015263,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:20:25,742 - ice0003 - [INFO] - [E:137| 100]: Train Loss:0.0015168,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:21:28,531 - ice0003 - [INFO] - [E:137| 200]: Train Loss:0.0015162,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:22:31,317 - ice0003 - [INFO] - [E:137| 300]: Train Loss:0.0015168,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:23:34,101 - ice0003 - [INFO] - [E:137| 400]: Train Loss:0.0015171,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:24:36,896 - ice0003 - [INFO] - [E:137| 500]: Train Loss:0.0015172,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:25:39,718 - ice0003 - [INFO] - [E:137| 600]: Train Loss:0.0015172,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:26:42,533 - ice0003 - [INFO] - [E:137| 700]: Train Loss:0.0015175,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:27:45,451 - ice0003 - [INFO] - [E:137| 800]: Train Loss:0.0015176,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:28:48,249 - ice0003 - [INFO] - [E:137| 900]: Train Loss:0.0015176,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:29:32,435 - ice0003 - [INFO] - [Epoch:137]:  Training Loss:0.001518
 | 
						|
 | 
						|
2023-05-18 21:29:32,647 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 21:29:46,180 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 21:29:59,510 - ice0003 - [INFO] - [Evaluating Epoch 137 valid]: 
 | 
						|
	MRR: Tail : 0.45153, Head : 0.39745, Avg : 0.42449
 | 
						|
 | 
						|
2023-05-18 21:29:59,510 - ice0003 - [INFO] - [Epoch 137]:  Training Loss: 0.0015177,  Valid MRR: 0.42589, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 21:30:00,155 - ice0003 - [INFO] - [E:138| 0]: Train Loss:0.0015263,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:31:02,959 - ice0003 - [INFO] - [E:138| 100]: Train Loss:0.0015166,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:32:05,756 - ice0003 - [INFO] - [E:138| 200]: Train Loss:0.0015166,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:33:08,598 - ice0003 - [INFO] - [E:138| 300]: Train Loss:0.0015171,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:34:11,411 - ice0003 - [INFO] - [E:138| 400]: Train Loss:0.001517,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:35:14,244 - ice0003 - [INFO] - [E:138| 500]: Train Loss:0.0015171,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:36:17,134 - ice0003 - [INFO] - [E:138| 600]: Train Loss:0.0015168,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:37:20,046 - ice0003 - [INFO] - [E:138| 700]: Train Loss:0.001517,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:38:22,961 - ice0003 - [INFO] - [E:138| 800]: Train Loss:0.0015172,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:39:25,874 - ice0003 - [INFO] - [E:138| 900]: Train Loss:0.0015172,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:40:10,151 - ice0003 - [INFO] - [Epoch:138]:  Training Loss:0.001517
 | 
						|
 | 
						|
2023-05-18 21:40:10,363 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 21:40:23,899 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 21:40:37,243 - ice0003 - [INFO] - [Evaluating Epoch 138 valid]: 
 | 
						|
	MRR: Tail : 0.45439, Head : 0.39567, Avg : 0.42503
 | 
						|
 | 
						|
2023-05-18 21:40:37,243 - ice0003 - [INFO] - [Epoch 138]:  Training Loss: 0.0015172,  Valid MRR: 0.42589, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 21:40:37,879 - ice0003 - [INFO] - [E:139| 0]: Train Loss:0.0015208,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:41:40,832 - ice0003 - [INFO] - [E:139| 100]: Train Loss:0.0015161,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:42:43,698 - ice0003 - [INFO] - [E:139| 200]: Train Loss:0.0015165,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:43:46,471 - ice0003 - [INFO] - [E:139| 300]: Train Loss:0.0015172,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:44:49,381 - ice0003 - [INFO] - [E:139| 400]: Train Loss:0.0015172,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:45:52,149 - ice0003 - [INFO] - [E:139| 500]: Train Loss:0.0015171,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:46:54,913 - ice0003 - [INFO] - [E:139| 600]: Train Loss:0.0015169,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:47:57,687 - ice0003 - [INFO] - [E:139| 700]: Train Loss:0.0015169,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:49:00,483 - ice0003 - [INFO] - [E:139| 800]: Train Loss:0.0015169,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:50:03,251 - ice0003 - [INFO] - [E:139| 900]: Train Loss:0.001517,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:50:47,413 - ice0003 - [INFO] - [Epoch:139]:  Training Loss:0.001517
 | 
						|
 | 
						|
2023-05-18 21:50:47,625 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 21:51:01,164 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 21:51:14,492 - ice0003 - [INFO] - [Evaluating Epoch 139 valid]: 
 | 
						|
	MRR: Tail : 0.45099, Head : 0.39567, Avg : 0.42333
 | 
						|
	MR: Tail : 709.45, Head : 813.9, Avg : 761.67
 | 
						|
	Hit-1: Tail : 0.36521, Head : 0.3129, Avg : 0.33906
 | 
						|
	Hit-3: Tail : 0.49727, Head : 0.43197, Avg : 0.46462
 | 
						|
	Hit-10: Tail : 0.60954, Head : 0.55711, Avg : 0.58332
 | 
						|
2023-05-18 21:51:14,492 - ice0003 - [INFO] - [Epoch 139]:  Training Loss: 0.0015171,  Valid MRR: 0.42589, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 21:51:15,134 - ice0003 - [INFO] - [E:140| 0]: Train Loss:0.0015126,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:52:18,024 - ice0003 - [INFO] - [E:140| 100]: Train Loss:0.0015167,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:53:20,917 - ice0003 - [INFO] - [E:140| 200]: Train Loss:0.0015165,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:54:23,750 - ice0003 - [INFO] - [E:140| 300]: Train Loss:0.0015165,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:55:26,704 - ice0003 - [INFO] - [E:140| 400]: Train Loss:0.0015166,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:56:29,669 - ice0003 - [INFO] - [E:140| 500]: Train Loss:0.0015165,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:57:32,599 - ice0003 - [INFO] - [E:140| 600]: Train Loss:0.0015166,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:58:35,519 - ice0003 - [INFO] - [E:140| 700]: Train Loss:0.0015166,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 21:59:38,442 - ice0003 - [INFO] - [E:140| 800]: Train Loss:0.0015167,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:00:41,388 - ice0003 - [INFO] - [E:140| 900]: Train Loss:0.0015167,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:01:25,665 - ice0003 - [INFO] - [Epoch:140]:  Training Loss:0.001517
 | 
						|
 | 
						|
2023-05-18 22:01:25,877 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 22:01:39,405 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 22:01:52,763 - ice0003 - [INFO] - [Evaluating Epoch 140 valid]: 
 | 
						|
	MRR: Tail : 0.4556, Head : 0.39589, Avg : 0.42574
 | 
						|
 | 
						|
2023-05-18 22:01:52,763 - ice0003 - [INFO] - [Epoch 140]:  Training Loss: 0.0015169,  Valid MRR: 0.42589, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 22:01:53,399 - ice0003 - [INFO] - [E:141| 0]: Train Loss:0.0015032,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:02:56,368 - ice0003 - [INFO] - [E:141| 100]: Train Loss:0.0015165,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:03:59,218 - ice0003 - [INFO] - [E:141| 200]: Train Loss:0.0015163,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:05:02,013 - ice0003 - [INFO] - [E:141| 300]: Train Loss:0.0015162,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:06:04,825 - ice0003 - [INFO] - [E:141| 400]: Train Loss:0.0015159,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:07:07,629 - ice0003 - [INFO] - [E:141| 500]: Train Loss:0.0015162,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:08:10,483 - ice0003 - [INFO] - [E:141| 600]: Train Loss:0.0015163,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:09:13,432 - ice0003 - [INFO] - [E:141| 700]: Train Loss:0.0015162,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:10:16,264 - ice0003 - [INFO] - [E:141| 800]: Train Loss:0.0015165,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:11:19,217 - ice0003 - [INFO] - [E:141| 900]: Train Loss:0.0015167,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:12:03,405 - ice0003 - [INFO] - [Epoch:141]:  Training Loss:0.001517
 | 
						|
 | 
						|
2023-05-18 22:12:03,617 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 22:12:17,151 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 22:12:30,483 - ice0003 - [INFO] - [Evaluating Epoch 141 valid]: 
 | 
						|
	MRR: Tail : 0.45517, Head : 0.39564, Avg : 0.4254
 | 
						|
 | 
						|
2023-05-18 22:12:30,483 - ice0003 - [INFO] - [Epoch 141]:  Training Loss: 0.0015168,  Valid MRR: 0.42589, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 22:12:31,125 - ice0003 - [INFO] - [E:142| 0]: Train Loss:0.0015138,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:13:34,037 - ice0003 - [INFO] - [E:142| 100]: Train Loss:0.0015185,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:14:36,988 - ice0003 - [INFO] - [E:142| 200]: Train Loss:0.0015179,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:15:39,939 - ice0003 - [INFO] - [E:142| 300]: Train Loss:0.0015173,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:16:42,785 - ice0003 - [INFO] - [E:142| 400]: Train Loss:0.0015171,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:17:45,585 - ice0003 - [INFO] - [E:142| 500]: Train Loss:0.0015168,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:18:48,395 - ice0003 - [INFO] - [E:142| 600]: Train Loss:0.0015166,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:19:51,313 - ice0003 - [INFO] - [E:142| 700]: Train Loss:0.0015165,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:20:54,130 - ice0003 - [INFO] - [E:142| 800]: Train Loss:0.0015165,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:21:56,990 - ice0003 - [INFO] - [E:142| 900]: Train Loss:0.0015166,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:22:41,155 - ice0003 - [INFO] - [Epoch:142]:  Training Loss:0.001517
 | 
						|
 | 
						|
2023-05-18 22:22:41,367 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 22:22:54,915 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 22:23:08,244 - ice0003 - [INFO] - [Evaluating Epoch 142 valid]: 
 | 
						|
	MRR: Tail : 0.45304, Head : 0.39559, Avg : 0.42431
 | 
						|
 | 
						|
2023-05-18 22:23:08,244 - ice0003 - [INFO] - [Epoch 142]:  Training Loss: 0.0015166,  Valid MRR: 0.42589, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 22:23:08,887 - ice0003 - [INFO] - [E:143| 0]: Train Loss:0.0015158,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:24:11,765 - ice0003 - [INFO] - [E:143| 100]: Train Loss:0.0015148,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:25:14,621 - ice0003 - [INFO] - [E:143| 200]: Train Loss:0.0015162,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:26:17,435 - ice0003 - [INFO] - [E:143| 300]: Train Loss:0.0015155,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:27:20,265 - ice0003 - [INFO] - [E:143| 400]: Train Loss:0.0015155,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:28:23,218 - ice0003 - [INFO] - [E:143| 500]: Train Loss:0.0015157,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:29:26,114 - ice0003 - [INFO] - [E:143| 600]: Train Loss:0.0015158,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:30:29,095 - ice0003 - [INFO] - [E:143| 700]: Train Loss:0.001516,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:31:31,905 - ice0003 - [INFO] - [E:143| 800]: Train Loss:0.0015163,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:32:34,687 - ice0003 - [INFO] - [E:143| 900]: Train Loss:0.0015164,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:33:18,862 - ice0003 - [INFO] - [Epoch:143]:  Training Loss:0.001516
 | 
						|
 | 
						|
2023-05-18 22:33:19,076 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 22:33:32,610 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 22:33:45,944 - ice0003 - [INFO] - [Evaluating Epoch 143 valid]: 
 | 
						|
	MRR: Tail : 0.45173, Head : 0.39178, Avg : 0.42175
 | 
						|
 | 
						|
2023-05-18 22:33:45,944 - ice0003 - [INFO] - [Epoch 143]:  Training Loss: 0.0015165,  Valid MRR: 0.42589, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 22:33:46,581 - ice0003 - [INFO] - [E:144| 0]: Train Loss:0.0015165,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:34:49,348 - ice0003 - [INFO] - [E:144| 100]: Train Loss:0.0015148,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:35:52,174 - ice0003 - [INFO] - [E:144| 200]: Train Loss:0.0015154,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:36:55,081 - ice0003 - [INFO] - [E:144| 300]: Train Loss:0.0015154,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:37:57,853 - ice0003 - [INFO] - [E:144| 400]: Train Loss:0.0015156,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:39:00,714 - ice0003 - [INFO] - [E:144| 500]: Train Loss:0.0015158,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:40:03,531 - ice0003 - [INFO] - [E:144| 600]: Train Loss:0.0015159,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:41:06,287 - ice0003 - [INFO] - [E:144| 700]: Train Loss:0.0015159,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:42:09,139 - ice0003 - [INFO] - [E:144| 800]: Train Loss:0.0015158,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:43:12,011 - ice0003 - [INFO] - [E:144| 900]: Train Loss:0.0015159,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:43:56,229 - ice0003 - [INFO] - [Epoch:144]:  Training Loss:0.001516
 | 
						|
 | 
						|
2023-05-18 22:43:56,441 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 22:44:09,983 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 22:44:23,313 - ice0003 - [INFO] - [Evaluating Epoch 144 valid]: 
 | 
						|
	MRR: Tail : 0.45492, Head : 0.39543, Avg : 0.42518
 | 
						|
 | 
						|
2023-05-18 22:44:23,313 - ice0003 - [INFO] - [Epoch 144]:  Training Loss: 0.0015161,  Valid MRR: 0.42589, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 22:44:23,958 - ice0003 - [INFO] - [E:145| 0]: Train Loss:0.0015029,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:45:26,816 - ice0003 - [INFO] - [E:145| 100]: Train Loss:0.0015155,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:46:29,641 - ice0003 - [INFO] - [E:145| 200]: Train Loss:0.0015148,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:47:32,446 - ice0003 - [INFO] - [E:145| 300]: Train Loss:0.0015148,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:48:35,298 - ice0003 - [INFO] - [E:145| 400]: Train Loss:0.0015151,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:49:38,215 - ice0003 - [INFO] - [E:145| 500]: Train Loss:0.0015152,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:50:41,016 - ice0003 - [INFO] - [E:145| 600]: Train Loss:0.0015151,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:51:43,806 - ice0003 - [INFO] - [E:145| 700]: Train Loss:0.0015154,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:52:46,627 - ice0003 - [INFO] - [E:145| 800]: Train Loss:0.0015155,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:53:49,586 - ice0003 - [INFO] - [E:145| 900]: Train Loss:0.0015156,  Val MRR:0.42589, 	ice0003
 | 
						|
2023-05-18 22:54:33,785 - ice0003 - [INFO] - [Epoch:145]:  Training Loss:0.001516
 | 
						|
 | 
						|
2023-05-18 22:54:33,996 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 22:54:47,527 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 22:55:00,861 - ice0003 - [INFO] - [Evaluating Epoch 145 valid]: 
 | 
						|
	MRR: Tail : 0.45606, Head : 0.3984, Avg : 0.42723
 | 
						|
 | 
						|
2023-05-18 22:55:02,541 - ice0003 - [INFO] - [Epoch 145]:  Training Loss: 0.0015158,  Valid MRR: 0.42723, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 22:55:03,188 - ice0003 - [INFO] - [E:146| 0]: Train Loss:0.0015301,  Val MRR:0.42723, 	ice0003
 | 
						|
2023-05-18 22:56:06,072 - ice0003 - [INFO] - [E:146| 100]: Train Loss:0.0015132,  Val MRR:0.42723, 	ice0003
 | 
						|
2023-05-18 22:57:09,048 - ice0003 - [INFO] - [E:146| 200]: Train Loss:0.0015139,  Val MRR:0.42723, 	ice0003
 | 
						|
2023-05-18 22:58:11,868 - ice0003 - [INFO] - [E:146| 300]: Train Loss:0.0015144,  Val MRR:0.42723, 	ice0003
 | 
						|
2023-05-18 22:59:14,652 - ice0003 - [INFO] - [E:146| 400]: Train Loss:0.0015143,  Val MRR:0.42723, 	ice0003
 | 
						|
2023-05-18 23:00:17,408 - ice0003 - [INFO] - [E:146| 500]: Train Loss:0.0015145,  Val MRR:0.42723, 	ice0003
 | 
						|
2023-05-18 23:01:20,180 - ice0003 - [INFO] - [E:146| 600]: Train Loss:0.0015147,  Val MRR:0.42723, 	ice0003
 | 
						|
2023-05-18 23:02:23,052 - ice0003 - [INFO] - [E:146| 700]: Train Loss:0.001515,  Val MRR:0.42723, 	ice0003
 | 
						|
2023-05-18 23:03:25,858 - ice0003 - [INFO] - [E:146| 800]: Train Loss:0.0015149,  Val MRR:0.42723, 	ice0003
 | 
						|
2023-05-18 23:04:28,678 - ice0003 - [INFO] - [E:146| 900]: Train Loss:0.0015152,  Val MRR:0.42723, 	ice0003
 | 
						|
2023-05-18 23:05:12,832 - ice0003 - [INFO] - [Epoch:146]:  Training Loss:0.001515
 | 
						|
 | 
						|
2023-05-18 23:05:13,044 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 23:05:26,586 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 23:05:39,917 - ice0003 - [INFO] - [Evaluating Epoch 146 valid]: 
 | 
						|
	MRR: Tail : 0.45288, Head : 0.3942, Avg : 0.42354
 | 
						|
 | 
						|
2023-05-18 23:05:39,918 - ice0003 - [INFO] - [Epoch 146]:  Training Loss: 0.0015153,  Valid MRR: 0.42723, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 23:05:40,555 - ice0003 - [INFO] - [E:147| 0]: Train Loss:0.0015131,  Val MRR:0.42723, 	ice0003
 | 
						|
2023-05-18 23:06:43,335 - ice0003 - [INFO] - [E:147| 100]: Train Loss:0.0015145,  Val MRR:0.42723, 	ice0003
 | 
						|
2023-05-18 23:07:46,203 - ice0003 - [INFO] - [E:147| 200]: Train Loss:0.0015151,  Val MRR:0.42723, 	ice0003
 | 
						|
2023-05-18 23:08:49,099 - ice0003 - [INFO] - [E:147| 300]: Train Loss:0.0015149,  Val MRR:0.42723, 	ice0003
 | 
						|
2023-05-18 23:09:52,018 - ice0003 - [INFO] - [E:147| 400]: Train Loss:0.0015147,  Val MRR:0.42723, 	ice0003
 | 
						|
2023-05-18 23:10:55,008 - ice0003 - [INFO] - [E:147| 500]: Train Loss:0.0015147,  Val MRR:0.42723, 	ice0003
 | 
						|
2023-05-18 23:11:57,871 - ice0003 - [INFO] - [E:147| 600]: Train Loss:0.001515,  Val MRR:0.42723, 	ice0003
 | 
						|
2023-05-18 23:13:00,673 - ice0003 - [INFO] - [E:147| 700]: Train Loss:0.0015151,  Val MRR:0.42723, 	ice0003
 | 
						|
2023-05-18 23:14:03,482 - ice0003 - [INFO] - [E:147| 800]: Train Loss:0.0015151,  Val MRR:0.42723, 	ice0003
 | 
						|
2023-05-18 23:15:06,303 - ice0003 - [INFO] - [E:147| 900]: Train Loss:0.0015152,  Val MRR:0.42723, 	ice0003
 | 
						|
2023-05-18 23:15:50,454 - ice0003 - [INFO] - [Epoch:147]:  Training Loss:0.001515
 | 
						|
 | 
						|
2023-05-18 23:15:50,667 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 23:16:04,207 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 23:16:17,538 - ice0003 - [INFO] - [Evaluating Epoch 147 valid]: 
 | 
						|
	MRR: Tail : 0.45133, Head : 0.39518, Avg : 0.42326
 | 
						|
 | 
						|
2023-05-18 23:16:17,538 - ice0003 - [INFO] - [Epoch 147]:  Training Loss: 0.0015153,  Valid MRR: 0.42723, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 23:16:18,175 - ice0003 - [INFO] - [E:148| 0]: Train Loss:0.0015082,  Val MRR:0.42723, 	ice0003
 | 
						|
2023-05-18 23:17:20,952 - ice0003 - [INFO] - [E:148| 100]: Train Loss:0.0015149,  Val MRR:0.42723, 	ice0003
 | 
						|
2023-05-18 23:18:23,738 - ice0003 - [INFO] - [E:148| 200]: Train Loss:0.0015158,  Val MRR:0.42723, 	ice0003
 | 
						|
2023-05-18 23:19:26,720 - ice0003 - [INFO] - [E:148| 300]: Train Loss:0.0015151,  Val MRR:0.42723, 	ice0003
 | 
						|
2023-05-18 23:20:29,615 - ice0003 - [INFO] - [E:148| 400]: Train Loss:0.0015151,  Val MRR:0.42723, 	ice0003
 | 
						|
2023-05-18 23:21:32,438 - ice0003 - [INFO] - [E:148| 500]: Train Loss:0.0015148,  Val MRR:0.42723, 	ice0003
 | 
						|
2023-05-18 23:22:35,252 - ice0003 - [INFO] - [E:148| 600]: Train Loss:0.0015148,  Val MRR:0.42723, 	ice0003
 | 
						|
2023-05-18 23:23:38,054 - ice0003 - [INFO] - [E:148| 700]: Train Loss:0.001515,  Val MRR:0.42723, 	ice0003
 | 
						|
2023-05-18 23:24:40,838 - ice0003 - [INFO] - [E:148| 800]: Train Loss:0.0015149,  Val MRR:0.42723, 	ice0003
 | 
						|
2023-05-18 23:25:43,616 - ice0003 - [INFO] - [E:148| 900]: Train Loss:0.0015149,  Val MRR:0.42723, 	ice0003
 | 
						|
2023-05-18 23:26:27,765 - ice0003 - [INFO] - [Epoch:148]:  Training Loss:0.001515
 | 
						|
 | 
						|
2023-05-18 23:26:27,978 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 23:26:41,519 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 23:26:54,852 - ice0003 - [INFO] - [Evaluating Epoch 148 valid]: 
 | 
						|
	MRR: Tail : 0.45699, Head : 0.39827, Avg : 0.42763
 | 
						|
 | 
						|
2023-05-18 23:26:56,407 - ice0003 - [INFO] - [Epoch 148]:  Training Loss: 0.0015151,  Valid MRR: 0.42763, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 23:26:57,051 - ice0003 - [INFO] - [E:149| 0]: Train Loss:0.0015207,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:27:59,983 - ice0003 - [INFO] - [E:149| 100]: Train Loss:0.0015144,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:29:02,761 - ice0003 - [INFO] - [E:149| 200]: Train Loss:0.0015141,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:30:05,597 - ice0003 - [INFO] - [E:149| 300]: Train Loss:0.0015142,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:31:08,469 - ice0003 - [INFO] - [E:149| 400]: Train Loss:0.0015147,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:32:11,312 - ice0003 - [INFO] - [E:149| 500]: Train Loss:0.0015148,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:33:14,143 - ice0003 - [INFO] - [E:149| 600]: Train Loss:0.001515,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:34:16,939 - ice0003 - [INFO] - [E:149| 700]: Train Loss:0.001515,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:35:19,737 - ice0003 - [INFO] - [E:149| 800]: Train Loss:0.0015149,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:36:22,596 - ice0003 - [INFO] - [E:149| 900]: Train Loss:0.001515,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:37:06,870 - ice0003 - [INFO] - [Epoch:149]:  Training Loss:0.001515
 | 
						|
 | 
						|
2023-05-18 23:37:07,083 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 23:37:20,635 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 23:37:33,983 - ice0003 - [INFO] - [Evaluating Epoch 149 valid]: 
 | 
						|
	MRR: Tail : 0.45255, Head : 0.39447, Avg : 0.42351
 | 
						|
	MR: Tail : 687.61, Head : 794.23, Avg : 740.92
 | 
						|
	Hit-1: Tail : 0.36764, Head : 0.31302, Avg : 0.34033
 | 
						|
	Hit-3: Tail : 0.49958, Head : 0.43124, Avg : 0.46541
 | 
						|
	Hit-10: Tail : 0.6082, Head : 0.54995, Avg : 0.57908
 | 
						|
2023-05-18 23:37:33,983 - ice0003 - [INFO] - [Epoch 149]:  Training Loss: 0.001515,  Valid MRR: 0.42763, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 23:37:34,627 - ice0003 - [INFO] - [E:150| 0]: Train Loss:0.0015049,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:38:37,523 - ice0003 - [INFO] - [E:150| 100]: Train Loss:0.0015132,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:39:40,435 - ice0003 - [INFO] - [E:150| 200]: Train Loss:0.0015135,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:40:43,362 - ice0003 - [INFO] - [E:150| 300]: Train Loss:0.001514,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:41:46,254 - ice0003 - [INFO] - [E:150| 400]: Train Loss:0.0015147,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:42:49,126 - ice0003 - [INFO] - [E:150| 500]: Train Loss:0.0015146,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:43:52,044 - ice0003 - [INFO] - [E:150| 600]: Train Loss:0.0015148,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:44:54,920 - ice0003 - [INFO] - [E:150| 700]: Train Loss:0.0015148,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:45:57,839 - ice0003 - [INFO] - [E:150| 800]: Train Loss:0.0015148,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:47:00,683 - ice0003 - [INFO] - [E:150| 900]: Train Loss:0.001515,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:47:44,861 - ice0003 - [INFO] - [Epoch:150]:  Training Loss:0.001515
 | 
						|
 | 
						|
2023-05-18 23:47:45,073 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 23:47:58,614 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 23:48:11,949 - ice0003 - [INFO] - [Evaluating Epoch 150 valid]: 
 | 
						|
	MRR: Tail : 0.45148, Head : 0.39106, Avg : 0.42127
 | 
						|
 | 
						|
2023-05-18 23:48:11,950 - ice0003 - [INFO] - [Epoch 150]:  Training Loss: 0.001515,  Valid MRR: 0.42763, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 23:48:12,592 - ice0003 - [INFO] - [E:151| 0]: Train Loss:0.0015041,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:49:15,532 - ice0003 - [INFO] - [E:151| 100]: Train Loss:0.0015129,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:50:18,434 - ice0003 - [INFO] - [E:151| 200]: Train Loss:0.0015133,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:51:21,377 - ice0003 - [INFO] - [E:151| 300]: Train Loss:0.0015137,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:52:24,297 - ice0003 - [INFO] - [E:151| 400]: Train Loss:0.0015139,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:53:27,276 - ice0003 - [INFO] - [E:151| 500]: Train Loss:0.001514,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:54:30,112 - ice0003 - [INFO] - [E:151| 600]: Train Loss:0.0015141,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:55:32,894 - ice0003 - [INFO] - [E:151| 700]: Train Loss:0.0015142,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:56:35,798 - ice0003 - [INFO] - [E:151| 800]: Train Loss:0.0015142,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:57:38,693 - ice0003 - [INFO] - [E:151| 900]: Train Loss:0.0015142,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:58:22,936 - ice0003 - [INFO] - [Epoch:151]:  Training Loss:0.001514
 | 
						|
 | 
						|
2023-05-18 23:58:23,148 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-18 23:58:36,687 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-18 23:58:50,037 - ice0003 - [INFO] - [Evaluating Epoch 151 valid]: 
 | 
						|
	MRR: Tail : 0.45431, Head : 0.39605, Avg : 0.42518
 | 
						|
 | 
						|
2023-05-18 23:58:50,037 - ice0003 - [INFO] - [Epoch 151]:  Training Loss: 0.0015143,  Valid MRR: 0.42763, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-18 23:58:50,677 - ice0003 - [INFO] - [E:152| 0]: Train Loss:0.0015198,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-18 23:59:53,597 - ice0003 - [INFO] - [E:152| 100]: Train Loss:0.0015163,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:00:56,507 - ice0003 - [INFO] - [E:152| 200]: Train Loss:0.0015143,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:01:59,416 - ice0003 - [INFO] - [E:152| 300]: Train Loss:0.0015144,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:03:02,340 - ice0003 - [INFO] - [E:152| 400]: Train Loss:0.0015141,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:04:05,215 - ice0003 - [INFO] - [E:152| 500]: Train Loss:0.0015142,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:05:08,098 - ice0003 - [INFO] - [E:152| 600]: Train Loss:0.0015142,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:06:10,908 - ice0003 - [INFO] - [E:152| 700]: Train Loss:0.0015141,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:07:13,704 - ice0003 - [INFO] - [E:152| 800]: Train Loss:0.0015143,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:08:16,502 - ice0003 - [INFO] - [E:152| 900]: Train Loss:0.0015143,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:09:00,650 - ice0003 - [INFO] - [Epoch:152]:  Training Loss:0.001514
 | 
						|
 | 
						|
2023-05-19 00:09:00,863 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 00:09:14,398 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 00:09:27,720 - ice0003 - [INFO] - [Evaluating Epoch 152 valid]: 
 | 
						|
	MRR: Tail : 0.45829, Head : 0.39603, Avg : 0.42716
 | 
						|
 | 
						|
2023-05-19 00:09:27,720 - ice0003 - [INFO] - [Epoch 152]:  Training Loss: 0.0015144,  Valid MRR: 0.42763, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 00:09:28,358 - ice0003 - [INFO] - [E:153| 0]: Train Loss:0.001515,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:10:31,142 - ice0003 - [INFO] - [E:153| 100]: Train Loss:0.0015125,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:11:34,105 - ice0003 - [INFO] - [E:153| 200]: Train Loss:0.0015128,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:12:36,971 - ice0003 - [INFO] - [E:153| 300]: Train Loss:0.0015129,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:13:39,882 - ice0003 - [INFO] - [E:153| 400]: Train Loss:0.0015131,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:14:42,792 - ice0003 - [INFO] - [E:153| 500]: Train Loss:0.0015135,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:15:45,681 - ice0003 - [INFO] - [E:153| 600]: Train Loss:0.0015135,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:16:48,551 - ice0003 - [INFO] - [E:153| 700]: Train Loss:0.0015139,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:17:51,474 - ice0003 - [INFO] - [E:153| 800]: Train Loss:0.001514,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:18:54,347 - ice0003 - [INFO] - [E:153| 900]: Train Loss:0.0015142,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:19:38,642 - ice0003 - [INFO] - [Epoch:153]:  Training Loss:0.001514
 | 
						|
 | 
						|
2023-05-19 00:19:38,854 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 00:19:52,395 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 00:20:05,735 - ice0003 - [INFO] - [Evaluating Epoch 153 valid]: 
 | 
						|
	MRR: Tail : 0.45415, Head : 0.39479, Avg : 0.42447
 | 
						|
 | 
						|
2023-05-19 00:20:05,735 - ice0003 - [INFO] - [Epoch 153]:  Training Loss: 0.0015142,  Valid MRR: 0.42763, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 00:20:06,373 - ice0003 - [INFO] - [E:154| 0]: Train Loss:0.0015166,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:21:09,203 - ice0003 - [INFO] - [E:154| 100]: Train Loss:0.0015137,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:22:12,195 - ice0003 - [INFO] - [E:154| 200]: Train Loss:0.0015138,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:23:15,157 - ice0003 - [INFO] - [E:154| 300]: Train Loss:0.001513,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:24:18,102 - ice0003 - [INFO] - [E:154| 400]: Train Loss:0.0015131,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:25:20,994 - ice0003 - [INFO] - [E:154| 500]: Train Loss:0.0015133,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:26:23,922 - ice0003 - [INFO] - [E:154| 600]: Train Loss:0.0015134,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:27:26,824 - ice0003 - [INFO] - [E:154| 700]: Train Loss:0.0015136,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:28:29,754 - ice0003 - [INFO] - [E:154| 800]: Train Loss:0.0015137,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:29:32,586 - ice0003 - [INFO] - [E:154| 900]: Train Loss:0.0015139,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:30:16,794 - ice0003 - [INFO] - [Epoch:154]:  Training Loss:0.001514
 | 
						|
 | 
						|
2023-05-19 00:30:17,008 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 00:30:30,548 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 00:30:43,890 - ice0003 - [INFO] - [Evaluating Epoch 154 valid]: 
 | 
						|
	MRR: Tail : 0.45565, Head : 0.39629, Avg : 0.42597
 | 
						|
 | 
						|
2023-05-19 00:30:43,890 - ice0003 - [INFO] - [Epoch 154]:  Training Loss: 0.0015139,  Valid MRR: 0.42763, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 00:30:44,530 - ice0003 - [INFO] - [E:155| 0]: Train Loss:0.0015057,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:31:47,458 - ice0003 - [INFO] - [E:155| 100]: Train Loss:0.0015148,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:32:50,383 - ice0003 - [INFO] - [E:155| 200]: Train Loss:0.0015137,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:33:53,295 - ice0003 - [INFO] - [E:155| 300]: Train Loss:0.0015131,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:34:56,205 - ice0003 - [INFO] - [E:155| 400]: Train Loss:0.0015132,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:35:59,048 - ice0003 - [INFO] - [E:155| 500]: Train Loss:0.0015135,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:37:01,886 - ice0003 - [INFO] - [E:155| 600]: Train Loss:0.0015138,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:38:04,677 - ice0003 - [INFO] - [E:155| 700]: Train Loss:0.0015137,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:39:07,502 - ice0003 - [INFO] - [E:155| 800]: Train Loss:0.0015135,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:40:10,303 - ice0003 - [INFO] - [E:155| 900]: Train Loss:0.0015135,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:40:54,455 - ice0003 - [INFO] - [Epoch:155]:  Training Loss:0.001514
 | 
						|
 | 
						|
2023-05-19 00:40:54,668 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 00:41:08,203 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 00:41:21,539 - ice0003 - [INFO] - [Evaluating Epoch 155 valid]: 
 | 
						|
	MRR: Tail : 0.45235, Head : 0.39558, Avg : 0.42396
 | 
						|
 | 
						|
2023-05-19 00:41:21,539 - ice0003 - [INFO] - [Epoch 155]:  Training Loss: 0.0015136,  Valid MRR: 0.42763, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 00:41:22,180 - ice0003 - [INFO] - [E:156| 0]: Train Loss:0.0015253,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:42:24,972 - ice0003 - [INFO] - [E:156| 100]: Train Loss:0.0015142,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:43:27,753 - ice0003 - [INFO] - [E:156| 200]: Train Loss:0.0015141,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:44:30,542 - ice0003 - [INFO] - [E:156| 300]: Train Loss:0.0015136,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:45:33,540 - ice0003 - [INFO] - [E:156| 400]: Train Loss:0.0015137,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:46:36,356 - ice0003 - [INFO] - [E:156| 500]: Train Loss:0.0015136,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:47:39,169 - ice0003 - [INFO] - [E:156| 600]: Train Loss:0.0015136,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:48:41,942 - ice0003 - [INFO] - [E:156| 700]: Train Loss:0.0015136,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:49:44,772 - ice0003 - [INFO] - [E:156| 800]: Train Loss:0.0015135,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:50:47,562 - ice0003 - [INFO] - [E:156| 900]: Train Loss:0.0015136,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:51:31,730 - ice0003 - [INFO] - [Epoch:156]:  Training Loss:0.001514
 | 
						|
 | 
						|
2023-05-19 00:51:31,942 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 00:51:45,469 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 00:51:58,786 - ice0003 - [INFO] - [Evaluating Epoch 156 valid]: 
 | 
						|
	MRR: Tail : 0.45684, Head : 0.39465, Avg : 0.42575
 | 
						|
 | 
						|
2023-05-19 00:51:58,786 - ice0003 - [INFO] - [Epoch 156]:  Training Loss: 0.0015136,  Valid MRR: 0.42763, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 00:51:59,426 - ice0003 - [INFO] - [E:157| 0]: Train Loss:0.0015175,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:53:02,207 - ice0003 - [INFO] - [E:157| 100]: Train Loss:0.0015133,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:54:05,095 - ice0003 - [INFO] - [E:157| 200]: Train Loss:0.0015133,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:55:07,897 - ice0003 - [INFO] - [E:157| 300]: Train Loss:0.0015131,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:56:10,660 - ice0003 - [INFO] - [E:157| 400]: Train Loss:0.0015134,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:57:13,468 - ice0003 - [INFO] - [E:157| 500]: Train Loss:0.0015132,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:58:16,297 - ice0003 - [INFO] - [E:157| 600]: Train Loss:0.0015135,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 00:59:19,097 - ice0003 - [INFO] - [E:157| 700]: Train Loss:0.0015135,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 01:00:21,949 - ice0003 - [INFO] - [E:157| 800]: Train Loss:0.0015137,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 01:01:24,780 - ice0003 - [INFO] - [E:157| 900]: Train Loss:0.0015135,  Val MRR:0.42763, 	ice0003
 | 
						|
2023-05-19 01:02:08,980 - ice0003 - [INFO] - [Epoch:157]:  Training Loss:0.001514
 | 
						|
 | 
						|
2023-05-19 01:02:09,193 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 01:02:22,799 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 01:02:36,136 - ice0003 - [INFO] - [Evaluating Epoch 157 valid]: 
 | 
						|
	MRR: Tail : 0.45823, Head : 0.39867, Avg : 0.42845
 | 
						|
 | 
						|
2023-05-19 01:02:37,429 - ice0003 - [INFO] - [Epoch 157]:  Training Loss: 0.0015136,  Valid MRR: 0.42845, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 01:02:38,079 - ice0003 - [INFO] - [E:158| 0]: Train Loss:0.0015108,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:03:40,878 - ice0003 - [INFO] - [E:158| 100]: Train Loss:0.0015119,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:04:43,673 - ice0003 - [INFO] - [E:158| 200]: Train Loss:0.001513,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:05:46,450 - ice0003 - [INFO] - [E:158| 300]: Train Loss:0.001513,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:06:49,256 - ice0003 - [INFO] - [E:158| 400]: Train Loss:0.001513,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:07:52,022 - ice0003 - [INFO] - [E:158| 500]: Train Loss:0.0015131,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:08:54,805 - ice0003 - [INFO] - [E:158| 600]: Train Loss:0.001513,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:09:57,585 - ice0003 - [INFO] - [E:158| 700]: Train Loss:0.0015129,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:11:00,518 - ice0003 - [INFO] - [E:158| 800]: Train Loss:0.001513,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:12:03,365 - ice0003 - [INFO] - [E:158| 900]: Train Loss:0.0015131,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:12:47,539 - ice0003 - [INFO] - [Epoch:158]:  Training Loss:0.001513
 | 
						|
 | 
						|
2023-05-19 01:12:47,751 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 01:13:01,284 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 01:13:14,616 - ice0003 - [INFO] - [Evaluating Epoch 158 valid]: 
 | 
						|
	MRR: Tail : 0.45492, Head : 0.39676, Avg : 0.42584
 | 
						|
 | 
						|
2023-05-19 01:13:14,616 - ice0003 - [INFO] - [Epoch 158]:  Training Loss: 0.0015131,  Valid MRR: 0.42845, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 01:13:15,253 - ice0003 - [INFO] - [E:159| 0]: Train Loss:0.0015009,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:14:18,057 - ice0003 - [INFO] - [E:159| 100]: Train Loss:0.0015118,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:15:20,881 - ice0003 - [INFO] - [E:159| 200]: Train Loss:0.0015115,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:16:23,672 - ice0003 - [INFO] - [E:159| 300]: Train Loss:0.0015117,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:17:26,499 - ice0003 - [INFO] - [E:159| 400]: Train Loss:0.0015123,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:18:29,274 - ice0003 - [INFO] - [E:159| 500]: Train Loss:0.0015121,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:19:32,132 - ice0003 - [INFO] - [E:159| 600]: Train Loss:0.0015121,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:20:34,951 - ice0003 - [INFO] - [E:159| 700]: Train Loss:0.0015126,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:21:37,752 - ice0003 - [INFO] - [E:159| 800]: Train Loss:0.0015125,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:22:40,537 - ice0003 - [INFO] - [E:159| 900]: Train Loss:0.0015127,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:23:24,680 - ice0003 - [INFO] - [Epoch:159]:  Training Loss:0.001513
 | 
						|
 | 
						|
2023-05-19 01:23:24,892 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 01:23:38,425 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 01:23:51,761 - ice0003 - [INFO] - [Evaluating Epoch 159 valid]: 
 | 
						|
	MRR: Tail : 0.45422, Head : 0.39768, Avg : 0.42595
 | 
						|
	MR: Tail : 699.64, Head : 798.16, Avg : 748.9
 | 
						|
	Hit-1: Tail : 0.36958, Head : 0.31472, Avg : 0.34215
 | 
						|
	Hit-3: Tail : 0.50285, Head : 0.43937, Avg : 0.47111
 | 
						|
	Hit-10: Tail : 0.60881, Head : 0.55516, Avg : 0.58199
 | 
						|
2023-05-19 01:23:51,761 - ice0003 - [INFO] - [Epoch 159]:  Training Loss: 0.0015129,  Valid MRR: 0.42845, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 01:23:52,413 - ice0003 - [INFO] - [E:160| 0]: Train Loss:0.0015014,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:24:55,340 - ice0003 - [INFO] - [E:160| 100]: Train Loss:0.0015103,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:25:58,237 - ice0003 - [INFO] - [E:160| 200]: Train Loss:0.0015113,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:27:01,121 - ice0003 - [INFO] - [E:160| 300]: Train Loss:0.0015117,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:28:04,041 - ice0003 - [INFO] - [E:160| 400]: Train Loss:0.0015118,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:29:06,955 - ice0003 - [INFO] - [E:160| 500]: Train Loss:0.0015122,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:30:09,787 - ice0003 - [INFO] - [E:160| 600]: Train Loss:0.0015122,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:31:12,692 - ice0003 - [INFO] - [E:160| 700]: Train Loss:0.0015124,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:32:15,540 - ice0003 - [INFO] - [E:160| 800]: Train Loss:0.0015125,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:33:18,339 - ice0003 - [INFO] - [E:160| 900]: Train Loss:0.0015125,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:34:02,493 - ice0003 - [INFO] - [Epoch:160]:  Training Loss:0.001513
 | 
						|
 | 
						|
2023-05-19 01:34:02,705 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 01:34:16,241 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 01:34:29,568 - ice0003 - [INFO] - [Evaluating Epoch 160 valid]: 
 | 
						|
	MRR: Tail : 0.45722, Head : 0.39832, Avg : 0.42777
 | 
						|
 | 
						|
2023-05-19 01:34:29,568 - ice0003 - [INFO] - [Epoch 160]:  Training Loss: 0.0015126,  Valid MRR: 0.42845, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 01:34:30,205 - ice0003 - [INFO] - [E:161| 0]: Train Loss:0.0015182,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:35:33,013 - ice0003 - [INFO] - [E:161| 100]: Train Loss:0.0015123,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:36:35,811 - ice0003 - [INFO] - [E:161| 200]: Train Loss:0.0015122,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:37:38,824 - ice0003 - [INFO] - [E:161| 300]: Train Loss:0.0015119,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:38:41,777 - ice0003 - [INFO] - [E:161| 400]: Train Loss:0.0015121,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:39:44,726 - ice0003 - [INFO] - [E:161| 500]: Train Loss:0.0015123,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:40:47,659 - ice0003 - [INFO] - [E:161| 600]: Train Loss:0.0015126,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:41:50,614 - ice0003 - [INFO] - [E:161| 700]: Train Loss:0.0015125,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:42:53,597 - ice0003 - [INFO] - [E:161| 800]: Train Loss:0.0015125,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:43:56,554 - ice0003 - [INFO] - [E:161| 900]: Train Loss:0.0015127,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:44:40,824 - ice0003 - [INFO] - [Epoch:161]:  Training Loss:0.001513
 | 
						|
 | 
						|
2023-05-19 01:44:41,036 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 01:44:54,602 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 01:45:07,954 - ice0003 - [INFO] - [Evaluating Epoch 161 valid]: 
 | 
						|
	MRR: Tail : 0.45546, Head : 0.39313, Avg : 0.4243
 | 
						|
 | 
						|
2023-05-19 01:45:07,955 - ice0003 - [INFO] - [Epoch 161]:  Training Loss: 0.0015127,  Valid MRR: 0.42845, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 01:45:08,591 - ice0003 - [INFO] - [E:162| 0]: Train Loss:0.0015174,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:46:11,501 - ice0003 - [INFO] - [E:162| 100]: Train Loss:0.0015113,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:47:14,308 - ice0003 - [INFO] - [E:162| 200]: Train Loss:0.001512,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:48:17,110 - ice0003 - [INFO] - [E:162| 300]: Train Loss:0.001512,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:49:19,890 - ice0003 - [INFO] - [E:162| 400]: Train Loss:0.0015119,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:50:22,827 - ice0003 - [INFO] - [E:162| 500]: Train Loss:0.0015121,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:51:25,774 - ice0003 - [INFO] - [E:162| 600]: Train Loss:0.0015123,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:52:28,740 - ice0003 - [INFO] - [E:162| 700]: Train Loss:0.0015123,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:53:31,699 - ice0003 - [INFO] - [E:162| 800]: Train Loss:0.0015124,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:54:34,790 - ice0003 - [INFO] - [E:162| 900]: Train Loss:0.0015125,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:55:19,049 - ice0003 - [INFO] - [Epoch:162]:  Training Loss:0.001512
 | 
						|
 | 
						|
2023-05-19 01:55:19,261 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 01:55:32,817 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 01:55:46,148 - ice0003 - [INFO] - [Evaluating Epoch 162 valid]: 
 | 
						|
	MRR: Tail : 0.45366, Head : 0.39016, Avg : 0.42191
 | 
						|
 | 
						|
2023-05-19 01:55:46,148 - ice0003 - [INFO] - [Epoch 162]:  Training Loss: 0.0015124,  Valid MRR: 0.42845, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 01:55:46,786 - ice0003 - [INFO] - [E:163| 0]: Train Loss:0.0014989,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:56:49,754 - ice0003 - [INFO] - [E:163| 100]: Train Loss:0.0015114,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:57:52,729 - ice0003 - [INFO] - [E:163| 200]: Train Loss:0.0015121,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:58:55,613 - ice0003 - [INFO] - [E:163| 300]: Train Loss:0.0015118,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 01:59:58,522 - ice0003 - [INFO] - [E:163| 400]: Train Loss:0.0015116,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:01:01,325 - ice0003 - [INFO] - [E:163| 500]: Train Loss:0.0015116,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:02:04,154 - ice0003 - [INFO] - [E:163| 600]: Train Loss:0.0015118,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:03:07,122 - ice0003 - [INFO] - [E:163| 700]: Train Loss:0.0015117,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:04:10,068 - ice0003 - [INFO] - [E:163| 800]: Train Loss:0.0015118,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:05:13,020 - ice0003 - [INFO] - [E:163| 900]: Train Loss:0.0015119,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:05:57,303 - ice0003 - [INFO] - [Epoch:163]:  Training Loss:0.001512
 | 
						|
 | 
						|
2023-05-19 02:05:57,515 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 02:06:11,056 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 02:06:24,408 - ice0003 - [INFO] - [Evaluating Epoch 163 valid]: 
 | 
						|
	MRR: Tail : 0.45671, Head : 0.39657, Avg : 0.42664
 | 
						|
 | 
						|
2023-05-19 02:06:24,408 - ice0003 - [INFO] - [Epoch 163]:  Training Loss: 0.001512,  Valid MRR: 0.42845, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 02:06:25,047 - ice0003 - [INFO] - [E:164| 0]: Train Loss:0.0014943,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:07:27,996 - ice0003 - [INFO] - [E:164| 100]: Train Loss:0.0015123,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:08:30,958 - ice0003 - [INFO] - [E:164| 200]: Train Loss:0.0015119,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:09:33,951 - ice0003 - [INFO] - [E:164| 300]: Train Loss:0.0015116,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:10:36,921 - ice0003 - [INFO] - [E:164| 400]: Train Loss:0.0015117,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:11:40,003 - ice0003 - [INFO] - [E:164| 500]: Train Loss:0.0015117,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:12:42,866 - ice0003 - [INFO] - [E:164| 600]: Train Loss:0.0015118,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:13:45,801 - ice0003 - [INFO] - [E:164| 700]: Train Loss:0.0015119,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:14:48,695 - ice0003 - [INFO] - [E:164| 800]: Train Loss:0.0015118,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:15:51,609 - ice0003 - [INFO] - [E:164| 900]: Train Loss:0.0015119,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:16:35,868 - ice0003 - [INFO] - [Epoch:164]:  Training Loss:0.001512
 | 
						|
 | 
						|
2023-05-19 02:16:36,081 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 02:16:49,625 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 02:17:02,961 - ice0003 - [INFO] - [Evaluating Epoch 164 valid]: 
 | 
						|
	MRR: Tail : 0.45338, Head : 0.39349, Avg : 0.42344
 | 
						|
 | 
						|
2023-05-19 02:17:02,961 - ice0003 - [INFO] - [Epoch 164]:  Training Loss: 0.001512,  Valid MRR: 0.42845, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 02:17:03,598 - ice0003 - [INFO] - [E:165| 0]: Train Loss:0.0015039,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:18:06,545 - ice0003 - [INFO] - [E:165| 100]: Train Loss:0.0015097,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:19:09,510 - ice0003 - [INFO] - [E:165| 200]: Train Loss:0.0015105,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:20:12,478 - ice0003 - [INFO] - [E:165| 300]: Train Loss:0.0015108,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:21:15,453 - ice0003 - [INFO] - [E:165| 400]: Train Loss:0.0015114,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:22:18,418 - ice0003 - [INFO] - [E:165| 500]: Train Loss:0.0015114,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:23:21,384 - ice0003 - [INFO] - [E:165| 600]: Train Loss:0.0015114,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:24:24,330 - ice0003 - [INFO] - [E:165| 700]: Train Loss:0.0015116,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:25:27,284 - ice0003 - [INFO] - [E:165| 800]: Train Loss:0.0015116,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:26:30,198 - ice0003 - [INFO] - [E:165| 900]: Train Loss:0.0015117,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:27:14,413 - ice0003 - [INFO] - [Epoch:165]:  Training Loss:0.001512
 | 
						|
 | 
						|
2023-05-19 02:27:14,625 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 02:27:28,164 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 02:27:41,519 - ice0003 - [INFO] - [Evaluating Epoch 165 valid]: 
 | 
						|
	MRR: Tail : 0.45874, Head : 0.39517, Avg : 0.42696
 | 
						|
 | 
						|
2023-05-19 02:27:41,519 - ice0003 - [INFO] - [Epoch 165]:  Training Loss: 0.0015119,  Valid MRR: 0.42845, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 02:27:42,156 - ice0003 - [INFO] - [E:166| 0]: Train Loss:0.0015171,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:28:45,118 - ice0003 - [INFO] - [E:166| 100]: Train Loss:0.0015104,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:29:47,960 - ice0003 - [INFO] - [E:166| 200]: Train Loss:0.0015112,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:30:50,893 - ice0003 - [INFO] - [E:166| 300]: Train Loss:0.0015112,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:31:53,818 - ice0003 - [INFO] - [E:166| 400]: Train Loss:0.0015112,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:32:56,782 - ice0003 - [INFO] - [E:166| 500]: Train Loss:0.001511,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:33:59,757 - ice0003 - [INFO] - [E:166| 600]: Train Loss:0.0015112,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:35:02,670 - ice0003 - [INFO] - [E:166| 700]: Train Loss:0.0015111,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:36:05,633 - ice0003 - [INFO] - [E:166| 800]: Train Loss:0.0015112,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:37:08,676 - ice0003 - [INFO] - [E:166| 900]: Train Loss:0.0015113,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:37:52,873 - ice0003 - [INFO] - [Epoch:166]:  Training Loss:0.001511
 | 
						|
 | 
						|
2023-05-19 02:37:53,085 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 02:38:06,626 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 02:38:19,954 - ice0003 - [INFO] - [Evaluating Epoch 166 valid]: 
 | 
						|
	MRR: Tail : 0.4564, Head : 0.39764, Avg : 0.42702
 | 
						|
 | 
						|
2023-05-19 02:38:19,954 - ice0003 - [INFO] - [Epoch 166]:  Training Loss: 0.0015114,  Valid MRR: 0.42845, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 02:38:20,590 - ice0003 - [INFO] - [E:167| 0]: Train Loss:0.0014988,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:39:23,404 - ice0003 - [INFO] - [E:167| 100]: Train Loss:0.0015109,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:40:26,217 - ice0003 - [INFO] - [E:167| 200]: Train Loss:0.0015111,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:41:29,042 - ice0003 - [INFO] - [E:167| 300]: Train Loss:0.0015112,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:42:31,889 - ice0003 - [INFO] - [E:167| 400]: Train Loss:0.0015111,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:43:34,707 - ice0003 - [INFO] - [E:167| 500]: Train Loss:0.0015114,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:44:37,514 - ice0003 - [INFO] - [E:167| 600]: Train Loss:0.0015115,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:45:40,370 - ice0003 - [INFO] - [E:167| 700]: Train Loss:0.0015115,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:46:43,195 - ice0003 - [INFO] - [E:167| 800]: Train Loss:0.0015112,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:47:46,010 - ice0003 - [INFO] - [E:167| 900]: Train Loss:0.0015113,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:48:30,167 - ice0003 - [INFO] - [Epoch:167]:  Training Loss:0.001511
 | 
						|
 | 
						|
2023-05-19 02:48:30,380 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 02:48:43,917 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 02:48:57,250 - ice0003 - [INFO] - [Evaluating Epoch 167 valid]: 
 | 
						|
	MRR: Tail : 0.457, Head : 0.39892, Avg : 0.42796
 | 
						|
 | 
						|
2023-05-19 02:48:57,250 - ice0003 - [INFO] - [Epoch 167]:  Training Loss: 0.0015114,  Valid MRR: 0.42845, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 02:48:57,889 - ice0003 - [INFO] - [E:168| 0]: Train Loss:0.0015176,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:50:00,717 - ice0003 - [INFO] - [E:168| 100]: Train Loss:0.0015097,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:51:03,521 - ice0003 - [INFO] - [E:168| 200]: Train Loss:0.00151,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:52:06,352 - ice0003 - [INFO] - [E:168| 300]: Train Loss:0.0015103,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:53:09,186 - ice0003 - [INFO] - [E:168| 400]: Train Loss:0.0015104,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:54:12,056 - ice0003 - [INFO] - [E:168| 500]: Train Loss:0.0015103,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:55:14,888 - ice0003 - [INFO] - [E:168| 600]: Train Loss:0.0015107,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:56:17,712 - ice0003 - [INFO] - [E:168| 700]: Train Loss:0.0015109,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:57:20,568 - ice0003 - [INFO] - [E:168| 800]: Train Loss:0.001511,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:58:23,330 - ice0003 - [INFO] - [E:168| 900]: Train Loss:0.001511,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 02:59:07,581 - ice0003 - [INFO] - [Epoch:168]:  Training Loss:0.001511
 | 
						|
 | 
						|
2023-05-19 02:59:07,795 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 02:59:21,329 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 02:59:34,651 - ice0003 - [INFO] - [Evaluating Epoch 168 valid]: 
 | 
						|
	MRR: Tail : 0.451, Head : 0.39349, Avg : 0.42224
 | 
						|
 | 
						|
2023-05-19 02:59:34,651 - ice0003 - [INFO] - [Epoch 168]:  Training Loss: 0.0015112,  Valid MRR: 0.42845, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 02:59:35,287 - ice0003 - [INFO] - [E:169| 0]: Train Loss:0.0015064,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:00:38,172 - ice0003 - [INFO] - [E:169| 100]: Train Loss:0.0015105,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:01:41,082 - ice0003 - [INFO] - [E:169| 200]: Train Loss:0.0015109,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:02:44,010 - ice0003 - [INFO] - [E:169| 300]: Train Loss:0.0015109,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:03:46,898 - ice0003 - [INFO] - [E:169| 400]: Train Loss:0.0015107,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:04:49,672 - ice0003 - [INFO] - [E:169| 500]: Train Loss:0.001511,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:05:52,482 - ice0003 - [INFO] - [E:169| 600]: Train Loss:0.0015109,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:06:55,284 - ice0003 - [INFO] - [E:169| 700]: Train Loss:0.0015109,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:07:58,060 - ice0003 - [INFO] - [E:169| 800]: Train Loss:0.0015112,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:09:00,888 - ice0003 - [INFO] - [E:169| 900]: Train Loss:0.001511,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:09:45,039 - ice0003 - [INFO] - [Epoch:169]:  Training Loss:0.001511
 | 
						|
 | 
						|
2023-05-19 03:09:45,251 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 03:09:58,785 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 03:10:12,123 - ice0003 - [INFO] - [Evaluating Epoch 169 valid]: 
 | 
						|
	MRR: Tail : 0.45523, Head : 0.39559, Avg : 0.42541
 | 
						|
	MR: Tail : 664.42, Head : 779.67, Avg : 722.04
 | 
						|
	Hit-1: Tail : 0.37177, Head : 0.31387, Avg : 0.34282
 | 
						|
	Hit-3: Tail : 0.49994, Head : 0.43209, Avg : 0.46602
 | 
						|
	Hit-10: Tail : 0.60723, Head : 0.55286, Avg : 0.58005
 | 
						|
2023-05-19 03:10:12,124 - ice0003 - [INFO] - [Epoch 169]:  Training Loss: 0.0015109,  Valid MRR: 0.42845, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 03:10:12,761 - ice0003 - [INFO] - [E:170| 0]: Train Loss:0.0015067,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:11:15,564 - ice0003 - [INFO] - [E:170| 100]: Train Loss:0.0015104,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:12:18,559 - ice0003 - [INFO] - [E:170| 200]: Train Loss:0.0015101,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:13:21,459 - ice0003 - [INFO] - [E:170| 300]: Train Loss:0.0015108,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:14:24,365 - ice0003 - [INFO] - [E:170| 400]: Train Loss:0.0015107,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:15:27,247 - ice0003 - [INFO] - [E:170| 500]: Train Loss:0.0015106,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:16:30,116 - ice0003 - [INFO] - [E:170| 600]: Train Loss:0.0015108,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:17:33,021 - ice0003 - [INFO] - [E:170| 700]: Train Loss:0.0015107,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:18:35,964 - ice0003 - [INFO] - [E:170| 800]: Train Loss:0.0015107,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:19:38,927 - ice0003 - [INFO] - [E:170| 900]: Train Loss:0.0015109,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:20:23,232 - ice0003 - [INFO] - [Epoch:170]:  Training Loss:0.001511
 | 
						|
 | 
						|
2023-05-19 03:20:23,444 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 03:20:36,982 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 03:20:50,306 - ice0003 - [INFO] - [Evaluating Epoch 170 valid]: 
 | 
						|
	MRR: Tail : 0.45277, Head : 0.39888, Avg : 0.42583
 | 
						|
 | 
						|
2023-05-19 03:20:50,306 - ice0003 - [INFO] - [Epoch 170]:  Training Loss: 0.0015109,  Valid MRR: 0.42845, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 03:20:50,942 - ice0003 - [INFO] - [E:171| 0]: Train Loss:0.0015113,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:21:53,803 - ice0003 - [INFO] - [E:171| 100]: Train Loss:0.0015102,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:22:56,667 - ice0003 - [INFO] - [E:171| 200]: Train Loss:0.0015102,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:23:59,535 - ice0003 - [INFO] - [E:171| 300]: Train Loss:0.0015101,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:25:02,409 - ice0003 - [INFO] - [E:171| 400]: Train Loss:0.0015101,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:26:05,227 - ice0003 - [INFO] - [E:171| 500]: Train Loss:0.0015104,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:27:08,107 - ice0003 - [INFO] - [E:171| 600]: Train Loss:0.0015103,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:28:11,015 - ice0003 - [INFO] - [E:171| 700]: Train Loss:0.0015104,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:29:14,015 - ice0003 - [INFO] - [E:171| 800]: Train Loss:0.0015106,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:30:16,867 - ice0003 - [INFO] - [E:171| 900]: Train Loss:0.0015105,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:31:01,092 - ice0003 - [INFO] - [Epoch:171]:  Training Loss:0.001511
 | 
						|
 | 
						|
2023-05-19 03:31:01,304 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 03:31:14,849 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 03:31:28,190 - ice0003 - [INFO] - [Evaluating Epoch 171 valid]: 
 | 
						|
	MRR: Tail : 0.4528, Head : 0.39408, Avg : 0.42344
 | 
						|
 | 
						|
2023-05-19 03:31:28,190 - ice0003 - [INFO] - [Epoch 171]:  Training Loss: 0.0015105,  Valid MRR: 0.42845, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 03:31:28,826 - ice0003 - [INFO] - [E:172| 0]: Train Loss:0.0015131,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:32:31,708 - ice0003 - [INFO] - [E:172| 100]: Train Loss:0.0015101,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:33:34,617 - ice0003 - [INFO] - [E:172| 200]: Train Loss:0.0015097,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:34:37,542 - ice0003 - [INFO] - [E:172| 300]: Train Loss:0.0015094,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:35:40,436 - ice0003 - [INFO] - [E:172| 400]: Train Loss:0.0015097,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:36:43,284 - ice0003 - [INFO] - [E:172| 500]: Train Loss:0.00151,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:37:46,179 - ice0003 - [INFO] - [E:172| 600]: Train Loss:0.0015102,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:38:49,007 - ice0003 - [INFO] - [E:172| 700]: Train Loss:0.0015103,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:39:51,902 - ice0003 - [INFO] - [E:172| 800]: Train Loss:0.0015103,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:40:54,834 - ice0003 - [INFO] - [E:172| 900]: Train Loss:0.0015104,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:41:39,066 - ice0003 - [INFO] - [Epoch:172]:  Training Loss:0.00151
 | 
						|
 | 
						|
2023-05-19 03:41:39,278 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 03:41:52,812 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 03:42:06,134 - ice0003 - [INFO] - [Evaluating Epoch 172 valid]: 
 | 
						|
	MRR: Tail : 0.45685, Head : 0.3978, Avg : 0.42733
 | 
						|
 | 
						|
2023-05-19 03:42:06,134 - ice0003 - [INFO] - [Epoch 172]:  Training Loss: 0.0015105,  Valid MRR: 0.42845, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 03:42:06,771 - ice0003 - [INFO] - [E:173| 0]: Train Loss:0.0015114,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:43:09,622 - ice0003 - [INFO] - [E:173| 100]: Train Loss:0.0015112,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:44:12,442 - ice0003 - [INFO] - [E:173| 200]: Train Loss:0.0015109,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:45:15,228 - ice0003 - [INFO] - [E:173| 300]: Train Loss:0.0015103,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:46:18,149 - ice0003 - [INFO] - [E:173| 400]: Train Loss:0.0015105,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:47:20,968 - ice0003 - [INFO] - [E:173| 500]: Train Loss:0.0015104,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:48:23,832 - ice0003 - [INFO] - [E:173| 600]: Train Loss:0.0015103,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:49:26,665 - ice0003 - [INFO] - [E:173| 700]: Train Loss:0.0015104,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:50:29,491 - ice0003 - [INFO] - [E:173| 800]: Train Loss:0.0015103,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:51:32,384 - ice0003 - [INFO] - [E:173| 900]: Train Loss:0.0015104,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:52:16,567 - ice0003 - [INFO] - [Epoch:173]:  Training Loss:0.00151
 | 
						|
 | 
						|
2023-05-19 03:52:16,780 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 03:52:30,312 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 03:52:43,646 - ice0003 - [INFO] - [Evaluating Epoch 173 valid]: 
 | 
						|
	MRR: Tail : 0.45541, Head : 0.39526, Avg : 0.42533
 | 
						|
 | 
						|
2023-05-19 03:52:43,646 - ice0003 - [INFO] - [Epoch 173]:  Training Loss: 0.0015104,  Valid MRR: 0.42845, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 03:52:44,284 - ice0003 - [INFO] - [E:174| 0]: Train Loss:0.0015001,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:53:47,118 - ice0003 - [INFO] - [E:174| 100]: Train Loss:0.0015106,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:54:50,083 - ice0003 - [INFO] - [E:174| 200]: Train Loss:0.0015099,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:55:52,858 - ice0003 - [INFO] - [E:174| 300]: Train Loss:0.0015094,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:56:55,643 - ice0003 - [INFO] - [E:174| 400]: Train Loss:0.0015098,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:57:58,430 - ice0003 - [INFO] - [E:174| 500]: Train Loss:0.0015096,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 03:59:01,226 - ice0003 - [INFO] - [E:174| 600]: Train Loss:0.0015098,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 04:00:04,017 - ice0003 - [INFO] - [E:174| 700]: Train Loss:0.00151,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 04:01:06,813 - ice0003 - [INFO] - [E:174| 800]: Train Loss:0.0015098,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 04:02:09,617 - ice0003 - [INFO] - [E:174| 900]: Train Loss:0.0015099,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 04:02:53,790 - ice0003 - [INFO] - [Epoch:174]:  Training Loss:0.00151
 | 
						|
 | 
						|
2023-05-19 04:02:54,003 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 04:03:07,600 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 04:03:20,934 - ice0003 - [INFO] - [Evaluating Epoch 174 valid]: 
 | 
						|
	MRR: Tail : 0.45375, Head : 0.39811, Avg : 0.42593
 | 
						|
 | 
						|
2023-05-19 04:03:20,934 - ice0003 - [INFO] - [Epoch 174]:  Training Loss: 0.0015101,  Valid MRR: 0.42845, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 04:03:21,572 - ice0003 - [INFO] - [E:175| 0]: Train Loss:0.0015034,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 04:04:24,541 - ice0003 - [INFO] - [E:175| 100]: Train Loss:0.0015104,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 04:05:27,482 - ice0003 - [INFO] - [E:175| 200]: Train Loss:0.0015097,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 04:06:30,438 - ice0003 - [INFO] - [E:175| 300]: Train Loss:0.0015097,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 04:07:33,383 - ice0003 - [INFO] - [E:175| 400]: Train Loss:0.0015097,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 04:08:36,316 - ice0003 - [INFO] - [E:175| 500]: Train Loss:0.0015096,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 04:09:39,149 - ice0003 - [INFO] - [E:175| 600]: Train Loss:0.0015096,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 04:10:42,077 - ice0003 - [INFO] - [E:175| 700]: Train Loss:0.0015098,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 04:11:45,085 - ice0003 - [INFO] - [E:175| 800]: Train Loss:0.0015097,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 04:12:48,028 - ice0003 - [INFO] - [E:175| 900]: Train Loss:0.0015098,  Val MRR:0.42845, 	ice0003
 | 
						|
2023-05-19 04:13:32,251 - ice0003 - [INFO] - [Epoch:175]:  Training Loss:0.00151
 | 
						|
 | 
						|
2023-05-19 04:13:32,465 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 04:13:45,996 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 04:13:59,331 - ice0003 - [INFO] - [Evaluating Epoch 175 valid]: 
 | 
						|
	MRR: Tail : 0.45779, Head : 0.39916, Avg : 0.42847
 | 
						|
 | 
						|
2023-05-19 04:14:00,586 - ice0003 - [INFO] - [Epoch 175]:  Training Loss: 0.0015099,  Valid MRR: 0.42847, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 04:14:01,235 - ice0003 - [INFO] - [E:176| 0]: Train Loss:0.0015179,  Val MRR:0.42847, 	ice0003
 | 
						|
2023-05-19 04:15:04,159 - ice0003 - [INFO] - [E:176| 100]: Train Loss:0.0015094,  Val MRR:0.42847, 	ice0003
 | 
						|
2023-05-19 04:16:07,098 - ice0003 - [INFO] - [E:176| 200]: Train Loss:0.0015095,  Val MRR:0.42847, 	ice0003
 | 
						|
2023-05-19 04:17:10,038 - ice0003 - [INFO] - [E:176| 300]: Train Loss:0.0015092,  Val MRR:0.42847, 	ice0003
 | 
						|
2023-05-19 04:18:12,985 - ice0003 - [INFO] - [E:176| 400]: Train Loss:0.0015093,  Val MRR:0.42847, 	ice0003
 | 
						|
2023-05-19 04:19:15,913 - ice0003 - [INFO] - [E:176| 500]: Train Loss:0.0015094,  Val MRR:0.42847, 	ice0003
 | 
						|
2023-05-19 04:20:18,870 - ice0003 - [INFO] - [E:176| 600]: Train Loss:0.0015095,  Val MRR:0.42847, 	ice0003
 | 
						|
2023-05-19 04:21:21,705 - ice0003 - [INFO] - [E:176| 700]: Train Loss:0.0015095,  Val MRR:0.42847, 	ice0003
 | 
						|
2023-05-19 04:22:24,595 - ice0003 - [INFO] - [E:176| 800]: Train Loss:0.0015097,  Val MRR:0.42847, 	ice0003
 | 
						|
2023-05-19 04:23:27,427 - ice0003 - [INFO] - [E:176| 900]: Train Loss:0.0015098,  Val MRR:0.42847, 	ice0003
 | 
						|
2023-05-19 04:24:11,586 - ice0003 - [INFO] - [Epoch:176]:  Training Loss:0.00151
 | 
						|
 | 
						|
2023-05-19 04:24:11,799 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 04:24:25,344 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 04:24:38,669 - ice0003 - [INFO] - [Evaluating Epoch 176 valid]: 
 | 
						|
	MRR: Tail : 0.4546, Head : 0.39601, Avg : 0.42531
 | 
						|
 | 
						|
2023-05-19 04:24:38,669 - ice0003 - [INFO] - [Epoch 176]:  Training Loss: 0.0015099,  Valid MRR: 0.42847, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 04:24:39,308 - ice0003 - [INFO] - [E:177| 0]: Train Loss:0.0015095,  Val MRR:0.42847, 	ice0003
 | 
						|
2023-05-19 04:25:42,157 - ice0003 - [INFO] - [E:177| 100]: Train Loss:0.0015104,  Val MRR:0.42847, 	ice0003
 | 
						|
2023-05-19 04:26:44,962 - ice0003 - [INFO] - [E:177| 200]: Train Loss:0.0015097,  Val MRR:0.42847, 	ice0003
 | 
						|
2023-05-19 04:27:47,793 - ice0003 - [INFO] - [E:177| 300]: Train Loss:0.0015094,  Val MRR:0.42847, 	ice0003
 | 
						|
2023-05-19 04:28:50,745 - ice0003 - [INFO] - [E:177| 400]: Train Loss:0.0015095,  Val MRR:0.42847, 	ice0003
 | 
						|
2023-05-19 04:29:53,662 - ice0003 - [INFO] - [E:177| 500]: Train Loss:0.0015097,  Val MRR:0.42847, 	ice0003
 | 
						|
2023-05-19 04:30:56,565 - ice0003 - [INFO] - [E:177| 600]: Train Loss:0.0015097,  Val MRR:0.42847, 	ice0003
 | 
						|
2023-05-19 04:31:59,506 - ice0003 - [INFO] - [E:177| 700]: Train Loss:0.0015097,  Val MRR:0.42847, 	ice0003
 | 
						|
2023-05-19 04:33:02,423 - ice0003 - [INFO] - [E:177| 800]: Train Loss:0.0015096,  Val MRR:0.42847, 	ice0003
 | 
						|
2023-05-19 04:34:05,349 - ice0003 - [INFO] - [E:177| 900]: Train Loss:0.0015096,  Val MRR:0.42847, 	ice0003
 | 
						|
2023-05-19 04:34:49,590 - ice0003 - [INFO] - [Epoch:177]:  Training Loss:0.00151
 | 
						|
 | 
						|
2023-05-19 04:34:49,801 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 04:35:03,349 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 04:35:16,696 - ice0003 - [INFO] - [Evaluating Epoch 177 valid]: 
 | 
						|
	MRR: Tail : 0.45782, Head : 0.40009, Avg : 0.42896
 | 
						|
 | 
						|
2023-05-19 04:35:17,965 - ice0003 - [INFO] - [Epoch 177]:  Training Loss: 0.0015097,  Valid MRR: 0.42896, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 04:35:18,608 - ice0003 - [INFO] - [E:178| 0]: Train Loss:0.0015248,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 04:36:21,531 - ice0003 - [INFO] - [E:178| 100]: Train Loss:0.00151,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 04:37:24,510 - ice0003 - [INFO] - [E:178| 200]: Train Loss:0.0015095,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 04:38:27,361 - ice0003 - [INFO] - [E:178| 300]: Train Loss:0.0015091,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 04:39:30,149 - ice0003 - [INFO] - [E:178| 400]: Train Loss:0.0015091,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 04:40:32,969 - ice0003 - [INFO] - [E:178| 500]: Train Loss:0.0015095,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 04:41:35,766 - ice0003 - [INFO] - [E:178| 600]: Train Loss:0.0015096,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 04:42:38,573 - ice0003 - [INFO] - [E:178| 700]: Train Loss:0.0015097,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 04:43:41,360 - ice0003 - [INFO] - [E:178| 800]: Train Loss:0.0015096,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 04:44:44,181 - ice0003 - [INFO] - [E:178| 900]: Train Loss:0.0015096,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 04:45:28,366 - ice0003 - [INFO] - [Epoch:178]:  Training Loss:0.00151
 | 
						|
 | 
						|
2023-05-19 04:45:28,579 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 04:45:42,112 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 04:45:55,454 - ice0003 - [INFO] - [Evaluating Epoch 178 valid]: 
 | 
						|
	MRR: Tail : 0.45611, Head : 0.3968, Avg : 0.42646
 | 
						|
 | 
						|
2023-05-19 04:45:55,454 - ice0003 - [INFO] - [Epoch 178]:  Training Loss: 0.0015097,  Valid MRR: 0.42896, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 04:45:56,093 - ice0003 - [INFO] - [E:179| 0]: Train Loss:0.001519,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 04:46:58,999 - ice0003 - [INFO] - [E:179| 100]: Train Loss:0.0015088,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 04:48:01,850 - ice0003 - [INFO] - [E:179| 200]: Train Loss:0.0015087,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 04:49:04,676 - ice0003 - [INFO] - [E:179| 300]: Train Loss:0.0015088,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 04:50:07,508 - ice0003 - [INFO] - [E:179| 400]: Train Loss:0.0015085,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 04:51:10,328 - ice0003 - [INFO] - [E:179| 500]: Train Loss:0.0015088,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 04:52:13,175 - ice0003 - [INFO] - [E:179| 600]: Train Loss:0.0015089,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 04:53:16,022 - ice0003 - [INFO] - [E:179| 700]: Train Loss:0.0015088,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 04:54:18,852 - ice0003 - [INFO] - [E:179| 800]: Train Loss:0.0015089,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 04:55:21,867 - ice0003 - [INFO] - [E:179| 900]: Train Loss:0.0015091,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 04:56:06,114 - ice0003 - [INFO] - [Epoch:179]:  Training Loss:0.001509
 | 
						|
 | 
						|
2023-05-19 04:56:06,326 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 04:56:19,881 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 04:56:33,219 - ice0003 - [INFO] - [Evaluating Epoch 179 valid]: 
 | 
						|
	MRR: Tail : 0.4561, Head : 0.39626, Avg : 0.42618
 | 
						|
	MR: Tail : 680.54, Head : 781.31, Avg : 730.93
 | 
						|
	Hit-1: Tail : 0.37262, Head : 0.31399, Avg : 0.34331
 | 
						|
	Hit-3: Tail : 0.50334, Head : 0.43561, Avg : 0.46947
 | 
						|
	Hit-10: Tail : 0.60833, Head : 0.55431, Avg : 0.58132
 | 
						|
2023-05-19 04:56:33,219 - ice0003 - [INFO] - [Epoch 179]:  Training Loss: 0.0015093,  Valid MRR: 0.42896, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 04:56:33,856 - ice0003 - [INFO] - [E:180| 0]: Train Loss:0.0015019,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 04:57:36,780 - ice0003 - [INFO] - [E:180| 100]: Train Loss:0.0015076,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 04:58:39,724 - ice0003 - [INFO] - [E:180| 200]: Train Loss:0.0015082,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 04:59:42,668 - ice0003 - [INFO] - [E:180| 300]: Train Loss:0.0015084,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:00:45,576 - ice0003 - [INFO] - [E:180| 400]: Train Loss:0.0015088,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:01:48,486 - ice0003 - [INFO] - [E:180| 500]: Train Loss:0.0015088,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:02:51,331 - ice0003 - [INFO] - [E:180| 600]: Train Loss:0.0015089,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:03:54,228 - ice0003 - [INFO] - [E:180| 700]: Train Loss:0.001509,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:04:57,070 - ice0003 - [INFO] - [E:180| 800]: Train Loss:0.0015089,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:05:59,877 - ice0003 - [INFO] - [E:180| 900]: Train Loss:0.0015091,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:06:44,073 - ice0003 - [INFO] - [Epoch:180]:  Training Loss:0.001509
 | 
						|
 | 
						|
2023-05-19 05:06:44,286 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 05:06:57,829 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 05:07:11,160 - ice0003 - [INFO] - [Evaluating Epoch 180 valid]: 
 | 
						|
	MRR: Tail : 0.45123, Head : 0.39351, Avg : 0.42237
 | 
						|
 | 
						|
2023-05-19 05:07:11,160 - ice0003 - [INFO] - [Epoch 180]:  Training Loss: 0.0015092,  Valid MRR: 0.42896, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 05:07:11,795 - ice0003 - [INFO] - [E:181| 0]: Train Loss:0.0015046,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:08:14,635 - ice0003 - [INFO] - [E:181| 100]: Train Loss:0.001509,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:09:17,514 - ice0003 - [INFO] - [E:181| 200]: Train Loss:0.001508,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:10:20,369 - ice0003 - [INFO] - [E:181| 300]: Train Loss:0.0015075,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:11:23,188 - ice0003 - [INFO] - [E:181| 400]: Train Loss:0.0015078,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:12:26,174 - ice0003 - [INFO] - [E:181| 500]: Train Loss:0.001508,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:13:29,106 - ice0003 - [INFO] - [E:181| 600]: Train Loss:0.0015083,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:14:32,017 - ice0003 - [INFO] - [E:181| 700]: Train Loss:0.0015084,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:15:34,939 - ice0003 - [INFO] - [E:181| 800]: Train Loss:0.0015087,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:16:37,903 - ice0003 - [INFO] - [E:181| 900]: Train Loss:0.0015089,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:17:22,148 - ice0003 - [INFO] - [Epoch:181]:  Training Loss:0.001509
 | 
						|
 | 
						|
2023-05-19 05:17:22,359 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 05:17:35,923 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 05:17:49,271 - ice0003 - [INFO] - [Evaluating Epoch 181 valid]: 
 | 
						|
	MRR: Tail : 0.45422, Head : 0.39718, Avg : 0.4257
 | 
						|
 | 
						|
2023-05-19 05:17:49,271 - ice0003 - [INFO] - [Epoch 181]:  Training Loss: 0.0015089,  Valid MRR: 0.42896, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 05:17:49,907 - ice0003 - [INFO] - [E:182| 0]: Train Loss:0.0015232,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:18:52,831 - ice0003 - [INFO] - [E:182| 100]: Train Loss:0.0015076,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:19:55,727 - ice0003 - [INFO] - [E:182| 200]: Train Loss:0.0015081,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:20:58,668 - ice0003 - [INFO] - [E:182| 300]: Train Loss:0.0015079,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:22:01,493 - ice0003 - [INFO] - [E:182| 400]: Train Loss:0.0015084,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:23:04,330 - ice0003 - [INFO] - [E:182| 500]: Train Loss:0.0015084,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:24:07,136 - ice0003 - [INFO] - [E:182| 600]: Train Loss:0.0015086,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:25:09,957 - ice0003 - [INFO] - [E:182| 700]: Train Loss:0.0015085,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:26:12,885 - ice0003 - [INFO] - [E:182| 800]: Train Loss:0.0015085,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:27:15,842 - ice0003 - [INFO] - [E:182| 900]: Train Loss:0.0015085,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:28:00,088 - ice0003 - [INFO] - [Epoch:182]:  Training Loss:0.001508
 | 
						|
 | 
						|
2023-05-19 05:28:00,301 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 05:28:13,835 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 05:28:27,158 - ice0003 - [INFO] - [Evaluating Epoch 182 valid]: 
 | 
						|
	MRR: Tail : 0.45657, Head : 0.39568, Avg : 0.42613
 | 
						|
 | 
						|
2023-05-19 05:28:27,158 - ice0003 - [INFO] - [Epoch 182]:  Training Loss: 0.0015085,  Valid MRR: 0.42896, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 05:28:27,797 - ice0003 - [INFO] - [E:183| 0]: Train Loss:0.0015239,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:29:30,802 - ice0003 - [INFO] - [E:183| 100]: Train Loss:0.0015084,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:30:33,723 - ice0003 - [INFO] - [E:183| 200]: Train Loss:0.0015085,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:31:36,631 - ice0003 - [INFO] - [E:183| 300]: Train Loss:0.0015079,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:32:39,546 - ice0003 - [INFO] - [E:183| 400]: Train Loss:0.0015078,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:33:42,454 - ice0003 - [INFO] - [E:183| 500]: Train Loss:0.0015081,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:34:45,361 - ice0003 - [INFO] - [E:183| 600]: Train Loss:0.0015082,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:35:48,230 - ice0003 - [INFO] - [E:183| 700]: Train Loss:0.0015084,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:36:51,192 - ice0003 - [INFO] - [E:183| 800]: Train Loss:0.0015086,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:37:54,203 - ice0003 - [INFO] - [E:183| 900]: Train Loss:0.0015086,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:38:38,461 - ice0003 - [INFO] - [Epoch:183]:  Training Loss:0.001509
 | 
						|
 | 
						|
2023-05-19 05:38:38,673 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 05:38:52,224 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 05:39:05,560 - ice0003 - [INFO] - [Evaluating Epoch 183 valid]: 
 | 
						|
	MRR: Tail : 0.45588, Head : 0.39502, Avg : 0.42545
 | 
						|
 | 
						|
2023-05-19 05:39:05,560 - ice0003 - [INFO] - [Epoch 183]:  Training Loss: 0.0015087,  Valid MRR: 0.42896, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 05:39:06,199 - ice0003 - [INFO] - [E:184| 0]: Train Loss:0.0015111,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:40:09,151 - ice0003 - [INFO] - [E:184| 100]: Train Loss:0.0015092,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:41:12,083 - ice0003 - [INFO] - [E:184| 200]: Train Loss:0.0015076,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:42:14,959 - ice0003 - [INFO] - [E:184| 300]: Train Loss:0.0015079,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:43:17,858 - ice0003 - [INFO] - [E:184| 400]: Train Loss:0.0015079,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:44:20,738 - ice0003 - [INFO] - [E:184| 500]: Train Loss:0.0015081,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:45:23,604 - ice0003 - [INFO] - [E:184| 600]: Train Loss:0.001508,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:46:26,577 - ice0003 - [INFO] - [E:184| 700]: Train Loss:0.0015079,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:47:29,409 - ice0003 - [INFO] - [E:184| 800]: Train Loss:0.0015081,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:48:32,276 - ice0003 - [INFO] - [E:184| 900]: Train Loss:0.0015083,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:49:16,475 - ice0003 - [INFO] - [Epoch:184]:  Training Loss:0.001508
 | 
						|
 | 
						|
2023-05-19 05:49:16,687 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 05:49:30,221 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 05:49:43,549 - ice0003 - [INFO] - [Evaluating Epoch 184 valid]: 
 | 
						|
	MRR: Tail : 0.45465, Head : 0.39566, Avg : 0.42516
 | 
						|
 | 
						|
2023-05-19 05:49:43,549 - ice0003 - [INFO] - [Epoch 184]:  Training Loss: 0.0015083,  Valid MRR: 0.42896, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 05:49:44,189 - ice0003 - [INFO] - [E:185| 0]: Train Loss:0.0014992,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:50:47,147 - ice0003 - [INFO] - [E:185| 100]: Train Loss:0.0015075,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:51:50,101 - ice0003 - [INFO] - [E:185| 200]: Train Loss:0.0015073,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:52:53,050 - ice0003 - [INFO] - [E:185| 300]: Train Loss:0.0015075,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:53:56,013 - ice0003 - [INFO] - [E:185| 400]: Train Loss:0.001508,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:54:59,037 - ice0003 - [INFO] - [E:185| 500]: Train Loss:0.0015079,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:56:01,985 - ice0003 - [INFO] - [E:185| 600]: Train Loss:0.0015079,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:57:04,953 - ice0003 - [INFO] - [E:185| 700]: Train Loss:0.0015081,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:58:07,869 - ice0003 - [INFO] - [E:185| 800]: Train Loss:0.0015081,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:59:10,772 - ice0003 - [INFO] - [E:185| 900]: Train Loss:0.001508,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 05:59:54,986 - ice0003 - [INFO] - [Epoch:185]:  Training Loss:0.001508
 | 
						|
 | 
						|
2023-05-19 05:59:55,199 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 06:00:08,749 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 06:00:22,082 - ice0003 - [INFO] - [Evaluating Epoch 185 valid]: 
 | 
						|
	MRR: Tail : 0.45379, Head : 0.39749, Avg : 0.42564
 | 
						|
 | 
						|
2023-05-19 06:00:22,082 - ice0003 - [INFO] - [Epoch 185]:  Training Loss: 0.0015081,  Valid MRR: 0.42896, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 06:00:22,718 - ice0003 - [INFO] - [E:186| 0]: Train Loss:0.0015125,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:01:25,585 - ice0003 - [INFO] - [E:186| 100]: Train Loss:0.0015088,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:02:28,417 - ice0003 - [INFO] - [E:186| 200]: Train Loss:0.0015082,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:03:31,344 - ice0003 - [INFO] - [E:186| 300]: Train Loss:0.0015083,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:04:34,249 - ice0003 - [INFO] - [E:186| 400]: Train Loss:0.0015082,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:05:37,059 - ice0003 - [INFO] - [E:186| 500]: Train Loss:0.0015082,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:06:39,870 - ice0003 - [INFO] - [E:186| 600]: Train Loss:0.0015082,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:07:42,715 - ice0003 - [INFO] - [E:186| 700]: Train Loss:0.001508,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:08:45,560 - ice0003 - [INFO] - [E:186| 800]: Train Loss:0.001508,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:09:48,372 - ice0003 - [INFO] - [E:186| 900]: Train Loss:0.001508,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:10:32,561 - ice0003 - [INFO] - [Epoch:186]:  Training Loss:0.001508
 | 
						|
 | 
						|
2023-05-19 06:10:32,773 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 06:10:46,318 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 06:10:59,650 - ice0003 - [INFO] - [Evaluating Epoch 186 valid]: 
 | 
						|
	MRR: Tail : 0.45911, Head : 0.39832, Avg : 0.42872
 | 
						|
 | 
						|
2023-05-19 06:10:59,650 - ice0003 - [INFO] - [Epoch 186]:  Training Loss: 0.001508,  Valid MRR: 0.42896, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 06:11:00,286 - ice0003 - [INFO] - [E:187| 0]: Train Loss:0.0015043,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:12:03,169 - ice0003 - [INFO] - [E:187| 100]: Train Loss:0.001507,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:13:06,107 - ice0003 - [INFO] - [E:187| 200]: Train Loss:0.0015078,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:14:08,939 - ice0003 - [INFO] - [E:187| 300]: Train Loss:0.0015077,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:15:11,806 - ice0003 - [INFO] - [E:187| 400]: Train Loss:0.0015073,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:16:14,655 - ice0003 - [INFO] - [E:187| 500]: Train Loss:0.0015074,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:17:17,505 - ice0003 - [INFO] - [E:187| 600]: Train Loss:0.0015072,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:18:20,376 - ice0003 - [INFO] - [E:187| 700]: Train Loss:0.0015072,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:19:23,220 - ice0003 - [INFO] - [E:187| 800]: Train Loss:0.0015075,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:20:26,148 - ice0003 - [INFO] - [E:187| 900]: Train Loss:0.0015076,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:21:10,391 - ice0003 - [INFO] - [Epoch:187]:  Training Loss:0.001508
 | 
						|
 | 
						|
2023-05-19 06:21:10,603 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 06:21:24,158 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 06:21:37,498 - ice0003 - [INFO] - [Evaluating Epoch 187 valid]: 
 | 
						|
	MRR: Tail : 0.45241, Head : 0.39418, Avg : 0.4233
 | 
						|
 | 
						|
2023-05-19 06:21:37,498 - ice0003 - [INFO] - [Epoch 187]:  Training Loss: 0.0015078,  Valid MRR: 0.42896, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 06:21:38,140 - ice0003 - [INFO] - [E:188| 0]: Train Loss:0.0015025,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:22:41,045 - ice0003 - [INFO] - [E:188| 100]: Train Loss:0.0015074,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:23:43,987 - ice0003 - [INFO] - [E:188| 200]: Train Loss:0.0015079,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:24:46,922 - ice0003 - [INFO] - [E:188| 300]: Train Loss:0.0015074,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:25:49,884 - ice0003 - [INFO] - [E:188| 400]: Train Loss:0.0015076,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:26:52,849 - ice0003 - [INFO] - [E:188| 500]: Train Loss:0.0015079,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:27:55,820 - ice0003 - [INFO] - [E:188| 600]: Train Loss:0.0015076,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:28:58,822 - ice0003 - [INFO] - [E:188| 700]: Train Loss:0.0015076,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:30:01,804 - ice0003 - [INFO] - [E:188| 800]: Train Loss:0.0015077,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:31:04,652 - ice0003 - [INFO] - [E:188| 900]: Train Loss:0.0015075,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:31:48,841 - ice0003 - [INFO] - [Epoch:188]:  Training Loss:0.001508
 | 
						|
 | 
						|
2023-05-19 06:31:49,054 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 06:32:02,594 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 06:32:15,932 - ice0003 - [INFO] - [Evaluating Epoch 188 valid]: 
 | 
						|
	MRR: Tail : 0.457, Head : 0.39654, Avg : 0.42677
 | 
						|
 | 
						|
2023-05-19 06:32:15,932 - ice0003 - [INFO] - [Epoch 188]:  Training Loss: 0.0015077,  Valid MRR: 0.42896, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 06:32:16,568 - ice0003 - [INFO] - [E:189| 0]: Train Loss:0.0015088,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:33:19,382 - ice0003 - [INFO] - [E:189| 100]: Train Loss:0.0015063,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:34:22,201 - ice0003 - [INFO] - [E:189| 200]: Train Loss:0.0015068,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:35:25,150 - ice0003 - [INFO] - [E:189| 300]: Train Loss:0.0015074,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:36:28,103 - ice0003 - [INFO] - [E:189| 400]: Train Loss:0.0015077,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:37:31,056 - ice0003 - [INFO] - [E:189| 500]: Train Loss:0.0015075,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:38:33,999 - ice0003 - [INFO] - [E:189| 600]: Train Loss:0.0015075,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:39:36,827 - ice0003 - [INFO] - [E:189| 700]: Train Loss:0.0015075,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:40:39,704 - ice0003 - [INFO] - [E:189| 800]: Train Loss:0.0015075,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:41:42,509 - ice0003 - [INFO] - [E:189| 900]: Train Loss:0.0015074,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:42:26,670 - ice0003 - [INFO] - [Epoch:189]:  Training Loss:0.001508
 | 
						|
 | 
						|
2023-05-19 06:42:26,882 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 06:42:40,428 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 06:42:53,757 - ice0003 - [INFO] - [Evaluating Epoch 189 valid]: 
 | 
						|
	MRR: Tail : 0.45248, Head : 0.39437, Avg : 0.42342
 | 
						|
	MR: Tail : 670.18, Head : 770.11, Avg : 720.15
 | 
						|
	Hit-1: Tail : 0.36849, Head : 0.3112, Avg : 0.33985
 | 
						|
	Hit-3: Tail : 0.50115, Head : 0.43488, Avg : 0.46802
 | 
						|
	Hit-10: Tail : 0.60699, Head : 0.55262, Avg : 0.5798
 | 
						|
2023-05-19 06:42:53,757 - ice0003 - [INFO] - [Epoch 189]:  Training Loss: 0.0015076,  Valid MRR: 0.42896, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 06:42:54,396 - ice0003 - [INFO] - [E:190| 0]: Train Loss:0.0015192,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:43:57,188 - ice0003 - [INFO] - [E:190| 100]: Train Loss:0.001507,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:45:00,060 - ice0003 - [INFO] - [E:190| 200]: Train Loss:0.0015074,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:46:02,898 - ice0003 - [INFO] - [E:190| 300]: Train Loss:0.0015074,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:47:05,848 - ice0003 - [INFO] - [E:190| 400]: Train Loss:0.0015072,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:48:08,751 - ice0003 - [INFO] - [E:190| 500]: Train Loss:0.0015074,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:49:11,652 - ice0003 - [INFO] - [E:190| 600]: Train Loss:0.0015075,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:50:14,613 - ice0003 - [INFO] - [E:190| 700]: Train Loss:0.0015075,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:51:17,601 - ice0003 - [INFO] - [E:190| 800]: Train Loss:0.0015075,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:52:20,471 - ice0003 - [INFO] - [E:190| 900]: Train Loss:0.0015075,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:53:04,655 - ice0003 - [INFO] - [Epoch:190]:  Training Loss:0.001508
 | 
						|
 | 
						|
2023-05-19 06:53:04,867 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 06:53:18,396 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 06:53:31,710 - ice0003 - [INFO] - [Evaluating Epoch 190 valid]: 
 | 
						|
	MRR: Tail : 0.46019, Head : 0.39727, Avg : 0.42873
 | 
						|
 | 
						|
2023-05-19 06:53:31,710 - ice0003 - [INFO] - [Epoch 190]:  Training Loss: 0.0015076,  Valid MRR: 0.42896, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 06:53:32,346 - ice0003 - [INFO] - [E:191| 0]: Train Loss:0.0014998,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:54:35,191 - ice0003 - [INFO] - [E:191| 100]: Train Loss:0.0015079,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:55:38,183 - ice0003 - [INFO] - [E:191| 200]: Train Loss:0.0015072,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:56:41,085 - ice0003 - [INFO] - [E:191| 300]: Train Loss:0.0015073,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:57:43,915 - ice0003 - [INFO] - [E:191| 400]: Train Loss:0.0015072,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:58:46,787 - ice0003 - [INFO] - [E:191| 500]: Train Loss:0.0015069,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 06:59:49,699 - ice0003 - [INFO] - [E:191| 600]: Train Loss:0.0015068,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 07:00:52,563 - ice0003 - [INFO] - [E:191| 700]: Train Loss:0.001507,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 07:01:55,400 - ice0003 - [INFO] - [E:191| 800]: Train Loss:0.001507,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 07:02:58,264 - ice0003 - [INFO] - [E:191| 900]: Train Loss:0.0015071,  Val MRR:0.42896, 	ice0003
 | 
						|
2023-05-19 07:03:42,534 - ice0003 - [INFO] - [Epoch:191]:  Training Loss:0.001507
 | 
						|
 | 
						|
2023-05-19 07:03:42,746 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 07:03:56,317 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 07:04:09,664 - ice0003 - [INFO] - [Evaluating Epoch 191 valid]: 
 | 
						|
	MRR: Tail : 0.4566, Head : 0.40146, Avg : 0.42903
 | 
						|
 | 
						|
2023-05-19 07:04:10,910 - ice0003 - [INFO] - [Epoch 191]:  Training Loss: 0.0015072,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 07:04:11,554 - ice0003 - [INFO] - [E:192| 0]: Train Loss:0.0015037,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:05:14,514 - ice0003 - [INFO] - [E:192| 100]: Train Loss:0.0015058,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:06:17,481 - ice0003 - [INFO] - [E:192| 200]: Train Loss:0.0015069,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:07:20,462 - ice0003 - [INFO] - [E:192| 300]: Train Loss:0.0015072,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:08:23,401 - ice0003 - [INFO] - [E:192| 400]: Train Loss:0.0015072,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:09:26,327 - ice0003 - [INFO] - [E:192| 500]: Train Loss:0.0015068,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:10:29,286 - ice0003 - [INFO] - [E:192| 600]: Train Loss:0.0015069,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:11:32,219 - ice0003 - [INFO] - [E:192| 700]: Train Loss:0.001507,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:12:35,287 - ice0003 - [INFO] - [E:192| 800]: Train Loss:0.0015069,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:13:38,182 - ice0003 - [INFO] - [E:192| 900]: Train Loss:0.0015071,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:14:22,503 - ice0003 - [INFO] - [Epoch:192]:  Training Loss:0.001507
 | 
						|
 | 
						|
2023-05-19 07:14:22,715 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 07:14:36,284 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 07:14:49,637 - ice0003 - [INFO] - [Evaluating Epoch 192 valid]: 
 | 
						|
	MRR: Tail : 0.45533, Head : 0.39783, Avg : 0.42658
 | 
						|
 | 
						|
2023-05-19 07:14:49,637 - ice0003 - [INFO] - [Epoch 192]:  Training Loss: 0.001507,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 07:14:50,275 - ice0003 - [INFO] - [E:193| 0]: Train Loss:0.0015021,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:15:53,281 - ice0003 - [INFO] - [E:193| 100]: Train Loss:0.0015048,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:16:56,226 - ice0003 - [INFO] - [E:193| 200]: Train Loss:0.0015059,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:17:59,223 - ice0003 - [INFO] - [E:193| 300]: Train Loss:0.0015063,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:19:02,118 - ice0003 - [INFO] - [E:193| 400]: Train Loss:0.0015067,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:20:04,992 - ice0003 - [INFO] - [E:193| 500]: Train Loss:0.0015068,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:21:07,937 - ice0003 - [INFO] - [E:193| 600]: Train Loss:0.0015068,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:22:10,912 - ice0003 - [INFO] - [E:193| 700]: Train Loss:0.0015068,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:23:13,839 - ice0003 - [INFO] - [E:193| 800]: Train Loss:0.0015069,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:24:16,796 - ice0003 - [INFO] - [E:193| 900]: Train Loss:0.0015069,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:25:01,067 - ice0003 - [INFO] - [Epoch:193]:  Training Loss:0.001507
 | 
						|
 | 
						|
2023-05-19 07:25:01,280 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 07:25:14,837 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 07:25:28,177 - ice0003 - [INFO] - [Evaluating Epoch 193 valid]: 
 | 
						|
	MRR: Tail : 0.45503, Head : 0.40064, Avg : 0.42783
 | 
						|
 | 
						|
2023-05-19 07:25:28,177 - ice0003 - [INFO] - [Epoch 193]:  Training Loss: 0.0015069,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 07:25:28,815 - ice0003 - [INFO] - [E:194| 0]: Train Loss:0.0015183,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:26:31,788 - ice0003 - [INFO] - [E:194| 100]: Train Loss:0.0015063,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:27:34,689 - ice0003 - [INFO] - [E:194| 200]: Train Loss:0.0015062,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:28:37,511 - ice0003 - [INFO] - [E:194| 300]: Train Loss:0.0015067,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:29:40,773 - ice0003 - [INFO] - [E:194| 400]: Train Loss:0.0015067,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:30:56,431 - ice0003 - [INFO] - [E:194| 500]: Train Loss:0.0015068,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:33:28,385 - ice0003 - [INFO] - [E:194| 600]: Train Loss:0.0015069,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:36:02,241 - ice0003 - [INFO] - [E:194| 700]: Train Loss:0.0015068,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:38:26,983 - ice0003 - [INFO] - [E:194| 800]: Train Loss:0.0015068,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:40:48,417 - ice0003 - [INFO] - [E:194| 900]: Train Loss:0.0015069,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:42:27,870 - ice0003 - [INFO] - [Epoch:194]:  Training Loss:0.001507
 | 
						|
 | 
						|
2023-05-19 07:42:28,377 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 07:43:00,931 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 07:43:33,055 - ice0003 - [INFO] - [Evaluating Epoch 194 valid]: 
 | 
						|
	MRR: Tail : 0.45315, Head : 0.39582, Avg : 0.42448
 | 
						|
 | 
						|
2023-05-19 07:43:33,055 - ice0003 - [INFO] - [Epoch 194]:  Training Loss: 0.001507,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 07:43:34,472 - ice0003 - [INFO] - [E:195| 0]: Train Loss:0.0014953,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:45:55,995 - ice0003 - [INFO] - [E:195| 100]: Train Loss:0.0015074,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:48:17,320 - ice0003 - [INFO] - [E:195| 200]: Train Loss:0.0015073,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:50:38,643 - ice0003 - [INFO] - [E:195| 300]: Train Loss:0.0015066,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:52:59,843 - ice0003 - [INFO] - [E:195| 400]: Train Loss:0.0015067,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:55:21,075 - ice0003 - [INFO] - [E:195| 500]: Train Loss:0.0015064,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 07:57:42,375 - ice0003 - [INFO] - [E:195| 600]: Train Loss:0.0015065,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:00:03,747 - ice0003 - [INFO] - [E:195| 700]: Train Loss:0.0015067,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:01:37,471 - ice0003 - [INFO] - [E:195| 800]: Train Loss:0.0015068,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:02:56,719 - ice0003 - [INFO] - [E:195| 900]: Train Loss:0.0015069,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:04:02,149 - ice0003 - [INFO] - [Epoch:195]:  Training Loss:0.001507
 | 
						|
 | 
						|
2023-05-19 08:04:02,631 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 08:04:23,659 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 08:04:44,189 - ice0003 - [INFO] - [Evaluating Epoch 195 valid]: 
 | 
						|
	MRR: Tail : 0.45545, Head : 0.39895, Avg : 0.4272
 | 
						|
 | 
						|
2023-05-19 08:04:44,189 - ice0003 - [INFO] - [Epoch 195]:  Training Loss: 0.0015068,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 08:04:45,221 - ice0003 - [INFO] - [E:196| 0]: Train Loss:0.001525,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:06:04,057 - ice0003 - [INFO] - [E:196| 100]: Train Loss:0.0015067,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:07:19,519 - ice0003 - [INFO] - [E:196| 200]: Train Loss:0.0015068,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:08:35,134 - ice0003 - [INFO] - [E:196| 300]: Train Loss:0.0015066,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:09:50,733 - ice0003 - [INFO] - [E:196| 400]: Train Loss:0.0015063,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:11:06,308 - ice0003 - [INFO] - [E:196| 500]: Train Loss:0.0015065,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:12:21,970 - ice0003 - [INFO] - [E:196| 600]: Train Loss:0.0015065,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:13:37,477 - ice0003 - [INFO] - [E:196| 700]: Train Loss:0.0015066,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:14:53,034 - ice0003 - [INFO] - [E:196| 800]: Train Loss:0.0015066,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:16:10,364 - ice0003 - [INFO] - [E:196| 900]: Train Loss:0.0015065,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:17:13,999 - ice0003 - [INFO] - [Epoch:196]:  Training Loss:0.001507
 | 
						|
 | 
						|
2023-05-19 08:17:14,368 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 08:17:35,235 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 08:17:55,799 - ice0003 - [INFO] - [Evaluating Epoch 196 valid]: 
 | 
						|
	MRR: Tail : 0.45532, Head : 0.39624, Avg : 0.42578
 | 
						|
 | 
						|
2023-05-19 08:17:55,799 - ice0003 - [INFO] - [Epoch 196]:  Training Loss: 0.0015065,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 08:17:56,858 - ice0003 - [INFO] - [E:197| 0]: Train Loss:0.0015098,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:19:19,978 - ice0003 - [INFO] - [E:197| 100]: Train Loss:0.001506,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:20:35,461 - ice0003 - [INFO] - [E:197| 200]: Train Loss:0.0015061,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:21:51,073 - ice0003 - [INFO] - [E:197| 300]: Train Loss:0.0015058,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:23:06,675 - ice0003 - [INFO] - [E:197| 400]: Train Loss:0.0015058,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:24:22,302 - ice0003 - [INFO] - [E:197| 500]: Train Loss:0.0015059,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:25:37,716 - ice0003 - [INFO] - [E:197| 600]: Train Loss:0.0015061,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:26:53,250 - ice0003 - [INFO] - [E:197| 700]: Train Loss:0.0015061,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:28:08,926 - ice0003 - [INFO] - [E:197| 800]: Train Loss:0.0015063,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:29:23,644 - ice0003 - [INFO] - [E:197| 900]: Train Loss:0.0015063,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:30:27,246 - ice0003 - [INFO] - [Epoch:197]:  Training Loss:0.001506
 | 
						|
 | 
						|
2023-05-19 08:30:27,612 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 08:30:48,391 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 08:31:08,735 - ice0003 - [INFO] - [Evaluating Epoch 197 valid]: 
 | 
						|
	MRR: Tail : 0.45487, Head : 0.39602, Avg : 0.42545
 | 
						|
 | 
						|
2023-05-19 08:31:08,736 - ice0003 - [INFO] - [Epoch 197]:  Training Loss: 0.0015064,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 08:31:09,654 - ice0003 - [INFO] - [E:198| 0]: Train Loss:0.0015255,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:32:34,654 - ice0003 - [INFO] - [E:198| 100]: Train Loss:0.0015072,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:33:37,458 - ice0003 - [INFO] - [E:198| 200]: Train Loss:0.0015066,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:34:40,286 - ice0003 - [INFO] - [E:198| 300]: Train Loss:0.0015068,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:35:43,194 - ice0003 - [INFO] - [E:198| 400]: Train Loss:0.0015066,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:36:46,081 - ice0003 - [INFO] - [E:198| 500]: Train Loss:0.0015062,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:37:48,945 - ice0003 - [INFO] - [E:198| 600]: Train Loss:0.0015062,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:38:51,809 - ice0003 - [INFO] - [E:198| 700]: Train Loss:0.0015062,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:39:54,650 - ice0003 - [INFO] - [E:198| 800]: Train Loss:0.0015063,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:40:57,493 - ice0003 - [INFO] - [E:198| 900]: Train Loss:0.0015063,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:41:41,680 - ice0003 - [INFO] - [Epoch:198]:  Training Loss:0.001506
 | 
						|
 | 
						|
2023-05-19 08:41:41,893 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 08:41:55,455 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 08:42:08,803 - ice0003 - [INFO] - [Evaluating Epoch 198 valid]: 
 | 
						|
	MRR: Tail : 0.45468, Head : 0.3958, Avg : 0.42524
 | 
						|
 | 
						|
2023-05-19 08:42:08,803 - ice0003 - [INFO] - [Epoch 198]:  Training Loss: 0.0015064,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 08:42:09,444 - ice0003 - [INFO] - [E:199| 0]: Train Loss:0.0014928,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:43:12,361 - ice0003 - [INFO] - [E:199| 100]: Train Loss:0.0015067,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:44:15,261 - ice0003 - [INFO] - [E:199| 200]: Train Loss:0.0015061,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:45:18,182 - ice0003 - [INFO] - [E:199| 300]: Train Loss:0.0015063,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:46:21,116 - ice0003 - [INFO] - [E:199| 400]: Train Loss:0.0015061,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:47:24,030 - ice0003 - [INFO] - [E:199| 500]: Train Loss:0.0015061,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:48:26,960 - ice0003 - [INFO] - [E:199| 600]: Train Loss:0.0015058,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:49:29,911 - ice0003 - [INFO] - [E:199| 700]: Train Loss:0.0015058,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:50:32,861 - ice0003 - [INFO] - [E:199| 800]: Train Loss:0.0015059,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:51:35,812 - ice0003 - [INFO] - [E:199| 900]: Train Loss:0.0015058,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:52:20,085 - ice0003 - [INFO] - [Epoch:199]:  Training Loss:0.001506
 | 
						|
 | 
						|
2023-05-19 08:52:20,297 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 08:52:33,822 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 08:52:47,212 - ice0003 - [INFO] - [Evaluating Epoch 199 valid]: 
 | 
						|
	MRR: Tail : 0.45592, Head : 0.39752, Avg : 0.42672
 | 
						|
	MR: Tail : 630.69, Head : 745.74, Avg : 688.22
 | 
						|
	Hit-1: Tail : 0.37298, Head : 0.31424, Avg : 0.34361
 | 
						|
	Hit-3: Tail : 0.50079, Head : 0.43585, Avg : 0.46832
 | 
						|
	Hit-10: Tail : 0.60857, Head : 0.55832, Avg : 0.58344
 | 
						|
2023-05-19 08:52:47,212 - ice0003 - [INFO] - [Epoch 199]:  Training Loss: 0.0015059,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 08:52:47,849 - ice0003 - [INFO] - [E:200| 0]: Train Loss:0.0014958,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:53:50,797 - ice0003 - [INFO] - [E:200| 100]: Train Loss:0.0015063,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:54:53,662 - ice0003 - [INFO] - [E:200| 200]: Train Loss:0.0015056,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:55:56,489 - ice0003 - [INFO] - [E:200| 300]: Train Loss:0.0015056,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:56:59,316 - ice0003 - [INFO] - [E:200| 400]: Train Loss:0.0015054,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:58:02,196 - ice0003 - [INFO] - [E:200| 500]: Train Loss:0.0015053,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 08:59:05,041 - ice0003 - [INFO] - [E:200| 600]: Train Loss:0.0015053,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:00:07,891 - ice0003 - [INFO] - [E:200| 700]: Train Loss:0.0015055,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:01:10,741 - ice0003 - [INFO] - [E:200| 800]: Train Loss:0.0015056,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:02:13,694 - ice0003 - [INFO] - [E:200| 900]: Train Loss:0.0015057,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:02:57,867 - ice0003 - [INFO] - [Epoch:200]:  Training Loss:0.001506
 | 
						|
 | 
						|
2023-05-19 09:02:58,080 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 09:03:11,632 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 09:03:24,993 - ice0003 - [INFO] - [Evaluating Epoch 200 valid]: 
 | 
						|
	MRR: Tail : 0.45672, Head : 0.40008, Avg : 0.4284
 | 
						|
 | 
						|
2023-05-19 09:03:24,993 - ice0003 - [INFO] - [Epoch 200]:  Training Loss: 0.0015059,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 09:03:25,630 - ice0003 - [INFO] - [E:201| 0]: Train Loss:0.0015049,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:04:28,494 - ice0003 - [INFO] - [E:201| 100]: Train Loss:0.0015048,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:05:31,330 - ice0003 - [INFO] - [E:201| 200]: Train Loss:0.0015054,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:06:34,196 - ice0003 - [INFO] - [E:201| 300]: Train Loss:0.0015057,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:07:37,146 - ice0003 - [INFO] - [E:201| 400]: Train Loss:0.0015056,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:08:40,130 - ice0003 - [INFO] - [E:201| 500]: Train Loss:0.0015057,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:09:43,102 - ice0003 - [INFO] - [E:201| 600]: Train Loss:0.0015056,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:10:46,180 - ice0003 - [INFO] - [E:201| 700]: Train Loss:0.0015058,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:11:49,155 - ice0003 - [INFO] - [E:201| 800]: Train Loss:0.0015057,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:12:52,090 - ice0003 - [INFO] - [E:201| 900]: Train Loss:0.0015058,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:13:37,234 - ice0003 - [INFO] - [Epoch:201]:  Training Loss:0.001506
 | 
						|
 | 
						|
2023-05-19 09:13:37,447 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 09:13:51,002 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 09:14:04,336 - ice0003 - [INFO] - [Evaluating Epoch 201 valid]: 
 | 
						|
	MRR: Tail : 0.45485, Head : 0.39683, Avg : 0.42584
 | 
						|
 | 
						|
2023-05-19 09:14:04,336 - ice0003 - [INFO] - [Epoch 201]:  Training Loss: 0.0015059,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 09:14:04,972 - ice0003 - [INFO] - [E:202| 0]: Train Loss:0.0015002,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:15:07,871 - ice0003 - [INFO] - [E:202| 100]: Train Loss:0.0015053,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:16:10,736 - ice0003 - [INFO] - [E:202| 200]: Train Loss:0.001505,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:17:13,581 - ice0003 - [INFO] - [E:202| 300]: Train Loss:0.0015048,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:18:16,425 - ice0003 - [INFO] - [E:202| 400]: Train Loss:0.0015051,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:19:19,401 - ice0003 - [INFO] - [E:202| 500]: Train Loss:0.0015053,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:20:22,361 - ice0003 - [INFO] - [E:202| 600]: Train Loss:0.0015055,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:21:25,298 - ice0003 - [INFO] - [E:202| 700]: Train Loss:0.0015057,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:22:28,276 - ice0003 - [INFO] - [E:202| 800]: Train Loss:0.0015057,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:23:31,206 - ice0003 - [INFO] - [E:202| 900]: Train Loss:0.0015058,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:24:15,472 - ice0003 - [INFO] - [Epoch:202]:  Training Loss:0.001506
 | 
						|
 | 
						|
2023-05-19 09:24:15,683 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 09:24:29,245 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 09:24:42,608 - ice0003 - [INFO] - [Evaluating Epoch 202 valid]: 
 | 
						|
	MRR: Tail : 0.45438, Head : 0.39802, Avg : 0.4262
 | 
						|
 | 
						|
2023-05-19 09:24:42,608 - ice0003 - [INFO] - [Epoch 202]:  Training Loss: 0.0015057,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 09:24:43,246 - ice0003 - [INFO] - [E:203| 0]: Train Loss:0.0015079,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:25:46,197 - ice0003 - [INFO] - [E:203| 100]: Train Loss:0.0015029,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:26:49,169 - ice0003 - [INFO] - [E:203| 200]: Train Loss:0.001504,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:27:52,235 - ice0003 - [INFO] - [E:203| 300]: Train Loss:0.0015049,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:28:55,178 - ice0003 - [INFO] - [E:203| 400]: Train Loss:0.0015051,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:29:58,028 - ice0003 - [INFO] - [E:203| 500]: Train Loss:0.001505,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:31:00,932 - ice0003 - [INFO] - [E:203| 600]: Train Loss:0.0015052,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:32:03,817 - ice0003 - [INFO] - [E:203| 700]: Train Loss:0.0015053,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:33:06,651 - ice0003 - [INFO] - [E:203| 800]: Train Loss:0.0015054,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:34:09,521 - ice0003 - [INFO] - [E:203| 900]: Train Loss:0.0015054,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:34:53,719 - ice0003 - [INFO] - [Epoch:203]:  Training Loss:0.001506
 | 
						|
 | 
						|
2023-05-19 09:34:53,931 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 09:35:07,479 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 09:35:20,802 - ice0003 - [INFO] - [Evaluating Epoch 203 valid]: 
 | 
						|
	MRR: Tail : 0.45583, Head : 0.3963, Avg : 0.42606
 | 
						|
 | 
						|
2023-05-19 09:35:20,802 - ice0003 - [INFO] - [Epoch 203]:  Training Loss: 0.0015056,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 09:35:21,438 - ice0003 - [INFO] - [E:204| 0]: Train Loss:0.0014933,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:36:24,436 - ice0003 - [INFO] - [E:204| 100]: Train Loss:0.0015045,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:37:27,392 - ice0003 - [INFO] - [E:204| 200]: Train Loss:0.0015039,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:38:30,369 - ice0003 - [INFO] - [E:204| 300]: Train Loss:0.0015044,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:39:33,326 - ice0003 - [INFO] - [E:204| 400]: Train Loss:0.0015046,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:40:36,286 - ice0003 - [INFO] - [E:204| 500]: Train Loss:0.0015047,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:41:39,262 - ice0003 - [INFO] - [E:204| 600]: Train Loss:0.0015049,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:42:42,225 - ice0003 - [INFO] - [E:204| 700]: Train Loss:0.0015052,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:43:45,165 - ice0003 - [INFO] - [E:204| 800]: Train Loss:0.0015053,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:44:48,167 - ice0003 - [INFO] - [E:204| 900]: Train Loss:0.0015053,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:45:32,435 - ice0003 - [INFO] - [Epoch:204]:  Training Loss:0.001505
 | 
						|
 | 
						|
2023-05-19 09:45:32,647 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 09:45:46,208 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 09:45:59,551 - ice0003 - [INFO] - [Evaluating Epoch 204 valid]: 
 | 
						|
	MRR: Tail : 0.45783, Head : 0.39892, Avg : 0.42837
 | 
						|
 | 
						|
2023-05-19 09:45:59,552 - ice0003 - [INFO] - [Epoch 204]:  Training Loss: 0.0015053,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 09:46:00,189 - ice0003 - [INFO] - [E:205| 0]: Train Loss:0.0015058,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:47:03,128 - ice0003 - [INFO] - [E:205| 100]: Train Loss:0.001504,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:48:06,148 - ice0003 - [INFO] - [E:205| 200]: Train Loss:0.0015053,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:49:09,148 - ice0003 - [INFO] - [E:205| 300]: Train Loss:0.0015056,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:50:12,211 - ice0003 - [INFO] - [E:205| 400]: Train Loss:0.0015057,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:51:15,199 - ice0003 - [INFO] - [E:205| 500]: Train Loss:0.0015053,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:52:18,029 - ice0003 - [INFO] - [E:205| 600]: Train Loss:0.0015051,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:53:20,914 - ice0003 - [INFO] - [E:205| 700]: Train Loss:0.001505,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:54:23,756 - ice0003 - [INFO] - [E:205| 800]: Train Loss:0.0015053,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:55:26,568 - ice0003 - [INFO] - [E:205| 900]: Train Loss:0.0015052,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:56:10,730 - ice0003 - [INFO] - [Epoch:205]:  Training Loss:0.001505
 | 
						|
 | 
						|
2023-05-19 09:56:10,944 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 09:56:24,480 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 09:56:37,813 - ice0003 - [INFO] - [Evaluating Epoch 205 valid]: 
 | 
						|
	MRR: Tail : 0.45347, Head : 0.39464, Avg : 0.42406
 | 
						|
 | 
						|
2023-05-19 09:56:37,813 - ice0003 - [INFO] - [Epoch 205]:  Training Loss: 0.0015053,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 09:56:38,448 - ice0003 - [INFO] - [E:206| 0]: Train Loss:0.0015089,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:57:41,284 - ice0003 - [INFO] - [E:206| 100]: Train Loss:0.001505,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:58:44,126 - ice0003 - [INFO] - [E:206| 200]: Train Loss:0.0015051,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 09:59:47,028 - ice0003 - [INFO] - [E:206| 300]: Train Loss:0.0015046,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:00:49,980 - ice0003 - [INFO] - [E:206| 400]: Train Loss:0.0015047,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:01:52,973 - ice0003 - [INFO] - [E:206| 500]: Train Loss:0.0015046,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:02:55,904 - ice0003 - [INFO] - [E:206| 600]: Train Loss:0.0015045,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:03:58,750 - ice0003 - [INFO] - [E:206| 700]: Train Loss:0.0015048,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:05:01,691 - ice0003 - [INFO] - [E:206| 800]: Train Loss:0.0015051,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:06:04,639 - ice0003 - [INFO] - [E:206| 900]: Train Loss:0.0015051,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:06:48,886 - ice0003 - [INFO] - [Epoch:206]:  Training Loss:0.001505
 | 
						|
 | 
						|
2023-05-19 10:06:49,098 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 10:07:02,655 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 10:07:15,992 - ice0003 - [INFO] - [Evaluating Epoch 206 valid]: 
 | 
						|
	MRR: Tail : 0.4551, Head : 0.39749, Avg : 0.42629
 | 
						|
 | 
						|
2023-05-19 10:07:15,992 - ice0003 - [INFO] - [Epoch 206]:  Training Loss: 0.0015051,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 10:07:16,630 - ice0003 - [INFO] - [E:207| 0]: Train Loss:0.0015111,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:08:19,559 - ice0003 - [INFO] - [E:207| 100]: Train Loss:0.0015043,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:09:22,409 - ice0003 - [INFO] - [E:207| 200]: Train Loss:0.0015044,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:10:25,238 - ice0003 - [INFO] - [E:207| 300]: Train Loss:0.0015042,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:11:28,248 - ice0003 - [INFO] - [E:207| 400]: Train Loss:0.0015042,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:12:31,196 - ice0003 - [INFO] - [E:207| 500]: Train Loss:0.0015043,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:13:34,154 - ice0003 - [INFO] - [E:207| 600]: Train Loss:0.0015045,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:14:37,103 - ice0003 - [INFO] - [E:207| 700]: Train Loss:0.0015047,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:15:40,079 - ice0003 - [INFO] - [E:207| 800]: Train Loss:0.0015049,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:16:43,040 - ice0003 - [INFO] - [E:207| 900]: Train Loss:0.001505,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:17:27,334 - ice0003 - [INFO] - [Epoch:207]:  Training Loss:0.001505
 | 
						|
 | 
						|
2023-05-19 10:17:27,546 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 10:17:41,105 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 10:17:54,452 - ice0003 - [INFO] - [Evaluating Epoch 207 valid]: 
 | 
						|
	MRR: Tail : 0.45841, Head : 0.39957, Avg : 0.42899
 | 
						|
 | 
						|
2023-05-19 10:17:54,452 - ice0003 - [INFO] - [Epoch 207]:  Training Loss: 0.001505,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 10:17:55,090 - ice0003 - [INFO] - [E:208| 0]: Train Loss:0.0014997,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:18:58,058 - ice0003 - [INFO] - [E:208| 100]: Train Loss:0.0015033,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:20:01,135 - ice0003 - [INFO] - [E:208| 200]: Train Loss:0.0015032,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:21:03,966 - ice0003 - [INFO] - [E:208| 300]: Train Loss:0.001504,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:22:06,809 - ice0003 - [INFO] - [E:208| 400]: Train Loss:0.0015041,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:23:09,620 - ice0003 - [INFO] - [E:208| 500]: Train Loss:0.0015044,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:24:12,443 - ice0003 - [INFO] - [E:208| 600]: Train Loss:0.0015046,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:25:15,267 - ice0003 - [INFO] - [E:208| 700]: Train Loss:0.0015047,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:26:18,203 - ice0003 - [INFO] - [E:208| 800]: Train Loss:0.0015047,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:27:21,177 - ice0003 - [INFO] - [E:208| 900]: Train Loss:0.0015047,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:28:05,494 - ice0003 - [INFO] - [Epoch:208]:  Training Loss:0.001505
 | 
						|
 | 
						|
2023-05-19 10:28:05,707 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 10:28:19,269 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 10:28:32,600 - ice0003 - [INFO] - [Evaluating Epoch 208 valid]: 
 | 
						|
	MRR: Tail : 0.45829, Head : 0.3973, Avg : 0.4278
 | 
						|
 | 
						|
2023-05-19 10:28:32,600 - ice0003 - [INFO] - [Epoch 208]:  Training Loss: 0.0015049,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 10:28:33,235 - ice0003 - [INFO] - [E:209| 0]: Train Loss:0.0015019,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:29:36,081 - ice0003 - [INFO] - [E:209| 100]: Train Loss:0.0015045,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:30:38,973 - ice0003 - [INFO] - [E:209| 200]: Train Loss:0.001504,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:31:41,867 - ice0003 - [INFO] - [E:209| 300]: Train Loss:0.001504,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:32:44,688 - ice0003 - [INFO] - [E:209| 400]: Train Loss:0.0015043,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:33:47,502 - ice0003 - [INFO] - [E:209| 500]: Train Loss:0.0015046,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:34:50,435 - ice0003 - [INFO] - [E:209| 600]: Train Loss:0.0015046,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:35:53,349 - ice0003 - [INFO] - [E:209| 700]: Train Loss:0.0015045,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:36:56,370 - ice0003 - [INFO] - [E:209| 800]: Train Loss:0.0015046,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:37:59,325 - ice0003 - [INFO] - [E:209| 900]: Train Loss:0.0015047,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:38:43,601 - ice0003 - [INFO] - [Epoch:209]:  Training Loss:0.001505
 | 
						|
 | 
						|
2023-05-19 10:38:43,814 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 10:38:57,384 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 10:39:10,735 - ice0003 - [INFO] - [Evaluating Epoch 209 valid]: 
 | 
						|
	MRR: Tail : 0.4585, Head : 0.39866, Avg : 0.42858
 | 
						|
	MR: Tail : 627.59, Head : 729.28, Avg : 678.43
 | 
						|
	Hit-1: Tail : 0.37614, Head : 0.31715, Avg : 0.34664
 | 
						|
	Hit-3: Tail : 0.50322, Head : 0.43646, Avg : 0.46984
 | 
						|
	Hit-10: Tail : 0.61063, Head : 0.55407, Avg : 0.58235
 | 
						|
2023-05-19 10:39:10,735 - ice0003 - [INFO] - [Epoch 209]:  Training Loss: 0.0015048,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 10:39:11,379 - ice0003 - [INFO] - [E:210| 0]: Train Loss:0.0014985,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:40:14,355 - ice0003 - [INFO] - [E:210| 100]: Train Loss:0.0015047,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:41:17,312 - ice0003 - [INFO] - [E:210| 200]: Train Loss:0.0015039,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:42:20,274 - ice0003 - [INFO] - [E:210| 300]: Train Loss:0.0015043,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:43:23,206 - ice0003 - [INFO] - [E:210| 400]: Train Loss:0.0015045,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:44:26,156 - ice0003 - [INFO] - [E:210| 500]: Train Loss:0.0015045,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:45:29,163 - ice0003 - [INFO] - [E:210| 600]: Train Loss:0.0015046,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:46:31,968 - ice0003 - [INFO] - [E:210| 700]: Train Loss:0.0015046,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:47:34,773 - ice0003 - [INFO] - [E:210| 800]: Train Loss:0.0015047,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:48:37,615 - ice0003 - [INFO] - [E:210| 900]: Train Loss:0.0015046,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:49:21,767 - ice0003 - [INFO] - [Epoch:210]:  Training Loss:0.001505
 | 
						|
 | 
						|
2023-05-19 10:49:21,979 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 10:49:35,525 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 10:49:48,857 - ice0003 - [INFO] - [Evaluating Epoch 210 valid]: 
 | 
						|
	MRR: Tail : 0.45924, Head : 0.39865, Avg : 0.42895
 | 
						|
 | 
						|
2023-05-19 10:49:48,857 - ice0003 - [INFO] - [Epoch 210]:  Training Loss: 0.0015046,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 10:49:49,493 - ice0003 - [INFO] - [E:211| 0]: Train Loss:0.0015059,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:50:52,286 - ice0003 - [INFO] - [E:211| 100]: Train Loss:0.0015042,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:51:55,084 - ice0003 - [INFO] - [E:211| 200]: Train Loss:0.0015042,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:52:57,899 - ice0003 - [INFO] - [E:211| 300]: Train Loss:0.0015043,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:54:00,795 - ice0003 - [INFO] - [E:211| 400]: Train Loss:0.0015043,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:55:03,652 - ice0003 - [INFO] - [E:211| 500]: Train Loss:0.0015043,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:56:06,455 - ice0003 - [INFO] - [E:211| 600]: Train Loss:0.0015044,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:57:09,280 - ice0003 - [INFO] - [E:211| 700]: Train Loss:0.0015045,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:58:12,131 - ice0003 - [INFO] - [E:211| 800]: Train Loss:0.0015046,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:59:14,952 - ice0003 - [INFO] - [E:211| 900]: Train Loss:0.0015047,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 10:59:59,120 - ice0003 - [INFO] - [Epoch:211]:  Training Loss:0.001504
 | 
						|
 | 
						|
2023-05-19 10:59:59,332 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 11:00:12,876 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 11:00:26,204 - ice0003 - [INFO] - [Evaluating Epoch 211 valid]: 
 | 
						|
	MRR: Tail : 0.45584, Head : 0.39727, Avg : 0.42655
 | 
						|
 | 
						|
2023-05-19 11:00:26,204 - ice0003 - [INFO] - [Epoch 211]:  Training Loss: 0.0015044,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 11:00:26,841 - ice0003 - [INFO] - [E:212| 0]: Train Loss:0.0014983,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:01:29,660 - ice0003 - [INFO] - [E:212| 100]: Train Loss:0.0015049,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:02:32,597 - ice0003 - [INFO] - [E:212| 200]: Train Loss:0.001504,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:03:35,583 - ice0003 - [INFO] - [E:212| 300]: Train Loss:0.0015037,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:04:38,547 - ice0003 - [INFO] - [E:212| 400]: Train Loss:0.001504,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:05:41,517 - ice0003 - [INFO] - [E:212| 500]: Train Loss:0.0015038,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:06:44,497 - ice0003 - [INFO] - [E:212| 600]: Train Loss:0.0015038,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:07:47,412 - ice0003 - [INFO] - [E:212| 700]: Train Loss:0.0015039,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:08:50,257 - ice0003 - [INFO] - [E:212| 800]: Train Loss:0.001504,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:09:53,192 - ice0003 - [INFO] - [E:212| 900]: Train Loss:0.0015041,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:10:37,434 - ice0003 - [INFO] - [Epoch:212]:  Training Loss:0.001504
 | 
						|
 | 
						|
2023-05-19 11:10:37,647 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 11:10:51,249 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 11:11:04,611 - ice0003 - [INFO] - [Evaluating Epoch 212 valid]: 
 | 
						|
	MRR: Tail : 0.4558, Head : 0.39726, Avg : 0.42653
 | 
						|
 | 
						|
2023-05-19 11:11:04,612 - ice0003 - [INFO] - [Epoch 212]:  Training Loss: 0.0015042,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 11:11:05,247 - ice0003 - [INFO] - [E:213| 0]: Train Loss:0.0014972,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:12:08,038 - ice0003 - [INFO] - [E:213| 100]: Train Loss:0.0015029,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:13:10,825 - ice0003 - [INFO] - [E:213| 200]: Train Loss:0.0015036,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:14:13,628 - ice0003 - [INFO] - [E:213| 300]: Train Loss:0.0015038,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:15:16,418 - ice0003 - [INFO] - [E:213| 400]: Train Loss:0.0015037,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:16:19,223 - ice0003 - [INFO] - [E:213| 500]: Train Loss:0.0015039,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:17:22,039 - ice0003 - [INFO] - [E:213| 600]: Train Loss:0.001504,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:18:24,826 - ice0003 - [INFO] - [E:213| 700]: Train Loss:0.0015041,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:19:27,658 - ice0003 - [INFO] - [E:213| 800]: Train Loss:0.0015039,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:20:30,506 - ice0003 - [INFO] - [E:213| 900]: Train Loss:0.001504,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:21:14,656 - ice0003 - [INFO] - [Epoch:213]:  Training Loss:0.001504
 | 
						|
 | 
						|
2023-05-19 11:21:14,868 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 11:21:28,393 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 11:21:41,718 - ice0003 - [INFO] - [Evaluating Epoch 213 valid]: 
 | 
						|
	MRR: Tail : 0.45175, Head : 0.39628, Avg : 0.42401
 | 
						|
 | 
						|
2023-05-19 11:21:41,718 - ice0003 - [INFO] - [Epoch 213]:  Training Loss: 0.001504,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 11:21:42,356 - ice0003 - [INFO] - [E:214| 0]: Train Loss:0.0015073,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:22:45,183 - ice0003 - [INFO] - [E:214| 100]: Train Loss:0.0015035,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:23:47,989 - ice0003 - [INFO] - [E:214| 200]: Train Loss:0.0015035,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:24:50,897 - ice0003 - [INFO] - [E:214| 300]: Train Loss:0.0015035,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:25:53,810 - ice0003 - [INFO] - [E:214| 400]: Train Loss:0.0015037,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:26:56,710 - ice0003 - [INFO] - [E:214| 500]: Train Loss:0.0015038,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:27:59,637 - ice0003 - [INFO] - [E:214| 600]: Train Loss:0.001504,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:29:02,564 - ice0003 - [INFO] - [E:214| 700]: Train Loss:0.0015039,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:30:05,417 - ice0003 - [INFO] - [E:214| 800]: Train Loss:0.0015038,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:31:08,275 - ice0003 - [INFO] - [E:214| 900]: Train Loss:0.0015039,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:31:52,418 - ice0003 - [INFO] - [Epoch:214]:  Training Loss:0.001504
 | 
						|
 | 
						|
2023-05-19 11:31:52,633 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 11:32:06,172 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 11:32:19,507 - ice0003 - [INFO] - [Evaluating Epoch 214 valid]: 
 | 
						|
	MRR: Tail : 0.45094, Head : 0.39463, Avg : 0.42279
 | 
						|
 | 
						|
2023-05-19 11:32:19,507 - ice0003 - [INFO] - [Epoch 214]:  Training Loss: 0.0015041,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 11:32:20,144 - ice0003 - [INFO] - [E:215| 0]: Train Loss:0.0015023,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:33:22,925 - ice0003 - [INFO] - [E:215| 100]: Train Loss:0.0015038,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:34:25,730 - ice0003 - [INFO] - [E:215| 200]: Train Loss:0.0015032,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:35:28,594 - ice0003 - [INFO] - [E:215| 300]: Train Loss:0.0015036,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:36:31,570 - ice0003 - [INFO] - [E:215| 400]: Train Loss:0.0015038,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:37:34,591 - ice0003 - [INFO] - [E:215| 500]: Train Loss:0.0015035,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:38:37,525 - ice0003 - [INFO] - [E:215| 600]: Train Loss:0.0015035,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:39:40,484 - ice0003 - [INFO] - [E:215| 700]: Train Loss:0.0015037,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:40:43,434 - ice0003 - [INFO] - [E:215| 800]: Train Loss:0.0015036,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:41:46,206 - ice0003 - [INFO] - [E:215| 900]: Train Loss:0.0015038,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:42:30,396 - ice0003 - [INFO] - [Epoch:215]:  Training Loss:0.001504
 | 
						|
 | 
						|
2023-05-19 11:42:30,609 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 11:42:44,140 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 11:42:57,464 - ice0003 - [INFO] - [Evaluating Epoch 215 valid]: 
 | 
						|
	MRR: Tail : 0.45494, Head : 0.39772, Avg : 0.42633
 | 
						|
 | 
						|
2023-05-19 11:42:57,464 - ice0003 - [INFO] - [Epoch 215]:  Training Loss: 0.0015039,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 11:42:58,100 - ice0003 - [INFO] - [E:216| 0]: Train Loss:0.0015021,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:44:00,903 - ice0003 - [INFO] - [E:216| 100]: Train Loss:0.001504,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:45:03,687 - ice0003 - [INFO] - [E:216| 200]: Train Loss:0.0015036,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:46:06,630 - ice0003 - [INFO] - [E:216| 300]: Train Loss:0.001504,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:47:09,452 - ice0003 - [INFO] - [E:216| 400]: Train Loss:0.0015039,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:48:12,242 - ice0003 - [INFO] - [E:216| 500]: Train Loss:0.0015036,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:49:15,082 - ice0003 - [INFO] - [E:216| 600]: Train Loss:0.0015036,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:50:17,925 - ice0003 - [INFO] - [E:216| 700]: Train Loss:0.0015036,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:51:20,892 - ice0003 - [INFO] - [E:216| 800]: Train Loss:0.0015036,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:52:23,831 - ice0003 - [INFO] - [E:216| 900]: Train Loss:0.0015037,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:53:08,027 - ice0003 - [INFO] - [Epoch:216]:  Training Loss:0.001504
 | 
						|
 | 
						|
2023-05-19 11:53:08,240 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 11:53:21,782 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 11:53:35,103 - ice0003 - [INFO] - [Evaluating Epoch 216 valid]: 
 | 
						|
	MRR: Tail : 0.45333, Head : 0.39677, Avg : 0.42505
 | 
						|
 | 
						|
2023-05-19 11:53:35,103 - ice0003 - [INFO] - [Epoch 216]:  Training Loss: 0.0015037,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 11:53:35,740 - ice0003 - [INFO] - [E:217| 0]: Train Loss:0.0015221,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:54:38,643 - ice0003 - [INFO] - [E:217| 100]: Train Loss:0.0015032,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:55:41,431 - ice0003 - [INFO] - [E:217| 200]: Train Loss:0.001503,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:56:44,219 - ice0003 - [INFO] - [E:217| 300]: Train Loss:0.0015034,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:57:47,011 - ice0003 - [INFO] - [E:217| 400]: Train Loss:0.0015037,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:58:49,800 - ice0003 - [INFO] - [E:217| 500]: Train Loss:0.0015036,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 11:59:52,584 - ice0003 - [INFO] - [E:217| 600]: Train Loss:0.0015036,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:00:55,370 - ice0003 - [INFO] - [E:217| 700]: Train Loss:0.0015037,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:01:58,165 - ice0003 - [INFO] - [E:217| 800]: Train Loss:0.0015037,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:03:01,030 - ice0003 - [INFO] - [E:217| 900]: Train Loss:0.0015038,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:03:45,183 - ice0003 - [INFO] - [Epoch:217]:  Training Loss:0.001504
 | 
						|
 | 
						|
2023-05-19 12:03:45,394 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 12:03:58,932 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 12:04:12,259 - ice0003 - [INFO] - [Evaluating Epoch 217 valid]: 
 | 
						|
	MRR: Tail : 0.45448, Head : 0.3984, Avg : 0.42644
 | 
						|
 | 
						|
2023-05-19 12:04:12,260 - ice0003 - [INFO] - [Epoch 217]:  Training Loss: 0.0015037,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 12:04:12,901 - ice0003 - [INFO] - [E:218| 0]: Train Loss:0.0015032,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:05:15,803 - ice0003 - [INFO] - [E:218| 100]: Train Loss:0.0015037,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:06:18,772 - ice0003 - [INFO] - [E:218| 200]: Train Loss:0.0015035,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:07:21,698 - ice0003 - [INFO] - [E:218| 300]: Train Loss:0.0015033,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:08:24,658 - ice0003 - [INFO] - [E:218| 400]: Train Loss:0.0015035,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:09:27,618 - ice0003 - [INFO] - [E:218| 500]: Train Loss:0.0015035,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:10:30,567 - ice0003 - [INFO] - [E:218| 600]: Train Loss:0.0015035,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:11:33,573 - ice0003 - [INFO] - [E:218| 700]: Train Loss:0.0015035,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:12:36,381 - ice0003 - [INFO] - [E:218| 800]: Train Loss:0.0015035,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:13:39,182 - ice0003 - [INFO] - [E:218| 900]: Train Loss:0.0015035,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:14:23,329 - ice0003 - [INFO] - [Epoch:218]:  Training Loss:0.001504
 | 
						|
 | 
						|
2023-05-19 12:14:23,542 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 12:14:37,094 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 12:14:50,421 - ice0003 - [INFO] - [Evaluating Epoch 218 valid]: 
 | 
						|
	MRR: Tail : 0.45801, Head : 0.39943, Avg : 0.42872
 | 
						|
 | 
						|
2023-05-19 12:14:50,421 - ice0003 - [INFO] - [Epoch 218]:  Training Loss: 0.0015035,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 12:14:51,058 - ice0003 - [INFO] - [E:219| 0]: Train Loss:0.001492,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:15:53,893 - ice0003 - [INFO] - [E:219| 100]: Train Loss:0.0015024,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:16:56,719 - ice0003 - [INFO] - [E:219| 200]: Train Loss:0.0015034,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:17:59,535 - ice0003 - [INFO] - [E:219| 300]: Train Loss:0.0015031,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:19:02,332 - ice0003 - [INFO] - [E:219| 400]: Train Loss:0.0015032,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:20:05,265 - ice0003 - [INFO] - [E:219| 500]: Train Loss:0.0015034,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:21:08,071 - ice0003 - [INFO] - [E:219| 600]: Train Loss:0.0015033,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:22:10,874 - ice0003 - [INFO] - [E:219| 700]: Train Loss:0.0015031,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:23:13,702 - ice0003 - [INFO] - [E:219| 800]: Train Loss:0.0015031,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:24:17,885 - ice0003 - [INFO] - [E:219| 900]: Train Loss:0.0015032,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:25:02,069 - ice0003 - [INFO] - [Epoch:219]:  Training Loss:0.001503
 | 
						|
 | 
						|
2023-05-19 12:25:02,281 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 12:25:15,822 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 12:25:29,149 - ice0003 - [INFO] - [Evaluating Epoch 219 valid]: 
 | 
						|
	MRR: Tail : 0.45461, Head : 0.39938, Avg : 0.427
 | 
						|
	MR: Tail : 627.47, Head : 719.47, Avg : 673.47
 | 
						|
	Hit-1: Tail : 0.37383, Head : 0.31873, Avg : 0.34628
 | 
						|
	Hit-3: Tail : 0.49788, Head : 0.43549, Avg : 0.46668
 | 
						|
	Hit-10: Tail : 0.60286, Head : 0.55492, Avg : 0.57889
 | 
						|
2023-05-19 12:25:29,149 - ice0003 - [INFO] - [Epoch 219]:  Training Loss: 0.0015032,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 12:25:29,785 - ice0003 - [INFO] - [E:220| 0]: Train Loss:0.0015139,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:26:32,600 - ice0003 - [INFO] - [E:220| 100]: Train Loss:0.0015021,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:27:35,409 - ice0003 - [INFO] - [E:220| 200]: Train Loss:0.0015024,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:28:38,374 - ice0003 - [INFO] - [E:220| 300]: Train Loss:0.0015023,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:29:41,178 - ice0003 - [INFO] - [E:220| 400]: Train Loss:0.0015024,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:30:43,973 - ice0003 - [INFO] - [E:220| 500]: Train Loss:0.0015028,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:31:46,767 - ice0003 - [INFO] - [E:220| 600]: Train Loss:0.0015029,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:32:49,560 - ice0003 - [INFO] - [E:220| 700]: Train Loss:0.0015029,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:33:52,474 - ice0003 - [INFO] - [E:220| 800]: Train Loss:0.001503,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:34:55,449 - ice0003 - [INFO] - [E:220| 900]: Train Loss:0.0015032,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:35:39,710 - ice0003 - [INFO] - [Epoch:220]:  Training Loss:0.001503
 | 
						|
 | 
						|
2023-05-19 12:35:39,923 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 12:35:53,502 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 12:36:06,825 - ice0003 - [INFO] - [Evaluating Epoch 220 valid]: 
 | 
						|
	MRR: Tail : 0.45214, Head : 0.39712, Avg : 0.42463
 | 
						|
 | 
						|
2023-05-19 12:36:06,825 - ice0003 - [INFO] - [Epoch 220]:  Training Loss: 0.0015032,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 12:36:07,461 - ice0003 - [INFO] - [E:221| 0]: Train Loss:0.0014997,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:37:10,454 - ice0003 - [INFO] - [E:221| 100]: Train Loss:0.0015032,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:38:13,361 - ice0003 - [INFO] - [E:221| 200]: Train Loss:0.0015025,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:39:16,172 - ice0003 - [INFO] - [E:221| 300]: Train Loss:0.0015024,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:40:18,955 - ice0003 - [INFO] - [E:221| 400]: Train Loss:0.0015026,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:41:21,814 - ice0003 - [INFO] - [E:221| 500]: Train Loss:0.0015024,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:42:24,715 - ice0003 - [INFO] - [E:221| 600]: Train Loss:0.0015025,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:43:27,588 - ice0003 - [INFO] - [E:221| 700]: Train Loss:0.0015026,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:44:30,541 - ice0003 - [INFO] - [E:221| 800]: Train Loss:0.0015028,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:45:33,543 - ice0003 - [INFO] - [E:221| 900]: Train Loss:0.001503,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:46:17,741 - ice0003 - [INFO] - [Epoch:221]:  Training Loss:0.001503
 | 
						|
 | 
						|
2023-05-19 12:46:17,952 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 12:46:31,492 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 12:46:44,811 - ice0003 - [INFO] - [Evaluating Epoch 221 valid]: 
 | 
						|
	MRR: Tail : 0.44974, Head : 0.39637, Avg : 0.42306
 | 
						|
 | 
						|
2023-05-19 12:46:44,811 - ice0003 - [INFO] - [Epoch 221]:  Training Loss: 0.0015031,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 12:46:45,446 - ice0003 - [INFO] - [E:222| 0]: Train Loss:0.001498,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:47:48,269 - ice0003 - [INFO] - [E:222| 100]: Train Loss:0.0015024,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:48:51,074 - ice0003 - [INFO] - [E:222| 200]: Train Loss:0.0015023,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:49:53,883 - ice0003 - [INFO] - [E:222| 300]: Train Loss:0.0015026,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:50:56,775 - ice0003 - [INFO] - [E:222| 400]: Train Loss:0.0015024,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:51:59,626 - ice0003 - [INFO] - [E:222| 500]: Train Loss:0.0015024,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:53:02,581 - ice0003 - [INFO] - [E:222| 600]: Train Loss:0.0015026,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:54:05,549 - ice0003 - [INFO] - [E:222| 700]: Train Loss:0.0015028,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:55:08,496 - ice0003 - [INFO] - [E:222| 800]: Train Loss:0.0015029,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:56:11,395 - ice0003 - [INFO] - [E:222| 900]: Train Loss:0.001503,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:56:55,633 - ice0003 - [INFO] - [Epoch:222]:  Training Loss:0.001503
 | 
						|
 | 
						|
2023-05-19 12:56:55,846 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 12:57:09,402 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 12:57:22,735 - ice0003 - [INFO] - [Evaluating Epoch 222 valid]: 
 | 
						|
	MRR: Tail : 0.45695, Head : 0.39935, Avg : 0.42815
 | 
						|
 | 
						|
2023-05-19 12:57:22,735 - ice0003 - [INFO] - [Epoch 222]:  Training Loss: 0.0015029,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 12:57:23,371 - ice0003 - [INFO] - [E:223| 0]: Train Loss:0.0015007,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:58:26,197 - ice0003 - [INFO] - [E:223| 100]: Train Loss:0.0015028,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 12:59:29,048 - ice0003 - [INFO] - [E:223| 200]: Train Loss:0.0015025,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:00:31,857 - ice0003 - [INFO] - [E:223| 300]: Train Loss:0.0015029,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:01:34,747 - ice0003 - [INFO] - [E:223| 400]: Train Loss:0.0015029,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:02:37,709 - ice0003 - [INFO] - [E:223| 500]: Train Loss:0.0015029,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:03:40,549 - ice0003 - [INFO] - [E:223| 600]: Train Loss:0.0015027,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:04:43,350 - ice0003 - [INFO] - [E:223| 700]: Train Loss:0.0015027,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:05:46,150 - ice0003 - [INFO] - [E:223| 800]: Train Loss:0.0015028,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:06:48,989 - ice0003 - [INFO] - [E:223| 900]: Train Loss:0.0015028,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:07:33,176 - ice0003 - [INFO] - [Epoch:223]:  Training Loss:0.001503
 | 
						|
 | 
						|
2023-05-19 13:07:33,389 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 13:07:46,926 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 13:08:00,246 - ice0003 - [INFO] - [Evaluating Epoch 223 valid]: 
 | 
						|
	MRR: Tail : 0.45269, Head : 0.39378, Avg : 0.42324
 | 
						|
 | 
						|
2023-05-19 13:08:00,246 - ice0003 - [INFO] - [Epoch 223]:  Training Loss: 0.0015029,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 13:08:00,883 - ice0003 - [INFO] - [E:224| 0]: Train Loss:0.001499,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:09:03,717 - ice0003 - [INFO] - [E:224| 100]: Train Loss:0.0015026,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:10:06,552 - ice0003 - [INFO] - [E:224| 200]: Train Loss:0.0015026,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:11:09,426 - ice0003 - [INFO] - [E:224| 300]: Train Loss:0.0015025,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:12:12,373 - ice0003 - [INFO] - [E:224| 400]: Train Loss:0.0015025,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:13:15,197 - ice0003 - [INFO] - [E:224| 500]: Train Loss:0.0015026,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:14:18,025 - ice0003 - [INFO] - [E:224| 600]: Train Loss:0.0015029,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:15:20,813 - ice0003 - [INFO] - [E:224| 700]: Train Loss:0.0015027,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:16:23,618 - ice0003 - [INFO] - [E:224| 800]: Train Loss:0.0015028,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:17:26,567 - ice0003 - [INFO] - [E:224| 900]: Train Loss:0.0015028,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:18:10,820 - ice0003 - [INFO] - [Epoch:224]:  Training Loss:0.001503
 | 
						|
 | 
						|
2023-05-19 13:18:11,034 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 13:18:24,612 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 13:18:37,959 - ice0003 - [INFO] - [Evaluating Epoch 224 valid]: 
 | 
						|
	MRR: Tail : 0.4559, Head : 0.39557, Avg : 0.42574
 | 
						|
 | 
						|
2023-05-19 13:18:37,959 - ice0003 - [INFO] - [Epoch 224]:  Training Loss: 0.0015029,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 13:18:38,597 - ice0003 - [INFO] - [E:225| 0]: Train Loss:0.0014964,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:19:41,550 - ice0003 - [INFO] - [E:225| 100]: Train Loss:0.001504,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:20:44,409 - ice0003 - [INFO] - [E:225| 200]: Train Loss:0.0015028,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:21:47,195 - ice0003 - [INFO] - [E:225| 300]: Train Loss:0.0015026,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:22:49,976 - ice0003 - [INFO] - [E:225| 400]: Train Loss:0.0015024,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:23:52,757 - ice0003 - [INFO] - [E:225| 500]: Train Loss:0.0015023,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:24:55,563 - ice0003 - [INFO] - [E:225| 600]: Train Loss:0.0015025,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:25:58,385 - ice0003 - [INFO] - [E:225| 700]: Train Loss:0.0015024,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:27:01,156 - ice0003 - [INFO] - [E:225| 800]: Train Loss:0.0015025,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:28:03,963 - ice0003 - [INFO] - [E:225| 900]: Train Loss:0.0015026,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:28:48,227 - ice0003 - [INFO] - [Epoch:225]:  Training Loss:0.001503
 | 
						|
 | 
						|
2023-05-19 13:28:48,439 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 13:29:01,984 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 13:29:15,310 - ice0003 - [INFO] - [Evaluating Epoch 225 valid]: 
 | 
						|
	MRR: Tail : 0.45341, Head : 0.40089, Avg : 0.42715
 | 
						|
 | 
						|
2023-05-19 13:29:15,310 - ice0003 - [INFO] - [Epoch 225]:  Training Loss: 0.0015026,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 13:29:15,951 - ice0003 - [INFO] - [E:226| 0]: Train Loss:0.0015058,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:30:18,754 - ice0003 - [INFO] - [E:226| 100]: Train Loss:0.0015032,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:31:21,582 - ice0003 - [INFO] - [E:226| 200]: Train Loss:0.0015025,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:32:24,383 - ice0003 - [INFO] - [E:226| 300]: Train Loss:0.0015024,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:33:27,203 - ice0003 - [INFO] - [E:226| 400]: Train Loss:0.0015027,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:34:29,981 - ice0003 - [INFO] - [E:226| 500]: Train Loss:0.0015028,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:35:32,817 - ice0003 - [INFO] - [E:226| 600]: Train Loss:0.0015027,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:36:35,620 - ice0003 - [INFO] - [E:226| 700]: Train Loss:0.0015027,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:37:38,569 - ice0003 - [INFO] - [E:226| 800]: Train Loss:0.0015025,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:38:41,334 - ice0003 - [INFO] - [E:226| 900]: Train Loss:0.0015025,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:39:25,506 - ice0003 - [INFO] - [Epoch:226]:  Training Loss:0.001503
 | 
						|
 | 
						|
2023-05-19 13:39:25,720 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 13:39:39,268 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 13:39:52,591 - ice0003 - [INFO] - [Evaluating Epoch 226 valid]: 
 | 
						|
	MRR: Tail : 0.45112, Head : 0.39219, Avg : 0.42165
 | 
						|
 | 
						|
2023-05-19 13:39:52,591 - ice0003 - [INFO] - [Epoch 226]:  Training Loss: 0.0015025,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 13:39:53,225 - ice0003 - [INFO] - [E:227| 0]: Train Loss:0.0015171,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:40:56,004 - ice0003 - [INFO] - [E:227| 100]: Train Loss:0.0015007,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:41:58,802 - ice0003 - [INFO] - [E:227| 200]: Train Loss:0.0015015,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:43:01,606 - ice0003 - [INFO] - [E:227| 300]: Train Loss:0.0015019,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:44:04,446 - ice0003 - [INFO] - [E:227| 400]: Train Loss:0.0015021,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:45:07,228 - ice0003 - [INFO] - [E:227| 500]: Train Loss:0.0015021,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:46:10,188 - ice0003 - [INFO] - [E:227| 600]: Train Loss:0.0015021,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:47:13,031 - ice0003 - [INFO] - [E:227| 700]: Train Loss:0.0015022,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:48:15,975 - ice0003 - [INFO] - [E:227| 800]: Train Loss:0.001502,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:49:18,920 - ice0003 - [INFO] - [E:227| 900]: Train Loss:0.0015021,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:50:03,191 - ice0003 - [INFO] - [Epoch:227]:  Training Loss:0.001502
 | 
						|
 | 
						|
2023-05-19 13:50:03,403 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 13:50:16,943 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 13:50:30,269 - ice0003 - [INFO] - [Evaluating Epoch 227 valid]: 
 | 
						|
	MRR: Tail : 0.45646, Head : 0.39418, Avg : 0.42532
 | 
						|
 | 
						|
2023-05-19 13:50:30,269 - ice0003 - [INFO] - [Epoch 227]:  Training Loss: 0.0015024,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 13:50:30,909 - ice0003 - [INFO] - [E:228| 0]: Train Loss:0.0014896,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:51:33,850 - ice0003 - [INFO] - [E:228| 100]: Train Loss:0.0015035,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:52:36,766 - ice0003 - [INFO] - [E:228| 200]: Train Loss:0.0015029,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:53:39,699 - ice0003 - [INFO] - [E:228| 300]: Train Loss:0.0015026,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:54:42,694 - ice0003 - [INFO] - [E:228| 400]: Train Loss:0.0015024,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:55:45,586 - ice0003 - [INFO] - [E:228| 500]: Train Loss:0.0015026,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:56:48,400 - ice0003 - [INFO] - [E:228| 600]: Train Loss:0.0015027,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:57:51,293 - ice0003 - [INFO] - [E:228| 700]: Train Loss:0.0015024,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:58:54,217 - ice0003 - [INFO] - [E:228| 800]: Train Loss:0.0015024,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 13:59:56,987 - ice0003 - [INFO] - [E:228| 900]: Train Loss:0.0015024,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 14:00:41,136 - ice0003 - [INFO] - [Epoch:228]:  Training Loss:0.001502
 | 
						|
 | 
						|
2023-05-19 14:00:41,348 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 14:00:54,897 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 14:01:08,232 - ice0003 - [INFO] - [Evaluating Epoch 228 valid]: 
 | 
						|
	MRR: Tail : 0.45387, Head : 0.39313, Avg : 0.4235
 | 
						|
 | 
						|
2023-05-19 14:01:08,232 - ice0003 - [INFO] - [Epoch 228]:  Training Loss: 0.0015023,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 14:01:08,872 - ice0003 - [INFO] - [E:229| 0]: Train Loss:0.0014967,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 14:02:11,661 - ice0003 - [INFO] - [E:229| 100]: Train Loss:0.0015013,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 14:03:14,554 - ice0003 - [INFO] - [E:229| 200]: Train Loss:0.0015017,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 14:04:17,474 - ice0003 - [INFO] - [E:229| 300]: Train Loss:0.0015022,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 14:05:20,378 - ice0003 - [INFO] - [E:229| 400]: Train Loss:0.0015019,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 14:06:23,282 - ice0003 - [INFO] - [E:229| 500]: Train Loss:0.0015021,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 14:07:26,167 - ice0003 - [INFO] - [E:229| 600]: Train Loss:0.0015021,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 14:08:29,024 - ice0003 - [INFO] - [E:229| 700]: Train Loss:0.0015021,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 14:09:31,810 - ice0003 - [INFO] - [E:229| 800]: Train Loss:0.001502,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 14:10:34,620 - ice0003 - [INFO] - [E:229| 900]: Train Loss:0.0015021,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 14:11:18,791 - ice0003 - [INFO] - [Epoch:229]:  Training Loss:0.001502
 | 
						|
 | 
						|
2023-05-19 14:11:19,003 - ice0003 - [INFO] - [Valid, Tail_Batch Step 0]	ice0003
 | 
						|
2023-05-19 14:11:32,552 - ice0003 - [INFO] - [Valid, Head_Batch Step 0]	ice0003
 | 
						|
2023-05-19 14:11:45,916 - ice0003 - [INFO] - [Evaluating Epoch 229 valid]: 
 | 
						|
	MRR: Tail : 0.456, Head : 0.39439, Avg : 0.4252
 | 
						|
	MR: Tail : 611.93, Head : 712.37, Avg : 662.15
 | 
						|
	Hit-1: Tail : 0.37626, Head : 0.31412, Avg : 0.34519
 | 
						|
	Hit-3: Tail : 0.49557, Head : 0.43318, Avg : 0.46438
 | 
						|
	Hit-10: Tail : 0.60347, Head : 0.5491, Avg : 0.57628
 | 
						|
2023-05-19 14:11:45,917 - ice0003 - [INFO] - [Epoch 229]:  Training Loss: 0.0015021,  Valid MRR: 0.42903, 
 | 
						|
 | 
						|
 | 
						|
 | 
						|
2023-05-19 14:11:46,554 - ice0003 - [INFO] - [E:230| 0]: Train Loss:0.0015027,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 14:12:49,364 - ice0003 - [INFO] - [E:230| 100]: Train Loss:0.0015029,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 14:13:52,179 - ice0003 - [INFO] - [E:230| 200]: Train Loss:0.0015028,  Val MRR:0.42903, 	ice0003
 | 
						|
2023-05-19 14:14:55,007 - ice0003 - [INFO] - [E:230| 300]: Train Loss:0.0015025,  Val MRR:0.42903, 	ice0003
 |